Set shots=1000 in device
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* Update repo to use the PennyLane and QChem v0.15.1 * more
1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma
* Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml
* initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com>
* Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/
* Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards
* Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags
* change * fix
This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost.
* Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com>
* Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com>
* Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com>
glassnotes
approved these changes
Jun 16, 2021
antalszava
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Jun 16, 2021
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Thank you @thisac! 😊 Great catch!
Just double-checking: the output was correct after the change as we'd expect, right? We can also check by incrementing the cache number in the circleci file if we'd like it to be built online.
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Jun 22, 2021
* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> Co-authored-by: GitHub Nightly Merge Action <actions@github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> Co-authored-by: Christina Lee <christina@xanadu.ai>
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* fix * First full draft * first draft * adds missing line * Adds missing "s" * fixes block math * One round of proofreading * small changes * changes thumbnail message * updates figures * resizes figures * fixes equation * minor changes * Apply suggestions from code review Co-authored-by: Josh Izaac <josh146@gmail.com> * small changes * suggestions from code review * lego figure * actually adds figure * reshaped state * resize figure, remove caption * Apply suggestions from code review Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * updates figures * more improvements to figures * small typo fix * changes from code review * suggestions from code review * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update demonstrations/tutorial_givens_rotations.py * Update demonstrations/tutorial_givens_rotations.py * Update demonstrations/tutorial_givens_rotations.py * Update demonstrations/tutorial_givens_rotations.py * Update requirements.txt Co-authored-by: GitHub Nightly Merge Action <actions@github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> Co-authored-by: Christina Lee <christina@xanadu.ai>
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Jul 12, 2021
* Add tutorial file * Begin intro text * Add ansatz, measurement, encoding * Add cost * Add details on CFIM with Jacobian * Add Jacobian to cost * Add Jacobian * Add init * Fix cost * Fix compiling * Add optimization * Add comparison plot * Finish optimization * Apply suggestions from code review Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Add link * Improve introduction * Add variational algo section * Improve intro text further * Update cirq comment * Update encoding comment * Black -l 80 * Improve state prep comment * Improve cost function part * Improve comparison text * Add outro * Add author * Add illustration figure * Fix display * Add tutorial to gallery * Fix gallery description * Apply suggestions from code review Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Apply further suggestions * Shorten title * Apply suggestions from code review * Use correct preview image * fix * Add initial kernel module files * Convert to RST * Add images, fix math * Add docstring * Adjust to modified kernels module * Add reference * Temporarily update requirements * Update notebook * Black * Replace inv with adjoint * Fix some errors * Fix function calls * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Fix link and decrease stepsize * Change seed and black * reduce example size, include diffable kernel-target alignment, some minor rephrasing, added some note:: boxes. * updated date and thumbnail, added card to demos_research * black * black * Update requirements.txt * Update demonstrations/tutorial_kernel_module.py Co-authored-by: Maria Schuld <maria@xanadu.ai> * change character to ascii * Update demonstrations/tutorial_kernel_module.py Co-authored-by: Maria Schuld <maria@xanadu.ai> * more code review changes * last code review things: intro * add renamed files * Update demonstrations/tutorial_kernels_module.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_kernels_module.py Co-authored-by: Maria Schuld <maria@xanadu.ai> * Update demonstrations/tutorial_kernels_module.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_kernels_module.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_kernels_module.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_kernels_module.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_kernels_module.py Co-authored-by: Josh Izaac <josh146@gmail.com> * take care of dummy output line after plotting * Update demonstrations/tutorial_kernels_module.py Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: GitHub Nightly Merge Action <actions@github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> Co-authored-by: Christina Lee <christina@xanadu.ai> Co-authored-by: dwierichs <davidwierichs@gmail.com> Co-authored-by: Maria Schuld <maria@xanadu.ai>
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* formatting issue - remove code * High resolution pic for illustration [skip ci] * added a section to calculate bond length and dissociation energy * code chunk to calculate activation energy barrier * modify code for energy barrier * print formatting - hope the checks pass * add a better pic for h3 comparison - remove extra prints * add wiki links to RC and TS * more hyperlinks * add concluding section * modify last section - need to increase active space * remove extra prints and empty lines - relabel VQE(S+D) as VQE everywhere - move text outside the code loop * remove time prints * edit text - remove prints -add link to molecular hamiltonian() * wiki link for PES - replace comparison pic for H2 + Be * many small edits * Update demonstrations/tutorial_vqe_bond_dissociation.py JM suggests Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * JM Suggests Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * JM suggests [skip CI] Co-authored-by: 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units in text mode * link to the excitation functionality - edit the code to store range of r * tabulate the results of first section * change the print formatting - tabulate results for the second section too * edit text - increase max_iter * add tabulate * use pandas to tabulate * basic print - will this fix ci errors? * add link to UCC video and Givens rotation * new title - link to intro tutorial - crossref the h2 pes image * edit and add text * fix crossref for figure - move link * white background for the molecular animations * refine the learning goal [skip ci] * add the link to qchem tutorial [skip ci] * refine the PES text [skip ci] * to reduce time of VQE optimization - store the converged parameters and reuse as guess * explain the trick of guess parameters - edit the printed energy to be precise * round up the r_range array to 1 decimal place * rewrite the last section * add comments to the code to explain energy calculations * update date - define single reference approximation more precisely * add a note - edits everywhere * smaller font in figures - remove title * try to reduce runtime by using the guess trick in the first example too * formatting - edits * Edits from Olivia [skip ci] Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Edits from Olivia [skip ci] Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Edits from Olivia [skip ci] Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Edits from Olivia [skip ci] Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Edits from Olivia [skip ci] Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Edits from Olivia [skip ci] Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Edits from Olivia [skip ci] Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Edits from Olivia [skip ci] 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[skip ci] * more edits and code simplification * edits - refine and add molecular labels to the second figure * update all three figure illustrations * refine text - render link correctly - remove basis set * move circuit definition out of the loop * rewrite text on expectation value and gate parameters * Change stepsize in gradient descent - more edits * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Initial set of changes * New shorter version, missing figures * Adds new figures * fixes images * fixes thumbnail * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * compute reaction rate + conclusion * changes from code review * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Apply suggestions from code review Co-authored-by: agran2018 <45397799+agran2018@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * changes from code review * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review …
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: GitHub Nightly Merge Action <actions@github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> Co-authored-by: Christina Lee <christina@xanadu.ai>
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * add adaptive circuits tutorial * bring the grouped gates to the beginning * add the sparse code * add modified sparse code * add references and some corrections * add some corrections * add LiH example * add conclusions * add info to demos_research * run black * add lih image * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * run black * Apply suggestions from code review Co-authored-by: Josh Izaac <josh146@gmail.com> * add comments from code review * add comments from code review * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * add comments from code review * Apply suggestions from code review Co-authored-by: Josh Izaac <josh146@gmail.com> * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * add comments from code review * merge general circuit description with intro * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * add comments from code review * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * add comments from code review * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * add circuit images * add H sparse images * add figure caption * add tutorial to basic and change thumbnail * add small changes to text * add thumbnail image * correct thumbnail link * convert number to math format * Update requirements.txt (#329) * update date * adjust lines * add master requirements.txt Co-authored-by: GitHub Nightly Merge Action <actions@github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> Co-authored-by: Christina Lee <christina@xanadu.ai>
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: GitHub Nightly Merge Action <actions@github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> Co-authored-by: Christina Lee <christina@xanadu.ai> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca>
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_doubly_stochastic.py Co-authored-by: antalszava <antalszava@gmail.com> * add low and high; scale argument * add low and high; scale argument * use pad_with Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Requires grad updates (#364) * chemical * tutorial_mol_geo_opt * tutorial_vqe_spin_sectors * vqe; remove - option due to redundancy warning * rotoselect * natural grad demo * qgrnn * local cost func demo, requires_grad=True * format * gaussian transformation * qaoa intro * adaptive * variational classifier * Update demonstr…
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_doubly_stochastic.py Co-authored-by: antalszava <antalszava@gmail.com> * add low and high; scale argument * add low and high; scale argument * use pad_with Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Requires grad updates (#364) * chemical * tutorial_mol_geo_opt * tutorial_vqe_spin_sectors * vqe; remove - option due to redundancy warning * rotoselect * natural grad demo * qgrnn * local cost func demo, requires_grad=True * format * gaussian transformation * qaoa intro * adaptive * variational classifier * Update demonstr…
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_doubly_stochastic.py Co-authored-by: antalszava <antalszava@gmail.com> * add low and high; scale argument * add low and high; scale argument * use pad_with Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Requires grad updates (#364) * chemical * tutorial_mol_geo_opt * tutorial_vqe_spin_sectors * vqe; remove - option due to redundancy warning * rotoselect * natural grad demo * qgrnn * local cost func demo, requires_grad=True * format * gaussian transformation * qaoa intro * adaptive * variational classifier * Update demonstr…
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_doubly_stochastic.py Co-authored-by: antalszava <antalszava@gmail.com> * add low and high; scale argument * add low and high; scale argument * use pad_with Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Requires grad updates (#364) * chemical * tutorial_mol_geo_opt * tutorial_vqe_spin_sectors * vqe; remove - option due to redundancy warning * rotoselect * natural grad demo * qgrnn * local cost func demo, requires_grad=True * format * gaussian transformation * qaoa intro * adaptive * variational classifier * Update demonstr…
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_doubly_stochastic.py Co-authored-by: antalszava <antalszava@gmail.com> * add low and high; scale argument * add low and high; scale argument * use pad_with Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Requires grad updates (#364) * chemical * tutorial_mol_geo_opt * tutorial_vqe_spin_sectors * vqe; remove - option due to redundancy warning * rotoselect * natural grad demo * qgrnn * local cost func demo, requires_grad=True * format * gaussian transformation * qaoa intro * adaptive * variational classifie…
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_doubly_stochastic.py Co-authored-by: antalszava <antalszava@gmail.com> * add low and high; scale argument * add low and high; scale argument * use pad_with Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Requires grad updates (#364) * chemical * tutorial_mol_geo_opt * tutorial_vqe_spin_sectors * vqe; remove - option due to redundancy warning * rotoselect * natural grad demo * qgrnn * local cost func demo, requires_grad=True * format * gaussian transformation * qaoa intro * adaptive * variational classifier * Update demonstr…
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_doubly_stochastic.py Co-authored-by: antalszava <antalszava@gmail.com> * add low and high; scale argument * add low and high; scale argument * use pad_with Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Requires grad updates (#364) * chemical * tutorial_mol_geo_opt * tutorial_vqe_spin_sectors * vqe; remove - option due to redundancy warning * rotoselect * natural grad demo * qgrnn * local cost func demo, requires_grad=True * format * gaussian transformation * qaoa intro * adaptive * variational c…
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…rial (#501) * adds m1 Mac instructions (#479) * adds m1 Mac instructions * Update README.md suggestion from Josh Co-authored-by: Josh Izaac <josh146@gmail.com> * updated README instructions for m1 Mac to use norun file * updated README and requirements-norun.txt Co-authored-by: Josh Izaac <josh146@gmail.com> * Added workflow run test * disable * test * Test * a * a * a * a * a * a * a * a * a * a * a * [sc-16868]: Added GitHub workflow with caching. Initial test (#1) * removed unused search page (redirects to qml homepage) (#483) * Updated cache strategy (#2) * Added job matrix (#3) * Fixed issues with caching (#4) * Sc 16868 test GitHub build (#5) * Test cache (#6) * Update index.rst a * Demo for Machine Learning with Classical Shadows (#450) * fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antal…
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* adds m1 Mac instructions (#479) * adds m1 Mac instructions * Update README.md suggestion from Josh Co-authored-by: Josh Izaac <josh146@gmail.com> * updated README instructions for m1 Mac to use norun file * updated README and requirements-norun.txt Co-authored-by: Josh Izaac <josh146@gmail.com> * Added workflow run test * disable * test * Test * a * a * a * a * a * a * a * a * a * a * a * [sc-16868]: Added GitHub workflow with caching. Initial test (#1) * removed unused search page (redirects to qml homepage) (#483) * Updated cache strategy (#2) * Added job matrix (#3) * Fixed issues with caching (#4) * Sc 16868 test GitHub build (#5) * Test cache (#6) * Update index.rst a * Demo for Machine Learning with Classical Shadows (#450) * fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update…
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Jun 16, 2022
* adds m1 Mac instructions (#479) * adds m1 Mac instructions * Update README.md suggestion from Josh Co-authored-by: Josh Izaac <josh146@gmail.com> * updated README instructions for m1 Mac to use norun file * updated README and requirements-norun.txt Co-authored-by: Josh Izaac <josh146@gmail.com> * Added workflow run test * disable * test * Test * a * a * a * a * a * a * a * a * a * a * a * [sc-16868]: Added GitHub workflow with caching. Initial test (#1) * removed unused search page (redirects to qml homepage) (#483) * Updated cache strategy (#2) * Added job matrix (#3) * Fixed issues with caching (#4) * Sc 16868 test GitHub build (#5) * Test cache (#6) * Update index.rst a * Demo for Machine Learning with Classical Shadows (#450) * fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gm…
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* fix * Adds demo on unitary designs (#252) * Initial commit; introductory details plus skeleton of remainder. * Add details on complex projective and unitary designs. * Add related demo. * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Major updates to section on twirling and fidelity. * Major updates; finish code example. * Change PL branch; update entry in TOC. * Upload thumbnail. * Apply suggestions from code review * Rewrite example to use qfunc transforms. * Add lots of references. Start conclusion. * First full draft of demo. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Fix dashes. Move multi-qubit Clifford discussion into main text. * Add spherical design example. Cut complex projective design content. * Elaborate on Clifford group and spherical designs. * Rearrange some text. * Apply suggestions from code review * Streamline apply Clifford function. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Remove histogram. * Update text and add new graphics. * Tweak text. * Remove explicit deviation amount. * Update requirements.txt * Revert spurious changes to kernel tutorial. * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update date. * Remove extra line from merge. * Fix link to Haar demo. * Actually fix the link. Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Merge the `master` branch into `dev` (#283) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * increment cache number * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Set `shots=1000` in device (#286) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * update shots (and trim whitespace) * setting things right * fix back unrelated file * fix * Add shots=1000 to metrology demo. * tweak init value * Last updated Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Minor learning2learn fixes (#289) * update minor things * more minor fixes * last updated date Co-authored-by: Antal Szava <antalszava@gmail.com> * Change PyTorch noisy demo to use Amazon Braket (#288) * remove qpu line (errors with latest Forest) * Update demonstrations/pytorch_noise.py Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * QPU through Braket * wording * wording * mention Amazon Braket * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * Add Braket at the beginning as dep, further details on QPU * mentioned QPU at the beginning * Update demonstrations/pytorch_noise.py Co-authored-by: Christina Lee <christina@xanadu.ai> * minor * pull in release candidate of PennyLane Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: Christina Lee <christina@xanadu.ai> * Hide designs demo. (#295) * Update `dev` before merging into `master` (#294) * Update repo to use the PennyLane and QChem v0.15.1 (#262) * Update repo to use the PennyLane and QChem v0.15.1 * more * Fixed typos in qubit rotation tutorial (#264) 1. 'a measurement' instead of 'an measurement' 2. a compound predicate should not have a separating comma * Upgrade sphinx-gallery to v0.9 (#268) * Update requirements.txt * Update conf.py * Update requirements.txt * Update config.yml * Adds Feedback-Based Quantum Optimization (FALQON) Tutorial (#265) * initial commit * notebooks * Add basic theory * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * change * change * changes * Update falqon_david.ipynb * Update falqon_david.ipynb * bird seed * change * Update falqon_david-checkpoint.ipynb * Add real data set * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * Update falqon_david.ipynb * python file * adds maxclique image * bird seed * edits to tutorial * tiny change * Update falqon_david.ipynb * Update falqon_david.ipynb * Add short benchmark summary * change * change * change * tutorial changes * final changes * change * Delete falqon_david-checkpoint.ipynb * cite * link * changes * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * JM review * Various minor changes, update benchmark data * Implement Olivia's suggestions except phi normalization and math at start * Change phi normalization * Simplify introductory math * Fix math error * Fix math error * Update tutorial_falqon.py * Update tutorial_falqon.py * Update tutorial_falqon.py * change * change * Apply suggestions from code review Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * change * change * Update demonstrations/tutorial_falqon.py Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> * Update falqon.py * Apply suggestions from code review Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * small change Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * use adjoint (#272) * CH1132 | Fix TOC Bug In Xanadu Themes (#274) * Table of contents no longer disapears at the bottom of page * Adds missing semi-colon * Revert psycf version * Updates comments * TOC top matches docs page * Reverts _static/thumbs/ * Update tutorial_falqon.py * CH4398 | Fix Community Card Anchors (#275) * Page scrolls to card if hash is present in URL * Adds id to card that consists of first letters of title of card and author last name * IDs are more readable * Hovering over active card does not remove active class * IDs no longer have accents * Active class remains on cards * CH4568 | Fix Size Of Community Demo Cards (#277) * Card header uses flexbox * Cards are same height, text is scrollable * Descriptions are the same height and overflow is hidden * Updates read more button * Overflowing text shows read more link * Adds modals to read descriptions * Removes default button styling * Fixes button alignment * Community cards are responsive * JS handles text overflow on page resizing * Removes unnecessary p tags * Update videos.rst (#278) * Update demos_research.rst * Fix FALQON Tutorial (#280) * change * fix * Made sure to keep track of running best_cost (#281) This ensures that our computed output_bloch_v is truly the best one encountered in gradient descent, instead of one computed by just any parameters that result in a cost less than our very first initial cost. * Tutorial Classical Shadows (#263) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Adding Header Image to Classical Shadows Demo (#284) * Create tutorial_classical_shadows.py * first working version for single qubit * added comments, multiqubit is working * adding rough intro to tutorial, metadata, and integrating with qml docs * Formatting the comments * adding shadow_state() and snapshot_state() * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> * adding image and updating introduction * integrating test code into demo * adding section headings * 90 character limit to ensure page is rendered correctly * Added background to classical shadows * adding theory portion to state reconstruction section * small fix on heading * minor updates to the state reconstruction section * updating state reconstruction tests * state reconstruction example * Wrapped up background * Restructuring, introducing testing * Got rid of duplicate information * quick fixes/rearrangement * median of means, formatting * minor fixes * edits/flow * Estimating Pauli observables introduction * adding expected test code-blocks * fixed math * Adding final example and shadow bound test * fix typos * ran black, added part about pytest, added test output, added random seed * dots * adding card image * fix to meta data * small typo's * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * moving demo to research category * fixing citations * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * fixing broken equation * removing tests * changing plot * Addressing comments pt 1 * Remove type suggestions. * black * small fixes, added conclusion * Changed shadow to two seperate arrays, simplified observable estimator. * added comments * small typos * Make docstrings consistent. * Fix citations * Small improvements to text flow * ran through spellcheck * Changed final figure, addressed most comments. * A single dot. * Update demos_research.rst Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> * Changed * Bullet rendering issue * print formatting fix * unblack * Apply suggestions from code review * Apply suggestions from code review Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> * Explain single clifford ensemble * Apply suggestions from code review * Update demonstrations/tutorial_classical_shadows.py * adding header image * Update demonstrations/tutorial_classical_shadows.py * Update demonstrations/tutorial_classical_shadows.py Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> * Incorrect energy landscape in QNG demo (#285) * Add files via upload Correct energy landscape * Update tutorial_vqe_qng.py Switched blue and red. Co-authored-by: antalszava <antalszava@gmail.com> * Add note about `qsimcirq` warning (#290) * add note about qsimcirq warning * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> * cache inc Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Tommy Vo Tran <tomvotran@ucla.edu> Co-authored-by: Jack Ceroni <jackceroni@gmail.com> Co-authored-by: David Wakeham <david.a.wakeham@gmail.com> Co-authored-by: ixfoduap <40441298+ixfoduap@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Andrew Gardhouse <AndrewGardhouse@gmail.com> Co-authored-by: Nathan Killoran <co9olguy@users.noreply.github.com> Co-authored-by: bdoolittle <brian.d.doolittle@gmail.com> Co-authored-by: rooler <roel.wier@gmail.com> Co-authored-by: Roeland Wiersema <32705838+therooler@users.noreply.github.com> Co-authored-by: Tom Bromley <49409390+trbromley@users.noreply.github.com> Co-authored-by: Theodor <theodor@xanadu.ai> * Requirements * Update designs demo to use qml.apply and fix issues in dev (#306) * Re-add demo. Fix issues and update use qml.apply. * Apply suggestions from code review * Change op to m for measurements. * Update `tutorial_noisy_circuits.py` (#312) * Update tutorial_noisy_circuits.py * remove dimensionality of ev * increment cache number * @master for pl (#319) * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * update requirements * Update requirements.txt (#329) * Add more `plt.show` calls in the l2l demo (#331) * plt.show; last updated * Model name * diff_method=None (#332) * Added a note to Quantum Volume Demo (#335) * Added a note to teach users how to access a list of available IBM Q backends * Having two notes next to eachother looks visually bad so I just merged it with the previous note * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Update requirements.txt Co-authored-by: antalszava <antalszava@gmail.com> * Add dev branch * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * Update tutorial_gbs.py (#351) * pin pyparsing (#358) * Merge `master` into `dev` (#362) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update templates access and remove template decorator (#360) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Update templates. Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Remove use of the init module everywhere (#361) * Update pyscf version. (#273) Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> * Update qnode.draw to qml.draw() (#352) * pin pyparsing (#357) * replaced pad --> pad_with in this tutorial as it has now been deprecated (#359) * Add an action for demo output checking (#356) * Update demos to make use of the new qml.sample and qml.expval(H) functionality (story #: 8118) (#330) * Updated qsim to use the new qml.sample functionality **needs to be tested ! ** * just removed one commented line * Updated one of the paragraphs to be consistent with the changes * Updated coherent vqls to use the builtin functionality of qml.sample, also tested it locally and it seems to run without errors! * updated qaoa_maxcut to use new qml.sample functionality * updated vqls tutorial to make use of the new functionality of qml.sample * Made some changes to chem reaction tutorial, want to confirm with CI to see if it works properly because I can't run it locally * fixed quick little bug with wires in circuit def * quick change to help debug error in CI * Found the bug with chem_reactions tutorial, hopefully this fixes it * updated falqon tutorial and removed dependance on qml.ExpvalCost, still need to confirm it works with CI * fixed a small bug, wrote Qnode isntead of QNode * Updated falqon to use qml.expval instead of qml.ExpvalCost * updated optimized measurement tutorial to make use of qml.expval, still need to test with CI * debugging measurement optimize tutorial * The bug regarding Qnodes is well known, just made a change the Christina suggested as a temporary fix * Updated molecular geometry optimization tutorial to make use of qml.expval * Updated qaoa tutorial to make use of qml.expval, updated docs in both examples to remove qml.ExpValCost * Updated vqe and vqe qng tutorials to use qml.expval(H) * Updated the vqe soin sectors demo with qml.expval, fixed a typo in overview of vqe tutorial * Updated parallel vqe tutorial to remove dependance on qml.ExpvalCost, was not able to fully test this because I don't have rigitti setup * Updated these tutorials to remove qml.ExpvalCost dependance * Cleaning up some typos and comments * Updated measurement optimization tutorial to make use of qml.Tracker * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: antalszava <antalszava@gmail.com> * Updated tutorials based on pr comments * Fixed bug in the spsa demo * clean up * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * cleaned up docs * Cleaning up documentation * added comment * Update demonstrations/braket-parallel-gradients.py Co-authored-by: antalszava <antalszava@gmail.com> * Clean up - added variable num_wires to mol_geo_opt tutorial - replaced new_graph.nodes with dev.wires to clairfy iteration over wires * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/qsim_beyond_classical.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_coherent_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_qaoa_intro.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqe_qng.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_vqls.py Co-authored-by: Maria Schuld <mariaschuld@gmail.com> * Update demonstrations/tutorial_mol_geo_opt.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Update demonstrations/tutorial_qaoa_maxcut.py Co-authored-by: Josh Izaac <josh146@gmail.com> * Address comments - made circuit a qnode to prevent the need to initialize multiple qnodes one after another Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> * sources + yml * add diff job * on push * branch name * unzip with path * updates * tutorials from master and dev too * path to script * Update diffs found * add toc and references * Update diffs found * comments * mv to .github/workflows dedicated folder * diffs document updates * revert changes to tutorial_vqe_qng.py * Update .github/workflows/html_parser.py Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * suggestions * no sys * Move demo_diff.md so that workflows access is not required * change trigger and branch Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> Co-authored-by: Maria Schuld <mariaschuld@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: QML demo checker Bot <> * remove init module everywhere * minor improvement * add 2pi scaling * Update demonstrations/spsa.py Co-authored-by: antalszava <antalszava@gmail.com> * Update demonstrations/tutorial_doubly_stochastic.py Co-authored-by: antalszava <antalszava@gmail.com> * add low and high; scale argument * add low and high; scale argument * use pad_with Co-authored-by: Olivia Di Matteo <2068515+glassnotes@users.noreply.github.com> Co-authored-by: Olivia Di Matteo <dimatteo.olivia@gmail.com> Co-authored-by: Josh Izaac <josh146@gmail.com> Co-authored-by: antalszava <antalszava@gmail.com> Co-authored-by: Jay Soni <jbsoni@uwaterloo.ca> * Requires grad updates (#364) * chemical * tutorial_mol_geo_opt * tutorial_vqe_spin_sectors * vqe; remove - option due to redundancy warning * rotoselect * natural grad demo * qgrnn * local cost func demo, requires_grad=True * format * gaussian transformation * qaoa intro * adaptive * variational classifier * Updat…
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Minor update setting
shots=1000in device so that results are noisy (as expected).(also, quite a few whitespace changes, so I recommend ignoring them in the diff)