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Add demonstration for kernels module (#266)
* 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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