From 13675b27696460b31954e3802bad0b3a73d68cab Mon Sep 17 00:00:00 2001 From: "Paul W. Talbot" Date: Thu, 16 Sep 2021 16:31:31 -0600 Subject: [PATCH 01/11] stash --- .../integration_tests/workflows/HTSE/funcs.py | 36 +++++ .../workflows/HTSE/heron_input.xml | 133 ++++++++++++++++++ .../workflows/storage/analytic.xlsx | Bin 17219 -> 23010 bytes 3 files changed, 169 insertions(+) create mode 100644 tests/integration_tests/workflows/HTSE/funcs.py create mode 100644 tests/integration_tests/workflows/HTSE/heron_input.xml diff --git a/tests/integration_tests/workflows/HTSE/funcs.py b/tests/integration_tests/workflows/HTSE/funcs.py new file mode 100644 index 00000000..24bcd582 --- /dev/null +++ b/tests/integration_tests/workflows/HTSE/funcs.py @@ -0,0 +1,36 @@ + +# Copyright 2020, Battelle Energy Alliance, LLC +# ALL RIGHTS RESERVED +""" + Implements transfer functions +""" + +def electric_consume(data, meta): + """ + Swaps the sign for electricity consumption to yield positive cash values. + @ In, data, dict, information to be filled before return + @ In, meta, dict, additional information from HERON state + @ Out, data, dict, information filled + @ Out, meta, dict, additional information from HERON state + """ + activity = meta['HERON']['activity'] + amount = -1 * activity['electricity'] + data = {'driver': amount} + return data, meta + +def flex_price(data, meta): + """ + Gathers and modifies the ARMA signal to produce a price history ranging + from -1 to 1 instead of 0 to 1. + @ In, data, dict, information to be filled before return + @ In, meta, dict, additional information from HERON state + @ Out, data, dict, information filled + @ Out, meta, dict, additional information from HERON state + """ + sine = meta['HERON']['RAVEN_vars']['Signal'] + t = meta['HERON']['time_index'] + # DispatchManager + # scale electricity consumed to flex between -1 and 1 + amount = - 2 * (sine[t] - 0.5) + data = {'reference_price': amount} + return data, meta diff --git a/tests/integration_tests/workflows/HTSE/heron_input.xml b/tests/integration_tests/workflows/HTSE/heron_input.xml new file mode 100644 index 00000000..528e1a0d --- /dev/null +++ b/tests/integration_tests/workflows/HTSE/heron_input.xml @@ -0,0 +1,133 @@ + + + HTSE + talbpaul + 2021-08-29 + + Typical IES configuration with NPP, BOP, HTSE, H2 Storage, H2 Customer. Uses reduced histories + for shorter project lifetime. + + HERON + + + + opt + 2 + + TODO + Time + 2 + 21 + + + 3 + 0.08 + 0.1 + 0.1 + 50 + + + + + + + + + + + + + 40000 + + + + 60 + + + + + + + electricity + + 0,10 + + + + + -0.043 + 1 + + + + 30 + + HTSE_capacity + -545263737 + 7.4 + 0.955 + 15 + + + HTSE_capacity + -70752705 + 7.4 + 0.955 + + + + + + + + 0, 5e5 + 0 + + + 30 + + H2_storage_capacity + -550 + 15 + + + + + + + + functions + + + 1 + + electricity-1 + + functions + + + + + + + 0, -10 + + + 1 + + H2-1 + + functions + + + + + + + + + TODO + funcs.py + + + diff --git a/tests/integration_tests/workflows/storage/analytic.xlsx b/tests/integration_tests/workflows/storage/analytic.xlsx index 5011f3525e1eccc5fb0e073381a97a03112c96cd..dca151391d9f9477ef14478ea20fc05f9ef1eedf 100644 GIT binary patch delta 17120 zcmZs?b8xRe^etT5wr%&+wr$%!bw9Oj+c>ptyQl4`ZQH&5{_Z<-@4RzoGD-FyYwz{! zWb#b1lEF~my++_VN@!>skrC7^P#~b`BqnGqz`FhVFC<^ax^JQrJ!0x}b7Fbq^FRp6 z2B9;GIAD4u4$h90Vq-|5Z{M)QL$XKX-BNbj2{H+Z#y21rKB4yVBf@1F$TJ zsz!?AM{9FGonm!E9OZfLGBcINjMu5+*Vl_$g|aMhUWTlrc_4r7nW<)FyYTp_yzU=t6}1T4Xg*aX{VY&ns@Q(Z$UqA^`-VTp%{YQ!v=tz4 z&eJ+vg=+tp9nsO_^lZ%J{(=l8rs?uM=a(v(?G9JkgXyIbdCTaU(C(b~#~ET>+)CBC z-IPaK6eh?O$OGZP7b8BPMnid~1zs8<0AfX);|&#bR~%=hJqS$?FYCKBm;wQ~G5*b7 zwZZXSh=uLm_AQ>jwQmwP;g{Jh*Yy{rH7eO+5~WiPbnAW0-^<$ z1w_m|{q8{)pMhCRu?7|=*d?C3FKwwJ?Z-MUF)l2P6qBpz3**u2J#Q!A(dOK71nj5! 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z(si^lbuKb>?J~;XMI02SOmGE-hi%gwZqA@l}pQ2dsW+W6J7Mur1 zvb#zl`3ixI@(B4c1BnP`rg!H`n)PFJ*LF9qF)ds`p{dC{TtJ7Z$u#_BplQL~toTv= zaulN!y1{hzaT)uZ%F)kGV{bvuD-^MK@eHEW;b;8GP6(D8^e9PbG zuL-x#`rq9ljNmU?i2P^}^EUT;RLopPvS)e({2;?|1^Js;8-A`Wu>N@Ey+kY7?G#DF zluCMicx}xHf_*AAe2+VRfc;+)*6z!IdV`8OJ2=poqb9o^G@gqO??K%icHn`)DI-&` z`QBySu{5qeD(5o&cG;F;HqliTqQtCel~%}2N)0x|j%|}usL%%QsBBE2@$HwcNc?Bx zxu30_quME~_B&(8FtO;ykV>kY<_hs1(;PIz=@-JPU%Vr3O^V}+rj4esxKg_o7eBeV&p4c9s02yh;zoZDED8j&A#zA7Pw#O@-?S_TB|R<&8)k7AJ4Fo7xW)3B zyK+Vr`Z^9-*{yThSo$O82@ThtMH~ezDwjEEAu1<1r?WyXTB}t-v#p(uLnmlZ;6Qyr zpd3J#YMIK`ZF!8Tg}PoJFp@Zu+%6}wvw{`mzgAiJT9X*`|x%wXsw1ryiU;ev4 z@2~&=Iu=uIwRj=4P*NDRDe(ViE7AWS@{j8;?7xjgwD|u`u>T$6Ly^*?O^N@X7!v2- zZ~xxSQ~k~GPbQgyszVF0&ygaaLyG_JKNA=j%KwP3 Date: Thu, 13 Jan 2022 10:38:36 -0700 Subject: [PATCH 02/11] stash --- src/dispatch/pyomo_dispatch.py | 3 +- templates/template_driver.py | 3 +- .../integration_tests/workflows/HTSE/funcs.py | 2 + .../workflows/HTSE/heron_input.xml | 338 +++++++++++++++--- 4 files changed, 303 insertions(+), 43 deletions(-) diff --git a/src/dispatch/pyomo_dispatch.py b/src/dispatch/pyomo_dispatch.py index 0bc4583c..f66eb555 100644 --- a/src/dispatch/pyomo_dispatch.py +++ b/src/dispatch/pyomo_dispatch.py @@ -303,7 +303,8 @@ def dispatch_window(self, time, time_offset, attempts += 1 print(f'DEBUGG solve attempt {attempts} ...:') # solve - soln = pyo.SolverFactory(self._solver).solve(m) + solve_options = {'threads': 2} + soln = pyo.SolverFactory(self._solver).solve(m, options=solve_options) # check solve status if soln.solver.status == SolverStatus.ok and soln.solver.termination_condition == TerminationCondition.optimal: print('DEBUGG ... solve was successful!') diff --git a/templates/template_driver.py b/templates/template_driver.py index 1135f305..a122b214 100644 --- a/templates/template_driver.py +++ b/templates/template_driver.py @@ -242,7 +242,7 @@ def _modify_outer_vargroups(self, template, case, components, sources): var_groups = template.find('VariableGroups') # capacities caps = var_groups[0] - caps.text = ', '.join(f'{x.name}_capacity' for x in components if (x.get_capacity(None, raw=True).type not in ['Function', 'ARMA'])) + caps.text = ', '.join(f'{x.name}_capacity' for x in components if (x.get_capacity(None, raw=True).type not in ['Function', 'SyntheticHistory'])) # labels group if case.get_labels(): case_labels = ET.SubElement(var_groups, 'Group', attrib={'name': 'GRO_case_labels'}) @@ -412,7 +412,6 @@ def _modify_outer_outstreams(self, template, case, components, sources): signals.update(set(new)) out_plot_signals.text = ', '.join(signals) - def _modify_outer_samplers(self, template, case, components): """ Defines modifications to the Samplers/Optimizers of outer.xml RAVEN input file. diff --git a/tests/integration_tests/workflows/HTSE/funcs.py b/tests/integration_tests/workflows/HTSE/funcs.py index 24bcd582..e8e5b26f 100644 --- a/tests/integration_tests/workflows/HTSE/funcs.py +++ b/tests/integration_tests/workflows/HTSE/funcs.py @@ -5,6 +5,8 @@ Implements transfer functions """ +########### OLD ############# + def electric_consume(data, meta): """ Swaps the sign for electricity consumption to yield positive cash values. diff --git a/tests/integration_tests/workflows/HTSE/heron_input.xml b/tests/integration_tests/workflows/HTSE/heron_input.xml index 528e1a0d..b5c0c8c4 100644 --- a/tests/integration_tests/workflows/HTSE/heron_input.xml +++ b/tests/integration_tests/workflows/HTSE/heron_input.xml @@ -10,14 +10,14 @@ HERON - + opt - 2 + 20 - TODO - Time - 2 - 21 + YEAR + HOUR + 23 + 24 3 @@ -34,100 +34,358 @@ + + + + + synth + + + + 1 + + + + + + + synth + + + + 1 + + + + - + + + + 20 + + + + + 80 + + + + NPP_capacity + + + + -240e6 + + + 0.85 + + + + 0.06 + + + + + + + + electricity + -1 + + + + 5e3 + + + + + + + + + + + 40 + + + + + 10 + + + + NGCC_capacity + + + + -1e9 + + + + + + + + electricity + -1 + + + + 25e3 + + + + + + + + + + sun_pct + + 1 + + + + -1 + 1 + + + + + + 1 + + + Solar_farm_capacity + + + + -1.8e9 + + + + + + + + + + + + + 3, 10 + + synth + + -1 + + + + + 3, 10 + -1 + + + synth + + + + + + + 1 + + + Wind_farm_capacity + + + + -1.3e9 + + + + + + + + + + - 40000 + 100 + - 60 - + 1 + + + electricity + -1 + + + + 100e3 + + + + electricity - - 0,10 + + 0, 10 + + + -43e-6 + 1 + + - - - -0.043 - 1 - - + 30 + HTSE_capacity -545263737 - 7.4 + 7.4 0.955 - 15 + + HTSE_capacity -70752705 7.4 0.955 - + + + + + + + 0, 10 + + + 0 + + + + + 30 + + + batteries_capacity + + + -828e6 + + + + + + + + 0, 5e5 - 0 + + 0 + + 30 - H2_storage_capacity - -550 - 15 + + H2_storage_capacity + + + -550 + + + - - - functions + + + synth + -1 + 1 - - electricity-1 - - functions - + + - 0, -10 + + 0, -10 + + 1 - H2-1 - - functions + + H2 + -1 + + + 3.0 + - - TODO - funcs.py + arma_202112_nyiso_def.pk + From 8275bf25fbf65b2cc42217d9a561bb65e331f9c4 Mon Sep 17 00:00:00 2001 From: "Paul W. Talbot" Date: Wed, 19 Jan 2022 08:15:32 -0700 Subject: [PATCH 03/11] stash --- src/Cases.py | 29 +++++++- src/ValuedParamHandler.py | 2 +- templates/inner.xml | 1 + templates/outer.xml | 5 +- templates/template_driver.py | 69 +++++++++++-------- .../workflows/HTSE/heron_input.xml | 5 +- 6 files changed, 76 insertions(+), 35 deletions(-) diff --git a/src/Cases.py b/src/Cases.py index 870db97e..2d1bc46d 100644 --- a/src/Cases.py +++ b/src/Cases.py @@ -96,6 +96,20 @@ def get_input_specs(cls): \default{True}""")) input_specs.addSub(debug) + parallel = InputData.parameterInputFactory('parallel', descr=r"""Describes how to parallelize this run.""") + parallel.addSub(InputData.parameterInputFactory('outer', contentType=InputTypes.IntegerType, + descr=r"""the number of parallel runs to use for the outer optimization run. The product of this + number and \xmlNode{inner} should be at most the number of parallel process availabe on + your computing device. This should also be at most the number of samples needed per outer iteration; + for example, with 3 opt bound variables and using finite differencing, at most 4 parallel outer runs + can be used. \default{1}""")) + parallel.addSub(InputData.parameterInputFactory('inner', contentType=InputTypes.IntegerType, + descr=r"""the number of parallel runs to use per inner sampling run. This should be at most the number + of denoising samples, and at most the number of parallel processes available on your computing + device. \default{1}""")) + # TODO HPC? + input_specs.addSub(parallel) + input_specs.addSub(InputData.parameterInputFactory('num_arma_samples', contentType=InputTypes.IntegerType, descr=r"""provides the number of synthetic histories that should be considered per system configuration in order to obtain a @@ -191,6 +205,9 @@ def __init__(self, run_dir, **kwargs): self.validator_name = None # name of dispatch validation to use self.validator = None # type of dispatch validation to use + self.outerParallel = 0 # number of outer parallel runs to use + self.innerParallel = 0 # number of inner parallel runs to use + self._diff_study = None # is this only a differential study? self._num_samples = 1 # number of ARMA stochastic samples to use ("denoises") self._hist_interval = None # time step interval, time between production points @@ -205,7 +222,7 @@ def __init__(self, run_dir, **kwargs): 'enabled': False, # whether to enable debug mode 'inner_samples': 1, # how many inner realizations to sample 'macro_steps': 1, # how many "years" for inner realizations - 'dispatch_plot': True # whether to output a plot in debug mode + 'dispatch_plot': True # whether to output a plot in debug mode } self._time_discretization = None # (start, end, number) for constructing time discretization, same as argument to np.linspace @@ -230,10 +247,16 @@ def read_input(self, xml): self.debug['enabled'] = True for node in item.subparts: self.debug[node.getName()] = node.value - if item.getName() == 'label': + elif item.getName() == 'label': self._labels[item.parameterValues['name']] = item.value - if item.getName() == 'mode': + elif item.getName() == 'mode': self._mode = item.value + elif item.getName() == 'parallel': + for sub in item.subparts: + if sub.getName() == 'outer': + self.outerParallel = sub.value + elif sub.getName() == 'inner': + self.innerParallel = sub.value elif item.getName() == 'metric': self._metric = item.value elif item.getName() == 'differential': diff --git a/src/ValuedParamHandler.py b/src/ValuedParamHandler.py index 8ed85e52..001696be 100644 --- a/src/ValuedParamHandler.py +++ b/src/ValuedParamHandler.py @@ -198,7 +198,7 @@ def set_object(self, obj): """ self._vp.set_object(obj) - def evaluate(self, *args, **kwargs): + def evaluate(self, *args, util_factor=False, **kwargs): """ Evaluate the ValuedParam, wherever it gets its data from @ In, args, list, positional arguments for ValuedParam diff --git a/templates/inner.xml b/templates/inner.xml index 66c8d275..14f3ab4a 100644 --- a/templates/inner.xml +++ b/templates/inner.xml @@ -3,6 +3,7 @@ . arma_sampling, summarize, database + 1 diff --git a/templates/outer.xml b/templates/outer.xml index 1d94b42a..3665f5e4 100644 --- a/templates/outer.xml +++ b/templates/outer.xml @@ -92,14 +92,15 @@ 2 - 2 + 1.5 + 0.2 - 1e-8 + 1e-4 1e-8 diff --git a/templates/template_driver.py b/templates/template_driver.py index a122b214..d92e0157 100644 --- a/templates/template_driver.py +++ b/templates/template_driver.py @@ -67,7 +67,7 @@ class Template(TemplateBase): var_template = xmlUtils.newNode('variable') var_template.append(xmlUtils.newNode('distribution')) - var_template.append(xmlUtils.newNode('grid', attrib={'type':'value', 'construction':'custom'})) + #var_template.append(xmlUtils.newNode('grid', attrib={'type':'value', 'construction':'custom'})) ############ # API # @@ -230,6 +230,13 @@ def _modify_outer_runinfo(self, template, case): run_info.find('Sequence').text = 'sweep' elif case.get_mode() == 'opt': run_info.find('Sequence').text = 'optimize, plot' + # parallel + if case.outerParallel: + # for now, outer does not use InternalParallel + batchSize = run_info.find('batchSize') + batchSize.text = f'{case.outerParallel}' + if case.innerParallel: + run_info.append(xmlUtils.newNode('NumMPI', text=case.innerParallel)) def _modify_outer_vargroups(self, template, case, components, sources): """ @@ -421,7 +428,7 @@ def _modify_outer_samplers(self, template, case, components): @ Out, None """ dists_node = template.find('Distributions') - if case.get_mode() == 'sweep': + if case.get_mode() == 'sweep' or case.debug['enabled']: samps_node = template.find('Samplers').find('Grid') else: samps_node = template.find('Optimizers').find('GradientDescent') @@ -442,6 +449,14 @@ def _modify_outer_samplers(self, template, case, components): var_name = self.namingTemplates['variable'].format(unit=key, feature='label') samps_node.append(xmlUtils.newNode('constant', text=value, attrib={'name': var_name})) + if case.debug['enabled']: + sampler = 'mc' + elif case.get_mode() == 'sweep': + sampler = 'grid' + else: + sampler = 'opt' + print() + for component in components: interaction = component.get_interaction() # NOTE this algorithm does not check for everthing to be swept! Future work could expand it. @@ -457,12 +472,9 @@ def _modify_outer_samplers(self, template, case, components): # is the capacity variable being swept over? if isinstance(vals, list): # make new Distribution, Sampler.Grid.variable - dist, for_grid, for_opt = self._create_new_sweep_capacity(name, var_name, vals) + dist, xml = self._create_new_sweep_capacity(name, var_name, vals, sampler) dists_node.append(dist) - if case.get_mode() == 'sweep': - samps_node.append(for_grid) - else: - samps_node.append(for_opt) + samps_node.append(xml) # NOTE assumption (input checked): only one interaction per component # if not being swept, then it's just a fixed value. else: @@ -510,15 +522,15 @@ def _modify_outer_steps(self, template, case, components, sources): io_output = ET.SubElement(io_step, 'Output', attrib={'class': 'OutStreams', 'type': 'Plot'}) io_output.text = 'dispatchPlot' - def _create_new_sweep_capacity(self, comp_name, var_name, capacities): + def _create_new_sweep_capacity(self, comp_name, var_name, capacities, sampler): """ for OUTER, creates new distribution and variable for grid/opt sampling @ In, comp_name, str, name of component @ In, var_name, str, name of capacity variable @ In, capacities, list, float list of capacities to sweep/opt over + @ In, sampler, string, which sampler to assume (grid, mc, opt) @ Out, dist, xml.etree.ElementTree,Element, XML for distribution - @ Out, grid, xml.etree.ElementTree,Element, XML for grid sampler variable - @ Out, opt, xml.etree.ElementTree,Element, XML for optimizer variable + @ Out, xml, xml.etree.ElementTree,Element, XML for sampled variable """ # distribution dist_name = self.namingTemplates['distribution'].format(unit=comp_name, feature='capacity') @@ -528,23 +540,22 @@ def _create_new_sweep_capacity(self, comp_name, var_name, capacities): max_cap = max(capacities) dist.find('lowerBound').text = str(min_cap) dist.find('upperBound').text = str(max_cap) - # sampler variable, for Grid case - grid = copy.deepcopy(self.var_template) - grid.attrib['name'] = var_name - grid.find('distribution').text = dist_name - grid.find('grid').text = ' '.join(str(x) for x in sorted(capacities)) - # optimizer variable, for opt case - opt = copy.deepcopy(grid) - opt.remove(opt.find('grid')) - # initial value - delta = max_cap - min_cap - # start at 5% away from 0 - if max_cap > 0: - initial = min_cap + 0.05 * delta # 0.5*(min_cap + max_cap) # capacities[np.argmin(abs(np.asarray(capacities)))] - else: - initial = max_cap - 0.05 * delta - opt.append(xmlUtils.newNode('initial', text=initial)) - return dist, grid, opt + xml = copy.deepcopy(self.var_template) + xml.attrib['name'] = var_name + xml.find('distribution').text = dist_name + if sampler == 'grid': + caps = ' '.join(str(x) for x in sorted(capacities)) + xml.append(xmlUtils.newNode('grid', attrib={'type':'value', 'construction':'custom'}, text=caps)) + elif sampler == 'opt': + # initial value + delta = max_cap - min_cap + # start at 5% away from 0 + if max_cap > 0: + initial = min_cap + 0.05 * delta + else: + initial = max_cap - 0.05 * delta + xml.append(xmlUtils.newNode('initial', text=initial)) + return dist, xml @@ -635,6 +646,10 @@ def _modify_inner_runinfo(self, template, case): if case.debug['enabled']: # need to "write full" as part of sequence, after arma sampling self._updateCommaSeperatedList(run_info.find('Sequence'), 'write_full', after='arma_sampling') + # parallel + if case.innerParallel: + run_info.append(xmlUtils.newNode('internalParallel', text='True')) + run_info.find('batchSize').text = f'{case.innerParallel}' def _modify_inner_sources(self, template, case, components, sources): """ diff --git a/tests/integration_tests/workflows/HTSE/heron_input.xml b/tests/integration_tests/workflows/HTSE/heron_input.xml index b5c0c8c4..49547bf2 100644 --- a/tests/integration_tests/workflows/HTSE/heron_input.xml +++ b/tests/integration_tests/workflows/HTSE/heron_input.xml @@ -181,6 +181,7 @@ + 2 3, 10 @@ -195,9 +196,9 @@ 3, 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