diff --git a/nbs/19_pct_examples.ipynb b/nbs/19_pct_examples.ipynb index f2c9a39c..1bf3e213 100644 --- a/nbs/19_pct_examples.ipynb +++ b/nbs/19_pct_examples.ipynb @@ -197,12 +197,14 @@ " Plot one item of the history of the hierarchy.\n", " \"\"\"\n", "\n", - " from os import sep\n", + " from os import sep, path, makedirs\n", "\n", " plotfile=None\n", " if plots_dir:\n", - " plotfile = plots_dir + sep + plot['title'] + '-' + str(self.hierarchy.get_namespace()) + '.png'\n", - " fig = self.hierarchy.hierarchy_plots(title=plot['title'], plot_items=plot['plot_items'], figsize=plots_figsize, file=plotfile, history=history_data)\n", + " if not path.exists(plots_dir):\n", + " makedirs(plots_dir)\n", + " plotfile = plots_dir + sep + title_prefix + plot['title'] + '-' + str(self.hierarchy.get_namespace()) + '.png'\n", + " fig = self.hierarchy.hierarchy_plots(title=title_prefix + plot['title'], plot_items=plot['plot_items'], figsize=plots_figsize, file=plotfile, history=history_data)\n", " # import matplotlib.pyplot as plt\n", " # plt.close(fig) # Close the figure here\n", " \n", @@ -225,13 +227,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "python3", "language": "python", "name": "python3" - }, - "language_info": { - "name": "python", - "version": "3.9.11" } }, "nbformat": 4, diff --git a/nbs/52_pct_examples_usage.ipynb b/nbs/52_pct_examples_usage.ipynb index 3aeed362..9179ae37 100644 --- a/nbs/52_pct_examples_usage.ipynb +++ b/nbs/52_pct_examples_usage.ipynb @@ -50,7 +50,7 @@ "output_type": "stream", "text": [ "{'series': 'steady', 'zero_threshold': 1, 'reward_type': 'power', 'keep_history': True}\n", - "2025-01-03 11:17:33.745815 21200 Start\n", + "2025-01-03 14:48:45.896100 40424 Start\n", "Score=-1362.401 power=1362.401\n", "{'start': 1100, 'end': 2100, 'average yaw error_baseline_logs': 6.907099999999999, 'angle covered_trad_baseline_logs': 27.30000000000004, 'yaw count_trad_baseline_logs': 5, 'time_yawing_trad_baseline_logs': 0.43004300430043}\n", "{'start': 1100, 'end': 2100, 'average yaw error_baseline_simu': 6.5231, 'angle covered_trad_baseline_simu': 53.46000000000012, 'yaw count_trad_baseline_simu': 15, 'time_yawing_trad_baseline_simu': 2.0502050205020503}\n", @@ -59,14 +59,14 @@ "average_yaw_error_decrease_simu=12.37\n", "energy_gain = 0.12\n", "net_energy_gain = 0.14\n", - "2025-01-03 11:17:41.306381 21200 End\n", - "Elapsed time: 7.56\n", + "2025-01-03 14:48:53.668124 40424 End\n", + "Elapsed time: 7.77\n", "*** keys ['WindTurbine', 'reward', 'IYE', 'IWD', 'IWS', 'Action1sgsm', 'RL0C0sm', 'PL0C0sm', 'CL0C0', 'OL0C0sm', 'RL1C0sm', 'PL1C0sm', 'CL1C0', 'OL1C0sm', 'RL1C1sm', 'PL1C1sm', 'CL1C1', 'OL1C1sm', 'RL2C0sm', 'PL2C0sm', 'CL2C0', 'OL2C0sm', 'RL2C1sm', 'PL2C1sm', 'CL2C1', 'OL2C1sm', 'RL2C2sm', 'PL2C2sm', 'CL2C2', 'OL2C2sm', 'RL3C0v', 'PL3C0sm', 'CL3C0', 'OL3C0sm', 'RL3C1v', 'PL3C1sm', 'CL3C1', 'OL3C1sm']\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -203,6 +203,132 @@ "pct.draw( figsize=(10,10), font_size=6, funcdata=True, with_edge_labels=True, node_size=200)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# Date 2023-07-01 19:05:33.641404\n", + "# Result\n", + "# Best individual\n", + "raw = grid: [2, 1]\n", + "env: [['MountainCarContinuousV0'], [0], [1]] act: [[1, 1]]\n", + "level0 \n", + "col: 0 ref: [[3.672], 0.171] per: [[1], 0.04] out: [[-0.678], 0.011]\n", + "col: 1 ref: [[2.245], 0.79] per: [[1], 0.236] out: [[1.76], 0.841]\n", + "level1 \n", + "col: 0 ref: [[0.45]] per: [[1], 0.764] out: [[1.291], 0.54]\n", + "\n", + "config = {'type': 'Individual', 'name': 'pcthierarchy', 'pre': {'pre0': {'type': 'MountainCarContinuousV0', 'name': 'MountainCarContinuousV0', 'value': [0.0, 0.0, 0.0], 'links': {0: 'Action1'}, 'env_name': 'MountainCarContinuous-v0', 'reward': 0, 'done': True, 'info': {}}, 'pre1': {'type': 'IndexedParameter', 'name': 'IP', 'value': 0.0, 'links': {0: 'MountainCarContinuousV0'}, 'index': 0}, 'pre2': {'type': 'IndexedParameter', 'name': 'IV', 'value': 0.0, 'links': {0: 'MountainCarContinuousV0'}, 'index': 1}}, 'levels': {'level0': {'level': 0, 'nodes': {'col0': {'col': 0, 'node': {'type': 'PCTNode', 'name': 'L0C0', 'refcoll': {'0': {'type': 'EASmoothWeightedSum', 'name': 'RL0C0', 'value': -0.0, 'links': {0: 'OL1C0'}, 'weights': [3.6717124436775688], 'smooth_factor': 0.1712586159619749}}, 'percoll': {'0': {'type': 'EASmoothWeightedSum', 'name': 'PL0C0', 'value': 0.0, 'links': {0: 'IV'}, 'weights': [1], 'smooth_factor': 0.04005348677671297}}, 'comcoll': {'0': {'type': 'Subtract', 'name': 'CL0C0', 'value': -0.0, 'links': {0: 'RL0C0', 1: 'PL0C0'}}}, 'outcoll': {'0': {'type': 'EASmoothWeightedSum', 'name': 'OL0C0', 'value': 0.0, 'links': {0: 'CL0C0'}, 'weights': [-0.6781355729427617], 'smooth_factor': 0.010880609316351283}}}}, 'col1': {'col': 1, 'node': {'type': 'PCTNode', 'name': 'L0C1', 'refcoll': {'0': {'type': 'EASmoothWeightedSum', 'name': 'RL0C1', 'value': -0.0, 'links': {0: 'OL1C0'}, 'weights': [2.244745806835832], 'smooth_factor': 0.7897479531723087}}, 'percoll': {'0': {'type': 'EASmoothWeightedSum', 'name': 'PL0C1', 'value': 0.0, 'links': {0: 'IV'}, 'weights': [1], 'smooth_factor': 0.2361147455074499}}, 'comcoll': {'0': {'type': 'Subtract', 'name': 'CL0C1', 'value': -0.0, 'links': {0: 'RL0C1', 1: 'PL0C1'}}}, 'outcoll': {'0': {'type': 'EASmoothWeightedSum', 'name': 'OL0C1', 'value': -0.0, 'links': {0: 'CL0C1'}, 'weights': [1.7601945162568398], 'smooth_factor': 0.8412594680381309}}}}}}, 'level1': {'level': 1, 'nodes': {'col0': {'col': 0, 'node': {'type': 'PCTNode', 'name': 'L1C0', 'refcoll': {'0': {'type': 'EAConstant', 'name': 'RL1C0', 'value': 0.45, 'links': {}}}, 'percoll': {'0': {'type': 'EASmoothWeightedSum', 'name': 'PL1C0', 'value': 0.0, 'links': {0: 'IP'}, 'weights': [1], 'smooth_factor': 0.7641976478636343}}, 'comcoll': {'0': {'type': 'Subtract', 'name': 'CL1C0', 'value': -0.0, 'links': {0: 'RL1C0', 1: 'PL1C0'}}}, 'outcoll': {'0': {'type': 'EASmoothWeightedSum', 'name': 'OL1C0', 'value': -0.0, 'links': {0: 'CL1C0'}, 'weights': [1.2912361488002317], 'smooth_factor': 0.5399395563852809}}}}}}}, 'post': {'post0': {'type': 'EAWeightedSum', 'name': 'Action1', 'value': -0.0, 'links': {0: 'OL0C0', 1: 'OL0C1'}, 'weights': [1, 1]}}}\n", + "score = 0.33099\n", + "# Time 0.0584\n", + "\n", + "### Description:\n", + "\n", + "desc = MC08-ReferencedInputsError-RootMeanSquareError-Mode04\n", + "\n", + "### Environment parameters\n", + "\n", + "# Full list of input indexes from environment\n", + "# List of input indexes from environment for zero level if not full\n", + "# List of input indexes from environment for top level# List of reference values\n", + "# Number of actions\n", + "# Display names for environment inputs\n", + "\n", + "env_name = MountainCarContinuousV0\n", + "env_inputs_indexes = [0, 1]\n", + "zerolevel_inputs_indexes = [1]\n", + "toplevel_inputs_indexes = [0]\n", + "references = [0.45]\n", + "num_actions = 1\n", + "env_inputs_names = [IP,IV]\n", + "environment_properties={}\n", + "\n", + "### Configurable parameters\n", + "\n", + "# Randomisation seed to reproduce results\n", + "# Size of population\n", + "# Number of generations\n", + "# Probability that an attribute will be mutated\n", + "# Probability that the structure will be mutated\n", + "# Number of runs of environment\n", + "# Lower limit of float values\n", + "# Upper limit of float values\n", + "# Initial limit of levels\n", + "# Initial limit of columns\n", + "# Lower limit of levels\n", + "# Lower limit of columns\n", + "# Limit of error on which to terminate individual evaluation\n", + "# Probability for crossover\n", + "# Probability for mutating an individual\n", + "# Number of times the evaulation is run (with different random seeds)\n", + "# Type of errors collected\n", + "# Error function\n", + "\n", + "seed = 32\n", + "pop_size = 100\n", + "gens = 10\n", + "attr_mut_pb = 1\n", + "structurepb = 0\n", + "runs = 500\n", + "lower_float = -1\n", + "upper_float = 1\n", + "max_levels_limit = 2\n", + "max_columns_limit = 2\n", + "early_termination = False\n", + "min_levels_limit = 2\n", + "min_columns_limit = 2\n", + "error_limit = 100\n", + "p_crossover = 0.9\n", + "p_mutation = 0.5\n", + "nevals = 1\n", + "error_collector_type = ReferencedInputsError\n", + "error_response_type = RootMeanSquareError\n", + "\n", + "### Additional properties\n", + "\n", + "property1 = error:referenced_inputs,0&0.45\n", + "\n", + "### Structure\n", + "\n", + "# modes - pattern of nodes at particular levels, zero, n, top and zerotop\n", + "# the mode numbers refer to:\n", + "# 0 - per:bin-ws, ref:flt-ws, com:sub, out:flt-ws\n", + "\n", + "mode = 4\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "# ### gen pop min mean max mut muts timing\n", + "### 0 100 0.841 0.972 1.107 \n", + "### 1 100 0.625 0.969 1.218 51% 0% 0.106\n", + "### 2 100 0.524 0.932 1.219 55% 0% 0.051\n", + "### 3 100 0.520 0.841 1.220 49% 0% 0.055\n", + "### 4 100 0.520 0.795 1.220 49% 0% 0.051\n", + "### 5 100 0.398 0.785 1.219 53% 0% 0.054\n", + "### 6 100 0.342 0.770 1.218 46% 0% 0.054\n", + "### 7 100 0.342 0.746 1.218 48% 0% 0.051\n", + "### 8 100 0.331 0.706 1.218 53% 0% 0.054\n", + "### 9 100 0.331 0.731 1.218 56% 0% 0.054\n", + "### 10 100 0.331 0.677 1.219 53% 0% 0.053\n", + "# Best Score: 0.33099\n", + "# Best Ind: [[[['MountainCarContinuousV0'], [0], [1]], [[1, 1]]], [[[[[3.6717124436775688], 0.1712586159619749]], [[[1], 0.04005348677671297]], [[[-0.6781355729427617], 0.010880609316351283]]], [[[[2.244745806835832], 0.7897479531723087]], [[[1], 0.2361147455074499]], [[[1.7601945162568398], 0.8412594680381309]]]], [[[[0.45]], [[[1], 0.7641976478636343]], [[[1.2912361488002317], 0.5399395563852809]]]]]\n", + "# Mean time: 0.058\n", + "\n" + ] + } + ], + "source": [ + "#|gui\n", + "print(pct.get_config_file_contents())" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/pct/_modidx.py b/pct/_modidx.py index 70523e05..d24a6d29 100644 --- a/pct/_modidx.py +++ b/pct/_modidx.py @@ -1323,6 +1323,8 @@ 'pct.pct_examples.PCTExamples.draw': ('pct_examples.html#pctexamples.draw', 'pct/pct_examples.py'), 'pct.pct_examples.PCTExamples.get_config': ( 'pct_examples.html#pctexamples.get_config', 'pct/pct_examples.py'), + 'pct.pct_examples.PCTExamples.get_config_file_contents': ( 'pct_examples.html#pctexamples.get_config_file_contents', + 'pct/pct_examples.py'), 'pct.pct_examples.PCTExamples.get_history_keys': ( 'pct_examples.html#pctexamples.get_history_keys', 'pct/pct_examples.py'), 'pct.pct_examples.PCTExamples.plot_history': ( 'pct_examples.html#pctexamples.plot_history', diff --git a/pct/pct_examples.py b/pct/pct_examples.py index 796d5efa..4618ead9 100644 --- a/pct/pct_examples.py +++ b/pct/pct_examples.py @@ -108,8 +108,13 @@ def set_history_data(self): return None - - + def get_config_file_contents(self): + """ + Reads and returns the contents of the config file. + """ + with open(self.config_file, 'r') as file: + return file.read() + def plot_history(self, plots=None, title_prefix='', plots_dir=None, plots_figsize=(12, 6), history_data=None): """ Plots the history of the hierarchy. @@ -135,12 +140,14 @@ def plot_single(self, plot=None, title_prefix='', plots_dir=None, plots_figsize= Plot one item of the history of the hierarchy. """ - from os import sep + from os import sep, path, makedirs plotfile=None if plots_dir: - plotfile = plots_dir + sep + plot['title'] + '-' + str(self.hierarchy.get_namespace()) + '.png' - fig = self.hierarchy.hierarchy_plots(title=plot['title'], plot_items=plot['plot_items'], figsize=plots_figsize, file=plotfile, history=history_data) + if not path.exists(plots_dir): + makedirs(plots_dir) + plotfile = plots_dir + sep + title_prefix + plot['title'] + '-' + str(self.hierarchy.get_namespace()) + '.png' + fig = self.hierarchy.hierarchy_plots(title=title_prefix + plot['title'], plot_items=plot['plot_items'], figsize=plots_figsize, file=plotfile, history=history_data) # import matplotlib.pyplot as plt # plt.close(fig) # Close the figure here