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pre-commit-ci[bot] committed Aug 30, 2024
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Showing 1 changed file with 41 additions and 41 deletions.
82 changes: 41 additions & 41 deletions examples/notebooks/Functional_API/func_rl_ga.ipynb
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"cells": [
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"# Evolving objects using the functional operators API of EvoTorch\n",
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},
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"## Summary of the evolutionary algorithm\n",
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"## Implementation"
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"The function below takes a series of seeds, and makes a tensor of real numbers out of them.\n",
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"Helper function to generate a random seed integer:"
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"**Observation normalization.**\n",
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{
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"**Problem definition.**\n",
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"We now define our mutation and cross-over operators, via the functions `mutate` and `cross_over`.\n",
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{
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"ID of the considered reinforcement learning task:"
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{
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"Generate or load observation data for the considered reinforcement learning environment:"
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"Instantiate the problem object:"
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"Out of the instantiated problem object, we make a callable evaluator named `f`.\n",
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"Helper function for converting a real number to a string.\n",
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},
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"Hyperparameters and constants for the evolutionary algorithm:"
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{
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"We now prepare the initial population.\n",
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},
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"Evaluate the fitnesses of the solutions within the initial population:"
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{
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},
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"Main loop of the evolutionary search:"
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{
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},
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"Take the index of the best solution within the last population:"
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{
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"Take the best solution within the last population:"
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{
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"id": "b2f773b5-3b46-4046-828a-7ca60fd4be5a",
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},
{
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"id": "39",
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"Visualize the gait of the population's best solution:"
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{
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"id": "fe415cc7-b08b-4ffa-9548-78c3e890bfff",
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