From 12b702ca144c16576d326edc3f646dda0d1ff466 Mon Sep 17 00:00:00 2001 From: hyeok9855 Date: Sat, 16 Mar 2024 00:20:18 +0900 Subject: [PATCH] Add tutorial notebook for solution improvement --- .../modeling/4-solution-improvement.ipynb | 183 ++++++++++++++++++ 1 file changed, 183 insertions(+) create mode 100644 examples/modeling/4-solution-improvement.ipynb diff --git a/examples/modeling/4-solution-improvement.ipynb b/examples/modeling/4-solution-improvement.ipynb new file mode 100644 index 00000000..75fd6b3a --- /dev/null +++ b/examples/modeling/4-solution-improvement.ipynb @@ -0,0 +1,183 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Solution Improvement\n", + "\n", + "In this notebook, we will show how to improve the solution at hand using local search and other techniques. Here we solve TSP and use 2-opt to improve the solution. You can check how the improvement works for other problems in each Env's `improve_solution` method. \n", + "\n", + "Note that this notebook is based on [`1-quickstart`](../1-quickstart.ipynb) and we use the checkpoint file from it. If you haven't checked it yet, we recommend you to check it first." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Installation\n", + "\n", + "We use LocalSearch operator provided by PyVRP. See https://github.com/PyVRP/PyVRP for more details.\n", + "\n", + "Uncomment the following line to install the package from PyPI. Remember to choose a GPU runtime for faster training!\n", + "\n", + "> Note: You may need to restart the runtime in Colab after this\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# !pip install rl4co[routing] # include pyvrp" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "\n", + "from rl4co.envs import TSPEnv\n", + "from rl4co.models.zoo import AttentionModel" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Environment, Policy, and Model from saved checkpoint" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/sanghyeok/NCO/rl4co/.venv/lib/python3.10/site-packages/lightning/pytorch/utilities/parsing.py:199: Attribute 'env' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['env'])`.\n", + "/home/sanghyeok/NCO/rl4co/.venv/lib/python3.10/site-packages/lightning/pytorch/utilities/parsing.py:199: Attribute 'policy' is an instance of `nn.Module` and is already saved during checkpointing. It is recommended to ignore them using `self.save_hyperparameters(ignore=['policy'])`.\n", + "/home/sanghyeok/NCO/rl4co/.venv/lib/python3.10/site-packages/lightning/pytorch/core/saving.py:188: Found keys that are not in the model state dict but in the checkpoint: ['baseline.baseline.model.encoder.init_embedding.init_embed.weight', 'baseline.baseline.model.encoder.init_embedding.init_embed.bias', 'baseline.baseline.model.encoder.net.layers.0.0.module.Wqkv.weight', 'baseline.baseline.model.encoder.net.layers.0.0.module.Wqkv.bias', 'baseline.baseline.model.encoder.net.layers.0.0.module.out_proj.weight', 'baseline.baseline.model.encoder.net.layers.0.0.module.out_proj.bias', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.0.1.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.0.2.module.0.weight', 'baseline.baseline.model.encoder.net.layers.0.2.module.0.bias', 'baseline.baseline.model.encoder.net.layers.0.2.module.2.weight', 'baseline.baseline.model.encoder.net.layers.0.2.module.2.bias', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.0.3.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.1.0.module.Wqkv.weight', 'baseline.baseline.model.encoder.net.layers.1.0.module.Wqkv.bias', 'baseline.baseline.model.encoder.net.layers.1.0.module.out_proj.weight', 'baseline.baseline.model.encoder.net.layers.1.0.module.out_proj.bias', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.1.1.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.1.2.module.0.weight', 'baseline.baseline.model.encoder.net.layers.1.2.module.0.bias', 'baseline.baseline.model.encoder.net.layers.1.2.module.2.weight', 'baseline.baseline.model.encoder.net.layers.1.2.module.2.bias', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.1.3.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.2.0.module.Wqkv.weight', 'baseline.baseline.model.encoder.net.layers.2.0.module.Wqkv.bias', 'baseline.baseline.model.encoder.net.layers.2.0.module.out_proj.weight', 'baseline.baseline.model.encoder.net.layers.2.0.module.out_proj.bias', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.2.1.normalizer.num_batches_tracked', 'baseline.baseline.model.encoder.net.layers.2.2.module.0.weight', 'baseline.baseline.model.encoder.net.layers.2.2.module.0.bias', 'baseline.baseline.model.encoder.net.layers.2.2.module.2.weight', 'baseline.baseline.model.encoder.net.layers.2.2.module.2.bias', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.weight', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.bias', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.running_mean', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.running_var', 'baseline.baseline.model.encoder.net.layers.2.3.normalizer.num_batches_tracked', 'baseline.baseline.model.decoder.context_embedding.W_placeholder', 'baseline.baseline.model.decoder.context_embedding.project_context.weight', 'baseline.baseline.model.decoder.project_node_embeddings.weight', 'baseline.baseline.model.decoder.project_fixed_context.weight', 'baseline.baseline.model.decoder.logit_attention.project_out.weight']\n" + ] + } + ], + "source": [ + "# RL4CO env based on TorchRL\n", + "env = TSPEnv(num_loc=50) \n", + "\n", + "checkpoint_path = \"../tsp-quickstart.ckpt\" # checkpoint from the ../1-quickstart.ipynb\n", + "\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "# Model: default is AM with REINFORCE and greedy rollout baseline\n", + "model = AttentionModel.load_from_checkpoint(checkpoint_path, load_baseline=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Testing with Solution Improvement" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Greedy rollouts over trained model (same states as previous plot)\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "td_init = env.reset(batch_size=[3]).to(device)\n", + "model = model.to(device)\n", + "out = model(td_init.clone(), phase=\"test\", decode_type=\"greedy\", return_actions=True)\n", + "actions = out['actions']\n", + "\n", + "# Improve solutions using LocalSearch\n", + "improved_actions = env.improve_solution(td_init, actions, rng=0)\n", + "improved_rewards = env.get_reward(td_init, improved_actions)\n", + "\n", + "# Plotting\n", + "import matplotlib.pyplot as plt\n", + "for i, td in enumerate(td_init):\n", + " fig, axs = plt.subplots(1,2, figsize=(11,5))\n", + " env.render(td, actions[i], ax=axs[0]) \n", + " env.render(td, improved_actions[i], ax=axs[1])\n", + " axs[0].set_title(f\"Before improvement | Cost = {-out['reward'][i].item():.3f}\")\n", + " axs[1].set_title(f\"After improvement | Cost = {-improved_rewards[i].item():.3f}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the solution has improved after using 2-opt." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}