From bbe9a1891c6bfb3de2b764a8d9df86228b7ae54a Mon Sep 17 00:00:00 2001 From: Ethan Shapiro <46407744+Ethan-Shapiro@users.noreply.github.com> Date: Fri, 15 Mar 2024 18:19:58 -0700 Subject: [PATCH 01/11] updated wordle to gymnasium env --- .gitignore | 3 +- dqn_wordle.ipynb | 1158 ++++++++---------------------------------- gym_wordle/utils.py | 26 +- gym_wordle/wordle.py | 138 +++-- 4 files changed, 293 insertions(+), 1032 deletions(-) diff --git a/.gitignore b/.gitignore index 6072b32..3d6ff5e 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,4 @@ **/data/* **/*.zip -**/__pycache__ \ No newline at end of file +**/__pycache__ +/env \ No newline at end of file diff --git a/dqn_wordle.ipynb b/dqn_wordle.ipynb index 9e79659..1e31b94 100644 --- a/dqn_wordle.ipynb +++ b/dqn_wordle.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -15,7 +15,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -35,1055 +35,236 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Using cuda device\n", + "Using cpu device\n", "Wrapping the env in a DummyVecEnv.\n", "---------------------------------\n", "| rollout/ | |\n", "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -126 |\n", + "| ep_rew_mean | 5.59 |\n", "| time/ | |\n", - "| fps | 455 |\n", + "| fps | 544 |\n", "| iterations | 1 |\n", - "| time_elapsed | 4 |\n", + "| time_elapsed | 3 |\n", "| total_timesteps | 2048 |\n", "---------------------------------\n", "-----------------------------------------\n", "| rollout/ | |\n", "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", + "| ep_rew_mean | 1.77 |\n", "| time/ | |\n", - "| fps | 376 |\n", + "| fps | 245 |\n", "| iterations | 2 |\n", - "| time_elapsed | 10 |\n", + "| time_elapsed | 16 |\n", "| total_timesteps | 4096 |\n", "| train/ | |\n", - "| approx_kl | 0.006769434 |\n", - "| clip_fraction | 0.0309 |\n", + "| approx_kl | 0.021515464 |\n", + "| clip_fraction | 0.335 |\n", "| clip_range | 0.2 |\n", "| entropy_loss | -9.47 |\n", - "| explained_variance | 0.00119 |\n", + "| explained_variance | 0.00118 |\n", "| learning_rate | 0.0003 |\n", - "| loss | 1.87e+03 |\n", + "| loss | 89.5 |\n", "| n_updates | 10 |\n", - "| policy_gradient_loss | -0.0533 |\n", - "| value_loss | 5.21e+03 |\n", + "| policy_gradient_loss | -0.0854 |\n", + "| value_loss | 262 |\n", "-----------------------------------------\n", "----------------------------------------\n", "| rollout/ | |\n", "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -126 |\n", + "| ep_rew_mean | 1.31 |\n", "| time/ | |\n", - "| fps | 357 |\n", + "| fps | 211 |\n", "| iterations | 3 |\n", - "| time_elapsed | 17 |\n", + "| time_elapsed | 29 |\n", "| total_timesteps | 6144 |\n", "| train/ | |\n", - "| approx_kl | 0.00641025 |\n", - "| clip_fraction | 0.0321 |\n", + "| approx_kl | 0.02457875 |\n", + "| clip_fraction | 0.465 |\n", "| clip_range | 0.2 |\n", "| entropy_loss | -9.47 |\n", - "| explained_variance | -0.0916 |\n", + "| explained_variance | 0.161 |\n", "| learning_rate | 0.0003 |\n", - "| loss | 2.06e+03 |\n", + "| loss | 118 |\n", "| n_updates | 20 |\n", - "| policy_gradient_loss | -0.0489 |\n", - "| value_loss | 4.36e+03 |\n", + "| policy_gradient_loss | -0.0987 |\n", + "| value_loss | 217 |\n", "----------------------------------------\n", - "------------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -121 |\n", - "| time/ | |\n", - "| fps | 347 |\n", - "| iterations | 4 |\n", - "| time_elapsed | 23 |\n", - "| total_timesteps | 8192 |\n", - "| train/ | |\n", - "| approx_kl | 0.0073487614 |\n", - "| clip_fraction | 0.0466 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.47 |\n", - "| explained_variance | -0.0298 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 1.81e+03 |\n", - "| n_updates | 30 |\n", - "| policy_gradient_loss | -0.0539 |\n", - "| value_loss | 3.73e+03 |\n", - "------------------------------------------\n", "----------------------------------------\n", "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -121 |\n", + "| ep_len_mean | 5.96 |\n", + "| ep_rew_mean | 5.79 |\n", "| time/ | |\n", - "| fps | 343 |\n", - "| iterations | 5 |\n", - "| time_elapsed | 29 |\n", - "| total_timesteps | 10240 |\n", + "| fps | 196 |\n", + "| iterations | 4 |\n", + "| time_elapsed | 41 |\n", + "| total_timesteps | 8192 |\n", "| train/ | |\n", - "| approx_kl | 0.00845159 |\n", - "| clip_fraction | 0.068 |\n", + "| approx_kl | 0.02515613 |\n", + "| clip_fraction | 0.447 |\n", "| clip_range | 0.2 |\n", "| entropy_loss | -9.47 |\n", - "| explained_variance | -0.0105 |\n", + "| explained_variance | 0.151 |\n", "| learning_rate | 0.0003 |\n", - "| loss | 864 |\n", - "| n_updates | 40 |\n", - "| policy_gradient_loss | -0.0601 |\n", - "| value_loss | 2.99e+03 |\n", + "| loss | 138 |\n", + "| n_updates | 30 |\n", + "| policy_gradient_loss | -0.103 |\n", + "| value_loss | 242 |\n", "----------------------------------------\n", "-----------------------------------------\n", "| rollout/ | |\n", "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -124 |\n", + "| ep_rew_mean | 4.9 |\n", "| time/ | |\n", - "| fps | 341 |\n", - "| iterations | 6 |\n", - "| time_elapsed | 35 |\n", - "| total_timesteps | 12288 |\n", + "| fps | 177 |\n", + "| iterations | 5 |\n", + "| time_elapsed | 57 |\n", + "| total_timesteps | 10240 |\n", "| train/ | |\n", - "| approx_kl | 0.009948943 |\n", - "| clip_fraction | 0.0943 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.47 |\n", - "| explained_variance | -0.00467 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 1.07e+03 |\n", - "| n_updates | 50 |\n", - "| policy_gradient_loss | -0.0664 |\n", - "| value_loss | 2.52e+03 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -122 |\n", - "| time/ | |\n", - "| fps | 339 |\n", - "| iterations | 7 |\n", - "| time_elapsed | 42 |\n", - "| total_timesteps | 14336 |\n", - "| train/ | |\n", - "| approx_kl | 0.011411648 |\n", - "| clip_fraction | 0.121 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.47 |\n", - "| explained_variance | -0.00249 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 903 |\n", - "| n_updates | 60 |\n", - "| policy_gradient_loss | -0.0719 |\n", - "| value_loss | 2.2e+03 |\n", - "-----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 338 |\n", - "| iterations | 8 |\n", - "| time_elapsed | 48 |\n", - "| total_timesteps | 16384 |\n", - "| train/ | |\n", - "| approx_kl | 0.01300336 |\n", - "| clip_fraction | 0.159 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.47 |\n", - "| explained_variance | -0.00149 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 839 |\n", - "| n_updates | 70 |\n", - "| policy_gradient_loss | -0.0779 |\n", - "| value_loss | 1.88e+03 |\n", - "----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -124 |\n", - "| time/ | |\n", - "| fps | 336 |\n", - "| iterations | 9 |\n", - "| time_elapsed | 54 |\n", - "| total_timesteps | 18432 |\n", - "| train/ | |\n", - "| approx_kl | 0.015219824 |\n", - "| clip_fraction | 0.211 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.47 |\n", - "| explained_variance | -0.000915 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 770 |\n", - "| n_updates | 80 |\n", - "| policy_gradient_loss | -0.0854 |\n", - "| value_loss | 1.61e+03 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -128 |\n", - "| time/ | |\n", - "| fps | 335 |\n", - "| iterations | 10 |\n", - "| time_elapsed | 61 |\n", - "| total_timesteps | 20480 |\n", - "| train/ | |\n", - "| approx_kl | 0.017209966 |\n", - "| clip_fraction | 0.27 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.47 |\n", - "| explained_variance | -0.000583 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 689 |\n", - "| n_updates | 90 |\n", - "| policy_gradient_loss | -0.0912 |\n", - "| value_loss | 1.43e+03 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -126 |\n", - "| time/ | |\n", - "| fps | 335 |\n", - "| iterations | 11 |\n", - "| time_elapsed | 67 |\n", - "| total_timesteps | 22528 |\n", - "| train/ | |\n", - "| approx_kl | 0.020546965 |\n", - "| clip_fraction | 0.348 |\n", + "| approx_kl | 0.026685718 |\n", + "| clip_fraction | 0.444 |\n", "| clip_range | 0.2 |\n", "| entropy_loss | -9.46 |\n", - "| explained_variance | -0.000374 |\n", + "| explained_variance | 0.176 |\n", "| learning_rate | 0.0003 |\n", - "| loss | 605 |\n", - "| n_updates | 100 |\n", - "| policy_gradient_loss | -0.0989 |\n", - "| value_loss | 1.27e+03 |\n", + "| loss | 96.7 |\n", + "| n_updates | 40 |\n", + "| policy_gradient_loss | -0.111 |\n", + "| value_loss | 211 |\n", "-----------------------------------------\n", "----------------------------------------\n", "| rollout/ | |\n", "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -126 |\n", + "| ep_rew_mean | 1.19 |\n", "| time/ | |\n", - "| fps | 334 |\n", - "| iterations | 12 |\n", - "| time_elapsed | 73 |\n", - "| total_timesteps | 24576 |\n", + "| fps | 164 |\n", + "| iterations | 6 |\n", + "| time_elapsed | 74 |\n", + "| total_timesteps | 12288 |\n", "| train/ | |\n", - "| approx_kl | 0.03119991 |\n", - "| clip_fraction | 0.478 |\n", + "| approx_kl | 0.02762504 |\n", + "| clip_fraction | 0.463 |\n", "| clip_range | 0.2 |\n", "| entropy_loss | -9.46 |\n", - "| explained_variance | -0.000229 |\n", + "| explained_variance | 0.186 |\n", "| learning_rate | 0.0003 |\n", - "| loss | 510 |\n", - "| n_updates | 110 |\n", - "| policy_gradient_loss | -0.109 |\n", - "| value_loss | 1.17e+03 |\n", + "| loss | 103 |\n", + "| n_updates | 50 |\n", + "| policy_gradient_loss | -0.115 |\n", + "| value_loss | 200 |\n", "----------------------------------------\n", - "---------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 334 |\n", - "| iterations | 13 |\n", - "| time_elapsed | 79 |\n", - "| total_timesteps | 26624 |\n", - "| train/ | |\n", - "| approx_kl | 0.0502273 |\n", - "| clip_fraction | 0.605 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.46 |\n", - "| explained_variance | -0.000101 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 582 |\n", - "| n_updates | 120 |\n", - "| policy_gradient_loss | -0.127 |\n", - "| value_loss | 1.13e+03 |\n", - "---------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -121 |\n", - "| time/ | |\n", - "| fps | 334 |\n", - "| iterations | 14 |\n", - "| time_elapsed | 85 |\n", - "| total_timesteps | 28672 |\n", - "| train/ | |\n", - "| approx_kl | 0.060225103 |\n", - "| clip_fraction | 0.736 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.45 |\n", - "| explained_variance | -3.97e-05 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 530 |\n", - "| n_updates | 130 |\n", - "| policy_gradient_loss | -0.142 |\n", - "| value_loss | 1.13e+03 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 332 |\n", - "| iterations | 15 |\n", - "| time_elapsed | 92 |\n", - "| total_timesteps | 30720 |\n", - "| train/ | |\n", - "| approx_kl | 0.057931915 |\n", - "| clip_fraction | 0.743 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.45 |\n", - "| explained_variance | -2e-05 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 571 |\n", - "| n_updates | 140 |\n", - "| policy_gradient_loss | -0.144 |\n", - "| value_loss | 1.14e+03 |\n", - "-----------------------------------------\n", "----------------------------------------\n", "| rollout/ | |\n", "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -122 |\n", + "| ep_rew_mean | 5.5 |\n", "| time/ | |\n", - "| fps | 329 |\n", - "| iterations | 16 |\n", - "| time_elapsed | 99 |\n", - "| total_timesteps | 32768 |\n", + "| fps | 155 |\n", + "| iterations | 7 |\n", + "| time_elapsed | 92 |\n", + "| total_timesteps | 14336 |\n", "| train/ | |\n", - "| approx_kl | 0.06145256 |\n", - "| clip_fraction | 0.737 |\n", + "| approx_kl | 0.02694263 |\n", + "| clip_fraction | 0.458 |\n", "| clip_range | 0.2 |\n", - "| entropy_loss | -9.44 |\n", - "| explained_variance | -1.12e-05 |\n", + "| entropy_loss | -9.46 |\n", + "| explained_variance | 0.15 |\n", "| learning_rate | 0.0003 |\n", - "| loss | 612 |\n", - "| n_updates | 150 |\n", - "| policy_gradient_loss | -0.143 |\n", - "| value_loss | 1.14e+03 |\n", + "| loss | 84.1 |\n", + "| n_updates | 60 |\n", + "| policy_gradient_loss | -0.116 |\n", + "| value_loss | 225 |\n", "----------------------------------------\n", "-----------------------------------------\n", "| rollout/ | |\n", "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -120 |\n", + "| ep_rew_mean | 7.27 |\n", "| time/ | |\n", - "| fps | 328 |\n", - "| iterations | 17 |\n", + "| fps | 154 |\n", + "| iterations | 8 |\n", "| time_elapsed | 106 |\n", - "| total_timesteps | 34816 |\n", + "| total_timesteps | 16384 |\n", "| train/ | |\n", - "| approx_kl | 0.062183782 |\n", - "| clip_fraction | 0.731 |\n", + "| approx_kl | 0.024316464 |\n", + "| clip_fraction | 0.412 |\n", "| clip_range | 0.2 |\n", - "| entropy_loss | -9.43 |\n", - "| explained_variance | -7.63e-06 |\n", + "| entropy_loss | -9.45 |\n", + "| explained_variance | 0.173 |\n", "| learning_rate | 0.0003 |\n", - "| loss | 560 |\n", - "| n_updates | 160 |\n", - "| policy_gradient_loss | -0.142 |\n", - "| value_loss | 1.14e+03 |\n", - "-----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -121 |\n", - "| time/ | |\n", - "| fps | 326 |\n", - "| iterations | 18 |\n", - "| time_elapsed | 112 |\n", - "| total_timesteps | 36864 |\n", - "| train/ | |\n", - "| approx_kl | 0.06656339 |\n", - "| clip_fraction | 0.748 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.43 |\n", - "| explained_variance | -5.48e-06 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 605 |\n", - "| n_updates | 170 |\n", - "| policy_gradient_loss | -0.145 |\n", - "| value_loss | 1.12e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -124 |\n", - "| time/ | |\n", - "| fps | 326 |\n", - "| iterations | 19 |\n", - "| time_elapsed | 119 |\n", - "| total_timesteps | 38912 |\n", - "| train/ | |\n", - "| approx_kl | 0.07115179 |\n", - "| clip_fraction | 0.767 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.42 |\n", - "| explained_variance | -3.93e-06 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 561 |\n", - "| n_updates | 180 |\n", - "| policy_gradient_loss | -0.146 |\n", - "| value_loss | 1.13e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 326 |\n", - "| iterations | 20 |\n", - "| time_elapsed | 125 |\n", - "| total_timesteps | 40960 |\n", - "| train/ | |\n", - "| approx_kl | 0.07023676 |\n", - "| clip_fraction | 0.74 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.41 |\n", - "| explained_variance | -2.86e-06 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 590 |\n", - "| n_updates | 190 |\n", - "| policy_gradient_loss | -0.144 |\n", - "| value_loss | 1.17e+03 |\n", - "----------------------------------------\n", - "---------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -124 |\n", - "| time/ | |\n", - "| fps | 326 |\n", - "| iterations | 21 |\n", - "| time_elapsed | 131 |\n", - "| total_timesteps | 43008 |\n", - "| train/ | |\n", - "| approx_kl | 0.0665413 |\n", - "| clip_fraction | 0.746 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.4 |\n", - "| explained_variance | -2.15e-06 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 550 |\n", - "| n_updates | 200 |\n", - "| policy_gradient_loss | -0.145 |\n", - "| value_loss | 1.16e+03 |\n", - "---------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -124 |\n", - "| time/ | |\n", - "| fps | 325 |\n", - "| iterations | 22 |\n", - "| time_elapsed | 138 |\n", - "| total_timesteps | 45056 |\n", - "| train/ | |\n", - "| approx_kl | 0.08091866 |\n", - "| clip_fraction | 0.745 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.38 |\n", - "| explained_variance | -1.91e-06 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 594 |\n", - "| n_updates | 210 |\n", - "| policy_gradient_loss | -0.144 |\n", - "| value_loss | 1.15e+03 |\n", - "----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -125 |\n", - "| time/ | |\n", - "| fps | 325 |\n", - "| iterations | 23 |\n", - "| time_elapsed | 144 |\n", - "| total_timesteps | 47104 |\n", - "| train/ | |\n", - "| approx_kl | 0.070498824 |\n", - "| clip_fraction | 0.734 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.36 |\n", - "| explained_variance | -1.19e-06 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 573 |\n", - "| n_updates | 220 |\n", - "| policy_gradient_loss | -0.144 |\n", - "| value_loss | 1.18e+03 |\n", - "-----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 325 |\n", - "| iterations | 24 |\n", - "| time_elapsed | 151 |\n", - "| total_timesteps | 49152 |\n", - "| train/ | |\n", - "| approx_kl | 0.06726791 |\n", - "| clip_fraction | 0.728 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.34 |\n", - "| explained_variance | -1.07e-06 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 564 |\n", - "| n_updates | 230 |\n", - "| policy_gradient_loss | -0.144 |\n", - "| value_loss | 1.18e+03 |\n", - "----------------------------------------\n", - "---------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -126 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 25 |\n", - "| time_elapsed | 157 |\n", - "| total_timesteps | 51200 |\n", - "| train/ | |\n", - "| approx_kl | 0.0721001 |\n", - "| clip_fraction | 0.727 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.31 |\n", - "| explained_variance | -8.34e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 579 |\n", - "| n_updates | 240 |\n", - "| policy_gradient_loss | -0.143 |\n", - "| value_loss | 1.14e+03 |\n", - "---------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -124 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 26 |\n", - "| time_elapsed | 164 |\n", - "| total_timesteps | 53248 |\n", - "| train/ | |\n", - "| approx_kl | 0.08537817 |\n", - "| clip_fraction | 0.767 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.27 |\n", - "| explained_variance | -8.34e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 648 |\n", - "| n_updates | 250 |\n", - "| policy_gradient_loss | -0.145 |\n", - "| value_loss | 1.16e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 27 |\n", - "| time_elapsed | 170 |\n", - "| total_timesteps | 55296 |\n", - "| train/ | |\n", - "| approx_kl | 0.07838201 |\n", - "| clip_fraction | 0.757 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.21 |\n", - "| explained_variance | -5.96e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 580 |\n", - "| n_updates | 260 |\n", - "| policy_gradient_loss | -0.144 |\n", - "| value_loss | 1.14e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 28 |\n", - "| time_elapsed | 176 |\n", - "| total_timesteps | 57344 |\n", - "| train/ | |\n", - "| approx_kl | 0.08116107 |\n", - "| clip_fraction | 0.748 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.09 |\n", - "| explained_variance | -4.77e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 602 |\n", - "| n_updates | 270 |\n", - "| policy_gradient_loss | -0.144 |\n", - "| value_loss | 1.15e+03 |\n", - "----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -118 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 29 |\n", - "| time_elapsed | 183 |\n", - "| total_timesteps | 59392 |\n", - "| train/ | |\n", - "| approx_kl | 0.085108414 |\n", - "| clip_fraction | 0.741 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -8.87 |\n", - "| explained_variance | -4.77e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 562 |\n", - "| n_updates | 280 |\n", - "| policy_gradient_loss | -0.142 |\n", - "| value_loss | 1.18e+03 |\n", + "| loss | 126 |\n", + "| n_updates | 70 |\n", + "| policy_gradient_loss | -0.112 |\n", + "| value_loss | 227 |\n", "-----------------------------------------\n", "-----------------------------------------\n", "| rollout/ | |\n", "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -124 |\n", + "| ep_rew_mean | 7.8 |\n", "| time/ | |\n", - "| fps | 323 |\n", - "| iterations | 30 |\n", - "| time_elapsed | 189 |\n", - "| total_timesteps | 61440 |\n", + "| fps | 151 |\n", + "| iterations | 9 |\n", + "| time_elapsed | 121 |\n", + "| total_timesteps | 18432 |\n", "| train/ | |\n", - "| approx_kl | 0.066152625 |\n", - "| clip_fraction | 0.722 |\n", + "| approx_kl | 0.022988513 |\n", + "| clip_fraction | 0.391 |\n", "| clip_range | 0.2 |\n", - "| entropy_loss | -8.75 |\n", - "| explained_variance | -4.77e-07 |\n", + "| entropy_loss | -9.45 |\n", + "| explained_variance | 0.206 |\n", "| learning_rate | 0.0003 |\n", - "| loss | 568 |\n", - "| n_updates | 290 |\n", - "| policy_gradient_loss | -0.138 |\n", - "| value_loss | 1.14e+03 |\n", - "-----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -120 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 31 |\n", - "| time_elapsed | 195 |\n", - "| total_timesteps | 63488 |\n", - "| train/ | |\n", - "| approx_kl | 0.06854295 |\n", - "| clip_fraction | 0.7 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -8.73 |\n", - "| explained_variance | -4.77e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 577 |\n", - "| n_updates | 300 |\n", - "| policy_gradient_loss | -0.139 |\n", - "| value_loss | 1.14e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -124 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 32 |\n", - "| time_elapsed | 201 |\n", - "| total_timesteps | 65536 |\n", - "| train/ | |\n", - "| approx_kl | 0.07200403 |\n", - "| clip_fraction | 0.702 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -8.65 |\n", - "| explained_variance | -4.77e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 570 |\n", - "| n_updates | 310 |\n", - "| policy_gradient_loss | -0.134 |\n", - "| value_loss | 1.15e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 33 |\n", - "| time_elapsed | 208 |\n", - "| total_timesteps | 67584 |\n", - "| train/ | |\n", - "| approx_kl | 0.07691643 |\n", - "| clip_fraction | 0.692 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -8.64 |\n", - "| explained_variance | -2.38e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 618 |\n", - "| n_updates | 320 |\n", - "| policy_gradient_loss | -0.137 |\n", - "| value_loss | 1.16e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -122 |\n", - "| time/ | |\n", - "| fps | 325 |\n", - "| iterations | 34 |\n", - "| time_elapsed | 214 |\n", - "| total_timesteps | 69632 |\n", - "| train/ | |\n", - "| approx_kl | 0.07179158 |\n", - "| clip_fraction | 0.69 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -8.56 |\n", - "| explained_variance | -2.38e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 684 |\n", - "| n_updates | 330 |\n", - "| policy_gradient_loss | -0.139 |\n", - "| value_loss | 1.15e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -120 |\n", - "| time/ | |\n", - "| fps | 325 |\n", - "| iterations | 35 |\n", - "| time_elapsed | 220 |\n", - "| total_timesteps | 71680 |\n", - "| train/ | |\n", - "| approx_kl | 0.06354737 |\n", - "| clip_fraction | 0.676 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -8.45 |\n", - "| explained_variance | -2.38e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 573 |\n", - "| n_updates | 340 |\n", - "| policy_gradient_loss | -0.137 |\n", - "| value_loss | 1.17e+03 |\n", - "----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -122 |\n", - "| time/ | |\n", - "| fps | 325 |\n", - "| iterations | 36 |\n", - "| time_elapsed | 226 |\n", - "| total_timesteps | 73728 |\n", - "| train/ | |\n", - "| approx_kl | 0.061548397 |\n", - "| clip_fraction | 0.658 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -8.38 |\n", - "| explained_variance | -1.19e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 572 |\n", - "| n_updates | 350 |\n", - "| policy_gradient_loss | -0.134 |\n", - "| value_loss | 1.12e+03 |\n", + "| loss | 139 |\n", + "| n_updates | 80 |\n", + "| policy_gradient_loss | -0.111 |\n", + "| value_loss | 228 |\n", "-----------------------------------------\n", "-----------------------------------------\n", "| rollout/ | |\n", "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -122 |\n", + "| ep_rew_mean | 6.14 |\n", "| time/ | |\n", - "| fps | 325 |\n", - "| iterations | 37 |\n", - "| time_elapsed | 232 |\n", - "| total_timesteps | 75776 |\n", + "| fps | 153 |\n", + "| iterations | 10 |\n", + "| time_elapsed | 133 |\n", + "| total_timesteps | 20480 |\n", "| train/ | |\n", - "| approx_kl | 0.059452366 |\n", - "| clip_fraction | 0.651 |\n", + "| approx_kl | 0.022813996 |\n", + "| clip_fraction | 0.372 |\n", "| clip_range | 0.2 |\n", - "| entropy_loss | -8.33 |\n", - "| explained_variance | -2.38e-07 |\n", + "| entropy_loss | -9.45 |\n", + "| explained_variance | 0.199 |\n", "| learning_rate | 0.0003 |\n", - "| loss | 551 |\n", - "| n_updates | 360 |\n", - "| policy_gradient_loss | -0.133 |\n", - "| value_loss | 1.16e+03 |\n", - "-----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -122 |\n", - "| time/ | |\n", - "| fps | 325 |\n", - "| iterations | 38 |\n", - "| time_elapsed | 239 |\n", - "| total_timesteps | 77824 |\n", - "| train/ | |\n", - "| approx_kl | 0.06572275 |\n", - "| clip_fraction | 0.667 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -8.17 |\n", - "| explained_variance | -1.19e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 554 |\n", - "| n_updates | 370 |\n", - "| policy_gradient_loss | -0.132 |\n", - "| value_loss | 1.15e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -125 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 39 |\n", - "| time_elapsed | 245 |\n", - "| total_timesteps | 79872 |\n", - "| train/ | |\n", - "| approx_kl | 0.05422177 |\n", - "| clip_fraction | 0.637 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -7.93 |\n", - "| explained_variance | -1.19e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 600 |\n", - "| n_updates | 380 |\n", - "| policy_gradient_loss | -0.127 |\n", - "| value_loss | 1.16e+03 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -122 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 40 |\n", - "| time_elapsed | 252 |\n", - "| total_timesteps | 81920 |\n", - "| train/ | |\n", - "| approx_kl | 0.05258019 |\n", - "| clip_fraction | 0.591 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -7.8 |\n", - "| explained_variance | -1.19e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 682 |\n", - "| n_updates | 390 |\n", - "| policy_gradient_loss | -0.123 |\n", - "| value_loss | 1.15e+03 |\n", - "----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 41 |\n", - "| time_elapsed | 258 |\n", - "| total_timesteps | 83968 |\n", - "| train/ | |\n", - "| approx_kl | 0.053135283 |\n", - "| clip_fraction | 0.574 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -7.49 |\n", - "| explained_variance | 0 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 560 |\n", - "| n_updates | 400 |\n", - "| policy_gradient_loss | -0.118 |\n", - "| value_loss | 1.16e+03 |\n", - "-----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -122 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 42 |\n", - "| time_elapsed | 265 |\n", - "| total_timesteps | 86016 |\n", - "| train/ | |\n", - "| approx_kl | 0.04523302 |\n", - "| clip_fraction | 0.543 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -7.3 |\n", - "| explained_variance | -2.38e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 472 |\n", - "| n_updates | 410 |\n", - "| policy_gradient_loss | -0.105 |\n", - "| value_loss | 1.16e+03 |\n", - "----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -121 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 43 |\n", - "| time_elapsed | 271 |\n", - "| total_timesteps | 88064 |\n", - "| train/ | |\n", - "| approx_kl | 0.044511747 |\n", - "| clip_fraction | 0.487 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -7.08 |\n", - "| explained_variance | -2.38e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 510 |\n", - "| n_updates | 420 |\n", - "| policy_gradient_loss | -0.101 |\n", - "| value_loss | 1.15e+03 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -122 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 44 |\n", - "| time_elapsed | 277 |\n", - "| total_timesteps | 90112 |\n", - "| train/ | |\n", - "| approx_kl | 0.048598923 |\n", - "| clip_fraction | 0.489 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -6.8 |\n", - "| explained_variance | -1.19e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 499 |\n", - "| n_updates | 430 |\n", - "| policy_gradient_loss | -0.096 |\n", - "| value_loss | 1.15e+03 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -124 |\n", - "| time/ | |\n", - "| fps | 324 |\n", - "| iterations | 45 |\n", - "| time_elapsed | 284 |\n", - "| total_timesteps | 92160 |\n", - "| train/ | |\n", - "| approx_kl | 0.043928873 |\n", - "| clip_fraction | 0.514 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -6.63 |\n", - "| explained_variance | -2.38e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 559 |\n", - "| n_updates | 440 |\n", - "| policy_gradient_loss | -0.0893 |\n", - "| value_loss | 1.13e+03 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -126 |\n", - "| time/ | |\n", - "| fps | 323 |\n", - "| iterations | 46 |\n", - "| time_elapsed | 290 |\n", - "| total_timesteps | 94208 |\n", - "| train/ | |\n", - "| approx_kl | 0.053060684 |\n", - "| clip_fraction | 0.495 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -6.49 |\n", - "| explained_variance | 0 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 644 |\n", - "| n_updates | 450 |\n", - "| policy_gradient_loss | -0.0849 |\n", - "| value_loss | 1.16e+03 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -123 |\n", - "| time/ | |\n", - "| fps | 323 |\n", - "| iterations | 47 |\n", - "| time_elapsed | 297 |\n", - "| total_timesteps | 96256 |\n", - "| train/ | |\n", - "| approx_kl | 0.056993663 |\n", - "| clip_fraction | 0.587 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -6.33 |\n", - "| explained_variance | 0 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 608 |\n", - "| n_updates | 460 |\n", - "| policy_gradient_loss | -0.0832 |\n", - "| value_loss | 1.17e+03 |\n", - "-----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -126 |\n", - "| time/ | |\n", - "| fps | 323 |\n", - "| iterations | 48 |\n", - "| time_elapsed | 303 |\n", - "| total_timesteps | 98304 |\n", - "| train/ | |\n", - "| approx_kl | 0.05388363 |\n", - "| clip_fraction | 0.536 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -6.15 |\n", - "| explained_variance | 0 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 572 |\n", - "| n_updates | 470 |\n", - "| policy_gradient_loss | -0.0811 |\n", - "| value_loss | 1.15e+03 |\n", - "----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | -125 |\n", - "| time/ | |\n", - "| fps | 323 |\n", - "| iterations | 49 |\n", - "| time_elapsed | 310 |\n", - "| total_timesteps | 100352 |\n", - "| train/ | |\n", - "| approx_kl | 0.039147377 |\n", - "| clip_fraction | 0.465 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -6.07 |\n", - "| explained_variance | 1.19e-07 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 523 |\n", - "| n_updates | 480 |\n", - "| policy_gradient_loss | -0.0778 |\n", - "| value_loss | 1.16e+03 |\n", + "| loss | 117 |\n", + "| n_updates | 90 |\n", + "| policy_gradient_loss | -0.108 |\n", + "| value_loss | 212 |\n", "-----------------------------------------\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 11, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "total_timesteps = 100000\n", - "model = PPO(\"MlpPolicy\", env, verbose=1)\n", + "total_timesteps = 20_000\n", + "model = PPO(\"MlpPolicy\", env, verbose=1, device='cuda')\n", "model.learn(total_timesteps=total_timesteps)" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -1092,22 +273,95 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Repository\\cse151b-final-project\\env\\Lib\\site-packages\\stable_baselines3\\common\\save_util.py:166: UserWarning: Could not deserialize object clip_range. Consider using `custom_objects` argument to replace this object.\n", + "Exception: code() argument 13 must be str, not int\n", + " warnings.warn(\n", + "c:\\Repository\\cse151b-final-project\\env\\Lib\\site-packages\\stable_baselines3\\common\\save_util.py:166: UserWarning: Could not deserialize object lr_schedule. Consider using `custom_objects` argument to replace this object.\n", + "Exception: code() argument 13 must be str, not int\n", + " warnings.warn(\n" + ] + } + ], "source": [ "model = PPO.load(\"dqn_wordle\")" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[[16 1 9 19 5 3 2 3 3 1]\n", + " [18 8 5 13 5 2 3 2 3 1]\n", + " [16 1 9 19 5 3 2 3 3 1]\n", + " [16 1 9 19 5 3 2 3 3 1]\n", + " [16 1 9 19 5 3 2 3 3 1]\n", + " [16 1 9 19 5 3 2 3 3 1]]\n", + "[[16 1 9 19 5 3 3 3 3 3]\n", + " [18 8 5 13 5 3 2 3 3 3]\n", + " [16 1 9 19 5 3 3 3 3 3]\n", + " [16 1 9 19 5 3 3 3 3 3]\n", + " [16 1 9 19 5 3 3 3 3 3]\n", + " [16 1 9 19 5 3 3 3 3 3]]\n", + "[[16 1 9 19 5 3 3 1 3 3]\n", + " [18 8 5 13 5 3 3 3 3 3]\n", + " [16 1 9 19 5 3 3 1 3 3]\n", + " [16 1 9 19 5 3 3 1 3 3]\n", + " [16 1 9 19 5 3 3 1 3 3]\n", + " [16 1 9 19 5 3 3 1 3 3]]\n", + "[[16 1 9 19 5 1 2 2 3 3]\n", + " [18 8 5 13 5 3 3 3 3 3]\n", + " [16 1 9 19 5 1 2 2 3 3]\n", + " [16 1 9 19 5 1 2 2 3 3]\n", + " [16 1 9 19 5 1 2 2 3 3]\n", + " [16 1 9 19 5 1 2 2 3 3]]\n", + "[[16 1 9 19 5 1 1 3 1 1]\n", + " [18 1 11 5 4 2 1 3 2 3]\n", + " [16 1 9 19 5 1 1 3 1 1]\n", + " [16 1 9 19 5 1 1 3 1 1]\n", + " [16 1 9 19 5 1 1 3 1 1]\n", + " [16 1 9 19 5 1 1 3 1 1]]\n", + "[[16 1 9 19 5 3 3 1 1 3]\n", + " [18 1 11 5 4 3 3 3 3 3]\n", + " [16 1 9 19 5 3 3 1 1 3]\n", + " [16 1 9 19 5 3 3 1 1 3]\n", + " [16 1 9 19 5 3 3 1 1 3]\n", + " [16 1 9 19 5 3 3 1 1 3]]\n", + "[[16 1 9 19 5 3 3 3 2 1]\n", + " [18 1 11 5 4 3 3 3 2 3]\n", + " [16 1 9 19 5 3 3 3 2 1]\n", + " [16 1 9 19 5 3 3 3 2 1]\n", + " [16 1 9 19 5 3 3 3 2 1]\n", + " [16 1 9 19 5 3 3 3 2 1]]\n", + "[[16 1 9 19 5 3 2 3 3 3]\n", + " [18 8 5 13 5 1 3 3 2 3]\n", + " [16 1 9 19 5 3 2 3 3 3]\n", + " [16 1 9 19 5 3 2 3 3 3]\n", + " [16 1 9 19 5 3 2 3 3 3]\n", + " [16 1 9 19 5 3 2 3 3 3]]\n", + "[[16 1 9 19 5 3 1 3 3 3]\n", + " [18 8 5 13 5 3 3 3 3 3]\n", + " [16 1 9 19 5 3 1 3 3 3]\n", + " [16 1 9 19 5 3 1 3 3 3]\n", + " [16 1 9 19 5 3 1 3 3 3]\n", + " [16 1 9 19 5 3 1 3 3 3]]\n", + "[[16 1 9 19 5 3 3 3 3 2]\n", + " [18 8 5 13 5 3 3 1 1 2]\n", + " [16 1 9 19 5 3 3 3 3 2]\n", + " [16 1 9 19 5 3 3 3 3 2]\n", + " [16 1 9 19 5 3 3 3 3 2]\n", + " [16 1 9 19 5 3 3 3 3 2]]\n", "0\n" ] } @@ -1115,9 +369,9 @@ "source": [ "env = gym_wordle.wordle.WordleEnv()\n", "\n", - "for i in range(1000):\n", + "for i in range(10):\n", " \n", - " state = env.reset()\n", + " state, info = env.reset()\n", "\n", " done = False\n", "\n", @@ -1127,13 +381,29 @@ "\n", " action, _states = model.predict(state, deterministic=True)\n", "\n", - " state, reward, done, info = env.step(action)\n", + " state, reward, done, truncated, info = env.step(action)\n", "\n", " if info[\"correct\"]:\n", " wins += 1\n", "\n", "print(wins)\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -1152,7 +422,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.11.5" } }, "nbformat": 4, diff --git a/gym_wordle/utils.py b/gym_wordle/utils.py index e52601a..2b04f1e 100644 --- a/gym_wordle/utils.py +++ b/gym_wordle/utils.py @@ -35,7 +35,7 @@ def to_array(word: str) -> npt.NDArray[np.int64]: return np.array([_char_d[c] for c in word]) -def get_words(category: str, build: bool=False) -> npt.NDArray[np.int64]: +def get_words(category: str, build: bool = False) -> npt.NDArray[np.int64]: """Loads a list of words in array form. If specified, this will recompute the list from the human-readable list of @@ -53,14 +53,14 @@ def get_words(category: str, build: bool=False) -> npt.NDArray[np.int64]: five. """ assert category in {'guess', 'solution'} - + arr_path = Path(__file__).parent / f'dictionary/{category}_list.npy' if build: - list_path = Path(__file__).parent / f'dictionary/{category}_list.csv' + list_path = Path(__file__).parent / f'dictionary/{category}_list.csv' - with open(list_path, 'r') as f: - words = np.array([to_array(line.strip()) for line in f]) - np.save(arr_path, words) + with open(list_path, 'r') as f: + words = np.array([to_array(line.strip()) for line in f]) + np.save(arr_path, words) return np.load(arr_path) @@ -69,16 +69,16 @@ def play(): """Play Wordle yourself!""" import gym import gym_wordle - + env = gym.make('Wordle-v0') # load the environment - + env.reset() solution = to_english(env.unwrapped.solution_space[env.solution]).upper() # no peeking! done = False - + while not done: - action = -1 + action = -1 # in general, the environment won't be forgiving if you input an # invalid word, but for this function I want to let you screw up user @@ -86,8 +86,8 @@ def play(): while not env.action_space.contains(action): guess = input('Guess: ') action = env.unwrapped.action_space.index_of(to_array(guess)) - + state, reward, done, info = env.step(action) env.render() - - print(f"The word was {solution}") \ No newline at end of file + + print(f"The word was {solution}") diff --git a/gym_wordle/wordle.py b/gym_wordle/wordle.py index 37de045..ff6586a 100644 --- a/gym_wordle/wordle.py +++ b/gym_wordle/wordle.py @@ -1,17 +1,17 @@ -import gym +import gymnasium as gym import numpy as np import numpy.typing as npt from sty import fg, bg, ef, rs -from collections import Counter +from collections import Counter from gym_wordle.utils import to_english, to_array, get_words -from typing import Optional +from typing import Optional + class WordList(gym.spaces.Discrete): """Super class for defining a space of valid words according to a specified list. - TODO: Fix these paragraphs The space is a subclass of gym.spaces.Discrete, where each element corresponds to an index of a valid word in the word list. The obfuscation is necessary for more direct implementation of RL algorithms, which expect @@ -66,16 +66,15 @@ class SolutionList(WordList): In the game Wordle, there are two different collections of words: - * "guesses", which the game accepts as valid words to use to guess the - answer. - * "solutions", which the game uses to choose solutions from. + * "guesses", which the game accepts as valid words to use to guess the + answer. + * "solutions", which the game uses to choose solutions from. Of course, the set of solutions is a strict subset of the set of guesses. - Reference: https://fivethirtyeight.com/features/when-the-riddler-met-wordle/ - This class represents the set of solution words. """ + def __init__(self, **kwargs): """ Args: @@ -87,7 +86,7 @@ class SolutionList(WordList): class WordleObsSpace(gym.spaces.Box): """Implementation of the state (observation) space in terms of gym - primatives, in this case, gym.spaces.Box. + primitives, in this case, gym.spaces.Box. The Wordle observation space can be thought of as a 6x5 array with two channels: @@ -100,20 +99,11 @@ class WordleObsSpace(gym.spaces.Box): where there are 6 rows, one for each turn in the game, and 5 columns, since the solution will always be a word of length 5. - For simplicity, and compatibility with the stable_baselines algorithms, + For simplicity, and compatibility with stable_baselines algorithms, this multichannel is modeled as a 6x10 array, where the two channels are horizontally appended (along columns). Thus each row in the observation - should be interpreted as - - c0 c1 c2 c3 c4 f0 f1 f2 f3 f4 - - when the word is c0...c4 and its associated flags are f0...f4. - - While the superclass method `sample` is available to the WordleObsSpace, it - should be emphasized that the output of `sample` will (almost surely) not - correspond to a real game configuration, because the sampling is not out of - possible game configurations. Instead, the Box superclass just samples the - integer array space uniformly. + should be interpreted as c0 c1 c2 c3 c4 f0 f1 f2 f3 f4 when the word is + c0...c4 and its associated flags are f0...f4. """ def __init__(self, **kwargs): @@ -130,20 +120,11 @@ class WordleObsSpace(gym.spaces.Box): class GuessList(WordList): - """Space for *solution* words to the Wordle environment. - - In the game Wordle, there are two different collections of words: - - * "guesses", which the game accepts as valid words to use to guess the - answer. - * "solutions", which the game uses to choose solutions from. - - Of course, the set of solutions is a strict subset of the set of guesses. - - Reference: https://fivethirtyeight.com/features/when-the-riddler-met-wordle/ + """Space for *guess* words to the Wordle environment. This class represents the set of guess words. """ + def __init__(self, **kwargs): """ Args: @@ -154,10 +135,9 @@ class GuessList(WordList): class WordleEnv(gym.Env): - metadata = {'render.modes': ['human']} - # character flag codes + # Character flag codes no_char = 0 right_pos = 1 wrong_pos = 2 @@ -166,7 +146,6 @@ class WordleEnv(gym.Env): def __init__(self): super().__init__() - self.seed() self.action_space = GuessList() self.solution_space = SolutionList() @@ -181,6 +160,7 @@ class WordleEnv(gym.Env): self.n_rounds = 6 self.n_letters = 5 + self.info = {'correct': False, 'guesses': set()} def _highlighter(self, char: str, flag: int) -> str: """Terminal renderer functionality. Properly highlights a character @@ -201,73 +181,74 @@ class WordleEnv(gym.Env): front, back = self._highlights[flag] return front + char + back - def reset(self): + def reset(self, seed=None, options=None): + """Reset the environment to an initial state and returns an initial + observation. + + Note: The observation space instance should be a Box space. + + Returns: + state (object): The initial observation of the space. + """ self.round = 0 self.solution = self.solution_space.sample() self.state = np.zeros((self.n_rounds, 2 * self.n_letters), dtype=np.int64) - return self.state + self.info = {'correct': False, 'guesses': set()} - def render(self, mode: str ='human'): + return self.state, self.info + + def render(self, mode: str = 'human'): """Renders the Wordle environment. Currently supported render modes: - - human: renders the Wordle game to the terminal. Args: - mode: the mode to render with + mode: the mode to render with. """ if mode == 'human': - for row in self.states: + for row in self.state: text = ''.join(map( - self._highlighter, - to_english(row[:self.n_letters]).upper(), + self._highlighter, + to_english(row[:self.n_letters]).upper(), row[self.n_letters:] )) - print(text) else: - super(WordleEnv, self).render(mode=mode) - + super().render(mode=mode) + def step(self, action): """Run one step of the Wordle game. Every game must be previously initialized by a call to the `reset` method. Args: action: Word guessed by the agent. + Returns: state (object): Wordle game state after the guess. - reward (float): Reward associated with the guess (-1 for incorrect, - 0 for correct) - done (bool): Whether the game has ended (by a correct guess or - after six guesses). - info (dict): Auxiliary diagnostic information (empty). + reward (float): Reward associated with the guess. + done (bool): Whether the game has ended. + info (dict): Auxiliary diagnostic information. """ assert self.action_space.contains(action), 'Invalid word!' - # transform the action, solution indices to their words - action = self.action_space[action] + action = self.action_space[action] solution = self.solution_space[self.solution] - # populate the word chars into the row (character channel) self.state[self.round][:self.n_letters] = action - # populate the flag characters into the row (flag channel) counter = Counter() for i, char in enumerate(action): - flag_i = i + self.n_letters # starts at 5 + flag_i = i + self.n_letters counter[char] += 1 - if char == solution[i]: # character is in correct position + if char == solution[i]: self.state[self.round, flag_i] = self.right_pos - elif counter[char] <= (char == solution).sum(): - # current character has been seen within correct number of - # occurrences + elif counter[char] <= (char == solution).sum(): self.state[self.round, flag_i] = self.wrong_pos else: - # wrong character, or "correct" character too many times self.state[self.round, flag_i] = self.wrong_char self.round += 1 @@ -277,20 +258,29 @@ class WordleEnv(gym.Env): done = correct or game_over - # Total reward equals -(number of incorrect guesses) - # reward = 0. if correct else -1. - - # correct +10 - # guesses new letter +1 - # guesses correct letter +1 - # spent another guess -1 - reward = 0 - reward += np.sum(self.state[:, 5:] == 1) * 1 - reward += np.sum(self.state[:, 5:] == 2) * 0.5 + # correct spot + reward += np.sum(self.state[:, 5:] == 1) * 2 + + # correct letter not correct spot + reward += np.sum(self.state[:, 5:] == 2) * 1 + + # incorrect letter reward += np.sum(self.state[:, 5:] == 3) * -1 + + # guess same word as before + hashable_action = tuple(action) + if hashable_action in self.info['guesses']: + reward += -10 + else: # guess different word + reward += 10 + + self.info['guesses'].add(hashable_action) + + # for game ending in win or loss reward += 10 if correct else -10 if done else 0 - info = {'correct': correct} + self.info['correct'] = correct - return self.state, reward, done, info \ No newline at end of file + # observation, reward, terminated, truncated, info + return self.state, reward, done, False, self.info From e799c14eceff61a539ae5010afa37159bb4faa6e Mon Sep 17 00:00:00 2001 From: Ethan Shapiro <46407744+Ethan-Shapiro@users.noreply.github.com> Date: Mon, 18 Mar 2024 11:25:14 -0700 Subject: [PATCH 02/11] new reward scheme --- dqn_wordle.ipynb | 795 ++++++++++++++++++++++++++++--------------- gym_wordle/wordle.py | 166 ++++++--- test.ipynb | 189 ++++++++++ 3 files changed, 817 insertions(+), 333 deletions(-) create mode 100644 test.ipynb diff --git a/dqn_wordle.ipynb b/dqn_wordle.ipynb index 1e31b94..2f3f31b 100644 --- a/dqn_wordle.ipynb +++ b/dqn_wordle.ipynb @@ -35,240 +35,495 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7c52630b65904d5e8e200be505d2121a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "Output()" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "name": "stdout", "output_type": "stream", "text": [ - "Using cpu device\n", - "Wrapping the env in a DummyVecEnv.\n", - "---------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | 5.59 |\n", - "| time/ | |\n", - "| fps | 544 |\n", - "| iterations | 1 |\n", - "| time_elapsed | 3 |\n", - "| total_timesteps | 2048 |\n", - "---------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | 1.77 |\n", - "| time/ | |\n", - "| fps | 245 |\n", - "| iterations | 2 |\n", - "| time_elapsed | 16 |\n", - "| total_timesteps | 4096 |\n", - "| train/ | |\n", - "| approx_kl | 0.021515464 |\n", - "| clip_fraction | 0.335 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.47 |\n", - "| explained_variance | 0.00118 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 89.5 |\n", - "| n_updates | 10 |\n", - "| policy_gradient_loss | -0.0854 |\n", - "| value_loss | 262 |\n", - "-----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | 1.31 |\n", - "| time/ | |\n", - "| fps | 211 |\n", - "| iterations | 3 |\n", - "| time_elapsed | 29 |\n", - "| total_timesteps | 6144 |\n", - "| train/ | |\n", - "| approx_kl | 0.02457875 |\n", - "| clip_fraction | 0.465 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.47 |\n", - "| explained_variance | 0.161 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 118 |\n", - "| n_updates | 20 |\n", - "| policy_gradient_loss | -0.0987 |\n", - "| value_loss | 217 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 5.96 |\n", - "| ep_rew_mean | 5.79 |\n", - "| time/ | |\n", - "| fps | 196 |\n", - "| iterations | 4 |\n", - "| time_elapsed | 41 |\n", - "| total_timesteps | 8192 |\n", - "| train/ | |\n", - "| approx_kl | 0.02515613 |\n", - "| clip_fraction | 0.447 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.47 |\n", - "| explained_variance | 0.151 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 138 |\n", - "| n_updates | 30 |\n", - "| policy_gradient_loss | -0.103 |\n", - "| value_loss | 242 |\n", - "----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | 4.9 |\n", - "| time/ | |\n", - "| fps | 177 |\n", - "| iterations | 5 |\n", - "| time_elapsed | 57 |\n", - "| total_timesteps | 10240 |\n", - "| train/ | |\n", - "| approx_kl | 0.026685718 |\n", - "| clip_fraction | 0.444 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.46 |\n", - "| explained_variance | 0.176 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 96.7 |\n", - "| n_updates | 40 |\n", - "| policy_gradient_loss | -0.111 |\n", - "| value_loss | 211 |\n", - "-----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | 1.19 |\n", - "| time/ | |\n", - "| fps | 164 |\n", - "| iterations | 6 |\n", - "| time_elapsed | 74 |\n", - "| total_timesteps | 12288 |\n", - "| train/ | |\n", - "| approx_kl | 0.02762504 |\n", - "| clip_fraction | 0.463 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.46 |\n", - "| explained_variance | 0.186 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 103 |\n", - "| n_updates | 50 |\n", - "| policy_gradient_loss | -0.115 |\n", - "| value_loss | 200 |\n", - "----------------------------------------\n", - "----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | 5.5 |\n", - "| time/ | |\n", - "| fps | 155 |\n", - "| iterations | 7 |\n", - "| time_elapsed | 92 |\n", - "| total_timesteps | 14336 |\n", - "| train/ | |\n", - "| approx_kl | 0.02694263 |\n", - "| clip_fraction | 0.458 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.46 |\n", - "| explained_variance | 0.15 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 84.1 |\n", - "| n_updates | 60 |\n", - "| policy_gradient_loss | -0.116 |\n", - "| value_loss | 225 |\n", - "----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | 7.27 |\n", - "| time/ | |\n", - "| fps | 154 |\n", - "| iterations | 8 |\n", - "| time_elapsed | 106 |\n", - "| total_timesteps | 16384 |\n", - "| train/ | |\n", - "| approx_kl | 0.024316464 |\n", - "| clip_fraction | 0.412 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.45 |\n", - "| explained_variance | 0.173 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 126 |\n", - "| n_updates | 70 |\n", - "| policy_gradient_loss | -0.112 |\n", - "| value_loss | 227 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | 7.8 |\n", - "| time/ | |\n", - "| fps | 151 |\n", - "| iterations | 9 |\n", - "| time_elapsed | 121 |\n", - "| total_timesteps | 18432 |\n", - "| train/ | |\n", - "| approx_kl | 0.022988513 |\n", - "| clip_fraction | 0.391 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.45 |\n", - "| explained_variance | 0.206 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 139 |\n", - "| n_updates | 80 |\n", - "| policy_gradient_loss | -0.111 |\n", - "| value_loss | 228 |\n", - "-----------------------------------------\n", - "-----------------------------------------\n", - "| rollout/ | |\n", - "| ep_len_mean | 6 |\n", - "| ep_rew_mean | 6.14 |\n", - "| time/ | |\n", - "| fps | 153 |\n", - "| iterations | 10 |\n", - "| time_elapsed | 133 |\n", - "| total_timesteps | 20480 |\n", - "| train/ | |\n", - "| approx_kl | 0.022813996 |\n", - "| clip_fraction | 0.372 |\n", - "| clip_range | 0.2 |\n", - "| entropy_loss | -9.45 |\n", - "| explained_variance | 0.199 |\n", - "| learning_rate | 0.0003 |\n", - "| loss | 117 |\n", - "| n_updates | 90 |\n", - "| policy_gradient_loss | -0.108 |\n", - "| value_loss | 212 |\n", - "-----------------------------------------\n" + "Using cuda device\n", + "Wrapping the env with a `Monitor` wrapper\n", + "Wrapping the env in a DummyVecEnv.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -175 |\n", + "| exploration_rate | 0.525 |\n", + "| time/ | |\n", + "| episodes | 10000 |\n", + "| fps | 4606 |\n", + "| time_elapsed | 10 |\n", + "| total_timesteps | 49989 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -208 |\n", + "| exploration_rate | 0.0502 |\n", + "| time/ | |\n", + "| episodes | 20000 |\n", + "| fps | 1118 |\n", + "| time_elapsed | 89 |\n", + "| total_timesteps | 99980 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 24.6 |\n", + "| n_updates | 12494 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -230 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 30000 |\n", + "| fps | 856 |\n", + "| time_elapsed | 175 |\n", + "| total_timesteps | 149974 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 18.7 |\n", + "| n_updates | 24993 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -242 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 40000 |\n", + "| fps | 766 |\n", + "| time_elapsed | 260 |\n", + "| total_timesteps | 199967 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 24 |\n", + "| n_updates | 37491 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -186 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 50000 |\n", + "| fps | 722 |\n", + "| time_elapsed | 346 |\n", + "| total_timesteps | 249962 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 21.5 |\n", + "| n_updates | 49990 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -183 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 60000 |\n", + "| fps | 694 |\n", + "| time_elapsed | 431 |\n", + "| total_timesteps | 299957 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 17.6 |\n", + "| n_updates | 62489 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -181 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 70000 |\n", + "| fps | 675 |\n", + "| time_elapsed | 517 |\n", + "| total_timesteps | 349953 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 26.8 |\n", + "| n_updates | 74988 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -196 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 80000 |\n", + "| fps | 663 |\n", + "| time_elapsed | 603 |\n", + "| total_timesteps | 399936 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 22.5 |\n", + "| n_updates | 87483 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -174 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 90000 |\n", + "| fps | 653 |\n", + "| time_elapsed | 688 |\n", + "| total_timesteps | 449928 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 21.1 |\n", + "| n_updates | 99981 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -155 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 100000 |\n", + "| fps | 645 |\n", + "| time_elapsed | 774 |\n", + "| total_timesteps | 499920 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 22.8 |\n", + "| n_updates | 112479 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -153 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 110000 |\n", + "| fps | 638 |\n", + "| time_elapsed | 860 |\n", + "| total_timesteps | 549916 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 16 |\n", + "| n_updates | 124978 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -164 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 120000 |\n", + "| fps | 633 |\n", + "| time_elapsed | 947 |\n", + "| total_timesteps | 599915 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 17.8 |\n", + "| n_updates | 137478 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -145 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 130000 |\n", + "| fps | 628 |\n", + "| time_elapsed | 1033 |\n", + "| total_timesteps | 649910 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 17.8 |\n", + "| n_updates | 149977 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -154 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 140000 |\n", + "| fps | 624 |\n", + "| time_elapsed | 1120 |\n", + "| total_timesteps | 699902 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 20.9 |\n", + "| n_updates | 162475 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -192 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 150000 |\n", + "| fps | 621 |\n", + "| time_elapsed | 1206 |\n", + "| total_timesteps | 749884 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 18.3 |\n", + "| n_updates | 174970 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -170 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 160000 |\n", + "| fps | 618 |\n", + "| time_elapsed | 1293 |\n", + "| total_timesteps | 799869 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 17.7 |\n", + "| n_updates | 187467 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -233 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 170000 |\n", + "| fps | 615 |\n", + "| time_elapsed | 1380 |\n", + "| total_timesteps | 849855 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 21.6 |\n", + "| n_updates | 199963 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -146 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 180000 |\n", + "| fps | 613 |\n", + "| time_elapsed | 1466 |\n", + "| total_timesteps | 899847 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 19.4 |\n", + "| n_updates | 212461 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -142 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 190000 |\n", + "| fps | 611 |\n", + "| time_elapsed | 1553 |\n", + "| total_timesteps | 949846 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 22.9 |\n", + "| n_updates | 224961 |\n", + "----------------------------------\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "----------------------------------\n", + "| rollout/ | |\n", + "| ep_len_mean | 5 |\n", + "| ep_rew_mean | -171 |\n", + "| exploration_rate | 0.05 |\n", + "| time/ | |\n", + "| episodes | 200000 |\n", + "| fps | 609 |\n", + "| time_elapsed | 1640 |\n", + "| total_timesteps | 999839 |\n", + "| train/ | |\n", + "| learning_rate | 0.0001 |\n", + "| loss | 20.3 |\n", + "| n_updates | 237459 |\n", + "----------------------------------\n" ] }, { "data": { + "text/html": [ + "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n",
+       "
\n"
+      ],
       "text/plain": [
-       ""
+       "\n"
       ]
      },
-     "execution_count": 3,
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       ""
+      ]
+     },
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "total_timesteps = 20_000\n",
-    "model = PPO(\"MlpPolicy\", env, verbose=1, device='cuda')\n",
-    "model.learn(total_timesteps=total_timesteps)"
+    "total_timesteps = 1_000_000\n",
+    "model = DQN(\"MlpPolicy\", env, verbose=1, device='cuda')\n",
+    "model.learn(total_timesteps=total_timesteps, log_interval=10_000, progress_bar=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
-    "model.save(\"dqn_wordle\")"
+    "model.save(\"dqn_new_rewards\")"
    ]
   },
   {
@@ -280,88 +535,28 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "c:\\Repository\\cse151b-final-project\\env\\Lib\\site-packages\\stable_baselines3\\common\\save_util.py:166: UserWarning: Could not deserialize object clip_range. Consider using `custom_objects` argument to replace this object.\n",
+      "c:\\Repository\\cse151b-final-project\\env\\Lib\\site-packages\\stable_baselines3\\common\\save_util.py:166: UserWarning: Could not deserialize object lr_schedule. Consider using `custom_objects` argument to replace this object.\n",
       "Exception: code() argument 13 must be str, not int\n",
       "  warnings.warn(\n",
-      "c:\\Repository\\cse151b-final-project\\env\\Lib\\site-packages\\stable_baselines3\\common\\save_util.py:166: UserWarning: Could not deserialize object lr_schedule. Consider using `custom_objects` argument to replace this object.\n",
+      "c:\\Repository\\cse151b-final-project\\env\\Lib\\site-packages\\stable_baselines3\\common\\save_util.py:166: UserWarning: Could not deserialize object exploration_schedule. Consider using `custom_objects` argument to replace this object.\n",
       "Exception: code() argument 13 must be str, not int\n",
       "  warnings.warn(\n"
      ]
     }
    ],
    "source": [
-    "model = PPO.load(\"dqn_wordle\")"
+    "# model = DQN.load(\"dqn_wordle\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[[16  1  9 19  5  3  2  3  3  1]\n",
-      " [18  8  5 13  5  2  3  2  3  1]\n",
-      " [16  1  9 19  5  3  2  3  3  1]\n",
-      " [16  1  9 19  5  3  2  3  3  1]\n",
-      " [16  1  9 19  5  3  2  3  3  1]\n",
-      " [16  1  9 19  5  3  2  3  3  1]]\n",
-      "[[16  1  9 19  5  3  3  3  3  3]\n",
-      " [18  8  5 13  5  3  2  3  3  3]\n",
-      " [16  1  9 19  5  3  3  3  3  3]\n",
-      " [16  1  9 19  5  3  3  3  3  3]\n",
-      " [16  1  9 19  5  3  3  3  3  3]\n",
-      " [16  1  9 19  5  3  3  3  3  3]]\n",
-      "[[16  1  9 19  5  3  3  1  3  3]\n",
-      " [18  8  5 13  5  3  3  3  3  3]\n",
-      " [16  1  9 19  5  3  3  1  3  3]\n",
-      " [16  1  9 19  5  3  3  1  3  3]\n",
-      " [16  1  9 19  5  3  3  1  3  3]\n",
-      " [16  1  9 19  5  3  3  1  3  3]]\n",
-      "[[16  1  9 19  5  1  2  2  3  3]\n",
-      " [18  8  5 13  5  3  3  3  3  3]\n",
-      " [16  1  9 19  5  1  2  2  3  3]\n",
-      " [16  1  9 19  5  1  2  2  3  3]\n",
-      " [16  1  9 19  5  1  2  2  3  3]\n",
-      " [16  1  9 19  5  1  2  2  3  3]]\n",
-      "[[16  1  9 19  5  1  1  3  1  1]\n",
-      " [18  1 11  5  4  2  1  3  2  3]\n",
-      " [16  1  9 19  5  1  1  3  1  1]\n",
-      " [16  1  9 19  5  1  1  3  1  1]\n",
-      " [16  1  9 19  5  1  1  3  1  1]\n",
-      " [16  1  9 19  5  1  1  3  1  1]]\n",
-      "[[16  1  9 19  5  3  3  1  1  3]\n",
-      " [18  1 11  5  4  3  3  3  3  3]\n",
-      " [16  1  9 19  5  3  3  1  1  3]\n",
-      " [16  1  9 19  5  3  3  1  1  3]\n",
-      " [16  1  9 19  5  3  3  1  1  3]\n",
-      " [16  1  9 19  5  3  3  1  1  3]]\n",
-      "[[16  1  9 19  5  3  3  3  2  1]\n",
-      " [18  1 11  5  4  3  3  3  2  3]\n",
-      " [16  1  9 19  5  3  3  3  2  1]\n",
-      " [16  1  9 19  5  3  3  3  2  1]\n",
-      " [16  1  9 19  5  3  3  3  2  1]\n",
-      " [16  1  9 19  5  3  3  3  2  1]]\n",
-      "[[16  1  9 19  5  3  2  3  3  3]\n",
-      " [18  8  5 13  5  1  3  3  2  3]\n",
-      " [16  1  9 19  5  3  2  3  3  3]\n",
-      " [16  1  9 19  5  3  2  3  3  3]\n",
-      " [16  1  9 19  5  3  2  3  3  3]\n",
-      " [16  1  9 19  5  3  2  3  3  3]]\n",
-      "[[16  1  9 19  5  3  1  3  3  3]\n",
-      " [18  8  5 13  5  3  3  3  3  3]\n",
-      " [16  1  9 19  5  3  1  3  3  3]\n",
-      " [16  1  9 19  5  3  1  3  3  3]\n",
-      " [16  1  9 19  5  3  1  3  3  3]\n",
-      " [16  1  9 19  5  3  1  3  3  3]]\n",
-      "[[16  1  9 19  5  3  3  3  3  2]\n",
-      " [18  8  5 13  5  3  3  1  1  2]\n",
-      " [16  1  9 19  5  3  3  3  3  2]\n",
-      " [16  1  9 19  5  3  3  3  3  2]\n",
-      " [16  1  9 19  5  3  3  3  3  2]\n",
-      " [16  1  9 19  5  3  3  3  3  2]]\n",
       "0\n"
      ]
     }
@@ -369,7 +564,7 @@
    "source": [
     "env = gym_wordle.wordle.WordleEnv()\n",
     "\n",
-    "for i in range(10):\n",
+    "for i in range(1000):\n",
     "        \n",
     "    state, info = env.reset()\n",
     "\n",
@@ -386,16 +581,62 @@
     "    if info[\"correct\"]:\n",
     "        wins += 1\n",
     "\n",
-    "print(wins)\n"
+    "print(wins)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(array([[18,  1, 20,  5, 19,  3,  3,  3,  3,  3],\n",
+       "        [14, 15,  9, 12, 25,  2,  3,  2,  2,  2],\n",
+       "        [25, 21,  3, 11, 15,  2,  3,  3,  3,  3],\n",
+       "        [25, 21,  3, 11, 15,  2,  3,  3,  3,  3],\n",
+       "        [ 1, 20, 13, 15, 19,  3,  3,  3,  3,  3],\n",
+       "        [25, 21,  3, 11, 15,  2,  3,  3,  3,  3]], dtype=int64),\n",
+       " -130)"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "state, reward"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
-    "print()"
+    "blah = (14, 1, 9, 22, 5)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "blah in info['guesses']"
    ]
   },
   {
diff --git a/gym_wordle/wordle.py b/gym_wordle/wordle.py
index ff6586a..23c28b9 100644
--- a/gym_wordle/wordle.py
+++ b/gym_wordle/wordle.py
@@ -6,6 +6,7 @@ from sty import fg, bg, ef, rs
 from collections import Counter
 from gym_wordle.utils import to_english, to_array, get_words
 from typing import Optional
+from collections import defaultdict
 
 
 class WordList(gym.spaces.Discrete):
@@ -160,7 +161,14 @@ class WordleEnv(gym.Env):
 
         self.n_rounds = 6
         self.n_letters = 5
-        self.info = {'correct': False, 'guesses': set()}
+        self.info = {
+            'correct': False,
+            'guesses': set(),
+            'known_positions': np.full(5, -1),  # -1 for unknown, else letter index
+            'known_letters': set(),  # Letters known to be in the word
+            'not_in_word': set(),  # Letters known not to be in the word
+            'tried_positions': defaultdict(set)  # Positions tried for each letter
+        }
 
     def _highlighter(self, char: str, flag: int) -> str:
         """Terminal renderer functionality. Properly highlights a character
@@ -192,13 +200,57 @@ class WordleEnv(gym.Env):
         """
         self.round = 0
         self.solution = self.solution_space.sample()
+        self.soln_hash = set(self.solution_space[self.solution])
 
         self.state = np.zeros((self.n_rounds, 2 * self.n_letters), dtype=np.int64)
 
-        self.info = {'correct': False, 'guesses': set()}
+        self.info = {
+            'correct': False,
+            'guesses': set(),
+            'known_positions': np.full(5, -1),
+            'known_letters': set(),
+            'not_in_word': set(),
+            'tried_positions': defaultdict(set)
+        }
+
+        self.simulate_first_guess()
 
         return self.state, self.info
 
+    def simulate_first_guess(self):
+        fixed_first_guess = "rates"
+        fixed_first_guess_array = to_array(fixed_first_guess)
+
+        # Simulate the feedback for each letter in the fixed first guess
+        feedback = np.zeros(self.n_letters, dtype=int)  # Initialize feedback array
+        for i, letter in enumerate(fixed_first_guess_array):
+            if letter in self.solution_space[self.solution]:
+                if letter == self.solution_space[self.solution][i]:
+                    feedback[i] = 1  # Correct position
+                else:
+                    feedback[i] = 2  # Correct letter, wrong position
+            else:
+                feedback[i] = 3  # Letter not in word
+
+        # Update the state to reflect the fixed first guess and its feedback
+        self.state[0, :self.n_letters] = fixed_first_guess_array
+        self.state[0, self.n_letters:] = feedback
+
+        # Update self.info based on the feedback
+        for i, flag in enumerate(feedback):
+            if flag == self.right_pos:
+                # Mark letter as correctly placed
+                self.info['known_positions'][i] = fixed_first_guess_array[i]
+            elif flag == self.wrong_pos:
+                # Note the letter is in the word but in a different position
+                self.info['known_letters'].add(fixed_first_guess_array[i])
+            elif flag == self.wrong_char:
+                # Note the letter is not in the word
+                self.info['not_in_word'].add(fixed_first_guess_array[i])
+
+        # Since we're simulating the first guess, increment the round counter
+        self.round = 1
+
     def render(self, mode: str = 'human'):
         """Renders the Wordle environment.
 
@@ -220,67 +272,69 @@ class WordleEnv(gym.Env):
             super().render(mode=mode)
 
     def step(self, action):
-        """Run one step of the Wordle game. Every game must be previously
-        initialized by a call to the `reset` method.
-
-        Args:
-            action: Word guessed by the agent.
-
-        Returns:
-            state (object): Wordle game state after the guess.
-            reward (float): Reward associated with the guess.
-            done (bool): Whether the game has ended.
-            info (dict): Auxiliary diagnostic information.
-        """
         assert self.action_space.contains(action), 'Invalid word!'
 
-        action = self.action_space[action]
-        solution = self.solution_space[self.solution]
+        guessed_word = self.action_space[action]
+        solution_word = self.solution_space[self.solution]
 
-        self.state[self.round][:self.n_letters] = action
+        reward = 0
+        correct_guess = np.array_equal(guessed_word, solution_word)
 
-        counter = Counter()
-        for i, char in enumerate(action):
-            flag_i = i + self.n_letters
-            counter[char] += 1
+        # Initialize flags for current guess
+        current_flags = np.full(self.n_letters, self.wrong_char)
 
-            if char == solution[i]:
-                self.state[self.round, flag_i] = self.right_pos
-            elif counter[char] <= (char == solution).sum():
-                self.state[self.round, flag_i] = self.wrong_pos
+        # Track newly discovered information
+        new_info = False
+
+        for i in range(self.n_letters):
+            guessed_letter = guessed_word[i]
+            if guessed_letter in solution_word:
+                # Penalize for reusing a letter found to not be in the word
+                if guessed_letter in self.info['not_in_word']:
+                    reward -= 2
+
+                # Handle correct letter in the correct position
+                if guessed_letter == solution_word[i]:
+                    current_flags[i] = self.right_pos
+                    if self.info['known_positions'][i] != guessed_letter:
+                        reward += 10  # Large reward for new correct placement
+                        new_info = True
+                        self.info['known_positions'][i] = guessed_letter
+                    else:
+                        reward += 20  # Large reward for repeating correct placement
+                else:
+                    current_flags[i] = self.wrong_pos
+                    if guessed_letter not in self.info['known_letters'] or i not in self.info['tried_positions'][guessed_letter]:
+                        reward += 10  # Reward for guessing a letter in a new position
+                        new_info = True
+                    else:
+                        reward -= 20  # Penalize for not leveraging known information
+                    self.info['known_letters'].add(guessed_letter)
+                    self.info['tried_positions'][guessed_letter].add(i)
             else:
-                self.state[self.round, flag_i] = self.wrong_char
+                # New incorrect letter
+                if guessed_letter not in self.info['not_in_word']:
+                    reward -= 2  # Penalize for guessing a letter not in the word
+                    self.info['not_in_word'].add(guessed_letter)
+                    new_info = True
+                else:
+                    reward -= 15  # Larger penalty for repeating an incorrect letter
+
+        # Update observation state with the current guess and flags
+        self.state[self.round, :self.n_letters] = guessed_word
+        self.state[self.round, self.n_letters:] = current_flags
+
+        # Check if the game is over
+        done = self.round == self.n_rounds - 1 or correct_guess
+        self.info['correct'] = correct_guess
+
+        if correct_guess:
+            reward += 100  # Major reward for winning
+        elif done:
+            reward -= 50  # Penalty for losing without using new information effectively
+        elif not new_info:
+            reward -= 10  # Penalty if no new information was used in this guess
 
         self.round += 1
 
-        correct = (action == solution).all()
-        game_over = (self.round == self.n_rounds)
-
-        done = correct or game_over
-
-        reward = 0
-        # correct spot
-        reward += np.sum(self.state[:, 5:] == 1) * 2
-
-        # correct letter not correct spot
-        reward += np.sum(self.state[:, 5:] == 2) * 1
-
-        # incorrect letter
-        reward += np.sum(self.state[:, 5:] == 3) * -1
-
-        # guess same word as before
-        hashable_action = tuple(action)
-        if hashable_action in self.info['guesses']:
-            reward += -10
-        else:  # guess different word
-            reward += 10
-
-        self.info['guesses'].add(hashable_action)
-
-        # for game ending in win or loss
-        reward += 10 if correct else -10 if done else 0
-
-        self.info['correct'] = correct
-
-        # observation, reward, terminated, truncated, info
         return self.state, reward, done, False, self.info
diff --git a/test.ipynb b/test.ipynb
new file mode 100644
index 0000000..9c4c96e
--- /dev/null
+++ b/test.ipynb
@@ -0,0 +1,189 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from collections import defaultdict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def my_func()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "t = defaultdict(lambda: [0, 1, 2, 3, 4])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "defaultdict(()>, {})"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[0, 1, 2, 3, 4]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t['t']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "defaultdict(()>, {'t': [0, 1, 2, 3, 4]})"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "t"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "'x' in t"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x = np.array([1, 1, 1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x[:] = 0"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([0, 0, 0])"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "x"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "'abcde'aaa\n",
+    " 33221\n"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "env",
+   "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": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

From fc197acb6e55800ca65407a67a0cec08058cdcdc Mon Sep 17 00:00:00 2001
From: Ethan Shapiro <46407744+Ethan-Shapiro@users.noreply.github.com>
Date: Tue, 19 Mar 2024 11:52:10 -0700
Subject: [PATCH 03/11] started new letter guess environment

---
 dqn_letter_gssr.ipynb             |     87 +
 dqn_wordle.ipynb                  |    557 +-
 eric_wordle/.gitignore            |    129 +
 eric_wordle/README.md             |     11 +
 eric_wordle/ai.py                 |    126 +
 eric_wordle/dist.py               |     37 +
 eric_wordle/main.py               |     18 +
 eric_wordle/process.py            |     15 +
 eric_wordle/words.txt             |  15919 ++
 eric_wordle/words_dictionary.json | 370104 +++++++++++++++++++++++++++
 gym_wordle/wordle.py              |    145 +-
 letter_guess.py                   |     99 +
 test.ipynb                        |    189 -
 wordle_words.txt                  |   2317 +
 14 files changed, 389053 insertions(+), 700 deletions(-)
 create mode 100644 dqn_letter_gssr.ipynb
 create mode 100644 eric_wordle/.gitignore
 create mode 100644 eric_wordle/README.md
 create mode 100644 eric_wordle/ai.py
 create mode 100644 eric_wordle/dist.py
 create mode 100644 eric_wordle/main.py
 create mode 100644 eric_wordle/process.py
 create mode 100644 eric_wordle/words.txt
 create mode 100644 eric_wordle/words_dictionary.json
 create mode 100644 letter_guess.py
 delete mode 100644 test.ipynb
 create mode 100644 wordle_words.txt

diff --git a/dqn_letter_gssr.ipynb b/dqn_letter_gssr.ipynb
new file mode 100644
index 0000000..fd92d10
--- /dev/null
+++ b/dqn_letter_gssr.ipynb
@@ -0,0 +1,87 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def load_valid_words(file_path='wordle_words.txt'):\n",
+    "    \"\"\"\n",
+    "    Load valid five-letter words from a specified text file.\n",
+    "\n",
+    "    Parameters:\n",
+    "    - file_path (str): The path to the text file containing valid words.\n",
+    "\n",
+    "    Returns:\n",
+    "    - list[str]: A list of valid words loaded from the file.\n",
+    "    \"\"\"\n",
+    "    with open(file_path, 'r') as file:\n",
+    "        valid_words = [line.strip() for line in file if len(line.strip()) == 5]\n",
+    "    return valid_words"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "LetterGuessingEnv.__init__() missing 1 required positional argument: 'seed'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[2], line 5\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mstable_baselines3\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcommon\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01menv_checker\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m check_env\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mletter_guess\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m LetterGuessingEnv\n\u001b[1;32m----> 5\u001b[0m env \u001b[38;5;241m=\u001b[39m \u001b[43mLetterGuessingEnv\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalid_words\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mload_valid_words\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m  \u001b[38;5;66;03m# Make sure to load your valid words\u001b[39;00m\n\u001b[0;32m      6\u001b[0m check_env(env)  \u001b[38;5;66;03m# Optional: Verify the environment is compatible with SB3\u001b[39;00m\n\u001b[0;32m      8\u001b[0m model \u001b[38;5;241m=\u001b[39m PPO(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMlpPolicy\u001b[39m\u001b[38;5;124m\"\u001b[39m, env, verbose\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n",
+      "\u001b[1;31mTypeError\u001b[0m: LetterGuessingEnv.__init__() missing 1 required positional argument: 'seed'"
+     ]
+    }
+   ],
+   "source": [
+    "from stable_baselines3 import PPO  # Or any other suitable RL algorithm\n",
+    "from stable_baselines3.common.env_checker import check_env\n",
+    "from letter_guess import LetterGuessingEnv\n",
+    "\n",
+    "env = LetterGuessingEnv(valid_words=load_valid_words())  # Make sure to load your valid words\n",
+    "check_env(env)  # Optional: Verify the environment is compatible with SB3\n",
+    "\n",
+    "model = PPO(\"MlpPolicy\", env, verbose=1)\n",
+    "\n",
+    "# Train for a certain number of timesteps\n",
+    "model.learn(total_timesteps=100000)\n",
+    "\n",
+    "# Save the model\n",
+    "model.save(\"wordle_ppo_model\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "env",
+   "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": "3.11.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/dqn_wordle.ipynb b/dqn_wordle.ipynb
index 2f3f31b..dd02c83 100644
--- a/dqn_wordle.ipynb
+++ b/dqn_wordle.ipynb
@@ -35,13 +35,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using cuda device\n",
+      "Wrapping the env in a DummyVecEnv.\n"
+     ]
+    },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "7c52630b65904d5e8e200be505d2121a",
+       "model_id": "6921a0721569456abf5bceac7e7b6b34",
        "version_major": 2,
        "version_minor": 0
       },
@@ -52,29 +60,20 @@
      "metadata": {},
      "output_type": "display_data"
     },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Using cuda device\n",
-      "Wrapping the env with a `Monitor` wrapper\n",
-      "Wrapping the env in a DummyVecEnv.\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "----------------------------------\n",
       "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -175     |\n",
-      "|    exploration_rate | 0.525    |\n",
+      "|    ep_len_mean      | 4.97     |\n",
+      "|    ep_rew_mean      | -63.8    |\n",
+      "|    exploration_rate | 0.05     |\n",
       "| time/               |          |\n",
       "|    episodes         | 10000    |\n",
-      "|    fps              | 4606     |\n",
-      "|    time_elapsed     | 10       |\n",
-      "|    total_timesteps  | 49989    |\n",
+      "|    fps              | 1628     |\n",
+      "|    time_elapsed     | 30       |\n",
+      "|    total_timesteps  | 49995    |\n",
       "----------------------------------\n"
      ]
     },
@@ -85,395 +84,17 @@
       "----------------------------------\n",
       "| rollout/            |          |\n",
       "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -208     |\n",
-      "|    exploration_rate | 0.0502   |\n",
+      "|    ep_rew_mean      | -70.5    |\n",
+      "|    exploration_rate | 0.05     |\n",
       "| time/               |          |\n",
       "|    episodes         | 20000    |\n",
-      "|    fps              | 1118     |\n",
-      "|    time_elapsed     | 89       |\n",
-      "|    total_timesteps  | 99980    |\n",
+      "|    fps              | 662      |\n",
+      "|    time_elapsed     | 150      |\n",
+      "|    total_timesteps  | 99992    |\n",
       "| train/              |          |\n",
       "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 24.6     |\n",
-      "|    n_updates        | 12494    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -230     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 30000    |\n",
-      "|    fps              | 856      |\n",
-      "|    time_elapsed     | 175      |\n",
-      "|    total_timesteps  | 149974   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 18.7     |\n",
-      "|    n_updates        | 24993    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -242     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 40000    |\n",
-      "|    fps              | 766      |\n",
-      "|    time_elapsed     | 260      |\n",
-      "|    total_timesteps  | 199967   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 24       |\n",
-      "|    n_updates        | 37491    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -186     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 50000    |\n",
-      "|    fps              | 722      |\n",
-      "|    time_elapsed     | 346      |\n",
-      "|    total_timesteps  | 249962   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 21.5     |\n",
-      "|    n_updates        | 49990    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -183     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 60000    |\n",
-      "|    fps              | 694      |\n",
-      "|    time_elapsed     | 431      |\n",
-      "|    total_timesteps  | 299957   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 17.6     |\n",
-      "|    n_updates        | 62489    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -181     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 70000    |\n",
-      "|    fps              | 675      |\n",
-      "|    time_elapsed     | 517      |\n",
-      "|    total_timesteps  | 349953   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 26.8     |\n",
-      "|    n_updates        | 74988    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -196     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 80000    |\n",
-      "|    fps              | 663      |\n",
-      "|    time_elapsed     | 603      |\n",
-      "|    total_timesteps  | 399936   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 22.5     |\n",
-      "|    n_updates        | 87483    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -174     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 90000    |\n",
-      "|    fps              | 653      |\n",
-      "|    time_elapsed     | 688      |\n",
-      "|    total_timesteps  | 449928   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 21.1     |\n",
-      "|    n_updates        | 99981    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -155     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 100000   |\n",
-      "|    fps              | 645      |\n",
-      "|    time_elapsed     | 774      |\n",
-      "|    total_timesteps  | 499920   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 22.8     |\n",
-      "|    n_updates        | 112479   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -153     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 110000   |\n",
-      "|    fps              | 638      |\n",
-      "|    time_elapsed     | 860      |\n",
-      "|    total_timesteps  | 549916   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 16       |\n",
-      "|    n_updates        | 124978   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -164     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 120000   |\n",
-      "|    fps              | 633      |\n",
-      "|    time_elapsed     | 947      |\n",
-      "|    total_timesteps  | 599915   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 17.8     |\n",
-      "|    n_updates        | 137478   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -145     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 130000   |\n",
-      "|    fps              | 628      |\n",
-      "|    time_elapsed     | 1033     |\n",
-      "|    total_timesteps  | 649910   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 17.8     |\n",
-      "|    n_updates        | 149977   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -154     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 140000   |\n",
-      "|    fps              | 624      |\n",
-      "|    time_elapsed     | 1120     |\n",
-      "|    total_timesteps  | 699902   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 20.9     |\n",
-      "|    n_updates        | 162475   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -192     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 150000   |\n",
-      "|    fps              | 621      |\n",
-      "|    time_elapsed     | 1206     |\n",
-      "|    total_timesteps  | 749884   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 18.3     |\n",
-      "|    n_updates        | 174970   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -170     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 160000   |\n",
-      "|    fps              | 618      |\n",
-      "|    time_elapsed     | 1293     |\n",
-      "|    total_timesteps  | 799869   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 17.7     |\n",
-      "|    n_updates        | 187467   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -233     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 170000   |\n",
-      "|    fps              | 615      |\n",
-      "|    time_elapsed     | 1380     |\n",
-      "|    total_timesteps  | 849855   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 21.6     |\n",
-      "|    n_updates        | 199963   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -146     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 180000   |\n",
-      "|    fps              | 613      |\n",
-      "|    time_elapsed     | 1466     |\n",
-      "|    total_timesteps  | 899847   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 19.4     |\n",
-      "|    n_updates        | 212461   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -142     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 190000   |\n",
-      "|    fps              | 611      |\n",
-      "|    time_elapsed     | 1553     |\n",
-      "|    total_timesteps  | 949846   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 22.9     |\n",
-      "|    n_updates        | 224961   |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -171     |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 200000   |\n",
-      "|    fps              | 609      |\n",
-      "|    time_elapsed     | 1640     |\n",
-      "|    total_timesteps  | 999839   |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 20.3     |\n",
-      "|    n_updates        | 237459   |\n",
+      "|    loss             | 11.7     |\n",
+      "|    n_updates        | 12497    |\n",
       "----------------------------------\n"
      ]
     },
@@ -503,27 +124,27 @@
     {
      "data": {
       "text/plain": [
-       ""
+       ""
       ]
      },
-     "execution_count": 5,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "total_timesteps = 1_000_000\n",
+    "total_timesteps = 100_000\n",
     "model = DQN(\"MlpPolicy\", env, verbose=1, device='cuda')\n",
     "model.learn(total_timesteps=total_timesteps, log_interval=10_000, progress_bar=True)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
-    "model.save(\"dqn_new_rewards\")"
+    "model.save(\"dqn_new_state\")"
    ]
   },
   {
@@ -557,6 +178,76 @@
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      "output_type": "stream",
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+      " 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
+      " 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
+      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
       "0\n"
      ]
     }
@@ -578,6 +269,7 @@
     "\n",
     "        state, reward, done, truncated, info = env.step(action)\n",
     "\n",
+    "    print(state)\n",
     "    if info[\"correct\"]:\n",
     "        wins += 1\n",
     "\n",
@@ -586,22 +278,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(array([[18,  1, 20,  5, 19,  3,  3,  3,  3,  3],\n",
-       "        [14, 15,  9, 12, 25,  2,  3,  2,  2,  2],\n",
-       "        [25, 21,  3, 11, 15,  2,  3,  3,  3,  3],\n",
-       "        [25, 21,  3, 11, 15,  2,  3,  3,  3,  3],\n",
-       "        [ 1, 20, 13, 15, 19,  3,  3,  3,  3,  3],\n",
-       "        [25, 21,  3, 11, 15,  2,  3,  3,  3,  3]], dtype=int64),\n",
-       " -130)"
+       "(array([1., 0., 1., 1., 1., 0., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
+       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 0., 1., 1., 1., 0., 1., 1.,\n",
+       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
+       "        1., 1., 0., 1., 1., 1., 0., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
+       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 0., 1., 1., 1., 0., 1.,\n",
+       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
+       "        1., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
+       "        0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
+       "        1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
+       "        0., 0., 0., 0., 0., 0., 0., 1.]),\n",
+       " -50)"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -610,35 +306,6 @@
     "state, reward"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "blah = (14, 1, 9, 22, 5)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "True"
-      ]
-     },
-     "execution_count": 23,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "blah in info['guesses']"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/eric_wordle/.gitignore b/eric_wordle/.gitignore
new file mode 100644
index 0000000..b6e4761
--- /dev/null
+++ b/eric_wordle/.gitignore
@@ -0,0 +1,129 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
diff --git a/eric_wordle/README.md b/eric_wordle/README.md
new file mode 100644
index 0000000..d295bc8
--- /dev/null
+++ b/eric_wordle/README.md
@@ -0,0 +1,11 @@
+# N-dle Solver
+
+A solver designed to beat New York Time's Wordle (link [here](https://www.nytimes.com/games/wordle/index.html)). If you are bored enough, can extend to solve the more general N-dle problem (for quordle, octordle, etc.)
+
+I originally made this out of frustration for the game (and my own lack of lingual talent). One day, my friend thought she could beat my bot. To her dismay, she learned that she is no better than a machine. Let's see if you can do any better (the average number of attempts is 3.6).
+
+## Usage:
+1. Run `python main.py --n 1`
+2. Follow the prompts
+
+Currently only supports solving for 1 word at a time (i.e. wordle).
diff --git a/eric_wordle/ai.py b/eric_wordle/ai.py
new file mode 100644
index 0000000..73dc3d4
--- /dev/null
+++ b/eric_wordle/ai.py
@@ -0,0 +1,126 @@
+import re
+import string
+
+import numpy as np
+
+
+class AI:
+    def __init__(self, vocab_file, num_letters=5, num_guesses=6):
+        self.vocab_file = vocab_file
+        self.num_letters = num_letters
+        self.num_guesses = 6
+
+        self.vocab, self.vocab_scores, self.letter_scores = self.get_vocab(self.vocab_file)
+        self.best_words = sorted(list(self.vocab_scores.items()), key=lambda tup: tup[1])[::-1]
+
+        self.domains = None
+        self.possible_letters = None
+
+        self.reset()
+
+    def solve(self):
+        num_guesses = 0
+        while [len(e) for e in self.domains] != [1 for _ in range(self.num_letters)]:
+            num_guesses += 1
+            word = self.sample()
+
+            # # Always start with these two words
+            # if num_guesses == 1:
+            #     word = 'soare'
+            # elif num_guesses == 2:
+            #     word = 'culti'
+
+            print('-----------------------------------------------')
+            print(f'Guess #{num_guesses}/{self.num_guesses}: {word}')
+            print('-----------------------------------------------')
+            self.arc_consistency(word)
+
+        print(f'You did it! The word is {"".join([e[0] for e in self.domains])}')
+
+
+    def arc_consistency(self, word):
+        print(f'Performing arc consistency check on {word}...')
+        print(f'Specify 0 for completely nonexistent letter at the specified index, 1 for existent letter but incorrect index, and 2 for correct letter at correct index.')
+        results = []
+
+        # Collect results
+        for l in word:
+            while True:
+                result = input(f'{l}: ')
+                if result not in ['0', '1', '2']:
+                    print('Incorrect option. Try again.')
+                    continue
+                results.append(result)
+                break
+
+        self.possible_letters += [word[i] for i in range(len(word)) if results[i] == '1']
+
+        for i in range(len(word)):
+            if results[i] == '0':
+                if word[i] in self.possible_letters:
+                    if word[i] in self.domains[i]:
+                        self.domains[i].remove(word[i])
+                else:
+                    for j in range(len(self.domains)):
+                        if word[i] in self.domains[j] and len(self.domains[j]) > 1:
+                            self.domains[j].remove(word[i])
+            if results[i] == '1':
+                if word[i] in self.domains[i]:
+                    self.domains[i].remove(word[i])
+            if results[i] == '2':
+                self.domains[i] = [word[i]]
+
+
+    def reset(self):
+        self.domains = [list(string.ascii_lowercase) for _ in range(self.num_letters)]
+        self.possible_letters = []
+
+    def sample(self):
+        """
+        Samples a best word given the current domains
+        :return:
+        """
+        # Compile a regex of possible words with the current domain
+        regex_string = ''
+        for domain in self.domains:
+            regex_string += ''.join(['[', ''.join(domain), ']', '{1}'])
+        pattern = re.compile(regex_string)
+
+        # From the words with the highest scores, only return the best word that match the regex pattern
+        for word, _ in self.best_words:
+            if pattern.match(word) and False not in [e in word for e in self.possible_letters]:
+                return word
+
+    def get_vocab(self, vocab_file):
+        vocab = []
+        with open(vocab_file, 'r') as f:
+            for l in f:
+                vocab.append(l.strip())
+
+        # Count letter frequencies at each index
+        letter_freqs = [{letter: 0 for letter in string.ascii_lowercase} for _ in range(self.num_letters)]
+        for word in vocab:
+            for i, l in enumerate(word):
+                letter_freqs[i][l] += 1
+
+        # Assign a score to each letter at each index by the probability of it appearing
+        letter_scores = [{letter: 0 for letter in string.ascii_lowercase} for _ in range(self.num_letters)]
+        for i in range(len(letter_scores)):
+            max_freq = np.max(list(letter_freqs[i].values()))
+            for l in letter_scores[i].keys():
+                letter_scores[i][l] = letter_freqs[i][l] / max_freq
+
+        # Find a sorted list of words ranked by sum of letter scores
+        vocab_scores = {}  # (score, word)
+        for word in vocab:
+            score = 0
+            for i, l in enumerate(word):
+                score += letter_scores[i][l]
+
+            # # Optimization: If repeating letters, deduct a couple points
+            # if len(set(word)) < len(word):
+            #     score -= 0.25 * (len(word) - len(set(word)))
+
+            vocab_scores[word] = score
+
+        return vocab, vocab_scores, letter_scores
diff --git a/eric_wordle/dist.py b/eric_wordle/dist.py
new file mode 100644
index 0000000..2ab340b
--- /dev/null
+++ b/eric_wordle/dist.py
@@ -0,0 +1,37 @@
+import string
+
+import numpy as np
+
+words = []
+with open('words.txt', 'r') as f:
+    for l in f:
+        words.append(l.strip())
+
+# Count letter frequencies at each index
+letter_freqs = [{letter: 0 for letter in string.ascii_lowercase} for _ in range(5)]
+for word in words:
+    for i, l in enumerate(word):
+        letter_freqs[i][l] += 1
+
+# Assign a score to each letter at each index by the probability of it appearing
+letter_scores = [{letter: 0 for letter in string.ascii_lowercase} for _ in range(5)]
+for i in range(len(letter_scores)):
+    max_freq = np.max(list(letter_freqs[i].values()))
+    for l in letter_scores[i].keys():
+        letter_scores[i][l] = letter_freqs[i][l] / max_freq
+
+# Find a sorted list of words ranked by sum of letter scores
+word_scores = []  # (score, word)
+for word in words:
+    score = 0
+    for i, l in enumerate(word):
+        score += letter_scores[i][l]
+    word_scores.append((score, word))
+
+sorted_by_second = sorted(word_scores, key=lambda tup: tup[0])[::-1]
+print(sorted_by_second[:10])
+
+for i, (score, word) in enumerate(sorted_by_second):
+    if word == 'soare':
+        print(f'{word} with a score of {score} is found at index {i}')
+
diff --git a/eric_wordle/main.py b/eric_wordle/main.py
new file mode 100644
index 0000000..9632cab
--- /dev/null
+++ b/eric_wordle/main.py
@@ -0,0 +1,18 @@
+import argparse
+from ai import AI
+
+
+def main(args):
+    if args.n is None:
+        raise Exception('Need to specify n (i.e. n = 1 for wordle, n = 4 for quordle, n = 16 for sedecordle).')
+
+    ai = AI(args.vocab_file)
+    ai.solve()
+
+
+if __name__ == '__main__':
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--n', dest='n', type=int, default=None)
+    parser.add_argument('--vocab_file', dest='vocab_file', type=str, default='wordle_words.txt')
+    args = parser.parse_args()
+    main(args)
\ No newline at end of file
diff --git a/eric_wordle/process.py b/eric_wordle/process.py
new file mode 100644
index 0000000..d07acab
--- /dev/null
+++ b/eric_wordle/process.py
@@ -0,0 +1,15 @@
+import pandas
+
+print('Loading in words dictionary; this may take a while...')
+df = pandas.read_json('words_dictionary.json')
+print('Done loading words dictionary.')
+words = []
+for word in df.axes[0].tolist():
+    if len(word) != 5:
+        continue
+    words.append(word)
+words.sort()
+
+with open('words.txt', 'w') as f:
+    for word in words:
+        f.write(word + '\n')
diff --git a/eric_wordle/words.txt b/eric_wordle/words.txt
new file mode 100644
index 0000000..1b215be
--- /dev/null
+++ b/eric_wordle/words.txt
@@ -0,0 +1,15919 @@
+aahed
+aalii
+aargh
+aaron
+abaca
+abaci
+aback
+abada
+abaff
+abaft
+abaka
+abama
+abamp
+aband
+abase
+abash
+abask
+abate
+abaue
+abave
+abaze
+abbas
+abbes
+abbey
+abbie
+abbot
+abdal
+abdat
+abdom
+abeam
+abear
+abede
+abele
+abend
+aberr
+abets
+abhor
+abide
+abidi
+abies
+abilo
+abime
+abkar
+abler
+ables
+ablet
+ablow
+abmho
+abner
+abnet
+abode
+abody
+abohm
+aboil
+aboma
+aboon
+abord
+abort
+abote
+about
+above
+abram
+abray
+abret
+abrim
+abrin
+abris
+abrus
+absee
+absey
+absis
+absit
+abstr
+abuna
+abune
+abura
+abuse
+abush
+abuta
+abuts
+abuzz
+abwab
+abyes
+abysm
+abyss
+acale
+acana
+acapu
+acara
+acari
+acast
+acate
+accel
+accoy
+accra
+accts
+accum
+accur
+accus
+acedy
+acerb
+aceta
+achar
+ached
+achen
+acher
+aches
+achoo
+achor
+acids
+acidy
+acier
+acies
+acing
+acini
+ackee
+acker
+ackey
+aclys
+acmes
+acmic
+acned
+acnes
+acock
+acoin
+acold
+acoma
+acone
+acool
+acorn
+acost
+acoup
+acrab
+acred
+acres
+acrid
+acroa
+acron
+acrux
+acryl
+acted
+actin
+acton
+actor
+actos
+actus
+acuan
+acute
+acyls
+adage
+adagy
+adams
+adapa
+adapt
+adati
+adaty
+adawe
+adawn
+adays
+adcon
+addax
+addda
+added
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+addie
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+addle
+addnl
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+adlai
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+adsum
+adult
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\ No newline at end of file
diff --git a/eric_wordle/words_dictionary.json b/eric_wordle/words_dictionary.json
new file mode 100644
index 0000000..be0cb79
--- /dev/null
+++ b/eric_wordle/words_dictionary.json
@@ -0,0 +1,370104 @@
+{
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+        "zorilla": [1],
+        "zorillas": [1],
+        "zorille": [1],
+        "zorilles": [1],
+        "zorillinae": [1],
+        "zorillo": [1],
+        "zorillos": [1],
+        "zorils": [1],
+        "zoris": [1],
+        "zoroaster": [1],
+        "zoroastra": [1],
+        "zoroastrian": [1],
+        "zoroastrianism": [1],
+        "zoroastrians": [1],
+        "zoroastrism": [1],
+        "zorotypus": [1],
+        "zorrillo": [1],
+        "zorro": [1],
+        "zortzico": [1],
+        "zosma": [1],
+        "zoster": [1],
+        "zostera": [1],
+        "zosteraceae": [1],
+        "zosteriform": [1],
+        "zosteropinae": [1],
+        "zosterops": [1],
+        "zosters": [1],
+        "zouave": [1],
+        "zouaves": [1],
+        "zounds": [1],
+        "zowie": [1],
+        "zs": [1],
+        "zubeneschamali": [1],
+        "zubr": [1],
+        "zuccarino": [1],
+        "zucchetti": [1],
+        "zucchetto": [1],
+        "zucchettos": [1],
+        "zucchini": [1],
+        "zucchinis": [1],
+        "zucco": [1],
+        "zuchetto": [1],
+        "zudda": [1],
+        "zuffolo": [1],
+        "zufolo": [1],
+        "zugtierlast": [1],
+        "zugtierlaster": [1],
+        "zugzwang": [1],
+        "zuisin": [1],
+        "zuleika": [1],
+        "zulhijjah": [1],
+        "zulinde": [1],
+        "zulkadah": [1],
+        "zulu": [1],
+        "zuludom": [1],
+        "zuluize": [1],
+        "zulus": [1],
+        "zumatic": [1],
+        "zumbooruk": [1],
+        "zuni": [1],
+        "zunian": [1],
+        "zunyite": [1],
+        "zunis": [1],
+        "zupanate": [1],
+        "zurich": [1],
+        "zurlite": [1],
+        "zutugil": [1],
+        "zuurveldt": [1],
+        "zuza": [1],
+        "zwanziger": [1],
+        "zwieback": [1],
+        "zwiebacks": [1],
+        "zwieselite": [1],
+        "zwinglian": [1],
+        "zwinglianism": [1],
+        "zwinglianist": [1],
+        "zwitter": [1],
+        "zwitterion": [1],
+        "zwitterionic": [1]
+    }
+}
diff --git a/gym_wordle/wordle.py b/gym_wordle/wordle.py
index 23c28b9..9152117 100644
--- a/gym_wordle/wordle.py
+++ b/gym_wordle/wordle.py
@@ -150,7 +150,14 @@ class WordleEnv(gym.Env):
         self.action_space = GuessList()
         self.solution_space = SolutionList()
 
-        self.observation_space = WordleObsSpace()
+        # Example setup based on the flattened state size you're now using
+        num_position_availability = 26 * 5  # 26 letters for each of the 5 positions
+        num_global_availability = 26  # Global letter availability
+        num_letter_found_flags = 5  # One flag for each position
+        total_size = num_position_availability + num_global_availability + num_letter_found_flags
+
+        # Define the observation space to match the flattened state format
+        self.observation_space = gym.spaces.Box(low=0, high=2, shape=(total_size,), dtype=np.float32)
 
         self._highlights = {
             self.right_pos: (bg.green, bg.rs),
@@ -169,6 +176,7 @@ class WordleEnv(gym.Env):
             'not_in_word': set(),  # Letters known not to be in the word
             'tried_positions': defaultdict(set)  # Positions tried for each letter
         }
+        self.reset()
 
     def _highlighter(self, char: str, flag: int) -> str:
         """Terminal renderer functionality. Properly highlights a character
@@ -202,7 +210,11 @@ class WordleEnv(gym.Env):
         self.solution = self.solution_space.sample()
         self.soln_hash = set(self.solution_space[self.solution])
 
-        self.state = np.zeros((self.n_rounds, 2 * self.n_letters), dtype=np.int64)
+        self.state = {
+            'position_availability': [np.ones(26) for _ in range(5)],  # Each position can initially have any letter
+            'global_availability': np.ones(26),  # Initially, all letters are available
+            'letter_found': np.zeros(5)  # Initially, no correct letters are found
+        }
 
         self.info = {
             'correct': False,
@@ -215,41 +227,32 @@ class WordleEnv(gym.Env):
 
         self.simulate_first_guess()
 
-        return self.state, self.info
+        return self.get_observation(), self.info
 
     def simulate_first_guess(self):
-        fixed_first_guess = "rates"
-        fixed_first_guess_array = to_array(fixed_first_guess)
+        fixed_first_guess = "rates"  # Example: Using 'rates' as the fixed first guess
+        # Convert the fixed guess into the appropriate format (e.g., indices of letters)
+        fixed_guess_indices = to_array(fixed_first_guess)
+        solution_indices = self.solution_space[self.solution]
 
-        # Simulate the feedback for each letter in the fixed first guess
-        feedback = np.zeros(self.n_letters, dtype=int)  # Initialize feedback array
-        for i, letter in enumerate(fixed_first_guess_array):
-            if letter in self.solution_space[self.solution]:
-                if letter == self.solution_space[self.solution][i]:
-                    feedback[i] = 1  # Correct position
-                else:
-                    feedback[i] = 2  # Correct letter, wrong position
-            else:
-                feedback[i] = 3  # Letter not in word
-
-        # Update the state to reflect the fixed first guess and its feedback
-        self.state[0, :self.n_letters] = fixed_first_guess_array
-        self.state[0, self.n_letters:] = feedback
-
-        # Update self.info based on the feedback
-        for i, flag in enumerate(feedback):
-            if flag == self.right_pos:
-                # Mark letter as correctly placed
-                self.info['known_positions'][i] = fixed_first_guess_array[i]
-            elif flag == self.wrong_pos:
-                # Note the letter is in the word but in a different position
-                self.info['known_letters'].add(fixed_first_guess_array[i])
-            elif flag == self.wrong_char:
-                # Note the letter is not in the word
-                self.info['not_in_word'].add(fixed_first_guess_array[i])
-
-        # Since we're simulating the first guess, increment the round counter
-        self.round = 1
+        for pos in range(5):  # Iterate over each position in the word
+            letter_idx = fixed_guess_indices[pos]
+            if letter_idx == solution_indices[pos]:  # Correct letter in the correct position
+                self.state['position_availability'][pos] = np.zeros(26)
+                self.state['position_availability'][pos][letter_idx] = 1
+                self.state['letter_found'][pos] = 1
+            elif letter_idx in solution_indices:  # Correct letter in the wrong position
+                self.state['position_availability'][pos][letter_idx] = 0
+                # Mark this letter as still available in other positions
+                for other_pos in range(5):
+                    if self.state['letter_found'][other_pos] == 0:  # If not already found
+                        self.state['position_availability'][other_pos][letter_idx] = 1
+            else:  # Letter not in the word
+                self.state['global_availability'][letter_idx] = 0
+                # Update all positions to reflect this letter is not in the word
+                for other_pos in range(5):
+                    self.state['position_availability'][other_pos][letter_idx] = 0
+        self.round = 1  # Increment round to reflect that first guess has been simulated
 
     def render(self, mode: str = 'human'):
         """Renders the Wordle environment.
@@ -280,49 +283,46 @@ class WordleEnv(gym.Env):
         reward = 0
         correct_guess = np.array_equal(guessed_word, solution_word)
 
-        # Initialize flags for current guess
-        current_flags = np.full(self.n_letters, self.wrong_char)
+        # Initialize flags for current guess based on the new state structure
+        current_flags = np.zeros((self.n_letters, 26))  # Replaced with a more detailed flag system
 
         # Track newly discovered information
         new_info = False
 
         for i in range(self.n_letters):
-            guessed_letter = guessed_word[i]
+            guessed_letter = guessed_word[i] - 1
             if guessed_letter in solution_word:
-                # Penalize for reusing a letter found to not be in the word
                 if guessed_letter in self.info['not_in_word']:
-                    reward -= 2
+                    reward -= 2  # Penalize for reusing a letter found to not be in the word
 
-                # Handle correct letter in the correct position
                 if guessed_letter == solution_word[i]:
-                    current_flags[i] = self.right_pos
-                    if self.info['known_positions'][i] != guessed_letter:
-                        reward += 10  # Large reward for new correct placement
-                        new_info = True
-                        self.info['known_positions'][i] = guessed_letter
-                    else:
-                        reward += 20  # Large reward for repeating correct placement
-                else:
-                    current_flags[i] = self.wrong_pos
-                    if guessed_letter not in self.info['known_letters'] or i not in self.info['tried_positions'][guessed_letter]:
-                        reward += 10  # Reward for guessing a letter in a new position
-                        new_info = True
-                    else:
-                        reward -= 20  # Penalize for not leveraging known information
-                    self.info['known_letters'].add(guessed_letter)
-                    self.info['tried_positions'][guessed_letter].add(i)
-            else:
-                # New incorrect letter
-                if guessed_letter not in self.info['not_in_word']:
-                    reward -= 2  # Penalize for guessing a letter not in the word
-                    self.info['not_in_word'].add(guessed_letter)
+                    # Handle correct letter in the correct position
+                    current_flags[i, :] = 0  # Set all other letters to not possible
+                    current_flags[i, guessed_letter] = 2  # Mark this letter as correct
+                    self.info['known_positions'][i] = 1  # Update known_positions
+                    reward += 10  # Reward for correct placement
                     new_info = True
                 else:
-                    reward -= 15  # Larger penalty for repeating an incorrect letter
+                    # Correct letter, wrong position
+                    if self.info['known_positions'][i] == 0:
+                        # Only update if we haven't already found the correct letter for this position
+                        current_flags[:, guessed_letter] = 2  # Mark this letter as found in another position
+                        reward += 5
+                        new_info = True
+            else:
+                # Letter not in word
+                if guessed_letter not in self.info['not_in_word']:
+                    self.info['not_in_word'].add(guessed_letter)
+                    reward -= 2  # Penalize for guessing a letter not in the word
+                    new_info = True
+                    for pos in range(self.n_letters):
+                        # Update all positions to reflect this letter is not correct
+                        current_flags[pos, guessed_letter] = 0
 
-        # Update observation state with the current guess and flags
-        self.state[self.round, :self.n_letters] = guessed_word
-        self.state[self.round, self.n_letters:] = current_flags
+            # Update global letter availability based on the guess
+            for letter in range(26):
+                if letter not in guessed_word or letter in self.info['not_in_word']:
+                    self.state['global_availability'][letter] = 0
 
         # Check if the game is over
         done = self.round == self.n_rounds - 1 or correct_guess
@@ -337,4 +337,17 @@ class WordleEnv(gym.Env):
 
         self.round += 1
 
-        return self.state, reward, done, False, self.info
+        return self.get_observation(), reward, done, False, self.info
+
+    def get_observation(self):
+        # Flatten the position-specific letter availability
+        position_availability_flat = np.concatenate(self.state['position_availability'])
+
+        # Global availability is already a 1D array, but ensure consistency in data handling
+        global_availability_flat = self.state['global_availability'].flatten()
+
+        # Concatenate all parts of the state into a single flat array for the DQN input
+        full_state_flat = np.concatenate(
+            [position_availability_flat, global_availability_flat, self.state['letter_found']])
+
+        return full_state_flat
diff --git a/letter_guess.py b/letter_guess.py
new file mode 100644
index 0000000..63792ea
--- /dev/null
+++ b/letter_guess.py
@@ -0,0 +1,99 @@
+import gymnasium as gym
+from gymnasium import spaces
+import numpy as np
+import random
+import re
+
+
+class LetterGuessingEnv(gym.Env):
+    """
+    Custom Gymnasium environment for a letter guessing game with a focus on forming
+    valid prefixes and words from a list of valid Wordle words. The environment tracks
+    the current guess prefix and validates it against known valid words, ending the game
+    early with a negative reward for invalid prefixes.
+    """
+
+    metadata = {'render_modes': ['human']}
+
+    def __init__(self, valid_words, seed):
+        self.action_space = spaces.Discrete(26)
+        self.observation_space = spaces.Box(low=0, high=2, shape=(26*2 + 26*4,), dtype=np.int32)
+
+        self.valid_words = valid_words  # List of valid Wordle words
+        self.target_word = ''  # Target word for the current episode
+        self.valid_words_str = '_'.join(self.valid_words) + '_'
+        self.letter_flags = None
+        self.letter_positions = None
+        self.guessed_letters = set()
+        self.guess_prefix = ""  # Tracks the current guess prefix
+        self.round = 1
+
+        self.reset()
+
+    def step(self, action):
+        letter_index = action % 26  # Assuming action is the letter index directly
+        position = len(self.guess_prefix)  # The next position in the prefix is determined by its current length
+        letter = chr(ord('a') + letter_index)
+
+        reward = 0
+        done = False
+
+        # Check if the letter has already been used in the guess prefix
+        if letter in self.guessed_letters:
+            reward = -1  # Penalize for repeating letters in the prefix
+        else:
+            # Add the new letter to the prefix and update guessed letters set
+            self.guess_prefix += letter
+            self.guessed_letters.add(letter)
+
+            # Update letter flags based on whether the letter is in the target word
+            if self.target_word_encoded[letter_index] == 1:
+                self.letter_flags[letter_index, :] = [1, 0]  # Update flag for correct guess
+            else:
+                self.letter_flags[letter_index, :] = [0, 0]  # Update flag for incorrect guess
+
+            reward = 1  # Reward for adding new information by trying a new letter
+
+            # Update the letter_positions matrix to reflect the new guess
+            self.letter_positions[:, position] = 0
+            self.letter_positions[letter_index, position] = 1
+
+        # Use regex to check if the current prefix can lead to a valid word
+        if not re.search(r'\b' + self.guess_prefix, self.valid_words_str):
+            reward = -5  # Penalize for forming an invalid prefix
+            done = True  # End the episode if the prefix is invalid
+
+        # guessed a full word so we reset our guess prefix to guess next round
+        if len(self.guess_prefix) == len(self.target_word):
+            self.guess_prefix == ''
+            self.round += 1
+
+        # end after 3 rounds of total guesses
+        if self.round == 3:
+            done = True
+
+        obs = self._get_obs()
+
+        return obs, reward, done, False, {}
+
+    def reset(self, seed):
+        self.target_word = random.choice(self.valid_words)
+        self.target_word_encoded = self.encode_word(self.target_word)
+        self.letter_flags = np.ones((26, 2)) * 2
+        self.letter_positions = np.ones((26, 4))
+        self.guessed_letters = set()
+        self.guess_prefix = ""  # Reset the guess prefix for the new episode
+        return self._get_obs()
+
+    def encode_word(self, word):
+        encoded = np.zeros((26,))
+        for char in word:
+            index = ord(char) - ord('a')
+            encoded[index] = 1
+        return encoded
+
+    def _get_obs(self):
+        return np.concatenate([self.letter_flags.flatten(), self.letter_positions.flatten()])
+
+    def render(self, mode='human'):
+        pass  # Optional: Implement rendering logic if needed
diff --git a/test.ipynb b/test.ipynb
deleted file mode 100644
index 9c4c96e..0000000
--- a/test.ipynb
+++ /dev/null
@@ -1,189 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from collections import defaultdict"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def my_func()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "t = defaultdict(lambda: [0, 1, 2, 3, 4])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "defaultdict(()>, {})"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "t"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[0, 1, 2, 3, 4]"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "t['t']"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "defaultdict(()>, {'t': [0, 1, 2, 3, 4]})"
-      ]
-     },
-     "execution_count": 5,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "t"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "False"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "'x' in t"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x = np.array([1, 1, 1])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "x[:] = 0"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([0, 0, 0])"
-      ]
-     },
-     "execution_count": 12,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "x"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "'abcde'aaa\n",
-    " 33221\n"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "env",
-   "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": "3.11.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/wordle_words.txt b/wordle_words.txt
new file mode 100644
index 0000000..6a3e446
--- /dev/null
+++ b/wordle_words.txt
@@ -0,0 +1,2317 @@
+cigar
+rebut
+sissy
+humph
+awake
+blush
+focal
+evade
+naval
+serve
+heath
+dwarf
+model
+karma
+stink
+grade
+quiet
+bench
+abate
+feign
+major
+death
+fresh
+crust
+stool
+colon
+abase
+marry
+react
+batty
+pride
+floss
+helix
+croak
+staff
+paper
+unfed
+whelp
+trawl
+outdo
+adobe
+crazy
+sower
+repay
+digit
+crate
+cluck
+spike
+mimic
+pound
+maxim
+linen
+unmet
+flesh
+booby
+forth
+first
+stand
+belly
+ivory
+seedy
+print
+yearn
+drain
+bribe
+stout
+panel
+crass
+flume
+offal
+agree
+error
+swirl
+argue
+bleed
+delta
+flick
+totem
+wooer
+front
+shrub
+parry
+biome
+lapel
+start
+greet
+goner
+golem
+lusty
+loopy
+round
+audit
+lying
+gamma
+labor
+islet
+civic
+forge
+corny
+moult
+basic
+salad
+agate
+spicy
+spray
+essay
+fjord
+spend
+kebab
+guild
+aback
+motor
+alone
+hatch
+hyper
+thumb
+dowry
+ought
+belch
+dutch
+pilot
+tweed
+comet
+jaunt
+enema
+steed
+abyss
+growl
+fling
+dozen
+boozy
+erode
+world
+gouge
+click
+briar
+great
+altar
+pulpy
+blurt
+coast
+duchy
+groin
+fixer
+group
+rogue
+badly
+smart
+pithy
+gaudy
+chill
+heron
+vodka
+finer
+surer
+radio
+rouge
+perch
+retch
+wrote
+clock
+tilde
+store
+prove
+bring
+solve
+cheat
+grime
+exult
+usher
+epoch
+triad
+break
+rhino
+viral
+conic
+masse
+sonic
+vital
+trace
+using
+peach
+champ
+baton
+brake
+pluck
+craze
+gripe
+weary
+picky
+acute
+ferry
+aside
+tapir
+troll
+unify
+rebus
+boost
+truss
+siege
+tiger
+banal
+slump
+crank
+gorge
+query
+drink
+favor
+abbey
+tangy
+panic
+solar
+shire
+proxy
+point
+robot
+prick
+wince
+crimp
+knoll
+sugar
+whack
+mount
+perky
+could
+wrung
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+booty
+twist
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+stiff
+plaza
+ledge
+tweak
+board
+grant
+medic
+bacon
+cable
+brawl
+slunk
+raspy
+forum
+drone
+women
+mucus
+boast
+toddy
+coven
+tumor
+truer
+wrath
+stall
+steam
+axial
+purer
+daily
+trail
+niche
+mealy
+juice
+nylon
+plump
+merry
+flail
+papal
+wheat
+berry
+cower
+erect
+brute
+leggy
+snipe
+sinew
+skier
+penny
+jumpy
+rally
+umbra
+scary
+modem
+gross
+avian
+greed
+satin
+tonic
+parka
+sniff
+livid
+stark
+trump
+giddy
+reuse
+taboo
+avoid
+quote
+devil
+liken
+gloss
+gayer
+beret
+noise
+gland
+dealt
+sling
+rumor
+opera
+thigh
+tonga
+flare
+wound
+white
+bulky
+etude
+horse
+circa
+paddy
+inbox
+fizzy
+grain
+exert
+surge
+gleam
+belle
+salvo
+crush
+fruit
+sappy
+taker
+tract
+ovine
+spiky
+frank
+reedy
+filth
+spasm
+heave
+mambo
+right
+clank
+trust
+lumen
+borne
+spook
+sauce
+amber
+lathe
+carat
+corer
+dirty
+slyly
+affix
+alloy
+taint
+sheep
+kinky
+wooly
+mauve
+flung
+yacht
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+quail
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+grimy
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+state
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+bison
+graft
+sandy
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+hedge
+girly
+swash
+boney
+coupe
+endow
+abhor
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+blade
+tight
+geese
+miser
+mirth
+cloud
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+leech
+close
+tenth
+pecan
+droit
+grail
+clone
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+ralph
+tango
+biddy
+smith
+mower
+payee
+serif
+drape
+fifth
+spank
+glaze
+allot
+truck
+kayak
+virus
+testy
+tepee
+fully
+zonal
+metro
+curry
+grand
+banjo
+axion
+bezel
+occur
+chain
+nasal
+gooey
+filer
+brace
+allay
+pubic
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+plead
+gnash
+flaky
+munch
+dully
+eking
+thing
+slink
+hurry
+theft
+shorn
+pygmy
+ranch
+wring
+lemon
+shore
+mamma
+froze
+newer
+style
+moose
+antic
+drown
+vegan
+chess
+guppy
+union
+lever
+lorry
+image
+cabby
+druid
+exact
+truth
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+spear
+cried
+chime
+crony
+stunk
+timid
+batch
+gauge
+rotor
+crack
+curve
+latte
+witch
+bunch
+repel
+anvil
+soapy
+meter
+broth
+madly
+dried
+scene
+known
+magma
+roost
+woman
+thong
+punch
+pasty
+downy
+knead
+whirl
+rapid
+clang
+anger
+drive
+goofy
+email
+music
+stuff
+bleep
+rider
+mecca
+folio
+setup
+verso
+quash
+fauna
+gummy
+happy
+newly
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+relic
+guava
+ratty
+fudge
+femur
+chirp
+forte
+alibi
+whine
+petty
+golly
+plait
+fleck
+felon
+gourd
+brown
+thrum
+ficus
+stash
+decry
+wiser
+junta
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+scree
+impel
+await
+press
+whose
+turbo
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+mangy
+eying
+inlet
+crone
+pulse
+mossy
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+sully
+snore
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+clump
+tonal
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+haute
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+undid
+intro
+basal
+shine
+gecko
+rodeo
+guard
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+scamp
+scram
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+vaunt
+organ
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+knock
+extra
+condo
+adapt
+willy
+polka
+rayon
+skirt
+faith
+torso
+match
+mercy
+tepid
+sleek
+riser
+twixt
+peace
+flush
+catty
+login
+eject
+roger
+rival
+untie
+refit
+aorta
+adult
+judge
+rower
+artsy
+rural
+shave
+zymic
+soare

From f40301cac94c5d4ace8b2ca8573bfe0b60669e19 Mon Sep 17 00:00:00 2001
From: Arthur Lu 
Date: Tue, 19 Mar 2024 16:49:01 -0700
Subject: [PATCH 04/11] delete gym-wordle, fix some issues in letter_guess gym,
 add wandb integration

---
 .gitignore                              |     4 +-
 dqn_letter_gssr.ipynb                   |  2951 ++++-
 gym_wordle/__init__.py                  |     7 -
 gym_wordle/dictionary/guess_list.csv    | 12972 ----------------------
 gym_wordle/dictionary/guess_list.npy    |   Bin 519008 -> 0 bytes
 gym_wordle/dictionary/solution_list.csv |  2315 ----
 gym_wordle/dictionary/solution_list.npy |   Bin 92728 -> 0 bytes
 gym_wordle/utils.py                     |    93 -
 gym_wordle/wordle.py                    |   353 -
 letter_guess.py                         |    39 +-
 10 files changed, 2957 insertions(+), 15777 deletions(-)
 delete mode 100644 gym_wordle/__init__.py
 delete mode 100644 gym_wordle/dictionary/guess_list.csv
 delete mode 100644 gym_wordle/dictionary/guess_list.npy
 delete mode 100644 gym_wordle/dictionary/solution_list.csv
 delete mode 100644 gym_wordle/dictionary/solution_list.npy
 delete mode 100644 gym_wordle/utils.py
 delete mode 100644 gym_wordle/wordle.py

diff --git a/.gitignore b/.gitignore
index 3d6ff5e..5bd8281 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,4 +1,6 @@
 **/data/*
 **/*.zip
 **/__pycache__
-/env
\ No newline at end of file
+/env
+**/runs/*
+**/wandb/*
\ No newline at end of file
diff --git a/dqn_letter_gssr.ipynb b/dqn_letter_gssr.ipynb
index fd92d10..1039266 100644
--- a/dqn_letter_gssr.ipynb
+++ b/dqn_letter_gssr.ipynb
@@ -25,31 +25,2890 @@
    "cell_type": "code",
    "execution_count": 2,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "TypeError",
-     "evalue": "LetterGuessingEnv.__init__() missing 1 required positional argument: 'seed'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[2], line 5\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mstable_baselines3\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcommon\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01menv_checker\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m check_env\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mletter_guess\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m LetterGuessingEnv\n\u001b[1;32m----> 5\u001b[0m env \u001b[38;5;241m=\u001b[39m \u001b[43mLetterGuessingEnv\u001b[49m\u001b[43m(\u001b[49m\u001b[43mvalid_words\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mload_valid_words\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m  \u001b[38;5;66;03m# Make sure to load your valid words\u001b[39;00m\n\u001b[0;32m      6\u001b[0m check_env(env)  \u001b[38;5;66;03m# Optional: Verify the environment is compatible with SB3\u001b[39;00m\n\u001b[0;32m      8\u001b[0m model \u001b[38;5;241m=\u001b[39m PPO(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMlpPolicy\u001b[39m\u001b[38;5;124m\"\u001b[39m, env, verbose\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n",
-      "\u001b[1;31mTypeError\u001b[0m: LetterGuessingEnv.__init__() missing 1 required positional argument: 'seed'"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from stable_baselines3 import PPO  # Or any other suitable RL algorithm\n",
     "from stable_baselines3.common.env_checker import check_env\n",
     "from letter_guess import LetterGuessingEnv\n",
-    "\n",
+    "from tqdm import tqdm"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "env = LetterGuessingEnv(valid_words=load_valid_words())  # Make sure to load your valid words\n",
-    "check_env(env)  # Optional: Verify the environment is compatible with SB3\n",
-    "\n",
-    "model = PPO(\"MlpPolicy\", env, verbose=1)\n",
+    "check_env(env)  # Optional: Verify the environment is compatible with SB3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import wandb\n",
+    "from wandb.integration.sb3 import WandbCallback"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Failed to detect the name of this notebook, you can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mltcptgeneral\u001b[0m (\u001b[33mfulltime\u001b[0m). Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "Tracking run with wandb version 0.16.4"
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "Run data is saved locally in /home/art/cse151b-final-project/wandb/run-20240319_162920-ot2i0b8h"
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "Syncing run confused-meadow-3 to Weights & Biases (docs)
"
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       " View project at https://wandb.ai/fulltime/wordle"
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       " View run at https://wandb.ai/fulltime/wordle/runs/ot2i0b8h"
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "config = {\n",
+    "    \"policy_type\": \"MlpPolicy\",\n",
+    "    \"total_timesteps\": 200_000\n",
+    "}\n",
+    "run = wandb.init(\n",
+    "    project=\"wordle\",\n",
+    "    config=config,\n",
+    "    sync_tensorboard=True\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Using cuda device\n",
+      "Wrapping the env with a `Monitor` wrapper\n",
+      "Wrapping the env in a DummyVecEnv.\n",
+      "Logging to runs/ot2i0b8h/PPO_1\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "585e7545478a485aa91c487b8630840f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Output()"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "---------------------------------\n",
+      "| rollout/           |          |\n",
+      "|    ep_len_mean     | 2.48     |\n",
+      "|    ep_rew_mean     | -3.7     |\n",
+      "| time/              |          |\n",
+      "|    fps             | 465      |\n",
+      "|    iterations      | 1        |\n",
+      "|    time_elapsed    | 4        |\n",
+      "|    total_timesteps | 2048     |\n",
+      "---------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 2.49       |\n",
+      "|    ep_rew_mean          | -3.65      |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 395        |\n",
+      "|    iterations           | 2          |\n",
+      "|    time_elapsed         | 10         |\n",
+      "|    total_timesteps      | 4096       |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.04501068 |\n",
+      "|    clip_fraction        | 0.427      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -3.23      |\n",
+      "|    explained_variance   | 0.189      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.205      |\n",
+      "|    n_updates            | 10         |\n",
+      "|    policy_gradient_loss | -0.0667    |\n",
+      "|    value_loss           | 0.997      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 2.84       |\n",
+      "|    ep_rew_mean          | -3.4       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 381        |\n",
+      "|    iterations           | 3          |\n",
+      "|    time_elapsed         | 16         |\n",
+      "|    total_timesteps      | 6144       |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.01765968 |\n",
+      "|    clip_fraction        | 0.319      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -3.17      |\n",
+      "|    explained_variance   | 0.481      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.123      |\n",
+      "|    n_updates            | 20         |\n",
+      "|    policy_gradient_loss | -0.0525    |\n",
+      "|    value_loss           | 0.383      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 2.98        |\n",
+      "|    ep_rew_mean          | -3.28       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 374         |\n",
+      "|    iterations           | 4           |\n",
+      "|    time_elapsed         | 21          |\n",
+      "|    total_timesteps      | 8192        |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.018652592 |\n",
+      "|    clip_fraction        | 0.368       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -3.11       |\n",
+      "|    explained_variance   | 0.428       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.181       |\n",
+      "|    n_updates            | 30          |\n",
+      "|    policy_gradient_loss | -0.0572     |\n",
+      "|    value_loss           | 0.51        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 3.1         |\n",
+      "|    ep_rew_mean          | -3.24       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 369         |\n",
+      "|    iterations           | 5           |\n",
+      "|    time_elapsed         | 27          |\n",
+      "|    total_timesteps      | 10240       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.023806999 |\n",
+      "|    clip_fraction        | 0.365       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -3.04       |\n",
+      "|    explained_variance   | 0.46        |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.118       |\n",
+      "|    n_updates            | 40          |\n",
+      "|    policy_gradient_loss | -0.0609     |\n",
+      "|    value_loss           | 0.499       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 3.15        |\n",
+      "|    ep_rew_mean          | -3.09       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 366         |\n",
+      "|    iterations           | 6           |\n",
+      "|    time_elapsed         | 33          |\n",
+      "|    total_timesteps      | 12288       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.024716537 |\n",
+      "|    clip_fraction        | 0.372       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -2.94       |\n",
+      "|    explained_variance   | 0.495       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.266       |\n",
+      "|    n_updates            | 50          |\n",
+      "|    policy_gradient_loss | -0.0578     |\n",
+      "|    value_loss           | 0.503       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 3.46        |\n",
+      "|    ep_rew_mean          | -2.8        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 365         |\n",
+      "|    iterations           | 7           |\n",
+      "|    time_elapsed         | 39          |\n",
+      "|    total_timesteps      | 14336       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.023435738 |\n",
+      "|    clip_fraction        | 0.357       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -2.82       |\n",
+      "|    explained_variance   | 0.556       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.105       |\n",
+      "|    n_updates            | 60          |\n",
+      "|    policy_gradient_loss | -0.0537     |\n",
+      "|    value_loss           | 0.491       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 3.54       |\n",
+      "|    ep_rew_mean          | -2.74      |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 363        |\n",
+      "|    iterations           | 8          |\n",
+      "|    time_elapsed         | 45         |\n",
+      "|    total_timesteps      | 16384      |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.02574392 |\n",
+      "|    clip_fraction        | 0.29       |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -2.71      |\n",
+      "|    explained_variance   | 0.608      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.125      |\n",
+      "|    n_updates            | 70         |\n",
+      "|    policy_gradient_loss | -0.0445    |\n",
+      "|    value_loss           | 0.464      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 3.71        |\n",
+      "|    ep_rew_mean          | -2.63       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 362         |\n",
+      "|    iterations           | 9           |\n",
+      "|    time_elapsed         | 50          |\n",
+      "|    total_timesteps      | 18432       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.021754535 |\n",
+      "|    clip_fraction        | 0.251       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -2.56       |\n",
+      "|    explained_variance   | 0.673       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.152       |\n",
+      "|    n_updates            | 80          |\n",
+      "|    policy_gradient_loss | -0.0385     |\n",
+      "|    value_loss           | 0.4         |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 3.8         |\n",
+      "|    ep_rew_mean          | -2.5        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 362         |\n",
+      "|    iterations           | 10          |\n",
+      "|    time_elapsed         | 56          |\n",
+      "|    total_timesteps      | 20480       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.018548178 |\n",
+      "|    clip_fraction        | 0.239       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -2.46       |\n",
+      "|    explained_variance   | 0.702       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.218       |\n",
+      "|    n_updates            | 90          |\n",
+      "|    policy_gradient_loss | -0.0361     |\n",
+      "|    value_loss           | 0.396       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 3.8         |\n",
+      "|    ep_rew_mean          | -2.34       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 362         |\n",
+      "|    iterations           | 11          |\n",
+      "|    time_elapsed         | 62          |\n",
+      "|    total_timesteps      | 22528       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.016667131 |\n",
+      "|    clip_fraction        | 0.24        |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -2.36       |\n",
+      "|    explained_variance   | 0.698       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.226       |\n",
+      "|    n_updates            | 100         |\n",
+      "|    policy_gradient_loss | -0.037      |\n",
+      "|    value_loss           | 0.411       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 3.95        |\n",
+      "|    ep_rew_mean          | -2.31       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 361         |\n",
+      "|    iterations           | 12          |\n",
+      "|    time_elapsed         | 67          |\n",
+      "|    total_timesteps      | 24576       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.020023255 |\n",
+      "|    clip_fraction        | 0.257       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -2.24       |\n",
+      "|    explained_variance   | 0.712       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.0958      |\n",
+      "|    n_updates            | 110         |\n",
+      "|    policy_gradient_loss | -0.0381     |\n",
+      "|    value_loss           | 0.406       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 4.19        |\n",
+      "|    ep_rew_mean          | -2.03       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 360         |\n",
+      "|    iterations           | 13          |\n",
+      "|    time_elapsed         | 73          |\n",
+      "|    total_timesteps      | 26624       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.019943349 |\n",
+      "|    clip_fraction        | 0.266       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -2.13       |\n",
+      "|    explained_variance   | 0.712       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.0974      |\n",
+      "|    n_updates            | 120         |\n",
+      "|    policy_gradient_loss | -0.0387     |\n",
+      "|    value_loss           | 0.444       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 4.24        |\n",
+      "|    ep_rew_mean          | -1.96       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 360         |\n",
+      "|    iterations           | 14          |\n",
+      "|    time_elapsed         | 79          |\n",
+      "|    total_timesteps      | 28672       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.022638176 |\n",
+      "|    clip_fraction        | 0.298       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -1.98       |\n",
+      "|    explained_variance   | 0.697       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.145       |\n",
+      "|    n_updates            | 130         |\n",
+      "|    policy_gradient_loss | -0.0433     |\n",
+      "|    value_loss           | 0.486       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 4.45       |\n",
+      "|    ep_rew_mean          | -1.89      |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 361        |\n",
+      "|    iterations           | 15         |\n",
+      "|    time_elapsed         | 84         |\n",
+      "|    total_timesteps      | 30720      |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.02262218 |\n",
+      "|    clip_fraction        | 0.354      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -1.77      |\n",
+      "|    explained_variance   | 0.727      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.0807     |\n",
+      "|    n_updates            | 140        |\n",
+      "|    policy_gradient_loss | -0.0439    |\n",
+      "|    value_loss           | 0.454      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 4.91        |\n",
+      "|    ep_rew_mean          | -1.65       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 362         |\n",
+      "|    iterations           | 16          |\n",
+      "|    time_elapsed         | 90          |\n",
+      "|    total_timesteps      | 32768       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.023807548 |\n",
+      "|    clip_fraction        | 0.251       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -1.62       |\n",
+      "|    explained_variance   | 0.654       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.171       |\n",
+      "|    n_updates            | 150         |\n",
+      "|    policy_gradient_loss | -0.0355     |\n",
+      "|    value_loss           | 0.686       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 4.86        |\n",
+      "|    ep_rew_mean          | -1.42       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 361         |\n",
+      "|    iterations           | 17          |\n",
+      "|    time_elapsed         | 96          |\n",
+      "|    total_timesteps      | 34816       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.018085614 |\n",
+      "|    clip_fraction        | 0.198       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -1.49       |\n",
+      "|    explained_variance   | 0.699       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.339       |\n",
+      "|    n_updates            | 160         |\n",
+      "|    policy_gradient_loss | -0.0297     |\n",
+      "|    value_loss           | 0.674       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 5.4         |\n",
+      "|    ep_rew_mean          | -1.88       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 361         |\n",
+      "|    iterations           | 18          |\n",
+      "|    time_elapsed         | 102         |\n",
+      "|    total_timesteps      | 36864       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.015559142 |\n",
+      "|    clip_fraction        | 0.222       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -1.35       |\n",
+      "|    explained_variance   | 0.719       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.354       |\n",
+      "|    n_updates            | 170         |\n",
+      "|    policy_gradient_loss | -0.0349     |\n",
+      "|    value_loss           | 0.629       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 5.54        |\n",
+      "|    ep_rew_mean          | -1.22       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 360         |\n",
+      "|    iterations           | 19          |\n",
+      "|    time_elapsed         | 108         |\n",
+      "|    total_timesteps      | 38912       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.014995611 |\n",
+      "|    clip_fraction        | 0.17        |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -1.32       |\n",
+      "|    explained_variance   | 0.436       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 1.33        |\n",
+      "|    n_updates            | 180         |\n",
+      "|    policy_gradient_loss | -0.031      |\n",
+      "|    value_loss           | 2.79        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 5.28        |\n",
+      "|    ep_rew_mean          | -1.2        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 360         |\n",
+      "|    iterations           | 20          |\n",
+      "|    time_elapsed         | 113         |\n",
+      "|    total_timesteps      | 40960       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.018023107 |\n",
+      "|    clip_fraction        | 0.169       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -1.23       |\n",
+      "|    explained_variance   | 0.559       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.743       |\n",
+      "|    n_updates            | 190         |\n",
+      "|    policy_gradient_loss | -0.0327     |\n",
+      "|    value_loss           | 1.24        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 6.22        |\n",
+      "|    ep_rew_mean          | -0.38       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 361         |\n",
+      "|    iterations           | 21          |\n",
+      "|    time_elapsed         | 119         |\n",
+      "|    total_timesteps      | 43008       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.023376558 |\n",
+      "|    clip_fraction        | 0.29        |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -1.07       |\n",
+      "|    explained_variance   | 0.628       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.502       |\n",
+      "|    n_updates            | 200         |\n",
+      "|    policy_gradient_loss | -0.0451     |\n",
+      "|    value_loss           | 1.11        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 7.06        |\n",
+      "|    ep_rew_mean          | 0.26        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 362         |\n",
+      "|    iterations           | 22          |\n",
+      "|    time_elapsed         | 124         |\n",
+      "|    total_timesteps      | 45056       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.023838695 |\n",
+      "|    clip_fraction        | 0.269       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -1.01       |\n",
+      "|    explained_variance   | 0.566       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.925       |\n",
+      "|    n_updates            | 210         |\n",
+      "|    policy_gradient_loss | -0.0463     |\n",
+      "|    value_loss           | 1.71        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 7.93        |\n",
+      "|    ep_rew_mean          | 1.19        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 362         |\n",
+      "|    iterations           | 23          |\n",
+      "|    time_elapsed         | 129         |\n",
+      "|    total_timesteps      | 47104       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.021363221 |\n",
+      "|    clip_fraction        | 0.229       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.906      |\n",
+      "|    explained_variance   | 0.594       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.819       |\n",
+      "|    n_updates            | 220         |\n",
+      "|    policy_gradient_loss | -0.0426     |\n",
+      "|    value_loss           | 1.94        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 8.52        |\n",
+      "|    ep_rew_mean          | 1.98        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 363         |\n",
+      "|    iterations           | 24          |\n",
+      "|    time_elapsed         | 135         |\n",
+      "|    total_timesteps      | 49152       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.022241611 |\n",
+      "|    clip_fraction        | 0.167       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.882      |\n",
+      "|    explained_variance   | 0.667       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.838       |\n",
+      "|    n_updates            | 230         |\n",
+      "|    policy_gradient_loss | -0.0343     |\n",
+      "|    value_loss           | 1.73        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 8.9         |\n",
+      "|    ep_rew_mean          | 1.8         |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 364         |\n",
+      "|    iterations           | 25          |\n",
+      "|    time_elapsed         | 140         |\n",
+      "|    total_timesteps      | 51200       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.011297604 |\n",
+      "|    clip_fraction        | 0.111       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.859      |\n",
+      "|    explained_variance   | 0.763       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.5         |\n",
+      "|    n_updates            | 240         |\n",
+      "|    policy_gradient_loss | -0.024      |\n",
+      "|    value_loss           | 1.35        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.01        |\n",
+      "|    ep_rew_mean          | 2.23        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 364         |\n",
+      "|    iterations           | 26          |\n",
+      "|    time_elapsed         | 145         |\n",
+      "|    total_timesteps      | 53248       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.010706454 |\n",
+      "|    clip_fraction        | 0.0958      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.84       |\n",
+      "|    explained_variance   | 0.486       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.872       |\n",
+      "|    n_updates            | 250         |\n",
+      "|    policy_gradient_loss | -0.0237     |\n",
+      "|    value_loss           | 2.77        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.75        |\n",
+      "|    ep_rew_mean          | 1.81        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 365         |\n",
+      "|    iterations           | 27          |\n",
+      "|    time_elapsed         | 151         |\n",
+      "|    total_timesteps      | 55296       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.011905432 |\n",
+      "|    clip_fraction        | 0.12        |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.785      |\n",
+      "|    explained_variance   | 0.838       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.121       |\n",
+      "|    n_updates            | 260         |\n",
+      "|    policy_gradient_loss | -0.0206     |\n",
+      "|    value_loss           | 0.851       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.07        |\n",
+      "|    ep_rew_mean          | 2.13        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 365         |\n",
+      "|    iterations           | 28          |\n",
+      "|    time_elapsed         | 156         |\n",
+      "|    total_timesteps      | 57344       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.009603689 |\n",
+      "|    clip_fraction        | 0.0931      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.808      |\n",
+      "|    explained_variance   | 0.684       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.391       |\n",
+      "|    n_updates            | 270         |\n",
+      "|    policy_gradient_loss | -0.0184     |\n",
+      "|    value_loss           | 1.63        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "------------------------------------------\n",
+      "| rollout/                |              |\n",
+      "|    ep_len_mean          | 8.87         |\n",
+      "|    ep_rew_mean          | 2.51         |\n",
+      "| time/                   |              |\n",
+      "|    fps                  | 366          |\n",
+      "|    iterations           | 29           |\n",
+      "|    time_elapsed         | 162          |\n",
+      "|    total_timesteps      | 59392        |\n",
+      "| train/                  |              |\n",
+      "|    approx_kl            | 0.0071417904 |\n",
+      "|    clip_fraction        | 0.0738       |\n",
+      "|    clip_range           | 0.2          |\n",
+      "|    entropy_loss         | -0.736       |\n",
+      "|    explained_variance   | 0.826        |\n",
+      "|    learning_rate        | 0.0003       |\n",
+      "|    loss                 | 0.83         |\n",
+      "|    n_updates            | 280          |\n",
+      "|    policy_gradient_loss | -0.0131      |\n",
+      "|    value_loss           | 1.72         |\n",
+      "------------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.02        |\n",
+      "|    ep_rew_mean          | 2.74        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 366         |\n",
+      "|    iterations           | 30          |\n",
+      "|    time_elapsed         | 167         |\n",
+      "|    total_timesteps      | 61440       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.009269893 |\n",
+      "|    clip_fraction        | 0.0918      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.686      |\n",
+      "|    explained_variance   | 0.912       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.163       |\n",
+      "|    n_updates            | 290         |\n",
+      "|    policy_gradient_loss | -0.0166     |\n",
+      "|    value_loss           | 0.537       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.51        |\n",
+      "|    ep_rew_mean          | 2.29        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 367         |\n",
+      "|    iterations           | 31          |\n",
+      "|    time_elapsed         | 172         |\n",
+      "|    total_timesteps      | 63488       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.010982089 |\n",
+      "|    clip_fraction        | 0.0863      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.657      |\n",
+      "|    explained_variance   | 0.946       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.339       |\n",
+      "|    n_updates            | 300         |\n",
+      "|    policy_gradient_loss | -0.0149     |\n",
+      "|    value_loss           | 0.341       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 8.94       |\n",
+      "|    ep_rew_mean          | 2.7        |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 368        |\n",
+      "|    iterations           | 32         |\n",
+      "|    time_elapsed         | 177        |\n",
+      "|    total_timesteps      | 65536      |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.01880536 |\n",
+      "|    clip_fraction        | 0.0622     |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.667     |\n",
+      "|    explained_variance   | 0.778      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 1.13       |\n",
+      "|    n_updates            | 310        |\n",
+      "|    policy_gradient_loss | -0.0107    |\n",
+      "|    value_loss           | 2.3        |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 8.82        |\n",
+      "|    ep_rew_mean          | 2.6         |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 369         |\n",
+      "|    iterations           | 33          |\n",
+      "|    time_elapsed         | 182         |\n",
+      "|    total_timesteps      | 67584       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.013803964 |\n",
+      "|    clip_fraction        | 0.1         |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.644      |\n",
+      "|    explained_variance   | 0.952       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.0438      |\n",
+      "|    n_updates            | 320         |\n",
+      "|    policy_gradient_loss | -0.0186     |\n",
+      "|    value_loss           | 0.31        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9           |\n",
+      "|    ep_rew_mean          | 2.9         |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 370         |\n",
+      "|    iterations           | 34          |\n",
+      "|    time_elapsed         | 188         |\n",
+      "|    total_timesteps      | 69632       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.011061303 |\n",
+      "|    clip_fraction        | 0.0942      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.597      |\n",
+      "|    explained_variance   | 0.905       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.293       |\n",
+      "|    n_updates            | 330         |\n",
+      "|    policy_gradient_loss | -0.0158     |\n",
+      "|    value_loss           | 0.61        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.96        |\n",
+      "|    ep_rew_mean          | 2.6         |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 370         |\n",
+      "|    iterations           | 35          |\n",
+      "|    time_elapsed         | 193         |\n",
+      "|    total_timesteps      | 71680       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.016911192 |\n",
+      "|    clip_fraction        | 0.165       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.551      |\n",
+      "|    explained_variance   | 0.926       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.229       |\n",
+      "|    n_updates            | 340         |\n",
+      "|    policy_gradient_loss | -0.0229     |\n",
+      "|    value_loss           | 0.519       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.5         |\n",
+      "|    ep_rew_mean          | 3.32        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 370         |\n",
+      "|    iterations           | 36          |\n",
+      "|    time_elapsed         | 198         |\n",
+      "|    total_timesteps      | 73728       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.012311206 |\n",
+      "|    clip_fraction        | 0.119       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.595      |\n",
+      "|    explained_variance   | 0.709       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 1.68        |\n",
+      "|    n_updates            | 350         |\n",
+      "|    policy_gradient_loss | -0.0275     |\n",
+      "|    value_loss           | 1.95        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.6         |\n",
+      "|    ep_rew_mean          | 3.3         |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 370         |\n",
+      "|    iterations           | 37          |\n",
+      "|    time_elapsed         | 204         |\n",
+      "|    total_timesteps      | 75776       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.059752032 |\n",
+      "|    clip_fraction        | 0.154       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.534      |\n",
+      "|    explained_variance   | 0.785       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.835       |\n",
+      "|    n_updates            | 360         |\n",
+      "|    policy_gradient_loss | -0.0234     |\n",
+      "|    value_loss           | 1.46        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.8       |\n",
+      "|    ep_rew_mean          | 2.7        |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 370        |\n",
+      "|    iterations           | 38         |\n",
+      "|    time_elapsed         | 209        |\n",
+      "|    total_timesteps      | 77824      |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.01475055 |\n",
+      "|    clip_fraction        | 0.0968     |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.455     |\n",
+      "|    explained_variance   | 0.917      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.153      |\n",
+      "|    n_updates            | 370        |\n",
+      "|    policy_gradient_loss | -0.019     |\n",
+      "|    value_loss           | 0.428      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 10.2        |\n",
+      "|    ep_rew_mean          | 3.01        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 370         |\n",
+      "|    iterations           | 39          |\n",
+      "|    time_elapsed         | 215         |\n",
+      "|    total_timesteps      | 79872       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.012021113 |\n",
+      "|    clip_fraction        | 0.0851      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.558      |\n",
+      "|    explained_variance   | 0.702       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 1.8         |\n",
+      "|    n_updates            | 380         |\n",
+      "|    policy_gradient_loss | -0.0284     |\n",
+      "|    value_loss           | 4.45        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.83        |\n",
+      "|    ep_rew_mean          | 3.57        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 370         |\n",
+      "|    iterations           | 40          |\n",
+      "|    time_elapsed         | 220         |\n",
+      "|    total_timesteps      | 81920       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.010166377 |\n",
+      "|    clip_fraction        | 0.0623      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.454      |\n",
+      "|    explained_variance   | 0.728       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 1.43        |\n",
+      "|    n_updates            | 390         |\n",
+      "|    policy_gradient_loss | -0.0201     |\n",
+      "|    value_loss           | 2.21        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 10.3        |\n",
+      "|    ep_rew_mean          | 3.14        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 371         |\n",
+      "|    iterations           | 41          |\n",
+      "|    time_elapsed         | 226         |\n",
+      "|    total_timesteps      | 83968       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.017603599 |\n",
+      "|    clip_fraction        | 0.0748      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.384      |\n",
+      "|    explained_variance   | 0.957       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.152       |\n",
+      "|    n_updates            | 400         |\n",
+      "|    policy_gradient_loss | -0.0122     |\n",
+      "|    value_loss           | 0.286       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.95        |\n",
+      "|    ep_rew_mean          | 3.81        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 371         |\n",
+      "|    iterations           | 42          |\n",
+      "|    time_elapsed         | 231         |\n",
+      "|    total_timesteps      | 86016       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.028185518 |\n",
+      "|    clip_fraction        | 0.0954      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.383      |\n",
+      "|    explained_variance   | 0.811       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.412       |\n",
+      "|    n_updates            | 410         |\n",
+      "|    policy_gradient_loss | -0.0224     |\n",
+      "|    value_loss           | 2.05        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.5       |\n",
+      "|    ep_rew_mean          | 3.57       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 371        |\n",
+      "|    iterations           | 43         |\n",
+      "|    time_elapsed         | 236        |\n",
+      "|    total_timesteps      | 88064      |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.02107103 |\n",
+      "|    clip_fraction        | 0.0702     |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.375     |\n",
+      "|    explained_variance   | 0.732      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.156      |\n",
+      "|    n_updates            | 420        |\n",
+      "|    policy_gradient_loss | -0.0342    |\n",
+      "|    value_loss           | 1.54       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.76        |\n",
+      "|    ep_rew_mean          | 3.7         |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 371         |\n",
+      "|    iterations           | 44          |\n",
+      "|    time_elapsed         | 242         |\n",
+      "|    total_timesteps      | 90112       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.007913441 |\n",
+      "|    clip_fraction        | 0.0349      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.346      |\n",
+      "|    explained_variance   | 0.827       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 2.92        |\n",
+      "|    n_updates            | 430         |\n",
+      "|    policy_gradient_loss | -0.00355    |\n",
+      "|    value_loss           | 2.2         |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "---------------------------------------\n",
+      "| rollout/                |           |\n",
+      "|    ep_len_mean          | 25.8      |\n",
+      "|    ep_rew_mean          | -12.4     |\n",
+      "| time/                   |           |\n",
+      "|    fps                  | 371       |\n",
+      "|    iterations           | 45        |\n",
+      "|    time_elapsed         | 247       |\n",
+      "|    total_timesteps      | 92160     |\n",
+      "| train/                  |           |\n",
+      "|    approx_kl            | 0.5432366 |\n",
+      "|    clip_fraction        | 0.109     |\n",
+      "|    clip_range           | 0.2       |\n",
+      "|    entropy_loss         | -0.316    |\n",
+      "|    explained_variance   | 0.958     |\n",
+      "|    learning_rate        | 0.0003    |\n",
+      "|    loss                 | 0.231     |\n",
+      "|    n_updates            | 440       |\n",
+      "|    policy_gradient_loss | -0.0068   |\n",
+      "|    value_loss           | 0.313     |\n",
+      "---------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 45.9        |\n",
+      "|    ep_rew_mean          | -32.4       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 372         |\n",
+      "|    iterations           | 46          |\n",
+      "|    time_elapsed         | 252         |\n",
+      "|    total_timesteps      | 94208       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.008981178 |\n",
+      "|    clip_fraction        | 0.0144      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.11       |\n",
+      "|    explained_variance   | -0.0603     |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 1.91        |\n",
+      "|    n_updates            | 450         |\n",
+      "|    policy_gradient_loss | -0.00156    |\n",
+      "|    value_loss           | 17.2        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "------------------------------------------\n",
+      "| rollout/                |              |\n",
+      "|    ep_len_mean          | 62.7         |\n",
+      "|    ep_rew_mean          | -49.3        |\n",
+      "| time/                   |              |\n",
+      "|    fps                  | 373          |\n",
+      "|    iterations           | 47           |\n",
+      "|    time_elapsed         | 257          |\n",
+      "|    total_timesteps      | 96256        |\n",
+      "| train/                  |              |\n",
+      "|    approx_kl            | 0.0025778997 |\n",
+      "|    clip_fraction        | 0.0184       |\n",
+      "|    clip_range           | 0.2          |\n",
+      "|    entropy_loss         | -0.165       |\n",
+      "|    explained_variance   | 0.396        |\n",
+      "|    learning_rate        | 0.0003       |\n",
+      "|    loss                 | 19.1         |\n",
+      "|    n_updates            | 460          |\n",
+      "|    policy_gradient_loss | -0.00601     |\n",
+      "|    value_loss           | 45.6         |\n",
+      "------------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 49.3        |\n",
+      "|    ep_rew_mean          | -35.6       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 373         |\n",
+      "|    iterations           | 48          |\n",
+      "|    time_elapsed         | 262         |\n",
+      "|    total_timesteps      | 98304       |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.014914533 |\n",
+      "|    clip_fraction        | 0.0816      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.272      |\n",
+      "|    explained_variance   | 0.394       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 33.5        |\n",
+      "|    n_updates            | 470         |\n",
+      "|    policy_gradient_loss | -0.0164     |\n",
+      "|    value_loss           | 74.1        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "------------------------------------------\n",
+      "| rollout/                |              |\n",
+      "|    ep_len_mean          | 39.9         |\n",
+      "|    ep_rew_mean          | -26.3        |\n",
+      "| time/                   |              |\n",
+      "|    fps                  | 374          |\n",
+      "|    iterations           | 49           |\n",
+      "|    time_elapsed         | 268          |\n",
+      "|    total_timesteps      | 100352       |\n",
+      "| train/                  |              |\n",
+      "|    approx_kl            | 0.0012997694 |\n",
+      "|    clip_fraction        | 0.026        |\n",
+      "|    clip_range           | 0.2          |\n",
+      "|    entropy_loss         | -0.24        |\n",
+      "|    explained_variance   | 0.465        |\n",
+      "|    learning_rate        | 0.0003       |\n",
+      "|    loss                 | 44.5         |\n",
+      "|    n_updates            | 480          |\n",
+      "|    policy_gradient_loss | -0.00881     |\n",
+      "|    value_loss           | 76.6         |\n",
+      "------------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "------------------------------------------\n",
+      "| rollout/                |              |\n",
+      "|    ep_len_mean          | 27           |\n",
+      "|    ep_rew_mean          | -13.3        |\n",
+      "| time/                   |              |\n",
+      "|    fps                  | 374          |\n",
+      "|    iterations           | 50           |\n",
+      "|    time_elapsed         | 273          |\n",
+      "|    total_timesteps      | 102400       |\n",
+      "| train/                  |              |\n",
+      "|    approx_kl            | 0.0014951692 |\n",
+      "|    clip_fraction        | 0.037        |\n",
+      "|    clip_range           | 0.2          |\n",
+      "|    entropy_loss         | -0.25        |\n",
+      "|    explained_variance   | 0.594        |\n",
+      "|    learning_rate        | 0.0003       |\n",
+      "|    loss                 | 30.2         |\n",
+      "|    n_updates            | 490          |\n",
+      "|    policy_gradient_loss | -0.00958     |\n",
+      "|    value_loss           | 77.4         |\n",
+      "------------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "---------------------------------------\n",
+      "| rollout/                |           |\n",
+      "|    ep_len_mean          | 17.4      |\n",
+      "|    ep_rew_mean          | -3.57     |\n",
+      "| time/                   |           |\n",
+      "|    fps                  | 374       |\n",
+      "|    iterations           | 51        |\n",
+      "|    time_elapsed         | 279       |\n",
+      "|    total_timesteps      | 104448    |\n",
+      "| train/                  |           |\n",
+      "|    approx_kl            | 0.0443189 |\n",
+      "|    clip_fraction        | 0.176     |\n",
+      "|    clip_range           | 0.2       |\n",
+      "|    entropy_loss         | -0.457    |\n",
+      "|    explained_variance   | 0.338     |\n",
+      "|    learning_rate        | 0.0003    |\n",
+      "|    loss                 | 44.4      |\n",
+      "|    n_updates            | 500       |\n",
+      "|    policy_gradient_loss | -0.0247   |\n",
+      "|    value_loss           | 70.8      |\n",
+      "---------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 13.3        |\n",
+      "|    ep_rew_mean          | 0.45        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 374         |\n",
+      "|    iterations           | 52          |\n",
+      "|    time_elapsed         | 284         |\n",
+      "|    total_timesteps      | 106496      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.005663138 |\n",
+      "|    clip_fraction        | 0.069       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.463      |\n",
+      "|    explained_variance   | 0.558       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 14.7        |\n",
+      "|    n_updates            | 510         |\n",
+      "|    policy_gradient_loss | -0.0117     |\n",
+      "|    value_loss           | 36.8        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 19.8        |\n",
+      "|    ep_rew_mean          | -5.92       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 374         |\n",
+      "|    iterations           | 53          |\n",
+      "|    time_elapsed         | 289         |\n",
+      "|    total_timesteps      | 108544      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.020181399 |\n",
+      "|    clip_fraction        | 0.176       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.499      |\n",
+      "|    explained_variance   | 0.182       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 3.45        |\n",
+      "|    n_updates            | 520         |\n",
+      "|    policy_gradient_loss | -0.0254     |\n",
+      "|    value_loss           | 9.2         |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 11.4        |\n",
+      "|    ep_rew_mean          | 2.26        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 374         |\n",
+      "|    iterations           | 54          |\n",
+      "|    time_elapsed         | 295         |\n",
+      "|    total_timesteps      | 110592      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.009738399 |\n",
+      "|    clip_fraction        | 0.108       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.538      |\n",
+      "|    explained_variance   | 0.891       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 1.88        |\n",
+      "|    n_updates            | 530         |\n",
+      "|    policy_gradient_loss | -0.00573    |\n",
+      "|    value_loss           | 22          |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.4       |\n",
+      "|    ep_rew_mean          | 3.06       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 375        |\n",
+      "|    iterations           | 55         |\n",
+      "|    time_elapsed         | 300        |\n",
+      "|    total_timesteps      | 112640     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.01536967 |\n",
+      "|    clip_fraction        | 0.191      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.49      |\n",
+      "|    explained_variance   | 0.315      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.971      |\n",
+      "|    n_updates            | 540        |\n",
+      "|    policy_gradient_loss | -0.0219    |\n",
+      "|    value_loss           | 6.46       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "---------------------------------------\n",
+      "| rollout/                |           |\n",
+      "|    ep_len_mean          | 10.8      |\n",
+      "|    ep_rew_mean          | 1.63      |\n",
+      "| time/                   |           |\n",
+      "|    fps                  | 375       |\n",
+      "|    iterations           | 56        |\n",
+      "|    time_elapsed         | 305       |\n",
+      "|    total_timesteps      | 114688    |\n",
+      "| train/                  |           |\n",
+      "|    approx_kl            | 0.0688808 |\n",
+      "|    clip_fraction        | 0.264     |\n",
+      "|    clip_range           | 0.2       |\n",
+      "|    entropy_loss         | -0.496    |\n",
+      "|    explained_variance   | 0.838     |\n",
+      "|    learning_rate        | 0.0003    |\n",
+      "|    loss                 | 0.205     |\n",
+      "|    n_updates            | 550       |\n",
+      "|    policy_gradient_loss | -0.0406   |\n",
+      "|    value_loss           | 0.836     |\n",
+      "---------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.3       |\n",
+      "|    ep_rew_mean          | 2.98       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 375        |\n",
+      "|    iterations           | 57         |\n",
+      "|    time_elapsed         | 311        |\n",
+      "|    total_timesteps      | 116736     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.04210388 |\n",
+      "|    clip_fraction        | 0.326      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.534     |\n",
+      "|    explained_variance   | 0.734      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.907      |\n",
+      "|    n_updates            | 560        |\n",
+      "|    policy_gradient_loss | -0.0421    |\n",
+      "|    value_loss           | 1.91       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 10.3        |\n",
+      "|    ep_rew_mean          | 3.28        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 375         |\n",
+      "|    iterations           | 58          |\n",
+      "|    time_elapsed         | 316         |\n",
+      "|    total_timesteps      | 118784      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.051502623 |\n",
+      "|    clip_fraction        | 0.224       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.434      |\n",
+      "|    explained_variance   | 0.875       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.404       |\n",
+      "|    n_updates            | 570         |\n",
+      "|    policy_gradient_loss | -0.0345     |\n",
+      "|    value_loss           | 0.827       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.2       |\n",
+      "|    ep_rew_mean          | 3.78       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 375        |\n",
+      "|    iterations           | 59         |\n",
+      "|    time_elapsed         | 322        |\n",
+      "|    total_timesteps      | 120832     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.07014565 |\n",
+      "|    clip_fraction        | 0.165      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.391     |\n",
+      "|    explained_variance   | 0.903      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.145      |\n",
+      "|    n_updates            | 580        |\n",
+      "|    policy_gradient_loss | -0.0254    |\n",
+      "|    value_loss           | 0.681      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 16.4        |\n",
+      "|    ep_rew_mean          | -3.11       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 375         |\n",
+      "|    iterations           | 60          |\n",
+      "|    time_elapsed         | 327         |\n",
+      "|    total_timesteps      | 122880      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.118292876 |\n",
+      "|    clip_fraction        | 0.151       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.466      |\n",
+      "|    explained_variance   | 0.952       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.0778      |\n",
+      "|    n_updates            | 590         |\n",
+      "|    policy_gradient_loss | -0.0214     |\n",
+      "|    value_loss           | 0.316       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 12.5        |\n",
+      "|    ep_rew_mean          | 1.05        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 375         |\n",
+      "|    iterations           | 61          |\n",
+      "|    time_elapsed         | 333         |\n",
+      "|    total_timesteps      | 124928      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.061776154 |\n",
+      "|    clip_fraction        | 0.321       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.665      |\n",
+      "|    explained_variance   | 0.401       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 9.22        |\n",
+      "|    n_updates            | 600         |\n",
+      "|    policy_gradient_loss | -0.0454     |\n",
+      "|    value_loss           | 17          |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.8       |\n",
+      "|    ep_rew_mean          | 2.8        |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 374        |\n",
+      "|    iterations           | 62         |\n",
+      "|    time_elapsed         | 338        |\n",
+      "|    total_timesteps      | 126976     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.01477613 |\n",
+      "|    clip_fraction        | 0.153      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.579     |\n",
+      "|    explained_variance   | 0.682      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 6.12       |\n",
+      "|    n_updates            | 610        |\n",
+      "|    policy_gradient_loss | -0.027     |\n",
+      "|    value_loss           | 10.5       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 11.4        |\n",
+      "|    ep_rew_mean          | 2.68        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 374         |\n",
+      "|    iterations           | 63          |\n",
+      "|    time_elapsed         | 344         |\n",
+      "|    total_timesteps      | 129024      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.015770137 |\n",
+      "|    clip_fraction        | 0.128       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.507      |\n",
+      "|    explained_variance   | 0.869       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 2.13        |\n",
+      "|    n_updates            | 620         |\n",
+      "|    policy_gradient_loss | -0.0253     |\n",
+      "|    value_loss           | 5.99        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 10.2        |\n",
+      "|    ep_rew_mean          | 3.48        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 375         |\n",
+      "|    iterations           | 64          |\n",
+      "|    time_elapsed         | 349         |\n",
+      "|    total_timesteps      | 131072      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.007838536 |\n",
+      "|    clip_fraction        | 0.0755      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.446      |\n",
+      "|    explained_variance   | 0.749       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 11.9        |\n",
+      "|    n_updates            | 630         |\n",
+      "|    policy_gradient_loss | -0.0106     |\n",
+      "|    value_loss           | 9.21        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 10          |\n",
+      "|    ep_rew_mean          | 3.8         |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 375         |\n",
+      "|    iterations           | 65          |\n",
+      "|    time_elapsed         | 354         |\n",
+      "|    total_timesteps      | 133120      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.035350725 |\n",
+      "|    clip_fraction        | 0.101       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.368      |\n",
+      "|    explained_variance   | 0.867       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.388       |\n",
+      "|    n_updates            | 640         |\n",
+      "|    policy_gradient_loss | -0.0213     |\n",
+      "|    value_loss           | 1.11        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 14.6        |\n",
+      "|    ep_rew_mean          | -0.59       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 375         |\n",
+      "|    iterations           | 66          |\n",
+      "|    time_elapsed         | 360         |\n",
+      "|    total_timesteps      | 135168      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.042963736 |\n",
+      "|    clip_fraction        | 0.0817      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.321      |\n",
+      "|    explained_variance   | 0.941       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.00919     |\n",
+      "|    n_updates            | 650         |\n",
+      "|    policy_gradient_loss | -0.0127     |\n",
+      "|    value_loss           | 0.325       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.3       |\n",
+      "|    ep_rew_mean          | 3.64       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 374        |\n",
+      "|    iterations           | 67         |\n",
+      "|    time_elapsed         | 366        |\n",
+      "|    total_timesteps      | 137216     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.08396668 |\n",
+      "|    clip_fraction        | 0.184      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.409     |\n",
+      "|    explained_variance   | 0.803      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 2.09       |\n",
+      "|    n_updates            | 660        |\n",
+      "|    policy_gradient_loss | -0.0203    |\n",
+      "|    value_loss           | 8.99       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 19.8       |\n",
+      "|    ep_rew_mean          | -9.15      |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 374        |\n",
+      "|    iterations           | 68         |\n",
+      "|    time_elapsed         | 371        |\n",
+      "|    total_timesteps      | 139264     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.15326424 |\n",
+      "|    clip_fraction        | 0.199      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.39      |\n",
+      "|    explained_variance   | 0.894      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.122      |\n",
+      "|    n_updates            | 670        |\n",
+      "|    policy_gradient_loss | -0.0201    |\n",
+      "|    value_loss           | 0.415      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 9.38       |\n",
+      "|    ep_rew_mean          | 3.18       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 374        |\n",
+      "|    iterations           | 69         |\n",
+      "|    time_elapsed         | 376        |\n",
+      "|    total_timesteps      | 141312     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.21504487 |\n",
+      "|    clip_fraction        | 0.411      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.483     |\n",
+      "|    explained_variance   | 0.408      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 6.24       |\n",
+      "|    n_updates            | 680        |\n",
+      "|    policy_gradient_loss | -0.0591    |\n",
+      "|    value_loss           | 18.4       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.98        |\n",
+      "|    ep_rew_mean          | 3.8         |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 375         |\n",
+      "|    iterations           | 70          |\n",
+      "|    time_elapsed         | 382         |\n",
+      "|    total_timesteps      | 143360      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.050312966 |\n",
+      "|    clip_fraction        | 0.0584      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.341      |\n",
+      "|    explained_variance   | 0.707       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.0602      |\n",
+      "|    n_updates            | 690         |\n",
+      "|    policy_gradient_loss | -0.00661    |\n",
+      "|    value_loss           | 0.845       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 11.7        |\n",
+      "|    ep_rew_mean          | 2.07        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 375         |\n",
+      "|    iterations           | 71          |\n",
+      "|    time_elapsed         | 387         |\n",
+      "|    total_timesteps      | 145408      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.018565401 |\n",
+      "|    clip_fraction        | 0.0643      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.322      |\n",
+      "|    explained_variance   | 0.977       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.348       |\n",
+      "|    n_updates            | 700         |\n",
+      "|    policy_gradient_loss | -0.0112     |\n",
+      "|    value_loss           | 0.175       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.2       |\n",
+      "|    ep_rew_mean          | 3.47       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 375        |\n",
+      "|    iterations           | 72         |\n",
+      "|    time_elapsed         | 392        |\n",
+      "|    total_timesteps      | 147456     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.10186449 |\n",
+      "|    clip_fraction        | 0.19       |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.395     |\n",
+      "|    explained_variance   | 0.47       |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 1.66       |\n",
+      "|    n_updates            | 710        |\n",
+      "|    policy_gradient_loss | -0.0419    |\n",
+      "|    value_loss           | 4.71       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.2       |\n",
+      "|    ep_rew_mean          | 3.72       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 375        |\n",
+      "|    iterations           | 73         |\n",
+      "|    time_elapsed         | 398        |\n",
+      "|    total_timesteps      | 149504     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.01903234 |\n",
+      "|    clip_fraction        | 0.0737     |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.333     |\n",
+      "|    explained_variance   | 0.723      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 2.71       |\n",
+      "|    n_updates            | 720        |\n",
+      "|    policy_gradient_loss | -0.022     |\n",
+      "|    value_loss           | 2.97       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.94        |\n",
+      "|    ep_rew_mean          | 3.92        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 375         |\n",
+      "|    iterations           | 74          |\n",
+      "|    time_elapsed         | 403         |\n",
+      "|    total_timesteps      | 151552      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.026403807 |\n",
+      "|    clip_fraction        | 0.065       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.322      |\n",
+      "|    explained_variance   | 0.934       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.24        |\n",
+      "|    n_updates            | 730         |\n",
+      "|    policy_gradient_loss | -0.00481    |\n",
+      "|    value_loss           | 0.481       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 10.2        |\n",
+      "|    ep_rew_mean          | 3.81        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 376         |\n",
+      "|    iterations           | 75          |\n",
+      "|    time_elapsed         | 408         |\n",
+      "|    total_timesteps      | 153600      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.011051587 |\n",
+      "|    clip_fraction        | 0.0593      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.324      |\n",
+      "|    explained_variance   | 0.984       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.00908     |\n",
+      "|    n_updates            | 740         |\n",
+      "|    policy_gradient_loss | -0.00591    |\n",
+      "|    value_loss           | 0.113       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 10.2       |\n",
+      "|    ep_rew_mean          | 3.63       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 376        |\n",
+      "|    iterations           | 76         |\n",
+      "|    time_elapsed         | 413        |\n",
+      "|    total_timesteps      | 155648     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.00972967 |\n",
+      "|    clip_fraction        | 0.0544     |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.339     |\n",
+      "|    explained_variance   | 0.922      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.0226     |\n",
+      "|    n_updates            | 750        |\n",
+      "|    policy_gradient_loss | -0.00438   |\n",
+      "|    value_loss           | 0.758      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.92        |\n",
+      "|    ep_rew_mean          | 3.86        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 376         |\n",
+      "|    iterations           | 77          |\n",
+      "|    time_elapsed         | 418         |\n",
+      "|    total_timesteps      | 157696      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.013084366 |\n",
+      "|    clip_fraction        | 0.0481      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.348      |\n",
+      "|    explained_variance   | 0.812       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.0736      |\n",
+      "|    n_updates            | 760         |\n",
+      "|    policy_gradient_loss | -0.0157     |\n",
+      "|    value_loss           | 1.47        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 5.05       |\n",
+      "|    ep_rew_mean          | -2.29      |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 376        |\n",
+      "|    iterations           | 78         |\n",
+      "|    time_elapsed         | 424        |\n",
+      "|    total_timesteps      | 159744     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.42402273 |\n",
+      "|    clip_fraction        | 0.215      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.49      |\n",
+      "|    explained_variance   | 0.983      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.00926    |\n",
+      "|    n_updates            | 770        |\n",
+      "|    policy_gradient_loss | -0.0284    |\n",
+      "|    value_loss           | 0.109      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 4.53       |\n",
+      "|    ep_rew_mean          | -2.17      |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 376        |\n",
+      "|    iterations           | 79         |\n",
+      "|    time_elapsed         | 429        |\n",
+      "|    total_timesteps      | 161792     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.27915305 |\n",
+      "|    clip_fraction        | 0.138      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.376     |\n",
+      "|    explained_variance   | 0.503      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.373      |\n",
+      "|    n_updates            | 780        |\n",
+      "|    policy_gradient_loss | -0.00444   |\n",
+      "|    value_loss           | 5.03       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 4.38        |\n",
+      "|    ep_rew_mean          | -1.74       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 376         |\n",
+      "|    iterations           | 80          |\n",
+      "|    time_elapsed         | 435         |\n",
+      "|    total_timesteps      | 163840      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.019562341 |\n",
+      "|    clip_fraction        | 0.0921      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.457      |\n",
+      "|    explained_variance   | 0.562       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.638       |\n",
+      "|    n_updates            | 790         |\n",
+      "|    policy_gradient_loss | -0.0128     |\n",
+      "|    value_loss           | 0.895       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 4.34       |\n",
+      "|    ep_rew_mean          | -1.7       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 376        |\n",
+      "|    iterations           | 81         |\n",
+      "|    time_elapsed         | 440        |\n",
+      "|    total_timesteps      | 165888     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.18844175 |\n",
+      "|    clip_fraction        | 0.147      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.279     |\n",
+      "|    explained_variance   | 0.102      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 1.03       |\n",
+      "|    n_updates            | 800        |\n",
+      "|    policy_gradient_loss | 0.013      |\n",
+      "|    value_loss           | 11.4       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 5.54       |\n",
+      "|    ep_rew_mean          | -0.66      |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 376        |\n",
+      "|    iterations           | 82         |\n",
+      "|    time_elapsed         | 445        |\n",
+      "|    total_timesteps      | 167936     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.06374202 |\n",
+      "|    clip_fraction        | 0.21       |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.398     |\n",
+      "|    explained_variance   | 0.566      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.599      |\n",
+      "|    n_updates            | 810        |\n",
+      "|    policy_gradient_loss | -0.0207    |\n",
+      "|    value_loss           | 1.59       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 7.65       |\n",
+      "|    ep_rew_mean          | 1.61       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 376        |\n",
+      "|    iterations           | 83         |\n",
+      "|    time_elapsed         | 451        |\n",
+      "|    total_timesteps      | 169984     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.06125373 |\n",
+      "|    clip_fraction        | 0.251      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.434     |\n",
+      "|    explained_variance   | 0.299      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 1.27       |\n",
+      "|    n_updates            | 820        |\n",
+      "|    policy_gradient_loss | -0.0399    |\n",
+      "|    value_loss           | 3.7        |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 8.86        |\n",
+      "|    ep_rew_mean          | 2.46        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 376         |\n",
+      "|    iterations           | 84          |\n",
+      "|    time_elapsed         | 457         |\n",
+      "|    total_timesteps      | 172032      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.047695376 |\n",
+      "|    clip_fraction        | 0.171       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.387      |\n",
+      "|    explained_variance   | 0.336       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 1.72        |\n",
+      "|    n_updates            | 830         |\n",
+      "|    policy_gradient_loss | -0.0407     |\n",
+      "|    value_loss           | 3.91        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 9.84       |\n",
+      "|    ep_rew_mean          | 3.66       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 376        |\n",
+      "|    iterations           | 85         |\n",
+      "|    time_elapsed         | 462        |\n",
+      "|    total_timesteps      | 174080     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.13684572 |\n",
+      "|    clip_fraction        | 0.133      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.346     |\n",
+      "|    explained_variance   | 0.625      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 1.13       |\n",
+      "|    n_updates            | 840        |\n",
+      "|    policy_gradient_loss | -0.0231    |\n",
+      "|    value_loss           | 2.36       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 25.5       |\n",
+      "|    ep_rew_mean          | -12.2      |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 376        |\n",
+      "|    iterations           | 86         |\n",
+      "|    time_elapsed         | 467        |\n",
+      "|    total_timesteps      | 176128     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.36170986 |\n",
+      "|    clip_fraction        | 0.332      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.473     |\n",
+      "|    explained_variance   | 0.919      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.364      |\n",
+      "|    n_updates            | 850        |\n",
+      "|    policy_gradient_loss | -0.0374    |\n",
+      "|    value_loss           | 0.278      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 17.2        |\n",
+      "|    ep_rew_mean          | -4.45       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 377         |\n",
+      "|    iterations           | 87          |\n",
+      "|    time_elapsed         | 472         |\n",
+      "|    total_timesteps      | 178176      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.102079734 |\n",
+      "|    clip_fraction        | 0.34        |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.613      |\n",
+      "|    explained_variance   | 0.0593      |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 5.95        |\n",
+      "|    n_updates            | 860         |\n",
+      "|    policy_gradient_loss | -0.04       |\n",
+      "|    value_loss           | 20.6        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 14.5        |\n",
+      "|    ep_rew_mean          | -2.36       |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 378         |\n",
+      "|    iterations           | 88          |\n",
+      "|    time_elapsed         | 476         |\n",
+      "|    total_timesteps      | 180224      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.042367905 |\n",
+      "|    clip_fraction        | 0.264       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.799      |\n",
+      "|    explained_variance   | 0.69        |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 4.22        |\n",
+      "|    n_updates            | 870         |\n",
+      "|    policy_gradient_loss | -0.0265     |\n",
+      "|    value_loss           | 16.7        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 12.3       |\n",
+      "|    ep_rew_mean          | 0.46       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 379        |\n",
+      "|    iterations           | 89         |\n",
+      "|    time_elapsed         | 480        |\n",
+      "|    total_timesteps      | 182272     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.02418825 |\n",
+      "|    clip_fraction        | 0.262      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.744     |\n",
+      "|    explained_variance   | 0.75       |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 3.08       |\n",
+      "|    n_updates            | 880        |\n",
+      "|    policy_gradient_loss | -0.026     |\n",
+      "|    value_loss           | 16.2       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 11          |\n",
+      "|    ep_rew_mean          | 2.19        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 380         |\n",
+      "|    iterations           | 90          |\n",
+      "|    time_elapsed         | 484         |\n",
+      "|    total_timesteps      | 184320      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.024347484 |\n",
+      "|    clip_fraction        | 0.271       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.669      |\n",
+      "|    explained_variance   | 0.675       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 4.76        |\n",
+      "|    n_updates            | 890         |\n",
+      "|    policy_gradient_loss | -0.0243     |\n",
+      "|    value_loss           | 10.1        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 12.1       |\n",
+      "|    ep_rew_mean          | 1.35       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 381        |\n",
+      "|    iterations           | 91         |\n",
+      "|    time_elapsed         | 488        |\n",
+      "|    total_timesteps      | 186368     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.02668532 |\n",
+      "|    clip_fraction        | 0.256      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.576     |\n",
+      "|    explained_variance   | 0.706      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.797      |\n",
+      "|    n_updates            | 900        |\n",
+      "|    policy_gradient_loss | -0.0378    |\n",
+      "|    value_loss           | 1.6        |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 11          |\n",
+      "|    ep_rew_mean          | 2.55        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 382         |\n",
+      "|    iterations           | 92          |\n",
+      "|    time_elapsed         | 492         |\n",
+      "|    total_timesteps      | 188416      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.017341316 |\n",
+      "|    clip_fraction        | 0.0919      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.681      |\n",
+      "|    explained_variance   | 0.865       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 9.01        |\n",
+      "|    n_updates            | 910         |\n",
+      "|    policy_gradient_loss | -0.0076     |\n",
+      "|    value_loss           | 25.5        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 10.2        |\n",
+      "|    ep_rew_mean          | 2.27        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 383         |\n",
+      "|    iterations           | 93          |\n",
+      "|    time_elapsed         | 496         |\n",
+      "|    total_timesteps      | 190464      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.070169866 |\n",
+      "|    clip_fraction        | 0.224       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.476      |\n",
+      "|    explained_variance   | 0.791       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 13          |\n",
+      "|    n_updates            | 920         |\n",
+      "|    policy_gradient_loss | -0.0203     |\n",
+      "|    value_loss           | 5.41        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.33        |\n",
+      "|    ep_rew_mean          | 3.17        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 384         |\n",
+      "|    iterations           | 94          |\n",
+      "|    time_elapsed         | 500         |\n",
+      "|    total_timesteps      | 192512      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.062242664 |\n",
+      "|    clip_fraction        | 0.184       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.504      |\n",
+      "|    explained_variance   | 0.426       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 1.94        |\n",
+      "|    n_updates            | 930         |\n",
+      "|    policy_gradient_loss | -0.0392     |\n",
+      "|    value_loss           | 6.22        |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 9.85        |\n",
+      "|    ep_rew_mean          | 3.79        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 385         |\n",
+      "|    iterations           | 95          |\n",
+      "|    time_elapsed         | 504         |\n",
+      "|    total_timesteps      | 194560      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.042221397 |\n",
+      "|    clip_fraction        | 0.0712      |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.328      |\n",
+      "|    explained_variance   | 0.893       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | 0.236       |\n",
+      "|    n_updates            | 940         |\n",
+      "|    policy_gradient_loss | -0.0162     |\n",
+      "|    value_loss           | 0.692       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-----------------------------------------\n",
+      "| rollout/                |             |\n",
+      "|    ep_len_mean          | 8.17        |\n",
+      "|    ep_rew_mean          | 2.09        |\n",
+      "| time/                   |             |\n",
+      "|    fps                  | 387         |\n",
+      "|    iterations           | 96          |\n",
+      "|    time_elapsed         | 507         |\n",
+      "|    total_timesteps      | 196608      |\n",
+      "| train/                  |             |\n",
+      "|    approx_kl            | 0.036962293 |\n",
+      "|    clip_fraction        | 0.154       |\n",
+      "|    clip_range           | 0.2         |\n",
+      "|    entropy_loss         | -0.374      |\n",
+      "|    explained_variance   | 0.981       |\n",
+      "|    learning_rate        | 0.0003      |\n",
+      "|    loss                 | -0.0447     |\n",
+      "|    n_updates            | 950         |\n",
+      "|    policy_gradient_loss | -0.0142     |\n",
+      "|    value_loss           | 0.151       |\n",
+      "-----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 9.38       |\n",
+      "|    ep_rew_mean          | 3.36       |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 387        |\n",
+      "|    iterations           | 97         |\n",
+      "|    time_elapsed         | 512        |\n",
+      "|    total_timesteps      | 198656     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.06385146 |\n",
+      "|    clip_fraction        | 0.245      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.366     |\n",
+      "|    explained_variance   | 0.553      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 1.4        |\n",
+      "|    n_updates            | 960        |\n",
+      "|    policy_gradient_loss | -0.0399    |\n",
+      "|    value_loss           | 2.79       |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "----------------------------------------\n",
+      "| rollout/                |            |\n",
+      "|    ep_len_mean          | 24.8       |\n",
+      "|    ep_rew_mean          | -11.4      |\n",
+      "| time/                   |            |\n",
+      "|    fps                  | 389        |\n",
+      "|    iterations           | 98         |\n",
+      "|    time_elapsed         | 515        |\n",
+      "|    total_timesteps      | 200704     |\n",
+      "| train/                  |            |\n",
+      "|    approx_kl            | 0.26313344 |\n",
+      "|    clip_fraction        | 0.178      |\n",
+      "|    clip_range           | 0.2        |\n",
+      "|    entropy_loss         | -0.363     |\n",
+      "|    explained_variance   | 0.898      |\n",
+      "|    learning_rate        | 0.0003     |\n",
+      "|    loss                 | 0.247      |\n",
+      "|    n_updates            | 970        |\n",
+      "|    policy_gradient_loss | -0.0285    |\n",
+      "|    value_loss           | 0.521      |\n",
+      "----------------------------------------\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n"
+      ],
+      "text/plain": []
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "
\n",
+       "
\n"
+      ],
+      "text/plain": [
+       "\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "528f9bb0103a402d83eb31e85dd97caf",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "VBox(children=(Label(value='0.438 MB of 0.438 MB uploaded\\r'), FloatProgress(value=1.0, max=1.0)))"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "wandb: WARNING Source type is set to 'repo' but some required information is missing from the environment. A job will not be created from this run. See https://docs.wandb.ai/guides/launch/create-job\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "
Run history:

global_step▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███
rollout/ep_len_mean▁▁▁▁▁▁▁▁▁▂▂▂▂▂▂▂▂▂▄█▅▄▂▂▃▂▂▄▂▂▂▁▁▂▂▃▂▂▂▄
rollout/ep_rew_mean▇▇▇▇▇▇▇▇▇█████████▅▁▅▆██▇██▆███▇▇██▇███▅
time/fps█▂▂▁▁▁▁▁▁▁▁▁▁▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▃▃▃
train/approx_kl▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁▂▂▂▁▂▃▂▁▁█▁▂▃▂▁▂▂▅
train/clip_fraction█▇▇▅▅▆▅▄▆▄▂▂▂▂▃▂▂▂▁▂▄▄▅▅▆▃▂▄▂▂▂▄▂▅▃▅▅▅▂▄
train/clip_range▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
train/entropy_loss▁▁▂▃▃▄▅▅▆▆▆▇▇▇▇▇▇▇██▇▇▇▇▇▇█▇▇▇█▇▇▇▇▆▇▇█▇
train/explained_variance▃▄▅▆▆▆▆▄▆▆▅▇█▇▆██▆▁▄▄▃▇▇▄▇█▇▆▆██▅▃▆▆▆▇▇▇
train/learning_rate▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
train/loss▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▆█▂▁▁▂▁▁▁▁▁▁▁▁▁▁▂▂▃▁▁
train/policy_gradient_loss▁▂▂▄▄▄▄▅▃▄▆▇▇▆▅▆▇▄█▆▆▅▄▄▃▅▇▆▇▆█▅▇▄▆▅▆▆▆▅
train/value_loss▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▃██▂▁▁▃▂▁▁▁▁▁▁▁▁▁▃▂▂▁▁

Run summary:

global_step200704
rollout/ep_len_mean24.77
rollout/ep_rew_mean-11.45
time/fps389.0
train/approx_kl0.26313
train/clip_fraction0.17793
train/clip_range0.2
train/entropy_loss-0.36315
train/explained_variance0.89819
train/learning_rate0.0003
train/loss0.24744
train/policy_gradient_loss-0.02851
train/value_loss0.52073

"
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       " View run confused-meadow-3 at: https://wandb.ai/fulltime/wordle/runs/ot2i0b8h
Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 2 other file(s)"
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "Find logs at: ./wandb/run-20240319_162920-ot2i0b8h/logs"
+      ],
+      "text/plain": [
+       ""
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model = PPO(config[\"policy_type\"], env=env, verbose=0, tensorboard_log=f\"runs/{run.id}\")\n",
     "\n",
     "# Train for a certain number of timesteps\n",
-    "model.learn(total_timesteps=100000)\n",
+    "model.learn(\n",
+    "    total_timesteps=config[\"total_timesteps\"],\n",
+    "    callback=WandbCallback(\n",
+    "        model_save_path=f\"models/{run.id}\",\n",
+    "        verbose=2,\n",
+    "    ),\n",
+    "\tprogress_bar=True\n",
+    ")\n",
+    "\n",
+    "run.finish()\n",
     "\n",
     "# Save the model\n",
     "model.save(\"wordle_ppo_model\")"
@@ -57,10 +2916,60 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "model.save(\"wordle_ppo_model\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = PPO.load(\"wordle_ppo_model\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "100%|██████████| 1000/1000 [00:20<00:00, 49.06it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "-6.703\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "rewards = 0\n",
+    "for i in tqdm(range(1000)):\n",
+    "    obs, _ = env.reset()\n",
+    "    done = False\n",
+    "    while not done:\n",
+    "        action, _ = model.predict(obs)\n",
+    "        obs, reward, done, _, info = env.step(action)\n",
+    "        rewards += reward\n",
+    "print(rewards / 1000)"
+   ]
   }
  ],
  "metadata": {
@@ -79,7 +2988,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.5"
+   "version": "3.8.10"
   }
  },
  "nbformat": 4,
diff --git a/gym_wordle/__init__.py b/gym_wordle/__init__.py
deleted file mode 100644
index 9efa1cd..0000000
--- a/gym_wordle/__init__.py
+++ /dev/null
@@ -1,7 +0,0 @@
-from gym.envs.registration import register
-from .wordle import WordleEnv
-
-register(
-    id='Wordle-v0',
-    entry_point='gym_wordle.wordle:WordleEnv'
-)
diff --git a/gym_wordle/dictionary/guess_list.csv b/gym_wordle/dictionary/guess_list.csv
deleted file mode 100644
index 670b1bb..0000000
--- a/gym_wordle/dictionary/guess_list.csv
+++ /dev/null
@@ -1,12972 +0,0 @@
-aahed
-aalii
-aargh
-aarti
-abaca
-abaci
-aback
-abacs
-abaft
-abaka
-abamp
-aband
-abase
-abash
-abask
-abate
-abaya
-abbas
-abbed
-abbes
-abbey
-abbot
-abcee
-abeam
-abear
-abele
-abers
-abets
-abhor
-abide
-abies
-abled
-abler
-ables
-ablet
-ablow
-abmho
-abode
-abohm
-aboil
-aboma
-aboon
-abord
-abore
-abort
-about
-above
-abram
-abray
-abrim
-abrin
-abris
-absey
-absit
-abuna
-abune
-abuse
-abuts
-abuzz
-abyes
-abysm
-abyss
-acais
-acari
-accas
-accoy
-acerb
-acers
-aceta
-achar
-ached
-aches
-achoo
-acids
-acidy
-acing
-acini
-ackee
-acker
-acmes
-acmic
-acned
-acnes
-acock
-acold
-acorn
-acred
-acres
-acrid
-acros
-acted
-actin
-acton
-actor
-acute
-acyls
-adage
-adapt
-adaws
-adays
-adbot
-addax
-added
-adder
-addio
-addle
-adeem
-adept
-adhan
-adieu
-adios
-adits
-adman
-admen
-admin
-admit
-admix
-adobe
-adobo
-adopt
-adore
-adorn
-adown
-adoze
-adrad
-adred
-adsum
-aduki
-adult
-adunc
-adust
-advew
-adyta
-adzed
-adzes
-aecia
-aedes
-aegis
-aeons
-aerie
-aeros
-aesir
-afald
-afara
-afars
-afear
-affix
-afire
-aflaj
-afoot
-afore
-afoul
-afrit
-afros
-after
-again
-agama
-agami
-agape
-agars
-agast
-agate
-agave
-agaze
-agene
-agent
-agers
-agger
-aggie
-aggri
-aggro
-aggry
-aghas
-agila
-agile
-aging
-agios
-agism
-agist
-agita
-aglee
-aglet
-agley
-agloo
-aglow
-aglus
-agmas
-agoge
-agone
-agons
-agony
-agood
-agora
-agree
-agria
-agrin
-agros
-agued
-agues
-aguna
-aguti
-ahead
-aheap
-ahent
-ahigh
-ahind
-ahing
-ahint
-ahold
-ahull
-ahuru
-aidas
-aided
-aider
-aides
-aidoi
-aidos
-aiery
-aigas
-aight
-ailed
-aimed
-aimer
-ainee
-ainga
-aioli
-aired
-airer
-airns
-airth
-airts
-aisle
-aitch
-aitus
-aiver
-aiyee
-aizle
-ajies
-ajiva
-ajuga
-ajwan
-akees
-akela
-akene
-aking
-akita
-akkas
-alaap
-alack
-alamo
-aland
-alane
-alang
-alans
-alant
-alapa
-alaps
-alarm
-alary
-alate
-alays
-albas
-albee
-album
-alcid
-alcos
-aldea
-alder
-aldol
-aleck
-alecs
-alefs
-aleft
-aleph
-alert
-alews
-aleye
-alfas
-algae
-algal
-algas
-algid
-algin
-algor
-algum
-alias
-alibi
-alien
-alifs
-align
-alike
-aline
-alist
-alive
-aliya
-alkie
-alkos
-alkyd
-alkyl
-allay
-allee
-allel
-alley
-allis
-allod
-allot
-allow
-alloy
-allyl
-almah
-almas
-almeh
-almes
-almud
-almug
-alods
-aloed
-aloes
-aloft
-aloha
-aloin
-alone
-along
-aloof
-aloos
-aloud
-alowe
-alpha
-altar
-alter
-altho
-altos
-alula
-alums
-alure
-alvar
-alway
-amahs
-amain
-amass
-amate
-amaut
-amaze
-amban
-amber
-ambit
-amble
-ambos
-ambry
-ameba
-ameer
-amend
-amene
-amens
-ament
-amias
-amice
-amici
-amide
-amido
-amids
-amies
-amiga
-amigo
-amine
-amino
-amins
-amirs
-amiss
-amity
-amlas
-amman
-ammon
-ammos
-amnia
-amnic
-amnio
-amoks
-amole
-among
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\ No newline at end of file
diff --git a/gym_wordle/dictionary/guess_list.npy b/gym_wordle/dictionary/guess_list.npy
deleted file mode 100644
index c23501378db815c9b1bb4c5493bc014afe54ad17..0000000000000000000000000000000000000000
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diff --git a/gym_wordle/dictionary/solution_list.csv b/gym_wordle/dictionary/solution_list.csv
deleted file mode 100644
index 821a934..0000000
--- a/gym_wordle/dictionary/solution_list.csv
+++ /dev/null
@@ -1,2315 +0,0 @@
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\ No newline at end of file
diff --git a/gym_wordle/dictionary/solution_list.npy b/gym_wordle/dictionary/solution_list.npy
deleted file mode 100644
index a03dd86f11ea17ef47b9655f06f9ac5941ca67b9..0000000000000000000000000000000000000000
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z$`2Y&Fjx=Rmt
z#l str:
-    """Converts a numpy integer array into a corresponding English string.
-
-    Args:
-        array: Word in array (int) form. It is assumed that each integer in the
-          array is between 0,...,26 (inclusive).
-
-    Returns:
-        A (lowercase) string representation of the word.    
-    """
-    return ''.join(_chars[i] for i in array)
-
-
-def to_array(word: str) -> npt.NDArray[np.int64]:
-    """Converts a string of characters into a corresponding numpy array.
-
-    Args:
-        word: Word in string form. It is assumed that each character in the
-          string is either an empty space ' ' or lowercase alphabetical
-          character.
-
-    Returns:
-        An array representation of the word.
-    """
-    return np.array([_char_d[c] for c in word])
-
-
-def get_words(category: str, build: bool = False) -> npt.NDArray[np.int64]:
-    """Loads a list of words in array form. 
-
-    If specified, this will recompute the list from the human-readable list of
-    words, and save the results in array form.
-
-    Args:
-        category: Either 'guess' or 'solution', which corresponds to the list
-          of acceptable guess words and the list of acceptable solution words.
-        build: If True, recomputes and saves the array-version of the computed
-          list for future access.
-
-    Returns:
-        An array representation of the list of words specified by the category.
-        This array has two dimensions, and the number of columns is fixed at
-        five.
-    """
-    assert category in {'guess', 'solution'}
-
-    arr_path = Path(__file__).parent / f'dictionary/{category}_list.npy'
-    if build:
-        list_path = Path(__file__).parent / f'dictionary/{category}_list.csv'
-
-        with open(list_path, 'r') as f:
-            words = np.array([to_array(line.strip()) for line in f])
-            np.save(arr_path, words)
-
-    return np.load(arr_path)
-
-
-def play():
-    """Play Wordle yourself!"""
-    import gym
-    import gym_wordle
-
-    env = gym.make('Wordle-v0')  # load the environment
-
-    env.reset()
-    solution = to_english(env.unwrapped.solution_space[env.solution]).upper()  # no peeking!
-
-    done = False
-
-    while not done:
-        action = -1
-
-        # in general, the environment won't be forgiving if you input an
-        # invalid word, but for this function I want to let you screw up user
-        # input without consequence, so just loops until valid input is taken
-        while not env.action_space.contains(action):
-            guess = input('Guess: ')
-            action = env.unwrapped.action_space.index_of(to_array(guess))
-
-        state, reward, done, info = env.step(action)
-        env.render()
-
-    print(f"The word was {solution}")
diff --git a/gym_wordle/wordle.py b/gym_wordle/wordle.py
deleted file mode 100644
index 9152117..0000000
--- a/gym_wordle/wordle.py
+++ /dev/null
@@ -1,353 +0,0 @@
-import gymnasium as gym
-import numpy as np
-import numpy.typing as npt
-from sty import fg, bg, ef, rs
-
-from collections import Counter
-from gym_wordle.utils import to_english, to_array, get_words
-from typing import Optional
-from collections import defaultdict
-
-
-class WordList(gym.spaces.Discrete):
-    """Super class for defining a space of valid words according to a specified
-    list.
-
-    The space is a subclass of gym.spaces.Discrete, where each element
-    corresponds to an index of a valid word in the word list. The obfuscation
-    is necessary for more direct implementation of RL algorithms, which expect
-    spaces of less sophisticated form.
-
-    In addition to the default methods of the Discrete space, it implements
-    a __getitem__ method for easy index lookup, and an index_of method to
-    convert potential words into their corresponding index (if they exist).
-    """
-
-    def __init__(self, words: npt.NDArray[np.int64], **kwargs):
-        """
-        Args:
-            words: Collection of words in array form with shape (_, 5), where
-              each word is a row of the array. Each array element is an integer
-              between 0,...,26 (inclusive).
-            kwargs: See documentation for gym.spaces.MultiDiscrete
-        """
-        super().__init__(words.shape[0], **kwargs)
-        self.words = words
-
-    def __getitem__(self, index: int) -> npt.NDArray[np.int64]:
-        """Obtains the (int-encoded) word associated with the given index.
-
-        Args:
-            index: Index for the list of words.
-
-        Returns:
-            Associated word at the position specified by index.
-        """
-        return self.words[index]
-
-    def index_of(self, word: npt.NDArray[np.int64]) -> int:
-        """Given a word, determine its index in the list (if it exists),
-        otherwise returning -1 if no index exists.
-
-        Args:
-            word: Word to find in the word list.
-
-        Returns:
-            The index of the given word if it exists, otherwise -1.
-        """
-        try:
-            index, = np.nonzero((word == self.words).all(axis=1))
-            return index[0]
-        except:
-            return -1
-
-
-class SolutionList(WordList):
-    """Space for *solution* words to the Wordle environment.
-
-    In the game Wordle, there are two different collections of words:
-
-    * "guesses", which the game accepts as valid words to use to guess the
-      answer.
-    * "solutions", which the game uses to choose solutions from.
-
-    Of course, the set of solutions is a strict subset of the set of guesses.
-
-    This class represents the set of solution words.
-    """
-
-    def __init__(self, **kwargs):
-        """
-        Args:
-            kwargs: See documentation for gym.spaces.MultiDiscrete
-        """
-        words = get_words('solution')
-        super().__init__(words, **kwargs)
-
-
-class WordleObsSpace(gym.spaces.Box):
-    """Implementation of the state (observation) space in terms of gym
-    primitives, in this case, gym.spaces.Box.
-
-    The Wordle observation space can be thought of as a 6x5 array with two
-    channels:
-
-      - the character channel, indicating which characters are placed on the
-        board (unfilled rows are marked with the empty character, 0)
-      - the flag channel, indicating the in-game information associated with
-        each character's placement (green highlight, yellow highlight, etc.)
-
-    where there are 6 rows, one for each turn in the game, and 5 columns, since
-    the solution will always be a word of length 5.
-
-    For simplicity, and compatibility with stable_baselines algorithms,
-    this multichannel is modeled as a 6x10 array, where the two channels are
-    horizontally appended (along columns). Thus each row in the observation
-    should be interpreted as c0 c1 c2 c3 c4 f0 f1 f2 f3 f4 when the word is
-    c0...c4 and its associated flags are f0...f4.
-    """
-
-    def __init__(self, **kwargs):
-        self.n_rows = 6
-        self.n_cols = 5
-        self.max_char = 26
-        self.max_flag = 4
-
-        low = np.zeros((self.n_rows, 2*self.n_cols))
-        high = np.c_[np.full((self.n_rows, self.n_cols), self.max_char),
-                     np.full((self.n_rows, self.n_cols), self.max_flag)]
-
-        super().__init__(low, high, dtype=np.int64, **kwargs)
-
-
-class GuessList(WordList):
-    """Space for *guess* words to the Wordle environment.
-
-    This class represents the set of guess words.
-    """
-
-    def __init__(self, **kwargs):
-        """
-        Args:
-            kwargs: See documentation for gym.spaces.MultiDiscrete
-        """
-        words = get_words('guess')
-        super().__init__(words, **kwargs)
-
-
-class WordleEnv(gym.Env):
-    metadata = {'render.modes': ['human']}
-
-    # Character flag codes
-    no_char = 0
-    right_pos = 1
-    wrong_pos = 2
-    wrong_char = 3
-
-    def __init__(self):
-        super().__init__()
-
-        self.action_space = GuessList()
-        self.solution_space = SolutionList()
-
-        # Example setup based on the flattened state size you're now using
-        num_position_availability = 26 * 5  # 26 letters for each of the 5 positions
-        num_global_availability = 26  # Global letter availability
-        num_letter_found_flags = 5  # One flag for each position
-        total_size = num_position_availability + num_global_availability + num_letter_found_flags
-
-        # Define the observation space to match the flattened state format
-        self.observation_space = gym.spaces.Box(low=0, high=2, shape=(total_size,), dtype=np.float32)
-
-        self._highlights = {
-            self.right_pos: (bg.green, bg.rs),
-            self.wrong_pos: (bg.yellow, bg.rs),
-            self.wrong_char: ('', ''),
-            self.no_char: ('', ''),
-        }
-
-        self.n_rounds = 6
-        self.n_letters = 5
-        self.info = {
-            'correct': False,
-            'guesses': set(),
-            'known_positions': np.full(5, -1),  # -1 for unknown, else letter index
-            'known_letters': set(),  # Letters known to be in the word
-            'not_in_word': set(),  # Letters known not to be in the word
-            'tried_positions': defaultdict(set)  # Positions tried for each letter
-        }
-        self.reset()
-
-    def _highlighter(self, char: str, flag: int) -> str:
-        """Terminal renderer functionality. Properly highlights a character
-        based on the flag associated with it.
-
-        Args:
-            char: Character in question.
-            flag: Associated flag, one of:
-                - 0: no character (render no background)
-                - 1: right position (render green background)
-                - 2: wrong position (render yellow background)
-                - 3: wrong character (render no background)
-
-        Returns:
-            Correct ASCII sequence producing the desired character in the
-            correct background.
-        """
-        front, back = self._highlights[flag]
-        return front + char + back
-
-    def reset(self, seed=None, options=None):
-        """Reset the environment to an initial state and returns an initial
-        observation.
-
-        Note: The observation space instance should be a Box space.
-
-        Returns:
-            state (object): The initial observation of the space.
-        """
-        self.round = 0
-        self.solution = self.solution_space.sample()
-        self.soln_hash = set(self.solution_space[self.solution])
-
-        self.state = {
-            'position_availability': [np.ones(26) for _ in range(5)],  # Each position can initially have any letter
-            'global_availability': np.ones(26),  # Initially, all letters are available
-            'letter_found': np.zeros(5)  # Initially, no correct letters are found
-        }
-
-        self.info = {
-            'correct': False,
-            'guesses': set(),
-            'known_positions': np.full(5, -1),
-            'known_letters': set(),
-            'not_in_word': set(),
-            'tried_positions': defaultdict(set)
-        }
-
-        self.simulate_first_guess()
-
-        return self.get_observation(), self.info
-
-    def simulate_first_guess(self):
-        fixed_first_guess = "rates"  # Example: Using 'rates' as the fixed first guess
-        # Convert the fixed guess into the appropriate format (e.g., indices of letters)
-        fixed_guess_indices = to_array(fixed_first_guess)
-        solution_indices = self.solution_space[self.solution]
-
-        for pos in range(5):  # Iterate over each position in the word
-            letter_idx = fixed_guess_indices[pos]
-            if letter_idx == solution_indices[pos]:  # Correct letter in the correct position
-                self.state['position_availability'][pos] = np.zeros(26)
-                self.state['position_availability'][pos][letter_idx] = 1
-                self.state['letter_found'][pos] = 1
-            elif letter_idx in solution_indices:  # Correct letter in the wrong position
-                self.state['position_availability'][pos][letter_idx] = 0
-                # Mark this letter as still available in other positions
-                for other_pos in range(5):
-                    if self.state['letter_found'][other_pos] == 0:  # If not already found
-                        self.state['position_availability'][other_pos][letter_idx] = 1
-            else:  # Letter not in the word
-                self.state['global_availability'][letter_idx] = 0
-                # Update all positions to reflect this letter is not in the word
-                for other_pos in range(5):
-                    self.state['position_availability'][other_pos][letter_idx] = 0
-        self.round = 1  # Increment round to reflect that first guess has been simulated
-
-    def render(self, mode: str = 'human'):
-        """Renders the Wordle environment.
-
-        Currently supported render modes:
-        - human: renders the Wordle game to the terminal.
-
-        Args:
-            mode: the mode to render with.
-        """
-        if mode == 'human':
-            for row in self.state:
-                text = ''.join(map(
-                    self._highlighter,
-                    to_english(row[:self.n_letters]).upper(),
-                    row[self.n_letters:]
-                ))
-                print(text)
-        else:
-            super().render(mode=mode)
-
-    def step(self, action):
-        assert self.action_space.contains(action), 'Invalid word!'
-
-        guessed_word = self.action_space[action]
-        solution_word = self.solution_space[self.solution]
-
-        reward = 0
-        correct_guess = np.array_equal(guessed_word, solution_word)
-
-        # Initialize flags for current guess based on the new state structure
-        current_flags = np.zeros((self.n_letters, 26))  # Replaced with a more detailed flag system
-
-        # Track newly discovered information
-        new_info = False
-
-        for i in range(self.n_letters):
-            guessed_letter = guessed_word[i] - 1
-            if guessed_letter in solution_word:
-                if guessed_letter in self.info['not_in_word']:
-                    reward -= 2  # Penalize for reusing a letter found to not be in the word
-
-                if guessed_letter == solution_word[i]:
-                    # Handle correct letter in the correct position
-                    current_flags[i, :] = 0  # Set all other letters to not possible
-                    current_flags[i, guessed_letter] = 2  # Mark this letter as correct
-                    self.info['known_positions'][i] = 1  # Update known_positions
-                    reward += 10  # Reward for correct placement
-                    new_info = True
-                else:
-                    # Correct letter, wrong position
-                    if self.info['known_positions'][i] == 0:
-                        # Only update if we haven't already found the correct letter for this position
-                        current_flags[:, guessed_letter] = 2  # Mark this letter as found in another position
-                        reward += 5
-                        new_info = True
-            else:
-                # Letter not in word
-                if guessed_letter not in self.info['not_in_word']:
-                    self.info['not_in_word'].add(guessed_letter)
-                    reward -= 2  # Penalize for guessing a letter not in the word
-                    new_info = True
-                    for pos in range(self.n_letters):
-                        # Update all positions to reflect this letter is not correct
-                        current_flags[pos, guessed_letter] = 0
-
-            # Update global letter availability based on the guess
-            for letter in range(26):
-                if letter not in guessed_word or letter in self.info['not_in_word']:
-                    self.state['global_availability'][letter] = 0
-
-        # Check if the game is over
-        done = self.round == self.n_rounds - 1 or correct_guess
-        self.info['correct'] = correct_guess
-
-        if correct_guess:
-            reward += 100  # Major reward for winning
-        elif done:
-            reward -= 50  # Penalty for losing without using new information effectively
-        elif not new_info:
-            reward -= 10  # Penalty if no new information was used in this guess
-
-        self.round += 1
-
-        return self.get_observation(), reward, done, False, self.info
-
-    def get_observation(self):
-        # Flatten the position-specific letter availability
-        position_availability_flat = np.concatenate(self.state['position_availability'])
-
-        # Global availability is already a 1D array, but ensure consistency in data handling
-        global_availability_flat = self.state['global_availability'].flatten()
-
-        # Concatenate all parts of the state into a single flat array for the DQN input
-        full_state_flat = np.concatenate(
-            [position_availability_flat, global_availability_flat, self.state['letter_found']])
-
-        return full_state_flat
diff --git a/letter_guess.py b/letter_guess.py
index 63792ea..94f5865 100644
--- a/letter_guess.py
+++ b/letter_guess.py
@@ -15,18 +15,17 @@ class LetterGuessingEnv(gym.Env):
 
     metadata = {'render_modes': ['human']}
 
-    def __init__(self, valid_words, seed):
+    def __init__(self, valid_words, seed=None):
         self.action_space = spaces.Discrete(26)
-        self.observation_space = spaces.Box(low=0, high=2, shape=(26*2 + 26*4,), dtype=np.int32)
+        self.observation_space = spaces.Box(low=0, high=1, shape=(26*2 + 26*4,), dtype=np.int32)
 
         self.valid_words = valid_words  # List of valid Wordle words
         self.target_word = ''  # Target word for the current episode
-        self.valid_words_str = '_'.join(self.valid_words) + '_'
+        self.valid_words_str = ' '.join(self.valid_words) + ' '
         self.letter_flags = None
         self.letter_positions = None
         self.guessed_letters = set()
         self.guess_prefix = ""  # Tracks the current guess prefix
-        self.round = 1
 
         self.reset()
 
@@ -47,16 +46,21 @@ class LetterGuessingEnv(gym.Env):
             self.guessed_letters.add(letter)
 
             # Update letter flags based on whether the letter is in the target word
-            if self.target_word_encoded[letter_index] == 1:
+            if self.target_word[position] == letter:
                 self.letter_flags[letter_index, :] = [1, 0]  # Update flag for correct guess
+            elif letter in self.target_word:
+                self.letter_flags[letter_index, :] = [0, 1]  # Update flag for correct guess wrong position
             else:
                 self.letter_flags[letter_index, :] = [0, 0]  # Update flag for incorrect guess
 
             reward = 1  # Reward for adding new information by trying a new letter
 
             # Update the letter_positions matrix to reflect the new guess
-            self.letter_positions[:, position] = 0
-            self.letter_positions[letter_index, position] = 1
+            if position == 4: 
+                self.letter_positions[:,:] = 1
+            else:
+                self.letter_positions[:, position] = 0
+                self.letter_positions[letter_index, position] = 1
 
         # Use regex to check if the current prefix can lead to a valid word
         if not re.search(r'\b' + self.guess_prefix, self.valid_words_str):
@@ -65,25 +69,30 @@ class LetterGuessingEnv(gym.Env):
 
         # guessed a full word so we reset our guess prefix to guess next round
         if len(self.guess_prefix) == len(self.target_word):
-            self.guess_prefix == ''
+            self.guess_prefix = ''
             self.round += 1
 
-        # end after 3 rounds of total guesses
-        if self.round == 3:
+        # end after 5 rounds of total guesses
+        if self.round == 2:
+            # reward = 5
             done = True
 
         obs = self._get_obs()
+        
+        if reward < -50:
+            print(obs, reward, done)
 
         return obs, reward, done, False, {}
 
-    def reset(self, seed):
+    def reset(self, seed=None):
         self.target_word = random.choice(self.valid_words)
-        self.target_word_encoded = self.encode_word(self.target_word)
-        self.letter_flags = np.ones((26, 2)) * 2
-        self.letter_positions = np.ones((26, 4))
+        # self.target_word_encoded = self.encode_word(self.target_word)
+        self.letter_flags = np.ones((26, 2), dtype=np.int32)
+        self.letter_positions = np.ones((26, 4), dtype=np.int32)
         self.guessed_letters = set()
         self.guess_prefix = ""  # Reset the guess prefix for the new episode
-        return self._get_obs()
+        self.round = 1
+        return self._get_obs(), {}
 
     def encode_word(self, word):
         encoded = np.zeros((26,))

From 848d385482f19b90ab21880e4f7b5160fb75802d Mon Sep 17 00:00:00 2001
From: Arthur Lu 
Date: Wed, 20 Mar 2024 12:18:15 -0700
Subject: [PATCH 05/11] run model train, abt 3 avg reward

---
 dqn_letter_gssr.ipynb | 2781 ++---------------------------------------
 dqn_wordle.ipynb      |  338 -----
 letter_guess.py       |    9 +-
 3 files changed, 86 insertions(+), 3042 deletions(-)
 delete mode 100644 dqn_wordle.ipynb

diff --git a/dqn_letter_gssr.ipynb b/dqn_letter_gssr.ipynb
index 1039266..2b8a960 100644
--- a/dqn_letter_gssr.ipynb
+++ b/dqn_letter_gssr.ipynb
@@ -27,7 +27,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from stable_baselines3 import PPO  # Or any other suitable RL algorithm\n",
+    "from stable_baselines3 import PPO, DQN  # Or any other suitable RL algorithm\n",
     "from stable_baselines3.common.env_checker import check_env\n",
     "from letter_guess import LetterGuessingEnv\n",
     "from tqdm import tqdm"
@@ -62,13 +62,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "Failed to detect the name of this notebook, you can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
+      "Failed to detect the name of this notebook, you can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n",
       "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mltcptgeneral\u001b[0m (\u001b[33mfulltime\u001b[0m). Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"
      ]
     },
@@ -87,7 +81,7 @@
     {
      "data": {
       "text/html": [
-       "Run data is saved locally in /home/art/cse151b-final-project/wandb/run-20240319_162920-ot2i0b8h"
+       "Run data is saved locally in /home/art/cse151b-final-project/wandb/run-20240319_211220-cyh5nscz"
       ],
       "text/plain": [
        ""
@@ -99,7 +93,7 @@
     {
      "data": {
       "text/html": [
-       "Syncing run confused-meadow-3 to Weights & Biases (docs)
"
+       "Syncing run distinctive-flower-20 to Weights & Biases (docs)
"
       ],
       "text/plain": [
        ""
@@ -123,7 +117,7 @@
     {
      "data": {
       "text/html": [
-       " View run at https://wandb.ai/fulltime/wordle/runs/ot2i0b8h"
+       " View run at https://wandb.ai/fulltime/wordle/runs/cyh5nscz"
       ],
       "text/plain": [
        ""
@@ -134,6 +128,7 @@
     }
    ],
    "source": [
+    "model_save_path = \"wordle_ppo_model\"\n",
     "config = {\n",
     "    \"policy_type\": \"MlpPolicy\",\n",
     "    \"total_timesteps\": 200_000\n",
@@ -157,13 +152,13 @@
       "Using cuda device\n",
       "Wrapping the env with a `Monitor` wrapper\n",
       "Wrapping the env in a DummyVecEnv.\n",
-      "Logging to runs/ot2i0b8h/PPO_1\n"
+      "Logging to runs/cyh5nscz/PPO_1\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "585e7545478a485aa91c487b8630840f",
+       "model_id": "ca60c274a90b4dddaf275fe164012f16",
        "version_major": 2,
        "version_minor": 0
       },
@@ -180,94 +175,40 @@
      "text": [
       "---------------------------------\n",
       "| rollout/           |          |\n",
-      "|    ep_len_mean     | 2.48     |\n",
-      "|    ep_rew_mean     | -3.7     |\n",
+      "|    ep_len_mean     | 2.54     |\n",
+      "|    ep_rew_mean     | -3.66    |\n",
       "| time/              |          |\n",
-      "|    fps             | 465      |\n",
+      "|    fps             | 721      |\n",
       "|    iterations      | 1        |\n",
-      "|    time_elapsed    | 4        |\n",
+      "|    time_elapsed    | 2        |\n",
       "|    total_timesteps | 2048     |\n",
       "---------------------------------\n"
      ]
     },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 2.49       |\n",
-      "|    ep_rew_mean          | -3.65      |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 395        |\n",
-      "|    iterations           | 2          |\n",
-      "|    time_elapsed         | 10         |\n",
-      "|    total_timesteps      | 4096       |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.04501068 |\n",
-      "|    clip_fraction        | 0.427      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -3.23      |\n",
-      "|    explained_variance   | 0.189      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.205      |\n",
-      "|    n_updates            | 10         |\n",
-      "|    policy_gradient_loss | -0.0667    |\n",
-      "|    value_loss           | 0.997      |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 2.84       |\n",
-      "|    ep_rew_mean          | -3.4       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 381        |\n",
-      "|    iterations           | 3          |\n",
-      "|    time_elapsed         | 16         |\n",
-      "|    total_timesteps      | 6144       |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.01765968 |\n",
-      "|    clip_fraction        | 0.319      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -3.17      |\n",
-      "|    explained_variance   | 0.481      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.123      |\n",
-      "|    n_updates            | 20         |\n",
-      "|    policy_gradient_loss | -0.0525    |\n",
-      "|    value_loss           | 0.383      |\n",
-      "----------------------------------------\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "-----------------------------------------\n",
       "| rollout/                |             |\n",
-      "|    ep_len_mean          | 2.98        |\n",
-      "|    ep_rew_mean          | -3.28       |\n",
+      "|    ep_len_mean          | 2.53        |\n",
+      "|    ep_rew_mean          | -3.61       |\n",
       "| time/                   |             |\n",
-      "|    fps                  | 374         |\n",
-      "|    iterations           | 4           |\n",
-      "|    time_elapsed         | 21          |\n",
-      "|    total_timesteps      | 8192        |\n",
+      "|    fps                  | 718         |\n",
+      "|    iterations           | 2           |\n",
+      "|    time_elapsed         | 5           |\n",
+      "|    total_timesteps      | 4096        |\n",
       "| train/                  |             |\n",
-      "|    approx_kl            | 0.018652592 |\n",
-      "|    clip_fraction        | 0.368       |\n",
+      "|    approx_kl            | 0.011673957 |\n",
+      "|    clip_fraction        | 0.0292      |\n",
       "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -3.11       |\n",
-      "|    explained_variance   | 0.428       |\n",
+      "|    entropy_loss         | -3.25       |\n",
+      "|    explained_variance   | -0.126      |\n",
       "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.181       |\n",
-      "|    n_updates            | 30          |\n",
-      "|    policy_gradient_loss | -0.0572     |\n",
-      "|    value_loss           | 0.51        |\n",
+      "|    loss                 | 0.576       |\n",
+      "|    n_updates            | 10          |\n",
+      "|    policy_gradient_loss | -0.0197     |\n",
+      "|    value_loss           | 3.58        |\n",
       "-----------------------------------------\n"
      ]
     },
@@ -277,348 +218,24 @@
      "text": [
       "-----------------------------------------\n",
       "| rollout/                |             |\n",
-      "|    ep_len_mean          | 3.1         |\n",
-      "|    ep_rew_mean          | -3.24       |\n",
+      "|    ep_len_mean          | 2.7         |\n",
+      "|    ep_rew_mean          | -3.56       |\n",
       "| time/                   |             |\n",
-      "|    fps                  | 369         |\n",
-      "|    iterations           | 5           |\n",
-      "|    time_elapsed         | 27          |\n",
-      "|    total_timesteps      | 10240       |\n",
+      "|    fps                  | 698         |\n",
+      "|    iterations           | 3           |\n",
+      "|    time_elapsed         | 8           |\n",
+      "|    total_timesteps      | 6144        |\n",
       "| train/                  |             |\n",
-      "|    approx_kl            | 0.023806999 |\n",
-      "|    clip_fraction        | 0.365       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -3.04       |\n",
-      "|    explained_variance   | 0.46        |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.118       |\n",
-      "|    n_updates            | 40          |\n",
-      "|    policy_gradient_loss | -0.0609     |\n",
-      "|    value_loss           | 0.499       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 3.15        |\n",
-      "|    ep_rew_mean          | -3.09       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 366         |\n",
-      "|    iterations           | 6           |\n",
-      "|    time_elapsed         | 33          |\n",
-      "|    total_timesteps      | 12288       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.024716537 |\n",
-      "|    clip_fraction        | 0.372       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -2.94       |\n",
-      "|    explained_variance   | 0.495       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.266       |\n",
-      "|    n_updates            | 50          |\n",
-      "|    policy_gradient_loss | -0.0578     |\n",
-      "|    value_loss           | 0.503       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 3.46        |\n",
-      "|    ep_rew_mean          | -2.8        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 365         |\n",
-      "|    iterations           | 7           |\n",
-      "|    time_elapsed         | 39          |\n",
-      "|    total_timesteps      | 14336       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.023435738 |\n",
-      "|    clip_fraction        | 0.357       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -2.82       |\n",
-      "|    explained_variance   | 0.556       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.105       |\n",
-      "|    n_updates            | 60          |\n",
-      "|    policy_gradient_loss | -0.0537     |\n",
-      "|    value_loss           | 0.491       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 3.54       |\n",
-      "|    ep_rew_mean          | -2.74      |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 363        |\n",
-      "|    iterations           | 8          |\n",
-      "|    time_elapsed         | 45         |\n",
-      "|    total_timesteps      | 16384      |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.02574392 |\n",
-      "|    clip_fraction        | 0.29       |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -2.71      |\n",
-      "|    explained_variance   | 0.608      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.125      |\n",
-      "|    n_updates            | 70         |\n",
-      "|    policy_gradient_loss | -0.0445    |\n",
-      "|    value_loss           | 0.464      |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 3.71        |\n",
-      "|    ep_rew_mean          | -2.63       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 362         |\n",
-      "|    iterations           | 9           |\n",
-      "|    time_elapsed         | 50          |\n",
-      "|    total_timesteps      | 18432       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.021754535 |\n",
-      "|    clip_fraction        | 0.251       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -2.56       |\n",
-      "|    explained_variance   | 0.673       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.152       |\n",
-      "|    n_updates            | 80          |\n",
-      "|    policy_gradient_loss | -0.0385     |\n",
-      "|    value_loss           | 0.4         |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 3.8         |\n",
-      "|    ep_rew_mean          | -2.5        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 362         |\n",
-      "|    iterations           | 10          |\n",
-      "|    time_elapsed         | 56          |\n",
-      "|    total_timesteps      | 20480       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.018548178 |\n",
-      "|    clip_fraction        | 0.239       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -2.46       |\n",
-      "|    explained_variance   | 0.702       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.218       |\n",
-      "|    n_updates            | 90          |\n",
-      "|    policy_gradient_loss | -0.0361     |\n",
-      "|    value_loss           | 0.396       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 3.8         |\n",
-      "|    ep_rew_mean          | -2.34       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 362         |\n",
-      "|    iterations           | 11          |\n",
-      "|    time_elapsed         | 62          |\n",
-      "|    total_timesteps      | 22528       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.016667131 |\n",
-      "|    clip_fraction        | 0.24        |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -2.36       |\n",
-      "|    explained_variance   | 0.698       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.226       |\n",
-      "|    n_updates            | 100         |\n",
-      "|    policy_gradient_loss | -0.037      |\n",
-      "|    value_loss           | 0.411       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 3.95        |\n",
-      "|    ep_rew_mean          | -2.31       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 361         |\n",
-      "|    iterations           | 12          |\n",
-      "|    time_elapsed         | 67          |\n",
-      "|    total_timesteps      | 24576       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.020023255 |\n",
-      "|    clip_fraction        | 0.257       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -2.24       |\n",
-      "|    explained_variance   | 0.712       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.0958      |\n",
-      "|    n_updates            | 110         |\n",
-      "|    policy_gradient_loss | -0.0381     |\n",
-      "|    value_loss           | 0.406       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 4.19        |\n",
-      "|    ep_rew_mean          | -2.03       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 360         |\n",
-      "|    iterations           | 13          |\n",
-      "|    time_elapsed         | 73          |\n",
-      "|    total_timesteps      | 26624       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.019943349 |\n",
-      "|    clip_fraction        | 0.266       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -2.13       |\n",
-      "|    explained_variance   | 0.712       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.0974      |\n",
-      "|    n_updates            | 120         |\n",
-      "|    policy_gradient_loss | -0.0387     |\n",
-      "|    value_loss           | 0.444       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 4.24        |\n",
-      "|    ep_rew_mean          | -1.96       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 360         |\n",
-      "|    iterations           | 14          |\n",
-      "|    time_elapsed         | 79          |\n",
-      "|    total_timesteps      | 28672       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.022638176 |\n",
-      "|    clip_fraction        | 0.298       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -1.98       |\n",
-      "|    explained_variance   | 0.697       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.145       |\n",
-      "|    n_updates            | 130         |\n",
-      "|    policy_gradient_loss | -0.0433     |\n",
-      "|    value_loss           | 0.486       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 4.45       |\n",
-      "|    ep_rew_mean          | -1.89      |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 361        |\n",
-      "|    iterations           | 15         |\n",
-      "|    time_elapsed         | 84         |\n",
-      "|    total_timesteps      | 30720      |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.02262218 |\n",
-      "|    clip_fraction        | 0.354      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -1.77      |\n",
-      "|    explained_variance   | 0.727      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.0807     |\n",
-      "|    n_updates            | 140        |\n",
-      "|    policy_gradient_loss | -0.0439    |\n",
-      "|    value_loss           | 0.454      |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 4.91        |\n",
-      "|    ep_rew_mean          | -1.65       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 362         |\n",
-      "|    iterations           | 16          |\n",
-      "|    time_elapsed         | 90          |\n",
-      "|    total_timesteps      | 32768       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.023807548 |\n",
-      "|    clip_fraction        | 0.251       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -1.62       |\n",
-      "|    explained_variance   | 0.654       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.171       |\n",
-      "|    n_updates            | 150         |\n",
-      "|    policy_gradient_loss | -0.0355     |\n",
-      "|    value_loss           | 0.686       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 4.86        |\n",
-      "|    ep_rew_mean          | -1.42       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 361         |\n",
-      "|    iterations           | 17          |\n",
-      "|    time_elapsed         | 96          |\n",
-      "|    total_timesteps      | 34816       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.018085614 |\n",
+      "|    approx_kl            | 0.019258872 |\n",
       "|    clip_fraction        | 0.198       |\n",
       "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -1.49       |\n",
-      "|    explained_variance   | 0.699       |\n",
+      "|    entropy_loss         | -3.22       |\n",
+      "|    explained_variance   | -0.211      |\n",
       "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.339       |\n",
-      "|    n_updates            | 160         |\n",
-      "|    policy_gradient_loss | -0.0297     |\n",
-      "|    value_loss           | 0.674       |\n",
+      "|    loss                 | 0.187       |\n",
+      "|    n_updates            | 20          |\n",
+      "|    policy_gradient_loss | -0.0215     |\n",
+      "|    value_loss           | 0.637       |\n",
       "-----------------------------------------\n"
      ]
     },
@@ -628,1887 +245,24 @@
      "text": [
       "-----------------------------------------\n",
       "| rollout/                |             |\n",
-      "|    ep_len_mean          | 5.4         |\n",
-      "|    ep_rew_mean          | -1.88       |\n",
+      "|    ep_len_mean          | 2.73        |\n",
+      "|    ep_rew_mean          | -3.43       |\n",
       "| time/                   |             |\n",
-      "|    fps                  | 361         |\n",
-      "|    iterations           | 18          |\n",
-      "|    time_elapsed         | 102         |\n",
-      "|    total_timesteps      | 36864       |\n",
+      "|    fps                  | 681         |\n",
+      "|    iterations           | 4           |\n",
+      "|    time_elapsed         | 12          |\n",
+      "|    total_timesteps      | 8192        |\n",
       "| train/                  |             |\n",
-      "|    approx_kl            | 0.015559142 |\n",
-      "|    clip_fraction        | 0.222       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -1.35       |\n",
-      "|    explained_variance   | 0.719       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.354       |\n",
-      "|    n_updates            | 170         |\n",
-      "|    policy_gradient_loss | -0.0349     |\n",
-      "|    value_loss           | 0.629       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 5.54        |\n",
-      "|    ep_rew_mean          | -1.22       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 360         |\n",
-      "|    iterations           | 19          |\n",
-      "|    time_elapsed         | 108         |\n",
-      "|    total_timesteps      | 38912       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.014995611 |\n",
-      "|    clip_fraction        | 0.17        |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -1.32       |\n",
-      "|    explained_variance   | 0.436       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 1.33        |\n",
-      "|    n_updates            | 180         |\n",
-      "|    policy_gradient_loss | -0.031      |\n",
-      "|    value_loss           | 2.79        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 5.28        |\n",
-      "|    ep_rew_mean          | -1.2        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 360         |\n",
-      "|    iterations           | 20          |\n",
-      "|    time_elapsed         | 113         |\n",
-      "|    total_timesteps      | 40960       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.018023107 |\n",
-      "|    clip_fraction        | 0.169       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -1.23       |\n",
-      "|    explained_variance   | 0.559       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.743       |\n",
-      "|    n_updates            | 190         |\n",
-      "|    policy_gradient_loss | -0.0327     |\n",
-      "|    value_loss           | 1.24        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 6.22        |\n",
-      "|    ep_rew_mean          | -0.38       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 361         |\n",
-      "|    iterations           | 21          |\n",
-      "|    time_elapsed         | 119         |\n",
-      "|    total_timesteps      | 43008       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.023376558 |\n",
-      "|    clip_fraction        | 0.29        |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -1.07       |\n",
-      "|    explained_variance   | 0.628       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.502       |\n",
-      "|    n_updates            | 200         |\n",
-      "|    policy_gradient_loss | -0.0451     |\n",
-      "|    value_loss           | 1.11        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 7.06        |\n",
-      "|    ep_rew_mean          | 0.26        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 362         |\n",
-      "|    iterations           | 22          |\n",
-      "|    time_elapsed         | 124         |\n",
-      "|    total_timesteps      | 45056       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.023838695 |\n",
-      "|    clip_fraction        | 0.269       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -1.01       |\n",
-      "|    explained_variance   | 0.566       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.925       |\n",
-      "|    n_updates            | 210         |\n",
-      "|    policy_gradient_loss | -0.0463     |\n",
-      "|    value_loss           | 1.71        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 7.93        |\n",
-      "|    ep_rew_mean          | 1.19        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 362         |\n",
-      "|    iterations           | 23          |\n",
-      "|    time_elapsed         | 129         |\n",
-      "|    total_timesteps      | 47104       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.021363221 |\n",
-      "|    clip_fraction        | 0.229       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.906      |\n",
-      "|    explained_variance   | 0.594       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.819       |\n",
-      "|    n_updates            | 220         |\n",
-      "|    policy_gradient_loss | -0.0426     |\n",
-      "|    value_loss           | 1.94        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 8.52        |\n",
-      "|    ep_rew_mean          | 1.98        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 363         |\n",
-      "|    iterations           | 24          |\n",
-      "|    time_elapsed         | 135         |\n",
-      "|    total_timesteps      | 49152       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.022241611 |\n",
-      "|    clip_fraction        | 0.167       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.882      |\n",
-      "|    explained_variance   | 0.667       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.838       |\n",
-      "|    n_updates            | 230         |\n",
-      "|    policy_gradient_loss | -0.0343     |\n",
-      "|    value_loss           | 1.73        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 8.9         |\n",
-      "|    ep_rew_mean          | 1.8         |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 364         |\n",
-      "|    iterations           | 25          |\n",
-      "|    time_elapsed         | 140         |\n",
-      "|    total_timesteps      | 51200       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.011297604 |\n",
-      "|    clip_fraction        | 0.111       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.859      |\n",
-      "|    explained_variance   | 0.763       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.5         |\n",
-      "|    n_updates            | 240         |\n",
-      "|    policy_gradient_loss | -0.024      |\n",
-      "|    value_loss           | 1.35        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.01        |\n",
-      "|    ep_rew_mean          | 2.23        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 364         |\n",
-      "|    iterations           | 26          |\n",
-      "|    time_elapsed         | 145         |\n",
-      "|    total_timesteps      | 53248       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.010706454 |\n",
-      "|    clip_fraction        | 0.0958      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.84       |\n",
-      "|    explained_variance   | 0.486       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.872       |\n",
-      "|    n_updates            | 250         |\n",
-      "|    policy_gradient_loss | -0.0237     |\n",
-      "|    value_loss           | 2.77        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.75        |\n",
-      "|    ep_rew_mean          | 1.81        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 365         |\n",
-      "|    iterations           | 27          |\n",
-      "|    time_elapsed         | 151         |\n",
-      "|    total_timesteps      | 55296       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.011905432 |\n",
-      "|    clip_fraction        | 0.12        |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.785      |\n",
-      "|    explained_variance   | 0.838       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.121       |\n",
-      "|    n_updates            | 260         |\n",
-      "|    policy_gradient_loss | -0.0206     |\n",
-      "|    value_loss           | 0.851       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.07        |\n",
-      "|    ep_rew_mean          | 2.13        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 365         |\n",
-      "|    iterations           | 28          |\n",
-      "|    time_elapsed         | 156         |\n",
-      "|    total_timesteps      | 57344       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.009603689 |\n",
-      "|    clip_fraction        | 0.0931      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.808      |\n",
-      "|    explained_variance   | 0.684       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.391       |\n",
-      "|    n_updates            | 270         |\n",
-      "|    policy_gradient_loss | -0.0184     |\n",
-      "|    value_loss           | 1.63        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "------------------------------------------\n",
-      "| rollout/                |              |\n",
-      "|    ep_len_mean          | 8.87         |\n",
-      "|    ep_rew_mean          | 2.51         |\n",
-      "| time/                   |              |\n",
-      "|    fps                  | 366          |\n",
-      "|    iterations           | 29           |\n",
-      "|    time_elapsed         | 162          |\n",
-      "|    total_timesteps      | 59392        |\n",
-      "| train/                  |              |\n",
-      "|    approx_kl            | 0.0071417904 |\n",
-      "|    clip_fraction        | 0.0738       |\n",
-      "|    clip_range           | 0.2          |\n",
-      "|    entropy_loss         | -0.736       |\n",
-      "|    explained_variance   | 0.826        |\n",
-      "|    learning_rate        | 0.0003       |\n",
-      "|    loss                 | 0.83         |\n",
-      "|    n_updates            | 280          |\n",
-      "|    policy_gradient_loss | -0.0131      |\n",
-      "|    value_loss           | 1.72         |\n",
-      "------------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.02        |\n",
-      "|    ep_rew_mean          | 2.74        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 366         |\n",
-      "|    iterations           | 30          |\n",
-      "|    time_elapsed         | 167         |\n",
-      "|    total_timesteps      | 61440       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.009269893 |\n",
-      "|    clip_fraction        | 0.0918      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.686      |\n",
-      "|    explained_variance   | 0.912       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.163       |\n",
-      "|    n_updates            | 290         |\n",
-      "|    policy_gradient_loss | -0.0166     |\n",
-      "|    value_loss           | 0.537       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.51        |\n",
-      "|    ep_rew_mean          | 2.29        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 367         |\n",
-      "|    iterations           | 31          |\n",
-      "|    time_elapsed         | 172         |\n",
-      "|    total_timesteps      | 63488       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.010982089 |\n",
-      "|    clip_fraction        | 0.0863      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.657      |\n",
-      "|    explained_variance   | 0.946       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.339       |\n",
-      "|    n_updates            | 300         |\n",
-      "|    policy_gradient_loss | -0.0149     |\n",
-      "|    value_loss           | 0.341       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 8.94       |\n",
-      "|    ep_rew_mean          | 2.7        |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 368        |\n",
-      "|    iterations           | 32         |\n",
-      "|    time_elapsed         | 177        |\n",
-      "|    total_timesteps      | 65536      |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.01880536 |\n",
-      "|    clip_fraction        | 0.0622     |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.667     |\n",
-      "|    explained_variance   | 0.778      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 1.13       |\n",
-      "|    n_updates            | 310        |\n",
-      "|    policy_gradient_loss | -0.0107    |\n",
-      "|    value_loss           | 2.3        |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 8.82        |\n",
-      "|    ep_rew_mean          | 2.6         |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 369         |\n",
-      "|    iterations           | 33          |\n",
-      "|    time_elapsed         | 182         |\n",
-      "|    total_timesteps      | 67584       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.013803964 |\n",
-      "|    clip_fraction        | 0.1         |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.644      |\n",
-      "|    explained_variance   | 0.952       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.0438      |\n",
-      "|    n_updates            | 320         |\n",
-      "|    policy_gradient_loss | -0.0186     |\n",
-      "|    value_loss           | 0.31        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9           |\n",
-      "|    ep_rew_mean          | 2.9         |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 370         |\n",
-      "|    iterations           | 34          |\n",
-      "|    time_elapsed         | 188         |\n",
-      "|    total_timesteps      | 69632       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.011061303 |\n",
-      "|    clip_fraction        | 0.0942      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.597      |\n",
-      "|    explained_variance   | 0.905       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.293       |\n",
-      "|    n_updates            | 330         |\n",
-      "|    policy_gradient_loss | -0.0158     |\n",
-      "|    value_loss           | 0.61        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.96        |\n",
-      "|    ep_rew_mean          | 2.6         |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 370         |\n",
-      "|    iterations           | 35          |\n",
-      "|    time_elapsed         | 193         |\n",
-      "|    total_timesteps      | 71680       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.016911192 |\n",
-      "|    clip_fraction        | 0.165       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.551      |\n",
-      "|    explained_variance   | 0.926       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.229       |\n",
-      "|    n_updates            | 340         |\n",
-      "|    policy_gradient_loss | -0.0229     |\n",
-      "|    value_loss           | 0.519       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.5         |\n",
-      "|    ep_rew_mean          | 3.32        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 370         |\n",
-      "|    iterations           | 36          |\n",
-      "|    time_elapsed         | 198         |\n",
-      "|    total_timesteps      | 73728       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.012311206 |\n",
-      "|    clip_fraction        | 0.119       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.595      |\n",
-      "|    explained_variance   | 0.709       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 1.68        |\n",
-      "|    n_updates            | 350         |\n",
-      "|    policy_gradient_loss | -0.0275     |\n",
-      "|    value_loss           | 1.95        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.6         |\n",
-      "|    ep_rew_mean          | 3.3         |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 370         |\n",
-      "|    iterations           | 37          |\n",
-      "|    time_elapsed         | 204         |\n",
-      "|    total_timesteps      | 75776       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.059752032 |\n",
-      "|    clip_fraction        | 0.154       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.534      |\n",
-      "|    explained_variance   | 0.785       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.835       |\n",
-      "|    n_updates            | 360         |\n",
-      "|    policy_gradient_loss | -0.0234     |\n",
-      "|    value_loss           | 1.46        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.8       |\n",
-      "|    ep_rew_mean          | 2.7        |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 370        |\n",
-      "|    iterations           | 38         |\n",
-      "|    time_elapsed         | 209        |\n",
-      "|    total_timesteps      | 77824      |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.01475055 |\n",
-      "|    clip_fraction        | 0.0968     |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.455     |\n",
-      "|    explained_variance   | 0.917      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.153      |\n",
-      "|    n_updates            | 370        |\n",
-      "|    policy_gradient_loss | -0.019     |\n",
-      "|    value_loss           | 0.428      |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 10.2        |\n",
-      "|    ep_rew_mean          | 3.01        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 370         |\n",
-      "|    iterations           | 39          |\n",
-      "|    time_elapsed         | 215         |\n",
-      "|    total_timesteps      | 79872       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.012021113 |\n",
-      "|    clip_fraction        | 0.0851      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.558      |\n",
-      "|    explained_variance   | 0.702       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 1.8         |\n",
-      "|    n_updates            | 380         |\n",
-      "|    policy_gradient_loss | -0.0284     |\n",
-      "|    value_loss           | 4.45        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.83        |\n",
-      "|    ep_rew_mean          | 3.57        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 370         |\n",
-      "|    iterations           | 40          |\n",
-      "|    time_elapsed         | 220         |\n",
-      "|    total_timesteps      | 81920       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.010166377 |\n",
-      "|    clip_fraction        | 0.0623      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.454      |\n",
-      "|    explained_variance   | 0.728       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 1.43        |\n",
-      "|    n_updates            | 390         |\n",
-      "|    policy_gradient_loss | -0.0201     |\n",
-      "|    value_loss           | 2.21        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 10.3        |\n",
-      "|    ep_rew_mean          | 3.14        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 371         |\n",
-      "|    iterations           | 41          |\n",
-      "|    time_elapsed         | 226         |\n",
-      "|    total_timesteps      | 83968       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.017603599 |\n",
-      "|    clip_fraction        | 0.0748      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.384      |\n",
-      "|    explained_variance   | 0.957       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.152       |\n",
-      "|    n_updates            | 400         |\n",
-      "|    policy_gradient_loss | -0.0122     |\n",
-      "|    value_loss           | 0.286       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.95        |\n",
-      "|    ep_rew_mean          | 3.81        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 371         |\n",
-      "|    iterations           | 42          |\n",
-      "|    time_elapsed         | 231         |\n",
-      "|    total_timesteps      | 86016       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.028185518 |\n",
-      "|    clip_fraction        | 0.0954      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.383      |\n",
-      "|    explained_variance   | 0.811       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.412       |\n",
-      "|    n_updates            | 410         |\n",
-      "|    policy_gradient_loss | -0.0224     |\n",
-      "|    value_loss           | 2.05        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.5       |\n",
-      "|    ep_rew_mean          | 3.57       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 371        |\n",
-      "|    iterations           | 43         |\n",
-      "|    time_elapsed         | 236        |\n",
-      "|    total_timesteps      | 88064      |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.02107103 |\n",
-      "|    clip_fraction        | 0.0702     |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.375     |\n",
-      "|    explained_variance   | 0.732      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.156      |\n",
-      "|    n_updates            | 420        |\n",
-      "|    policy_gradient_loss | -0.0342    |\n",
-      "|    value_loss           | 1.54       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.76        |\n",
-      "|    ep_rew_mean          | 3.7         |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 371         |\n",
-      "|    iterations           | 44          |\n",
-      "|    time_elapsed         | 242         |\n",
-      "|    total_timesteps      | 90112       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.007913441 |\n",
-      "|    clip_fraction        | 0.0349      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.346      |\n",
-      "|    explained_variance   | 0.827       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 2.92        |\n",
-      "|    n_updates            | 430         |\n",
-      "|    policy_gradient_loss | -0.00355    |\n",
-      "|    value_loss           | 2.2         |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "---------------------------------------\n",
-      "| rollout/                |           |\n",
-      "|    ep_len_mean          | 25.8      |\n",
-      "|    ep_rew_mean          | -12.4     |\n",
-      "| time/                   |           |\n",
-      "|    fps                  | 371       |\n",
-      "|    iterations           | 45        |\n",
-      "|    time_elapsed         | 247       |\n",
-      "|    total_timesteps      | 92160     |\n",
-      "| train/                  |           |\n",
-      "|    approx_kl            | 0.5432366 |\n",
-      "|    clip_fraction        | 0.109     |\n",
-      "|    clip_range           | 0.2       |\n",
-      "|    entropy_loss         | -0.316    |\n",
-      "|    explained_variance   | 0.958     |\n",
-      "|    learning_rate        | 0.0003    |\n",
-      "|    loss                 | 0.231     |\n",
-      "|    n_updates            | 440       |\n",
-      "|    policy_gradient_loss | -0.0068   |\n",
-      "|    value_loss           | 0.313     |\n",
-      "---------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 45.9        |\n",
-      "|    ep_rew_mean          | -32.4       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 372         |\n",
-      "|    iterations           | 46          |\n",
-      "|    time_elapsed         | 252         |\n",
-      "|    total_timesteps      | 94208       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.008981178 |\n",
-      "|    clip_fraction        | 0.0144      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.11       |\n",
-      "|    explained_variance   | -0.0603     |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 1.91        |\n",
-      "|    n_updates            | 450         |\n",
-      "|    policy_gradient_loss | -0.00156    |\n",
-      "|    value_loss           | 17.2        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "------------------------------------------\n",
-      "| rollout/                |              |\n",
-      "|    ep_len_mean          | 62.7         |\n",
-      "|    ep_rew_mean          | -49.3        |\n",
-      "| time/                   |              |\n",
-      "|    fps                  | 373          |\n",
-      "|    iterations           | 47           |\n",
-      "|    time_elapsed         | 257          |\n",
-      "|    total_timesteps      | 96256        |\n",
-      "| train/                  |              |\n",
-      "|    approx_kl            | 0.0025778997 |\n",
-      "|    clip_fraction        | 0.0184       |\n",
-      "|    clip_range           | 0.2          |\n",
-      "|    entropy_loss         | -0.165       |\n",
-      "|    explained_variance   | 0.396        |\n",
-      "|    learning_rate        | 0.0003       |\n",
-      "|    loss                 | 19.1         |\n",
-      "|    n_updates            | 460          |\n",
-      "|    policy_gradient_loss | -0.00601     |\n",
-      "|    value_loss           | 45.6         |\n",
-      "------------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 49.3        |\n",
-      "|    ep_rew_mean          | -35.6       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 373         |\n",
-      "|    iterations           | 48          |\n",
-      "|    time_elapsed         | 262         |\n",
-      "|    total_timesteps      | 98304       |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.014914533 |\n",
-      "|    clip_fraction        | 0.0816      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.272      |\n",
-      "|    explained_variance   | 0.394       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 33.5        |\n",
-      "|    n_updates            | 470         |\n",
-      "|    policy_gradient_loss | -0.0164     |\n",
-      "|    value_loss           | 74.1        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "------------------------------------------\n",
-      "| rollout/                |              |\n",
-      "|    ep_len_mean          | 39.9         |\n",
-      "|    ep_rew_mean          | -26.3        |\n",
-      "| time/                   |              |\n",
-      "|    fps                  | 374          |\n",
-      "|    iterations           | 49           |\n",
-      "|    time_elapsed         | 268          |\n",
-      "|    total_timesteps      | 100352       |\n",
-      "| train/                  |              |\n",
-      "|    approx_kl            | 0.0012997694 |\n",
-      "|    clip_fraction        | 0.026        |\n",
-      "|    clip_range           | 0.2          |\n",
-      "|    entropy_loss         | -0.24        |\n",
-      "|    explained_variance   | 0.465        |\n",
-      "|    learning_rate        | 0.0003       |\n",
-      "|    loss                 | 44.5         |\n",
-      "|    n_updates            | 480          |\n",
-      "|    policy_gradient_loss | -0.00881     |\n",
-      "|    value_loss           | 76.6         |\n",
-      "------------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "------------------------------------------\n",
-      "| rollout/                |              |\n",
-      "|    ep_len_mean          | 27           |\n",
-      "|    ep_rew_mean          | -13.3        |\n",
-      "| time/                   |              |\n",
-      "|    fps                  | 374          |\n",
-      "|    iterations           | 50           |\n",
-      "|    time_elapsed         | 273          |\n",
-      "|    total_timesteps      | 102400       |\n",
-      "| train/                  |              |\n",
-      "|    approx_kl            | 0.0014951692 |\n",
-      "|    clip_fraction        | 0.037        |\n",
-      "|    clip_range           | 0.2          |\n",
-      "|    entropy_loss         | -0.25        |\n",
-      "|    explained_variance   | 0.594        |\n",
-      "|    learning_rate        | 0.0003       |\n",
-      "|    loss                 | 30.2         |\n",
-      "|    n_updates            | 490          |\n",
-      "|    policy_gradient_loss | -0.00958     |\n",
-      "|    value_loss           | 77.4         |\n",
-      "------------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "---------------------------------------\n",
-      "| rollout/                |           |\n",
-      "|    ep_len_mean          | 17.4      |\n",
-      "|    ep_rew_mean          | -3.57     |\n",
-      "| time/                   |           |\n",
-      "|    fps                  | 374       |\n",
-      "|    iterations           | 51        |\n",
-      "|    time_elapsed         | 279       |\n",
-      "|    total_timesteps      | 104448    |\n",
-      "| train/                  |           |\n",
-      "|    approx_kl            | 0.0443189 |\n",
-      "|    clip_fraction        | 0.176     |\n",
-      "|    clip_range           | 0.2       |\n",
-      "|    entropy_loss         | -0.457    |\n",
-      "|    explained_variance   | 0.338     |\n",
-      "|    learning_rate        | 0.0003    |\n",
-      "|    loss                 | 44.4      |\n",
-      "|    n_updates            | 500       |\n",
-      "|    policy_gradient_loss | -0.0247   |\n",
-      "|    value_loss           | 70.8      |\n",
-      "---------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 13.3        |\n",
-      "|    ep_rew_mean          | 0.45        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 374         |\n",
-      "|    iterations           | 52          |\n",
-      "|    time_elapsed         | 284         |\n",
-      "|    total_timesteps      | 106496      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.005663138 |\n",
-      "|    clip_fraction        | 0.069       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.463      |\n",
-      "|    explained_variance   | 0.558       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 14.7        |\n",
-      "|    n_updates            | 510         |\n",
-      "|    policy_gradient_loss | -0.0117     |\n",
-      "|    value_loss           | 36.8        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 19.8        |\n",
-      "|    ep_rew_mean          | -5.92       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 374         |\n",
-      "|    iterations           | 53          |\n",
-      "|    time_elapsed         | 289         |\n",
-      "|    total_timesteps      | 108544      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.020181399 |\n",
-      "|    clip_fraction        | 0.176       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.499      |\n",
-      "|    explained_variance   | 0.182       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 3.45        |\n",
-      "|    n_updates            | 520         |\n",
-      "|    policy_gradient_loss | -0.0254     |\n",
-      "|    value_loss           | 9.2         |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 11.4        |\n",
-      "|    ep_rew_mean          | 2.26        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 374         |\n",
-      "|    iterations           | 54          |\n",
-      "|    time_elapsed         | 295         |\n",
-      "|    total_timesteps      | 110592      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.009738399 |\n",
-      "|    clip_fraction        | 0.108       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.538      |\n",
-      "|    explained_variance   | 0.891       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 1.88        |\n",
-      "|    n_updates            | 530         |\n",
-      "|    policy_gradient_loss | -0.00573    |\n",
-      "|    value_loss           | 22          |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.4       |\n",
-      "|    ep_rew_mean          | 3.06       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 375        |\n",
-      "|    iterations           | 55         |\n",
-      "|    time_elapsed         | 300        |\n",
-      "|    total_timesteps      | 112640     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.01536967 |\n",
-      "|    clip_fraction        | 0.191      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.49      |\n",
-      "|    explained_variance   | 0.315      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.971      |\n",
-      "|    n_updates            | 540        |\n",
-      "|    policy_gradient_loss | -0.0219    |\n",
-      "|    value_loss           | 6.46       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "---------------------------------------\n",
-      "| rollout/                |           |\n",
-      "|    ep_len_mean          | 10.8      |\n",
-      "|    ep_rew_mean          | 1.63      |\n",
-      "| time/                   |           |\n",
-      "|    fps                  | 375       |\n",
-      "|    iterations           | 56        |\n",
-      "|    time_elapsed         | 305       |\n",
-      "|    total_timesteps      | 114688    |\n",
-      "| train/                  |           |\n",
-      "|    approx_kl            | 0.0688808 |\n",
-      "|    clip_fraction        | 0.264     |\n",
-      "|    clip_range           | 0.2       |\n",
-      "|    entropy_loss         | -0.496    |\n",
-      "|    explained_variance   | 0.838     |\n",
-      "|    learning_rate        | 0.0003    |\n",
-      "|    loss                 | 0.205     |\n",
-      "|    n_updates            | 550       |\n",
-      "|    policy_gradient_loss | -0.0406   |\n",
-      "|    value_loss           | 0.836     |\n",
-      "---------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.3       |\n",
-      "|    ep_rew_mean          | 2.98       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 375        |\n",
-      "|    iterations           | 57         |\n",
-      "|    time_elapsed         | 311        |\n",
-      "|    total_timesteps      | 116736     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.04210388 |\n",
-      "|    clip_fraction        | 0.326      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.534     |\n",
-      "|    explained_variance   | 0.734      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.907      |\n",
-      "|    n_updates            | 560        |\n",
-      "|    policy_gradient_loss | -0.0421    |\n",
-      "|    value_loss           | 1.91       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 10.3        |\n",
-      "|    ep_rew_mean          | 3.28        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 375         |\n",
-      "|    iterations           | 58          |\n",
-      "|    time_elapsed         | 316         |\n",
-      "|    total_timesteps      | 118784      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.051502623 |\n",
-      "|    clip_fraction        | 0.224       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.434      |\n",
-      "|    explained_variance   | 0.875       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.404       |\n",
-      "|    n_updates            | 570         |\n",
-      "|    policy_gradient_loss | -0.0345     |\n",
-      "|    value_loss           | 0.827       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.2       |\n",
-      "|    ep_rew_mean          | 3.78       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 375        |\n",
-      "|    iterations           | 59         |\n",
-      "|    time_elapsed         | 322        |\n",
-      "|    total_timesteps      | 120832     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.07014565 |\n",
-      "|    clip_fraction        | 0.165      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.391     |\n",
-      "|    explained_variance   | 0.903      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.145      |\n",
-      "|    n_updates            | 580        |\n",
-      "|    policy_gradient_loss | -0.0254    |\n",
-      "|    value_loss           | 0.681      |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 16.4        |\n",
-      "|    ep_rew_mean          | -3.11       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 375         |\n",
-      "|    iterations           | 60          |\n",
-      "|    time_elapsed         | 327         |\n",
-      "|    total_timesteps      | 122880      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.118292876 |\n",
-      "|    clip_fraction        | 0.151       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.466      |\n",
-      "|    explained_variance   | 0.952       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.0778      |\n",
-      "|    n_updates            | 590         |\n",
-      "|    policy_gradient_loss | -0.0214     |\n",
-      "|    value_loss           | 0.316       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 12.5        |\n",
-      "|    ep_rew_mean          | 1.05        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 375         |\n",
-      "|    iterations           | 61          |\n",
-      "|    time_elapsed         | 333         |\n",
-      "|    total_timesteps      | 124928      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.061776154 |\n",
-      "|    clip_fraction        | 0.321       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.665      |\n",
-      "|    explained_variance   | 0.401       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 9.22        |\n",
-      "|    n_updates            | 600         |\n",
-      "|    policy_gradient_loss | -0.0454     |\n",
-      "|    value_loss           | 17          |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.8       |\n",
-      "|    ep_rew_mean          | 2.8        |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 374        |\n",
-      "|    iterations           | 62         |\n",
-      "|    time_elapsed         | 338        |\n",
-      "|    total_timesteps      | 126976     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.01477613 |\n",
-      "|    clip_fraction        | 0.153      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.579     |\n",
-      "|    explained_variance   | 0.682      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 6.12       |\n",
-      "|    n_updates            | 610        |\n",
-      "|    policy_gradient_loss | -0.027     |\n",
-      "|    value_loss           | 10.5       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 11.4        |\n",
-      "|    ep_rew_mean          | 2.68        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 374         |\n",
-      "|    iterations           | 63          |\n",
-      "|    time_elapsed         | 344         |\n",
-      "|    total_timesteps      | 129024      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.015770137 |\n",
-      "|    clip_fraction        | 0.128       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.507      |\n",
-      "|    explained_variance   | 0.869       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 2.13        |\n",
-      "|    n_updates            | 620         |\n",
-      "|    policy_gradient_loss | -0.0253     |\n",
-      "|    value_loss           | 5.99        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 10.2        |\n",
-      "|    ep_rew_mean          | 3.48        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 375         |\n",
-      "|    iterations           | 64          |\n",
-      "|    time_elapsed         | 349         |\n",
-      "|    total_timesteps      | 131072      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.007838536 |\n",
-      "|    clip_fraction        | 0.0755      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.446      |\n",
-      "|    explained_variance   | 0.749       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 11.9        |\n",
-      "|    n_updates            | 630         |\n",
-      "|    policy_gradient_loss | -0.0106     |\n",
-      "|    value_loss           | 9.21        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 10          |\n",
-      "|    ep_rew_mean          | 3.8         |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 375         |\n",
-      "|    iterations           | 65          |\n",
-      "|    time_elapsed         | 354         |\n",
-      "|    total_timesteps      | 133120      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.035350725 |\n",
-      "|    clip_fraction        | 0.101       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.368      |\n",
-      "|    explained_variance   | 0.867       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.388       |\n",
-      "|    n_updates            | 640         |\n",
-      "|    policy_gradient_loss | -0.0213     |\n",
-      "|    value_loss           | 1.11        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 14.6        |\n",
-      "|    ep_rew_mean          | -0.59       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 375         |\n",
-      "|    iterations           | 66          |\n",
-      "|    time_elapsed         | 360         |\n",
-      "|    total_timesteps      | 135168      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.042963736 |\n",
-      "|    clip_fraction        | 0.0817      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.321      |\n",
-      "|    explained_variance   | 0.941       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.00919     |\n",
-      "|    n_updates            | 650         |\n",
-      "|    policy_gradient_loss | -0.0127     |\n",
-      "|    value_loss           | 0.325       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.3       |\n",
-      "|    ep_rew_mean          | 3.64       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 374        |\n",
-      "|    iterations           | 67         |\n",
-      "|    time_elapsed         | 366        |\n",
-      "|    total_timesteps      | 137216     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.08396668 |\n",
-      "|    clip_fraction        | 0.184      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.409     |\n",
-      "|    explained_variance   | 0.803      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 2.09       |\n",
-      "|    n_updates            | 660        |\n",
-      "|    policy_gradient_loss | -0.0203    |\n",
-      "|    value_loss           | 8.99       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 19.8       |\n",
-      "|    ep_rew_mean          | -9.15      |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 374        |\n",
-      "|    iterations           | 68         |\n",
-      "|    time_elapsed         | 371        |\n",
-      "|    total_timesteps      | 139264     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.15326424 |\n",
-      "|    clip_fraction        | 0.199      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.39      |\n",
-      "|    explained_variance   | 0.894      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.122      |\n",
-      "|    n_updates            | 670        |\n",
-      "|    policy_gradient_loss | -0.0201    |\n",
-      "|    value_loss           | 0.415      |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 9.38       |\n",
-      "|    ep_rew_mean          | 3.18       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 374        |\n",
-      "|    iterations           | 69         |\n",
-      "|    time_elapsed         | 376        |\n",
-      "|    total_timesteps      | 141312     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.21504487 |\n",
-      "|    clip_fraction        | 0.411      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.483     |\n",
-      "|    explained_variance   | 0.408      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 6.24       |\n",
-      "|    n_updates            | 680        |\n",
-      "|    policy_gradient_loss | -0.0591    |\n",
-      "|    value_loss           | 18.4       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.98        |\n",
-      "|    ep_rew_mean          | 3.8         |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 375         |\n",
-      "|    iterations           | 70          |\n",
-      "|    time_elapsed         | 382         |\n",
-      "|    total_timesteps      | 143360      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.050312966 |\n",
-      "|    clip_fraction        | 0.0584      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.341      |\n",
-      "|    explained_variance   | 0.707       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.0602      |\n",
-      "|    n_updates            | 690         |\n",
-      "|    policy_gradient_loss | -0.00661    |\n",
-      "|    value_loss           | 0.845       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 11.7        |\n",
-      "|    ep_rew_mean          | 2.07        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 375         |\n",
-      "|    iterations           | 71          |\n",
-      "|    time_elapsed         | 387         |\n",
-      "|    total_timesteps      | 145408      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.018565401 |\n",
-      "|    clip_fraction        | 0.0643      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.322      |\n",
-      "|    explained_variance   | 0.977       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.348       |\n",
-      "|    n_updates            | 700         |\n",
-      "|    policy_gradient_loss | -0.0112     |\n",
-      "|    value_loss           | 0.175       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.2       |\n",
-      "|    ep_rew_mean          | 3.47       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 375        |\n",
-      "|    iterations           | 72         |\n",
-      "|    time_elapsed         | 392        |\n",
-      "|    total_timesteps      | 147456     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.10186449 |\n",
-      "|    clip_fraction        | 0.19       |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.395     |\n",
-      "|    explained_variance   | 0.47       |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 1.66       |\n",
-      "|    n_updates            | 710        |\n",
-      "|    policy_gradient_loss | -0.0419    |\n",
-      "|    value_loss           | 4.71       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.2       |\n",
-      "|    ep_rew_mean          | 3.72       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 375        |\n",
-      "|    iterations           | 73         |\n",
-      "|    time_elapsed         | 398        |\n",
-      "|    total_timesteps      | 149504     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.01903234 |\n",
-      "|    clip_fraction        | 0.0737     |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.333     |\n",
-      "|    explained_variance   | 0.723      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 2.71       |\n",
-      "|    n_updates            | 720        |\n",
-      "|    policy_gradient_loss | -0.022     |\n",
-      "|    value_loss           | 2.97       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.94        |\n",
-      "|    ep_rew_mean          | 3.92        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 375         |\n",
-      "|    iterations           | 74          |\n",
-      "|    time_elapsed         | 403         |\n",
-      "|    total_timesteps      | 151552      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.026403807 |\n",
-      "|    clip_fraction        | 0.065       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.322      |\n",
-      "|    explained_variance   | 0.934       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.24        |\n",
-      "|    n_updates            | 730         |\n",
-      "|    policy_gradient_loss | -0.00481    |\n",
-      "|    value_loss           | 0.481       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 10.2        |\n",
-      "|    ep_rew_mean          | 3.81        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 376         |\n",
-      "|    iterations           | 75          |\n",
-      "|    time_elapsed         | 408         |\n",
-      "|    total_timesteps      | 153600      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.011051587 |\n",
-      "|    clip_fraction        | 0.0593      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.324      |\n",
-      "|    explained_variance   | 0.984       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.00908     |\n",
-      "|    n_updates            | 740         |\n",
-      "|    policy_gradient_loss | -0.00591    |\n",
-      "|    value_loss           | 0.113       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 10.2       |\n",
-      "|    ep_rew_mean          | 3.63       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 376        |\n",
-      "|    iterations           | 76         |\n",
-      "|    time_elapsed         | 413        |\n",
-      "|    total_timesteps      | 155648     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.00972967 |\n",
-      "|    clip_fraction        | 0.0544     |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.339     |\n",
-      "|    explained_variance   | 0.922      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.0226     |\n",
-      "|    n_updates            | 750        |\n",
-      "|    policy_gradient_loss | -0.00438   |\n",
-      "|    value_loss           | 0.758      |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.92        |\n",
-      "|    ep_rew_mean          | 3.86        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 376         |\n",
-      "|    iterations           | 77          |\n",
-      "|    time_elapsed         | 418         |\n",
-      "|    total_timesteps      | 157696      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.013084366 |\n",
-      "|    clip_fraction        | 0.0481      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.348      |\n",
-      "|    explained_variance   | 0.812       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.0736      |\n",
-      "|    n_updates            | 760         |\n",
-      "|    policy_gradient_loss | -0.0157     |\n",
-      "|    value_loss           | 1.47        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 5.05       |\n",
-      "|    ep_rew_mean          | -2.29      |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 376        |\n",
-      "|    iterations           | 78         |\n",
-      "|    time_elapsed         | 424        |\n",
-      "|    total_timesteps      | 159744     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.42402273 |\n",
-      "|    clip_fraction        | 0.215      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.49      |\n",
-      "|    explained_variance   | 0.983      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.00926    |\n",
-      "|    n_updates            | 770        |\n",
-      "|    policy_gradient_loss | -0.0284    |\n",
-      "|    value_loss           | 0.109      |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 4.53       |\n",
-      "|    ep_rew_mean          | -2.17      |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 376        |\n",
-      "|    iterations           | 79         |\n",
-      "|    time_elapsed         | 429        |\n",
-      "|    total_timesteps      | 161792     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.27915305 |\n",
-      "|    clip_fraction        | 0.138      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.376     |\n",
-      "|    explained_variance   | 0.503      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.373      |\n",
-      "|    n_updates            | 780        |\n",
-      "|    policy_gradient_loss | -0.00444   |\n",
-      "|    value_loss           | 5.03       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 4.38        |\n",
-      "|    ep_rew_mean          | -1.74       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 376         |\n",
-      "|    iterations           | 80          |\n",
-      "|    time_elapsed         | 435         |\n",
-      "|    total_timesteps      | 163840      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.019562341 |\n",
-      "|    clip_fraction        | 0.0921      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.457      |\n",
-      "|    explained_variance   | 0.562       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.638       |\n",
-      "|    n_updates            | 790         |\n",
-      "|    policy_gradient_loss | -0.0128     |\n",
-      "|    value_loss           | 0.895       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 4.34       |\n",
-      "|    ep_rew_mean          | -1.7       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 376        |\n",
-      "|    iterations           | 81         |\n",
-      "|    time_elapsed         | 440        |\n",
-      "|    total_timesteps      | 165888     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.18844175 |\n",
-      "|    clip_fraction        | 0.147      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.279     |\n",
-      "|    explained_variance   | 0.102      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 1.03       |\n",
-      "|    n_updates            | 800        |\n",
-      "|    policy_gradient_loss | 0.013      |\n",
-      "|    value_loss           | 11.4       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 5.54       |\n",
-      "|    ep_rew_mean          | -0.66      |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 376        |\n",
-      "|    iterations           | 82         |\n",
-      "|    time_elapsed         | 445        |\n",
-      "|    total_timesteps      | 167936     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.06374202 |\n",
-      "|    clip_fraction        | 0.21       |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.398     |\n",
-      "|    explained_variance   | 0.566      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.599      |\n",
-      "|    n_updates            | 810        |\n",
-      "|    policy_gradient_loss | -0.0207    |\n",
-      "|    value_loss           | 1.59       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 7.65       |\n",
-      "|    ep_rew_mean          | 1.61       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 376        |\n",
-      "|    iterations           | 83         |\n",
-      "|    time_elapsed         | 451        |\n",
-      "|    total_timesteps      | 169984     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.06125373 |\n",
-      "|    clip_fraction        | 0.251      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.434     |\n",
-      "|    explained_variance   | 0.299      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 1.27       |\n",
-      "|    n_updates            | 820        |\n",
-      "|    policy_gradient_loss | -0.0399    |\n",
-      "|    value_loss           | 3.7        |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 8.86        |\n",
-      "|    ep_rew_mean          | 2.46        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 376         |\n",
-      "|    iterations           | 84          |\n",
-      "|    time_elapsed         | 457         |\n",
-      "|    total_timesteps      | 172032      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.047695376 |\n",
+      "|    approx_kl            | 0.021500897 |\n",
       "|    clip_fraction        | 0.171       |\n",
       "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.387      |\n",
-      "|    explained_variance   | 0.336       |\n",
+      "|    entropy_loss         | -3.17       |\n",
+      "|    explained_variance   | 0.378       |\n",
       "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 1.72        |\n",
-      "|    n_updates            | 830         |\n",
-      "|    policy_gradient_loss | -0.0407     |\n",
-      "|    value_loss           | 3.91        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 9.84       |\n",
-      "|    ep_rew_mean          | 3.66       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 376        |\n",
-      "|    iterations           | 85         |\n",
-      "|    time_elapsed         | 462        |\n",
-      "|    total_timesteps      | 174080     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.13684572 |\n",
-      "|    clip_fraction        | 0.133      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.346     |\n",
-      "|    explained_variance   | 0.625      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 1.13       |\n",
-      "|    n_updates            | 840        |\n",
-      "|    policy_gradient_loss | -0.0231    |\n",
-      "|    value_loss           | 2.36       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 25.5       |\n",
-      "|    ep_rew_mean          | -12.2      |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 376        |\n",
-      "|    iterations           | 86         |\n",
-      "|    time_elapsed         | 467        |\n",
-      "|    total_timesteps      | 176128     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.36170986 |\n",
-      "|    clip_fraction        | 0.332      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.473     |\n",
-      "|    explained_variance   | 0.919      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.364      |\n",
-      "|    n_updates            | 850        |\n",
-      "|    policy_gradient_loss | -0.0374    |\n",
-      "|    value_loss           | 0.278      |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 17.2        |\n",
-      "|    ep_rew_mean          | -4.45       |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 377         |\n",
-      "|    iterations           | 87          |\n",
-      "|    time_elapsed         | 472         |\n",
-      "|    total_timesteps      | 178176      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.102079734 |\n",
-      "|    clip_fraction        | 0.34        |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.613      |\n",
-      "|    explained_variance   | 0.0593      |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 5.95        |\n",
-      "|    n_updates            | 860         |\n",
-      "|    policy_gradient_loss | -0.04       |\n",
-      "|    value_loss           | 20.6        |\n",
+      "|    loss                 | 0.185       |\n",
+      "|    n_updates            | 30          |\n",
+      "|    policy_gradient_loss | -0.0214     |\n",
+      "|    value_loss           | 0.479       |\n",
       "-----------------------------------------\n"
      ]
     },
@@ -2518,385 +272,30 @@
      "text": [
       "-----------------------------------------\n",
       "| rollout/                |             |\n",
-      "|    ep_len_mean          | 14.5        |\n",
-      "|    ep_rew_mean          | -2.36       |\n",
+      "|    ep_len_mean          | 2.92        |\n",
+      "|    ep_rew_mean          | -3.36       |\n",
       "| time/                   |             |\n",
-      "|    fps                  | 378         |\n",
-      "|    iterations           | 88          |\n",
-      "|    time_elapsed         | 476         |\n",
-      "|    total_timesteps      | 180224      |\n",
+      "|    fps                  | 682         |\n",
+      "|    iterations           | 5           |\n",
+      "|    time_elapsed         | 14          |\n",
+      "|    total_timesteps      | 10240       |\n",
       "| train/                  |             |\n",
-      "|    approx_kl            | 0.042367905 |\n",
-      "|    clip_fraction        | 0.264       |\n",
+      "|    approx_kl            | 0.018113121 |\n",
+      "|    clip_fraction        | 0.101       |\n",
       "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.799      |\n",
-      "|    explained_variance   | 0.69        |\n",
+      "|    entropy_loss         | -3.11       |\n",
+      "|    explained_variance   | 0.448       |\n",
       "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 4.22        |\n",
-      "|    n_updates            | 870         |\n",
-      "|    policy_gradient_loss | -0.0265     |\n",
-      "|    value_loss           | 16.7        |\n",
+      "|    loss                 | 0.203       |\n",
+      "|    n_updates            | 40          |\n",
+      "|    policy_gradient_loss | -0.0183     |\n",
+      "|    value_loss           | 0.455       |\n",
       "-----------------------------------------\n"
      ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 12.3       |\n",
-      "|    ep_rew_mean          | 0.46       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 379        |\n",
-      "|    iterations           | 89         |\n",
-      "|    time_elapsed         | 480        |\n",
-      "|    total_timesteps      | 182272     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.02418825 |\n",
-      "|    clip_fraction        | 0.262      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.744     |\n",
-      "|    explained_variance   | 0.75       |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 3.08       |\n",
-      "|    n_updates            | 880        |\n",
-      "|    policy_gradient_loss | -0.026     |\n",
-      "|    value_loss           | 16.2       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 11          |\n",
-      "|    ep_rew_mean          | 2.19        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 380         |\n",
-      "|    iterations           | 90          |\n",
-      "|    time_elapsed         | 484         |\n",
-      "|    total_timesteps      | 184320      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.024347484 |\n",
-      "|    clip_fraction        | 0.271       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.669      |\n",
-      "|    explained_variance   | 0.675       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 4.76        |\n",
-      "|    n_updates            | 890         |\n",
-      "|    policy_gradient_loss | -0.0243     |\n",
-      "|    value_loss           | 10.1        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 12.1       |\n",
-      "|    ep_rew_mean          | 1.35       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 381        |\n",
-      "|    iterations           | 91         |\n",
-      "|    time_elapsed         | 488        |\n",
-      "|    total_timesteps      | 186368     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.02668532 |\n",
-      "|    clip_fraction        | 0.256      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.576     |\n",
-      "|    explained_variance   | 0.706      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.797      |\n",
-      "|    n_updates            | 900        |\n",
-      "|    policy_gradient_loss | -0.0378    |\n",
-      "|    value_loss           | 1.6        |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 11          |\n",
-      "|    ep_rew_mean          | 2.55        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 382         |\n",
-      "|    iterations           | 92          |\n",
-      "|    time_elapsed         | 492         |\n",
-      "|    total_timesteps      | 188416      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.017341316 |\n",
-      "|    clip_fraction        | 0.0919      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.681      |\n",
-      "|    explained_variance   | 0.865       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 9.01        |\n",
-      "|    n_updates            | 910         |\n",
-      "|    policy_gradient_loss | -0.0076     |\n",
-      "|    value_loss           | 25.5        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 10.2        |\n",
-      "|    ep_rew_mean          | 2.27        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 383         |\n",
-      "|    iterations           | 93          |\n",
-      "|    time_elapsed         | 496         |\n",
-      "|    total_timesteps      | 190464      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.070169866 |\n",
-      "|    clip_fraction        | 0.224       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.476      |\n",
-      "|    explained_variance   | 0.791       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 13          |\n",
-      "|    n_updates            | 920         |\n",
-      "|    policy_gradient_loss | -0.0203     |\n",
-      "|    value_loss           | 5.41        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.33        |\n",
-      "|    ep_rew_mean          | 3.17        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 384         |\n",
-      "|    iterations           | 94          |\n",
-      "|    time_elapsed         | 500         |\n",
-      "|    total_timesteps      | 192512      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.062242664 |\n",
-      "|    clip_fraction        | 0.184       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.504      |\n",
-      "|    explained_variance   | 0.426       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 1.94        |\n",
-      "|    n_updates            | 930         |\n",
-      "|    policy_gradient_loss | -0.0392     |\n",
-      "|    value_loss           | 6.22        |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 9.85        |\n",
-      "|    ep_rew_mean          | 3.79        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 385         |\n",
-      "|    iterations           | 95          |\n",
-      "|    time_elapsed         | 504         |\n",
-      "|    total_timesteps      | 194560      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.042221397 |\n",
-      "|    clip_fraction        | 0.0712      |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.328      |\n",
-      "|    explained_variance   | 0.893       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | 0.236       |\n",
-      "|    n_updates            | 940         |\n",
-      "|    policy_gradient_loss | -0.0162     |\n",
-      "|    value_loss           | 0.692       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-----------------------------------------\n",
-      "| rollout/                |             |\n",
-      "|    ep_len_mean          | 8.17        |\n",
-      "|    ep_rew_mean          | 2.09        |\n",
-      "| time/                   |             |\n",
-      "|    fps                  | 387         |\n",
-      "|    iterations           | 96          |\n",
-      "|    time_elapsed         | 507         |\n",
-      "|    total_timesteps      | 196608      |\n",
-      "| train/                  |             |\n",
-      "|    approx_kl            | 0.036962293 |\n",
-      "|    clip_fraction        | 0.154       |\n",
-      "|    clip_range           | 0.2         |\n",
-      "|    entropy_loss         | -0.374      |\n",
-      "|    explained_variance   | 0.981       |\n",
-      "|    learning_rate        | 0.0003      |\n",
-      "|    loss                 | -0.0447     |\n",
-      "|    n_updates            | 950         |\n",
-      "|    policy_gradient_loss | -0.0142     |\n",
-      "|    value_loss           | 0.151       |\n",
-      "-----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 9.38       |\n",
-      "|    ep_rew_mean          | 3.36       |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 387        |\n",
-      "|    iterations           | 97         |\n",
-      "|    time_elapsed         | 512        |\n",
-      "|    total_timesteps      | 198656     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.06385146 |\n",
-      "|    clip_fraction        | 0.245      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.366     |\n",
-      "|    explained_variance   | 0.553      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 1.4        |\n",
-      "|    n_updates            | 960        |\n",
-      "|    policy_gradient_loss | -0.0399    |\n",
-      "|    value_loss           | 2.79       |\n",
-      "----------------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------------\n",
-      "| rollout/                |            |\n",
-      "|    ep_len_mean          | 24.8       |\n",
-      "|    ep_rew_mean          | -11.4      |\n",
-      "| time/                   |            |\n",
-      "|    fps                  | 389        |\n",
-      "|    iterations           | 98         |\n",
-      "|    time_elapsed         | 515        |\n",
-      "|    total_timesteps      | 200704     |\n",
-      "| train/                  |            |\n",
-      "|    approx_kl            | 0.26313344 |\n",
-      "|    clip_fraction        | 0.178      |\n",
-      "|    clip_range           | 0.2        |\n",
-      "|    entropy_loss         | -0.363     |\n",
-      "|    explained_variance   | 0.898      |\n",
-      "|    learning_rate        | 0.0003     |\n",
-      "|    loss                 | 0.247      |\n",
-      "|    n_updates            | 970        |\n",
-      "|    policy_gradient_loss | -0.0285    |\n",
-      "|    value_loss           | 0.521      |\n",
-      "----------------------------------------\n"
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Run history:

global_step▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███
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train/loss▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▆█▂▁▁▂▁▁▁▁▁▁▁▁▁▁▂▂▃▁▁
train/policy_gradient_loss▁▂▂▄▄▄▄▅▃▄▆▇▇▆▅▆▇▄█▆▆▅▄▄▃▅▇▆▇▆█▅▇▄▆▅▆▆▆▅
train/value_loss▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▃██▂▁▁▃▂▁▁▁▁▁▁▁▁▁▃▂▂▁▁

Run summary:

global_step200704
rollout/ep_len_mean24.77
rollout/ep_rew_mean-11.45
time/fps389.0
train/approx_kl0.26313
train/clip_fraction0.17793
train/clip_range0.2
train/entropy_loss-0.36315
train/explained_variance0.89819
train/learning_rate0.0003
train/loss0.24744
train/policy_gradient_loss-0.02851
train/value_loss0.52073

"
-      ],
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-       ""
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-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       " View run confused-meadow-3 at: https://wandb.ai/fulltime/wordle/runs/ot2i0b8h
Synced 5 W&B file(s), 0 media file(s), 0 artifact file(s) and 2 other file(s)"
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "Find logs at: ./wandb/run-20240319_162920-ot2i0b8h/logs"
-      ],
-      "text/plain": [
-       ""
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "model = PPO(config[\"policy_type\"], env=env, verbose=0, tensorboard_log=f\"runs/{run.id}\")\n",
+    "model = PPO(config[\"policy_type\"], env=env, verbose=2, tensorboard_log=f\"runs/{run.id}\", batch_size=64)\n",
     "\n",
     "# Train for a certain number of timesteps\n",
     "model.learn(\n",
@@ -2908,57 +307,32 @@
     "\tprogress_bar=True\n",
     ")\n",
     "\n",
-    "run.finish()\n",
-    "\n",
-    "# Save the model\n",
-    "model.save(\"wordle_ppo_model\")"
+    "run.finish()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "model.save(\"wordle_ppo_model\")"
+    "model.save(model_save_path)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "model = PPO.load(\"wordle_ppo_model\")"
+    "model = PPO.load(model_save_path)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "100%|██████████| 1000/1000 [00:20<00:00, 49.06it/s]"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "-6.703\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "rewards = 0\n",
     "for i in tqdm(range(1000)):\n",
@@ -2970,6 +344,13 @@
     "        rewards += reward\n",
     "print(rewards / 1000)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
diff --git a/dqn_wordle.ipynb b/dqn_wordle.ipynb
deleted file mode 100644
index dd02c83..0000000
--- a/dqn_wordle.ipynb
+++ /dev/null
@@ -1,338 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import gym\n",
-    "import gym_wordle\n",
-    "from stable_baselines3 import DQN, PPO, common\n",
-    "import numpy as np\n",
-    "import tqdm"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      ">\n"
-     ]
-    }
-   ],
-   "source": [
-    "env = gym_wordle.wordle.WordleEnv()\n",
-    "env = common.monitor.Monitor(env)\n",
-    "\n",
-    "print(env)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Using cuda device\n",
-      "Wrapping the env in a DummyVecEnv.\n"
-     ]
-    },
-    {
-     "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "6921a0721569456abf5bceac7e7b6b34",
-       "version_major": 2,
-       "version_minor": 0
-      },
-      "text/plain": [
-       "Output()"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 4.97     |\n",
-      "|    ep_rew_mean      | -63.8    |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 10000    |\n",
-      "|    fps              | 1628     |\n",
-      "|    time_elapsed     | 30       |\n",
-      "|    total_timesteps  | 49995    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "----------------------------------\n",
-      "| rollout/            |          |\n",
-      "|    ep_len_mean      | 5        |\n",
-      "|    ep_rew_mean      | -70.5    |\n",
-      "|    exploration_rate | 0.05     |\n",
-      "| time/               |          |\n",
-      "|    episodes         | 20000    |\n",
-      "|    fps              | 662      |\n",
-      "|    time_elapsed     | 150      |\n",
-      "|    total_timesteps  | 99992    |\n",
-      "| train/              |          |\n",
-      "|    learning_rate    | 0.0001   |\n",
-      "|    loss             | 11.7     |\n",
-      "|    n_updates        | 12497    |\n",
-      "----------------------------------\n"
-     ]
-    },
-    {
-     "data": {
-      "text/html": [
-       "
\n"
-      ],
-      "text/plain": []
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/html": [
-       "
\n",
-       "
\n"
-      ],
-      "text/plain": [
-       "\n"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/plain": [
-       ""
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "total_timesteps = 100_000\n",
-    "model = DQN(\"MlpPolicy\", env, verbose=1, device='cuda')\n",
-    "model.learn(total_timesteps=total_timesteps, log_interval=10_000, progress_bar=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "model.save(\"dqn_new_state\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "c:\\Repository\\cse151b-final-project\\env\\Lib\\site-packages\\stable_baselines3\\common\\save_util.py:166: UserWarning: Could not deserialize object lr_schedule. Consider using `custom_objects` argument to replace this object.\n",
-      "Exception: code() argument 13 must be str, not int\n",
-      "  warnings.warn(\n",
-      "c:\\Repository\\cse151b-final-project\\env\\Lib\\site-packages\\stable_baselines3\\common\\save_util.py:166: UserWarning: Could not deserialize object exploration_schedule. Consider using `custom_objects` argument to replace this object.\n",
-      "Exception: code() argument 13 must be str, not int\n",
-      "  warnings.warn(\n"
-     ]
-    }
-   ],
-   "source": [
-    "# model = DQN.load(\"dqn_wordle\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 0. 1.\n",
-      " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.\n",
-      " 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 0. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 0. 1. 0. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
-      "[1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.\n",
-      " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
-      "[1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1.\n",
-      " 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.\n",
-      " 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 0. 0. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 0. 0. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
-      "[1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1. 1. 1.\n",
-      " 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 1.\n",
-      " 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.\n",
-      " 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 0. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
-      "[1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
-      " 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.\n",
-      " 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 1. 0. 0. 0. 0. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]\n",
-      "[1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1.\n",
-      " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.\n",
-      " 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 0. 0. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 0. 0. 0. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
-      "[1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1.\n",
-      " 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0.\n",
-      " 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.]\n",
-      "[1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1.\n",
-      " 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.\n",
-      " 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 0. 0. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 0. 0. 0. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
-      "[1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 1.\n",
-      " 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 0.\n",
-      " 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 0. 0. 0. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 0. 0. 0. 1. 1. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
-      "[1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1.\n",
-      " 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1.\n",
-      " 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 0. 1. 1. 1. 1. 1. 1. 1. 1. 0. 1. 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.\n",
-      " 1. 1. 0. 1. 1. 1. 1. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
-      " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n",
-      "0\n"
-     ]
-    }
-   ],
-   "source": [
-    "env = gym_wordle.wordle.WordleEnv()\n",
-    "\n",
-    "for i in range(1000):\n",
-    "        \n",
-    "    state, info = env.reset()\n",
-    "\n",
-    "    done = False\n",
-    "\n",
-    "    wins = 0\n",
-    "\n",
-    "    while not done:\n",
-    "\n",
-    "        action, _states = model.predict(state, deterministic=True)\n",
-    "\n",
-    "        state, reward, done, truncated, info = env.step(action)\n",
-    "\n",
-    "    print(state)\n",
-    "    if info[\"correct\"]:\n",
-    "        wins += 1\n",
-    "\n",
-    "print(wins)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(array([1., 0., 1., 1., 1., 0., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
-       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 0., 1., 1., 1., 0., 1., 1.,\n",
-       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
-       "        1., 1., 0., 1., 1., 1., 0., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
-       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 0., 1., 1., 1., 0., 1.,\n",
-       "        1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n",
-       "        1., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
-       "        0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
-       "        1., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
-       "        0., 0., 0., 0., 0., 0., 0., 1.]),\n",
-       " -50)"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "state, reward"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
-   "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": "3.11.5"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/letter_guess.py b/letter_guess.py
index 94f5865..8822f8e 100644
--- a/letter_guess.py
+++ b/letter_guess.py
@@ -72,15 +72,16 @@ class LetterGuessingEnv(gym.Env):
             self.guess_prefix = ''
             self.round += 1
 
-        # end after 5 rounds of total guesses
-        if self.round == 2:
+        # end after 3 rounds of total guesses
+        if self.round == 3:
             # reward = 5
             done = True
 
         obs = self._get_obs()
         
-        if reward < -50:
+        if reward < -5:
             print(obs, reward, done)
+            exit(0)
 
         return obs, reward, done, False, {}
 
@@ -91,7 +92,7 @@ class LetterGuessingEnv(gym.Env):
         self.letter_positions = np.ones((26, 4), dtype=np.int32)
         self.guessed_letters = set()
         self.guess_prefix = ""  # Reset the guess prefix for the new episode
-        self.round = 1
+        self.round = 0
         return self._get_obs(), {}
 
     def encode_word(self, word):

From c448e02512e7a3612318f82504ce61066b6ed913 Mon Sep 17 00:00:00 2001
From: Arthur Lu 
Date: Wed, 20 Mar 2024 12:53:40 -0700
Subject: [PATCH 06/11] add evaluation to eric's wordle solver (eval.py)

---
 eric_wordle/ai.py   | 50 ++++++++++++++++++++++++++----------------
 eric_wordle/eval.py | 53 +++++++++++++++++++++++++++++++++++++++++++++
 2 files changed, 84 insertions(+), 19 deletions(-)
 create mode 100644 eric_wordle/eval.py

diff --git a/eric_wordle/ai.py b/eric_wordle/ai.py
index 73dc3d4..9f34246 100644
--- a/eric_wordle/ai.py
+++ b/eric_wordle/ai.py
@@ -17,7 +17,17 @@ class AI:
         self.possible_letters = None
 
         self.reset()
-
+        
+    def solve_eval(self, results_callback):
+        num_guesses = 0
+        while [len(e) for e in self.domains] != [1 for _ in range(self.num_letters)]:
+            num_guesses += 1
+            word = self.sample()
+            results = results_callback(word)
+            self.arc_consistency(word, results)
+            # print(num_guesses, word, results)
+        return num_guesses, word
+    
     def solve(self):
         num_guesses = 0
         while [len(e) for e in self.domains] != [1 for _ in range(self.num_letters)]:
@@ -33,26 +43,29 @@ class AI:
             print('-----------------------------------------------')
             print(f'Guess #{num_guesses}/{self.num_guesses}: {word}')
             print('-----------------------------------------------')
-            self.arc_consistency(word)
+
+            print(f'Performing arc consistency check on {word}...')
+            print(f'Specify 0 for completely nonexistent letter at the specified index, 1 for existent letter but incorrect index, and 2 for correct letter at correct index.')
+            results = []
+
+            # Collect results
+            for l in word:
+                while True:
+                    result = input(f'{l}: ')
+                    if result not in ['0', '1', '2']:
+                        print('Incorrect option. Try again.')
+                        continue
+                    results.append(result)
+                    break
+
+            print(results)
+
+            self.arc_consistency(word, results)
 
         print(f'You did it! The word is {"".join([e[0] for e in self.domains])}')
+        return num_guesses
 
-
-    def arc_consistency(self, word):
-        print(f'Performing arc consistency check on {word}...')
-        print(f'Specify 0 for completely nonexistent letter at the specified index, 1 for existent letter but incorrect index, and 2 for correct letter at correct index.')
-        results = []
-
-        # Collect results
-        for l in word:
-            while True:
-                result = input(f'{l}: ')
-                if result not in ['0', '1', '2']:
-                    print('Incorrect option. Try again.')
-                    continue
-                results.append(result)
-                break
-
+    def arc_consistency(self, word, results):
         self.possible_letters += [word[i] for i in range(len(word)) if results[i] == '1']
 
         for i in range(len(word)):
@@ -70,7 +83,6 @@ class AI:
             if results[i] == '2':
                 self.domains[i] = [word[i]]
 
-
     def reset(self):
         self.domains = [list(string.ascii_lowercase) for _ in range(self.num_letters)]
         self.possible_letters = []
diff --git a/eric_wordle/eval.py b/eric_wordle/eval.py
new file mode 100644
index 0000000..49943c2
--- /dev/null
+++ b/eric_wordle/eval.py
@@ -0,0 +1,53 @@
+import argparse
+from ai import AI
+import numpy as np
+
+global solution
+
+def result_callback(word):
+
+    global solution
+
+    result = ['0', '0', '0', '0', '0']
+
+    for i, letter in enumerate(word):
+
+        if solution[i] == word[i]:
+            result[i] = '2'
+        elif letter in solution:
+            result[i] = '1'
+        else:
+            pass
+
+    return result
+
+def main(args):
+    global solution 
+
+    if args.n is None:
+        raise Exception('Need to specify n (i.e. n = 1 for wordle, n = 4 for quordle, n = 16 for sedecordle).')
+
+    ai = AI(args.vocab_file)
+
+    total_guesses = 0
+    num_eval = args.num_eval
+
+    for i in range(num_eval):
+        idx = np.random.choice(range(len(ai.vocab)))
+        solution = ai.vocab[idx]
+        guesses, word = ai.solve_eval(results_callback=result_callback)
+        if word != solution:
+            total_guesses += 5
+        else:
+            total_guesses += guesses
+        ai.reset()
+
+    print(total_guesses / num_eval)
+
+if __name__ == '__main__':
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--n', dest='n', type=int, default=None)
+    parser.add_argument('--vocab_file', dest='vocab_file', type=str, default='wordle_words.txt')
+    parser.add_argument('--num_eval', dest="num_eval", type=int, default=1000)
+    args = parser.parse_args()
+    main(args)
\ No newline at end of file

From 12601964bd52e9d3809a06ec81aa6d9958850585 Mon Sep 17 00:00:00 2001
From: Arthur Lu 
Date: Wed, 20 Mar 2024 12:59:14 -0700
Subject: [PATCH 07/11] add eval script for convienience

---
 eval.sh | 1 +
 1 file changed, 1 insertion(+)
 create mode 100644 eval.sh

diff --git a/eval.sh b/eval.sh
new file mode 100644
index 0000000..202cf7a
--- /dev/null
+++ b/eval.sh
@@ -0,0 +1 @@
+python eric_wordle/eval.py --n 1 --vocab_file wordle_words.txt  --num_eval 1000
\ No newline at end of file

From 4fb81317f0d60dea7bbdffe99f30d3169832c0a5 Mon Sep 17 00:00:00 2001
From: Arthur Lu 
Date: Wed, 20 Mar 2024 17:31:27 -0700
Subject: [PATCH 08/11] add letter_guess symlink, add model loading into ai.py

---
 eric_wordle/ai.py           | 41 +++++++++++++++++++++++++++++++++----
 eric_wordle/eval.py         | 11 +++++++---
 eric_wordle/letter_guess.py |  1 +
 eval.sh                     |  3 ++-
 4 files changed, 48 insertions(+), 8 deletions(-)
 create mode 120000 eric_wordle/letter_guess.py
 mode change 100644 => 100755 eval.sh

diff --git a/eric_wordle/ai.py b/eric_wordle/ai.py
index 9f34246..0b0cce2 100644
--- a/eric_wordle/ai.py
+++ b/eric_wordle/ai.py
@@ -3,9 +3,25 @@ import string
 
 import numpy as np
 
+from stable_baselines3 import PPO, DQN
+from letter_guess import LetterGuessingEnv
+
+def load_valid_words(file_path='wordle_words.txt'):
+    """
+    Load valid five-letter words from a specified text file.
+
+    Parameters:
+    - file_path (str): The path to the text file containing valid words.
+
+    Returns:
+    - list[str]: A list of valid words loaded from the file.
+    """
+    with open(file_path, 'r') as file:
+        valid_words = [line.strip() for line in file if len(line.strip()) == 5]
+    return valid_words
 
 class AI:
-    def __init__(self, vocab_file, num_letters=5, num_guesses=6):
+    def __init__(self, vocab_file, model_file, num_letters=5, num_guesses=6, use_q_model = False):
         self.vocab_file = vocab_file
         self.num_letters = num_letters
         self.num_guesses = 6
@@ -16,16 +32,32 @@ class AI:
         self.domains = None
         self.possible_letters = None
 
+        self.use_q_model = use_q_model
+        if use_q_model:
+            # we initialize the same q env as the model train ONLY to simplify storing/calculating the gym state, not used to control the game at all
+            self.q_env = LetterGuessingEnv(vocab_file)
+            # load model
+            self.q_model = PPO.load(model_file)
+            self.q_env_state = None
+
         self.reset()
         
     def solve_eval(self, results_callback):
         num_guesses = 0
         while [len(e) for e in self.domains] != [1 for _ in range(self.num_letters)]:
             num_guesses += 1
+            # sample a word, this would use the q_env_state if the q_model is used
             word = self.sample()
+            # get emulated results
             results = results_callback(word)
+            if self.use_q_model:
+                # step the q_env to match the guess we just made
+                for i in range(len(word)):
+                    char = word[i]
+                    action = ord(char) - ord('a')
+                    self.q_env_state, _, _, _, _ = self.q_env.step(action)
+
             self.arc_consistency(word, results)
-            # print(num_guesses, word, results)
         return num_guesses, word
     
     def solve(self):
@@ -58,8 +90,6 @@ class AI:
                     results.append(result)
                     break
 
-            print(results)
-
             self.arc_consistency(word, results)
 
         print(f'You did it! The word is {"".join([e[0] for e in self.domains])}')
@@ -87,6 +117,9 @@ class AI:
         self.domains = [list(string.ascii_lowercase) for _ in range(self.num_letters)]
         self.possible_letters = []
 
+        if self.use_q_model:
+            self.q_env_state, _ = self.q_env.reset()
+
     def sample(self):
         """
         Samples a best word given the current domains
diff --git a/eric_wordle/eval.py b/eric_wordle/eval.py
index 49943c2..71f7a5d 100644
--- a/eric_wordle/eval.py
+++ b/eric_wordle/eval.py
@@ -1,6 +1,7 @@
 import argparse
 from ai import AI
 import numpy as np
+from tqdm import tqdm
 
 global solution
 
@@ -27,12 +28,13 @@ def main(args):
     if args.n is None:
         raise Exception('Need to specify n (i.e. n = 1 for wordle, n = 4 for quordle, n = 16 for sedecordle).')
 
-    ai = AI(args.vocab_file)
+    ai = AI(args.vocab_file, args.model_file, use_q_model=args.q_model)
 
     total_guesses = 0
+    wins = 0
     num_eval = args.num_eval
 
-    for i in range(num_eval):
+    for i in tqdm(range(num_eval)):
         idx = np.random.choice(range(len(ai.vocab)))
         solution = ai.vocab[idx]
         guesses, word = ai.solve_eval(results_callback=result_callback)
@@ -40,14 +42,17 @@ def main(args):
             total_guesses += 5
         else:
             total_guesses += guesses
+            wins += 1
         ai.reset()
 
-    print(total_guesses / num_eval)
+    print(f"q_model?: {args.q_model} \t average guesses per game: {total_guesses / num_eval} \t win rate: {wins / num_eval}")
 
 if __name__ == '__main__':
     parser = argparse.ArgumentParser()
     parser.add_argument('--n', dest='n', type=int, default=None)
     parser.add_argument('--vocab_file', dest='vocab_file', type=str, default='wordle_words.txt')
     parser.add_argument('--num_eval', dest="num_eval", type=int, default=1000)
+    parser.add_argument('--model_file', dest="model_file", type=str, default='wordle_ppo_model')
+    parser.add_argument('--q_model', dest="q_model", type=bool, default=False)
     args = parser.parse_args()
     main(args)
\ No newline at end of file
diff --git a/eric_wordle/letter_guess.py b/eric_wordle/letter_guess.py
new file mode 120000
index 0000000..b99d852
--- /dev/null
+++ b/eric_wordle/letter_guess.py
@@ -0,0 +1 @@
+../letter_guess.py
\ No newline at end of file
diff --git a/eval.sh b/eval.sh
old mode 100644
new mode 100755
index 202cf7a..831f9e3
--- a/eval.sh
+++ b/eval.sh
@@ -1 +1,2 @@
-python eric_wordle/eval.py --n 1 --vocab_file wordle_words.txt  --num_eval 1000
\ No newline at end of file
+python eric_wordle/eval.py --n 1 --vocab_file wordle_words.txt  --num_eval 5000
+python eric_wordle/eval.py --n 1 --vocab_file wordle_words.txt  --num_eval 5000 --q_model True --model_file wordle_ppo_model
\ No newline at end of file

From 3747af9d2231073afde9ed2aa38fa172d3c39228 Mon Sep 17 00:00:00 2001
From: Ethan Shapiro <46407744+Ethan-Shapiro@users.noreply.github.com>
Date: Wed, 20 Mar 2024 19:52:13 -0700
Subject: [PATCH 09/11] added state saving

---
 dqn_letter_gssr.ipynb | 172 +++++++++++++++++++++++++++++++++++++++++-
 eric_wordle/ai.py     |  37 +++++++--
 letter_guess.py       |  35 +++++++--
 3 files changed, 230 insertions(+), 14 deletions(-)

diff --git a/dqn_letter_gssr.ipynb b/dqn_letter_gssr.ipynb
index 2b8a960..bfbc0a7 100644
--- a/dqn_letter_gssr.ipynb
+++ b/dqn_letter_gssr.ipynb
@@ -43,6 +43,174 @@
     "check_env(env)  # Optional: Verify the environment is compatible with SB3"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "initial_state = env.clone_state()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "obs, _ = env.reset()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model_save_path = \"wordle_ppo_model\"\n",
+    "model = PPO.load(model_save_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "action, _ = model.predict(obs)\n",
+    "obs, reward, done, _, info = env.step(action)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "action % 26"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "5"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ord('f') - ord('a')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'f'"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "chr(ord('a') + action % 26)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
+       "       1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1,\n",
+       "       1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1,\n",
+       "       0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1,\n",
+       "       1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1,\n",
+       "       0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1,\n",
+       "       1, 1])"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "obs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "env.set_state(initial_state)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "all(env.get_obs() == obs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Perform your action to see the outcome\n",
+    "action = # Define your action\n",
+    "observation, reward, done, info = env.step(action)\n",
+    "\n",
+    "# Revert to the initial state\n",
+    "env.env.set_state(initial_state)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 4,
@@ -128,7 +296,7 @@
     }
    ],
    "source": [
-    "model_save_path = \"wordle_ppo_model\"\n",
+    "model_save_path = \"wordle_ppo_model_test\"\n",
     "config = {\n",
     "    \"policy_type\": \"MlpPolicy\",\n",
     "    \"total_timesteps\": 200_000\n",
@@ -369,7 +537,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,
diff --git a/eric_wordle/ai.py b/eric_wordle/ai.py
index 0b0cce2..7af906f 100644
--- a/eric_wordle/ai.py
+++ b/eric_wordle/ai.py
@@ -6,6 +6,7 @@ import numpy as np
 from stable_baselines3 import PPO, DQN
 from letter_guess import LetterGuessingEnv
 
+
 def load_valid_words(file_path='wordle_words.txt'):
     """
     Load valid five-letter words from a specified text file.
@@ -20,8 +21,9 @@ def load_valid_words(file_path='wordle_words.txt'):
         valid_words = [line.strip() for line in file if len(line.strip()) == 5]
     return valid_words
 
+
 class AI:
-    def __init__(self, vocab_file, model_file, num_letters=5, num_guesses=6, use_q_model = False):
+    def __init__(self, vocab_file, model_file, num_letters=5, num_guesses=6, use_q_model=False):
         self.vocab_file = vocab_file
         self.num_letters = num_letters
         self.num_guesses = 6
@@ -36,18 +38,21 @@ class AI:
         if use_q_model:
             # we initialize the same q env as the model train ONLY to simplify storing/calculating the gym state, not used to control the game at all
             self.q_env = LetterGuessingEnv(vocab_file)
+            self.q_env_state, _ = self.q_env.reset()
+
             # load model
             self.q_model = PPO.load(model_file)
-            self.q_env_state = None
 
         self.reset()
-        
+
     def solve_eval(self, results_callback):
         num_guesses = 0
         while [len(e) for e in self.domains] != [1 for _ in range(self.num_letters)]:
             num_guesses += 1
+
             # sample a word, this would use the q_env_state if the q_model is used
             word = self.sample()
+
             # get emulated results
             results = results_callback(word)
             if self.use_q_model:
@@ -59,7 +64,7 @@ class AI:
 
             self.arc_consistency(word, results)
         return num_guesses, word
-    
+
     def solve(self):
         num_guesses = 0
         while [len(e) for e in self.domains] != [1 for _ in range(self.num_letters)]:
@@ -132,9 +137,31 @@ class AI:
         pattern = re.compile(regex_string)
 
         # From the words with the highest scores, only return the best word that match the regex pattern
+        max_qval = float('-inf')
+        best_word = None
         for word, _ in self.best_words:
+            # reset the state back to before we guessed a word
+            self.q_env.set_state(self.q_env_state)
             if pattern.match(word) and False not in [e in word for e in self.possible_letters]:
-                return word
+                if self.use_q_model:
+                    # Use policy to grade word
+                    # get the state and action pairs
+                    curr_qval = 0
+
+                    for l in word:
+                        action = ord(l) - ord('a')
+                        q_val = self.q_model.policy.evaluate_actions(self.q_env.get_obs(), action)
+                        _, _, _, _, _ = self.q_env.step(action)
+                        curr_qval += q_val
+
+                    if curr_qval > max_qval:
+                        max_qval = curr_qval
+                        best_word = word
+                else:
+                    # otherwise return the word from eric heuristic
+                    return word
+        self.q_env.set_state(self.q_env_state)
+        return best_word
 
     def get_vocab(self, vocab_file):
         vocab = []
diff --git a/letter_guess.py b/letter_guess.py
index 8822f8e..c073584 100644
--- a/letter_guess.py
+++ b/letter_guess.py
@@ -3,6 +3,7 @@ from gymnasium import spaces
 import numpy as np
 import random
 import re
+import copy
 
 
 class LetterGuessingEnv(gym.Env):
@@ -29,8 +30,28 @@ class LetterGuessingEnv(gym.Env):
 
         self.reset()
 
+    def clone_state(self):
+        # Clone the current state
+        return {
+            'target_word': self.target_word,
+            'letter_flags': copy.deepcopy(self.letter_flags),
+            'letter_positions': copy.deepcopy(self.letter_positions),
+            'guessed_letters': copy.deepcopy(self.guessed_letters),
+            'guess_prefix': self.guess_prefix,
+            'round': self.round
+        }
+
+    def set_state(self, state):
+        # Restore the state
+        self.target_word = state['target_word']
+        self.letter_flags = copy.deepcopy(state['letter_flags'])
+        self.letter_positions = copy.deepcopy(state['letter_positions'])
+        self.guessed_letters = copy.deepcopy(state['guessed_letters'])
+        self.guess_prefix = state['guess_prefix']
+        self.round = state['round']
+
     def step(self, action):
-        letter_index = action % 26  # Assuming action is the letter index directly
+        letter_index = action  # Assuming action is the letter index directly
         position = len(self.guess_prefix)  # The next position in the prefix is determined by its current length
         letter = chr(ord('a') + letter_index)
 
@@ -56,8 +77,8 @@ class LetterGuessingEnv(gym.Env):
             reward = 1  # Reward for adding new information by trying a new letter
 
             # Update the letter_positions matrix to reflect the new guess
-            if position == 4: 
-                self.letter_positions[:,:] = 1
+            if position == 4:
+                self.letter_positions[:, :] = 1
             else:
                 self.letter_positions[:, position] = 0
                 self.letter_positions[letter_index, position] = 1
@@ -77,8 +98,8 @@ class LetterGuessingEnv(gym.Env):
             # reward = 5
             done = True
 
-        obs = self._get_obs()
-        
+        obs = self.get_obs()
+
         if reward < -5:
             print(obs, reward, done)
             exit(0)
@@ -93,7 +114,7 @@ class LetterGuessingEnv(gym.Env):
         self.guessed_letters = set()
         self.guess_prefix = ""  # Reset the guess prefix for the new episode
         self.round = 0
-        return self._get_obs(), {}
+        return self.get_obs(), {}
 
     def encode_word(self, word):
         encoded = np.zeros((26,))
@@ -102,7 +123,7 @@ class LetterGuessingEnv(gym.Env):
             encoded[index] = 1
         return encoded
 
-    def _get_obs(self):
+    def get_obs(self):
         return np.concatenate([self.letter_flags.flatten(), self.letter_positions.flatten()])
 
     def render(self, mode='human'):

From 284a29d7aff5df8f3877d24abb05f37915036ac4 Mon Sep 17 00:00:00 2001
From: Ethan Shapiro <46407744+Ethan-Shapiro@users.noreply.github.com>
Date: Wed, 20 Mar 2024 19:53:50 -0700
Subject: [PATCH 10/11] f

---
 eric_wordle/ai.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/eric_wordle/ai.py b/eric_wordle/ai.py
index 7af906f..1ab280c 100644
--- a/eric_wordle/ai.py
+++ b/eric_wordle/ai.py
@@ -56,6 +56,7 @@ class AI:
             # get emulated results
             results = results_callback(word)
             if self.use_q_model:
+                self.q_env.set_state(self.q_env_state)
                 # step the q_env to match the guess we just made
                 for i in range(len(word)):
                     char = word[i]
@@ -141,9 +142,9 @@ class AI:
         best_word = None
         for word, _ in self.best_words:
             # reset the state back to before we guessed a word
-            self.q_env.set_state(self.q_env_state)
             if pattern.match(word) and False not in [e in word for e in self.possible_letters]:
                 if self.use_q_model:
+                    self.q_env.set_state(self.q_env_state)
                     # Use policy to grade word
                     # get the state and action pairs
                     curr_qval = 0
@@ -160,7 +161,6 @@ class AI:
                 else:
                     # otherwise return the word from eric heuristic
                     return word
-        self.q_env.set_state(self.q_env_state)
         return best_word
 
     def get_vocab(self, vocab_file):

From b46d335044e337b1f98235306127ff0c690a0c3f Mon Sep 17 00:00:00 2001
From: Arthur Lu 
Date: Wed, 20 Mar 2024 21:01:08 -0700
Subject: [PATCH 11/11] working!!

---
 eric_wordle/ai.py   | 45 ++++++++++++++++++++++++++-------------------
 eric_wordle/eval.py |  6 +++++-
 eric_wordle/main.py |  7 +++++--
 3 files changed, 36 insertions(+), 22 deletions(-)

diff --git a/eric_wordle/ai.py b/eric_wordle/ai.py
index 1ab280c..73e0cc1 100644
--- a/eric_wordle/ai.py
+++ b/eric_wordle/ai.py
@@ -5,7 +5,7 @@ import numpy as np
 
 from stable_baselines3 import PPO, DQN
 from letter_guess import LetterGuessingEnv
-
+import torch
 
 def load_valid_words(file_path='wordle_words.txt'):
     """
@@ -37,26 +37,28 @@ class AI:
         self.use_q_model = use_q_model
         if use_q_model:
             # we initialize the same q env as the model train ONLY to simplify storing/calculating the gym state, not used to control the game at all
-            self.q_env = LetterGuessingEnv(vocab_file)
+            self.q_env = LetterGuessingEnv(load_valid_words(vocab_file))
             self.q_env_state, _ = self.q_env.reset()
 
             # load model
             self.q_model = PPO.load(model_file)
 
-        self.reset()
+        self.reset("")
 
     def solve_eval(self, results_callback):
         num_guesses = 0
         while [len(e) for e in self.domains] != [1 for _ in range(self.num_letters)]:
             num_guesses += 1
+            if self.use_q_model:
+                self.freeze_state = self.q_env.clone_state()
 
             # sample a word, this would use the q_env_state if the q_model is used
-            word = self.sample()
+            word = self.sample(num_guesses)
 
             # get emulated results
             results = results_callback(word)
             if self.use_q_model:
-                self.q_env.set_state(self.q_env_state)
+                self.q_env.set_state(self.freeze_state)
                 # step the q_env to match the guess we just made
                 for i in range(len(word)):
                     char = word[i]
@@ -70,13 +72,11 @@ class AI:
         num_guesses = 0
         while [len(e) for e in self.domains] != [1 for _ in range(self.num_letters)]:
             num_guesses += 1
-            word = self.sample()
+            if self.use_q_model:
+                self.freeze_state = self.q_env.clone_state()
 
-            # # Always start with these two words
-            # if num_guesses == 1:
-            #     word = 'soare'
-            # elif num_guesses == 2:
-            #     word = 'culti'
+            # sample a word, this would use the q_env_state if the q_model is used
+            word = self.sample(num_guesses)
 
             print('-----------------------------------------------')
             print(f'Guess #{num_guesses}/{self.num_guesses}: {word}')
@@ -96,10 +96,16 @@ class AI:
                     results.append(result)
                     break
 
-            self.arc_consistency(word, results)
+            if self.use_q_model:
+                self.q_env.set_state(self.freeze_state)
+                # step the q_env to match the guess we just made
+                for i in range(len(word)):
+                    char = word[i]
+                    action = ord(char) - ord('a')
+                    self.q_env_state, _, _, _, _ = self.q_env.step(action)
 
-        print(f'You did it! The word is {"".join([e[0] for e in self.domains])}')
-        return num_guesses
+            self.arc_consistency(word, results)
+        return num_guesses, word
 
     def arc_consistency(self, word, results):
         self.possible_letters += [word[i] for i in range(len(word)) if results[i] == '1']
@@ -119,14 +125,15 @@ class AI:
             if results[i] == '2':
                 self.domains[i] = [word[i]]
 
-    def reset(self):
+    def reset(self, target_word):
         self.domains = [list(string.ascii_lowercase) for _ in range(self.num_letters)]
         self.possible_letters = []
 
         if self.use_q_model:
             self.q_env_state, _ = self.q_env.reset()
+            self.q_env.target_word = target_word
 
-    def sample(self):
+    def sample(self, num_guesses):
         """
         Samples a best word given the current domains
         :return:
@@ -143,15 +150,15 @@ class AI:
         for word, _ in self.best_words:
             # reset the state back to before we guessed a word
             if pattern.match(word) and False not in [e in word for e in self.possible_letters]:
-                if self.use_q_model:
-                    self.q_env.set_state(self.q_env_state)
+                if self.use_q_model and num_guesses == 3:
+                    self.q_env.set_state(self.freeze_state)
                     # Use policy to grade word
                     # get the state and action pairs
                     curr_qval = 0
 
                     for l in word:
                         action = ord(l) - ord('a')
-                        q_val = self.q_model.policy.evaluate_actions(self.q_env.get_obs(), action)
+                        q_val, _, _ = self.q_model.policy.evaluate_actions(self.q_model.policy.obs_to_tensor(self.q_env.get_obs())[0], torch.Tensor(np.array([action])).to("cuda"))
                         _, _, _, _, _ = self.q_env.step(action)
                         curr_qval += q_val
 
diff --git a/eric_wordle/eval.py b/eric_wordle/eval.py
index 71f7a5d..aeca830 100644
--- a/eric_wordle/eval.py
+++ b/eric_wordle/eval.py
@@ -34,16 +34,20 @@ def main(args):
     wins = 0
     num_eval = args.num_eval
 
+    np.random.seed(0)
+
     for i in tqdm(range(num_eval)):
         idx = np.random.choice(range(len(ai.vocab)))
         solution = ai.vocab[idx]
+
+        ai.reset(solution)
+
         guesses, word = ai.solve_eval(results_callback=result_callback)
         if word != solution:
             total_guesses += 5
         else:
             total_guesses += guesses
             wins += 1
-        ai.reset()
 
     print(f"q_model?: {args.q_model} \t average guesses per game: {total_guesses / num_eval} \t win rate: {wins / num_eval}")
 
diff --git a/eric_wordle/main.py b/eric_wordle/main.py
index 9632cab..71898e4 100644
--- a/eric_wordle/main.py
+++ b/eric_wordle/main.py
@@ -5,8 +5,9 @@ from ai import AI
 def main(args):
     if args.n is None:
         raise Exception('Need to specify n (i.e. n = 1 for wordle, n = 4 for quordle, n = 16 for sedecordle).')
-
-    ai = AI(args.vocab_file)
+    print(f"using q model? {args.q_model}")
+    ai = AI(args.vocab_file, args.model_file, use_q_model=args.q_model)
+    ai.reset("lingo")
     ai.solve()
 
 
@@ -14,5 +15,7 @@ if __name__ == '__main__':
     parser = argparse.ArgumentParser()
     parser.add_argument('--n', dest='n', type=int, default=None)
     parser.add_argument('--vocab_file', dest='vocab_file', type=str, default='wordle_words.txt')
+    parser.add_argument('--model_file', dest="model_file", type=str, default='wordle_ppo_model')
+    parser.add_argument('--q_model', dest="q_model", type=bool, default=False)
     args = parser.parse_args()
     main(args)
\ No newline at end of file