diff --git a/PPO.py b/PPO.py index 6cb67a8..29f1f10 100644 --- a/PPO.py +++ b/PPO.py @@ -246,15 +246,15 @@ def learn(self,total_timesteps): self.save('./ppo_LunarLanderContinuous-v2') def _init_hyperparams(self): - self.timesteps_per_batch = 1024 - self.max_timesteps_per_episode = 1000 - self.num_epochs = 4 + self.timesteps_per_batch = 2048 + self.max_timesteps_per_episode = 1600 + self.num_epochs = 10 self.clip = 0.2 self.lr = 2.5e-4 - self.gamma = 0.999 + self.gamma = 0.99 self.lam = 0.98 self.num_minibatch = 6 - self.ent_coef = 0 + self.ent_coef = 0.001 self.target_kl = 0.02 self.max_grad_norm = 0.5 self.env_id = "Pendulum-v1" diff --git a/PPO_BipedalWalker-v3_model_1694988276 b/PPO_BipedalWalker-v3_model_1694988276 new file mode 100644 index 0000000..552b7d3 Binary files /dev/null and b/PPO_BipedalWalker-v3_model_1694988276 differ diff --git a/Plot_Data/ppo_log_1694985469.csv b/Plot_Data/ppo_log_1694985469.csv new file mode 100644 index 0000000..0464a9e --- /dev/null +++ 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/dev/null and b/Plot_Graphs/output_BipedalWalker-v3.png differ diff --git a/__pycache__/PPO.cpython-38.pyc b/__pycache__/PPO.cpython-38.pyc index 4be7be1..8f5056e 100644 Binary files a/__pycache__/PPO.cpython-38.pyc and b/__pycache__/PPO.cpython-38.pyc differ diff --git a/data_viz.ipynb b/data_viz.ipynb index 6374b21..d3f8622 100644 --- a/data_viz.ipynb +++ b/data_viz.ipynb @@ -12,7 +12,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -20,19 +20,19 @@ "output_type": "stream", "text": [ " Wall time Step Value\n", - "0 1.694918e+09 0.0 -284.165436\n", - "1 1.694918e+09 1.0 -287.917236\n", - "2 1.694918e+09 2.0 -179.945999\n", - "3 1.694918e+09 3.0 -260.201996\n", - "4 1.694918e+09 4.0 -176.307312\n", + "0 1.694986e+09 0.0 -76.109741\n", + "1 1.694986e+09 1.0 -104.988304\n", + "2 1.694986e+09 2.0 -103.327385\n", + "3 1.694986e+09 3.0 -86.743568\n", + "4 1.694986e+09 4.0 -79.425659\n", ".. ... ... ...\n", - "562 1.694925e+09 562.0 111.942955\n", - "563 1.694925e+09 563.0 89.175293\n", - "564 1.694925e+09 564.0 113.115273\n", - "565 1.694925e+09 565.0 57.623623\n", - "566 1.694925e+09 566.0 101.662766\n", + "455 1.694988e+09 455.0 73.418312\n", + "456 1.694988e+09 456.0 157.080643\n", + "457 1.694988e+09 457.0 169.299057\n", + "458 1.694988e+09 458.0 50.384689\n", + "459 1.694988e+09 459.0 161.736099\n", "\n", - "[567 rows x 3 columns]\n" + "[460 rows x 3 columns]\n" ] }, { @@ -47,7 +47,7 @@ } ], "source": [ - "df = pd.read_csv(\"Plot_Data/ppo_log_1694918231.csv\")\n", + "df = pd.read_csv(\"Plot_Data/ppo_log_1694985469.csv\")\n", "df = pd.DataFrame(df)\n", "ax = plt.gca()\n", "df_groupby = df.groupby(df.index)\n", @@ -57,22 +57,22 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 15, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -82,7 +82,7 @@ } ], "source": [ - "df = pd.read_csv(\"Plot_Data/ppo_log_1694918231.csv\")\n", + "df = pd.read_csv(\"Plot_Data/ppo_log_1694985469.csv\")\n", "df = pd.DataFrame(df)\n", "ax = plt.gca()\n", "df_groupby = df.groupby(df.index)\n", @@ -100,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -117,7 +117,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] diff --git a/runs/ppo_log_1694985469/events.out.tfevents.1694985469.manaro-rog-strix-g513ih.69962.0 b/runs/ppo_log_1694985469/events.out.tfevents.1694985469.manaro-rog-strix-g513ih.69962.0 new file mode 100644 index 0000000..4e92d13 Binary files /dev/null and b/runs/ppo_log_1694985469/events.out.tfevents.1694985469.manaro-rog-strix-g513ih.69962.0 differ diff --git a/train.py b/train.py index 7ea197f..4d7039f 100644 --- a/train.py +++ b/train.py @@ -12,4 +12,4 @@ def train(env_id,total_timesteps): model.save(path) if __name__ == '__main__': - train("LunarLanderContinuous-v2",1000000) \ No newline at end of file + train("BipedalWalker-v3",1405000) \ No newline at end of file diff --git a/videos/ppo_log_1694985469/rl-video-episode-0.meta.json b/videos/ppo_log_1694985469/rl-video-episode-0.meta.json new file mode 100644 index 0000000..03b3865 --- /dev/null +++ b/videos/ppo_log_1694985469/rl-video-episode-0.meta.json @@ -0,0 +1 @@ +{"step_id": 0, "episode_id": 0, "content_type": "video/mp4"} \ No newline at end of file diff --git a/videos/ppo_log_1694985469/rl-video-episode-0.mp4 b/videos/ppo_log_1694985469/rl-video-episode-0.mp4 new file mode 100644 index 0000000..f5ade28 Binary files /dev/null and b/videos/ppo_log_1694985469/rl-video-episode-0.mp4 differ diff --git a/videos/ppo_log_1694985469/rl-video-episode-1.meta.json b/videos/ppo_log_1694985469/rl-video-episode-1.meta.json new file mode 100644 index 0000000..63f5372 --- /dev/null +++ b/videos/ppo_log_1694985469/rl-video-episode-1.meta.json @@ -0,0 +1 @@ +{"step_id": 1600, "episode_id": 1, "content_type": "video/mp4"} \ No newline at end of file diff --git a/videos/ppo_log_1694985469/rl-video-episode-1.mp4 b/videos/ppo_log_1694985469/rl-video-episode-1.mp4 new file mode 100644 index 0000000..ffef8da Binary files /dev/null and b/videos/ppo_log_1694985469/rl-video-episode-1.mp4 differ diff --git a/videos/ppo_log_1694985469/rl-video-episode-1000.meta.json b/videos/ppo_log_1694985469/rl-video-episode-1000.meta.json new file mode 100644 index 0000000..d6cf0b5 --- /dev/null +++ b/videos/ppo_log_1694985469/rl-video-episode-1000.meta.json @@ -0,0 +1 @@ +{"step_id": 1251480, "episode_id": 1000, "content_type": "video/mp4"} \ No newline at end of file diff --git a/videos/ppo_log_1694985469/rl-video-episode-1000.mp4 b/videos/ppo_log_1694985469/rl-video-episode-1000.mp4 new file mode 100644 index 0000000..7892369 Binary files /dev/null and b/videos/ppo_log_1694985469/rl-video-episode-1000.mp4 differ diff --git a/videos/ppo_log_1694985469/rl-video-episode-125.meta.json b/videos/ppo_log_1694985469/rl-video-episode-125.meta.json new file mode 100644 index 0000000..f42dffb --- /dev/null +++ b/videos/ppo_log_1694985469/rl-video-episode-125.meta.json @@ -0,0 +1 @@ +{"step_id": 110300, "episode_id": 125, "content_type": "video/mp4"} \ No newline at end of file diff --git a/videos/ppo_log_1694985469/rl-video-episode-125.mp4 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