Upload 9 files
Browse files- .gitattributes +1 -0
- lstm/best_model.keras +3 -0
- lstm/config.json +10 -0
- metrics/evaluations.npz +3 -0
- metrics/performance_vector.csv +0 -0
- metrics/tensorboard/events.out.tfevents.1743650164.DESKTOP-VU83M2R.19136.0 +3 -0
- ppo/best_model.zip +3 -0
- ppo/config.json +18 -0
- ppo/ppo_powergrid_model.zip +3 -0
- ppo/vec_normalize.pkl +3 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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lstm/best_model.keras filter=lfs diff=lfs merge=lfs -text
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lstm/best_model.keras
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version https://git-lfs.github.com/spec/v1
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oid sha256:cecf10227e9830fb582a31a73f89313244407b1269e5573f4c3035f10854baa0
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size 8990343
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lstm/config.json
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{
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"model_type": "lstm",
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"library": "tensorflow",
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"output_shape": [1],
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"custom_loss": "custom_demand_loss",
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"trained_on": "TVA load demand (Jan 2021- Dec. 2024)",
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"window_size": "7 days",
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"prediction_horizon": "1 day",
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"normalization": "min-max"
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}
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metrics/evaluations.npz
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version https://git-lfs.github.com/spec/v1
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oid sha256:57f351174f951765db2a763d63c7beaa87d3cee29b1fd97a1988863d381b442c
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size 13314
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metrics/performance_vector.csv
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metrics/tensorboard/events.out.tfevents.1743650164.DESKTOP-VU83M2R.19136.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:60d9b92cc0efca7bbecc7b48942fb02bf398fd4fc6e1865d1105cc0bdbf64c45
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size 143495
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ppo/best_model.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:9918e157132ca4d6fcec6f36bd810b8d46848106f16f4e0c191dcd0d7ff606d5
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size 222732
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ppo/config.json
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{
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"model_type": "stable-baselines3",
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"library": "stable-baselines3",
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"algorithm": "PPO",
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"env": "PowerGridEnv-v0",
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"vectorized": true,
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"vecnormalize": true,
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"observation_space": "Box(-1.0, 1.0, (40,), float32)",
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"action_space": "Box(-1.0, 1.0, (40,), float32)",
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"total_timesteps": 400000,
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"eval_episodes": 5,
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"eval_frequency": 2048,
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"best_model_saved": true,
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"reward_normalized": true,
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"clip_reward": 10.0,
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"trained_on": "Lauderdale County grid (TVA, Jan 2024)"
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}
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ppo/ppo_powergrid_model.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:63b4fa3accfe48ded2e9f5fd0eb88692ad6cbc7bbb7fbeb2d2de0b6d097a504b
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size 222733
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ppo/vec_normalize.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:77950bc9619bb4fa1cd32e9a1b6ebefc4cb86a767b9a652ff75ee0d01283b827
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size 2873
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