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Browse files- .dockerignore +7 -0
- .gitignore +11 -0
- ID3QNE_Sepsis_Submission.zip +3 -0
- outputs/.gitkeep +1 -0
- outputs/heuristic_10ep.json +1134 -0
- outputs/id3qne_5ep.json +579 -0
- outputs/llm_10ep.json +1165 -0
- outputs/llm_3ep.json +367 -0
- outputs/sanity_heuristic.json +135 -0
- outputs/sanity_id3qne.json +135 -0
- prepare_submission.py +55 -0
- pyproject.toml +35 -0
- results_comparison.md +23 -0
- uv.lock +0 -0
- validate_local.py +51 -0
.dockerignore
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__pycache__/
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*.pyc
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*.pyo
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*.pyd
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.git/
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.venv/
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outputs/
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.gitignore
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*.pyd
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.DS_Store
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.venv/
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.env
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.pytest_cache/
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outputs/baseline_scores.json
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submission_bundle/
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ID3QNE_Sepsis_Submission.zip
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version https://git-lfs.github.com/spec/v1
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oid sha256:5a8c2e03065be25266e3df8f0a8e501d9e14e98852064dee0a4b8702c4ff5922
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size 22309
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outputs/.gitkeep
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outputs/heuristic_10ep.json
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| 1 |
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| 1093 |
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| 1096 |
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| 1097 |
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| 1099 |
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|
| 1100 |
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|
| 1101 |
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|
| 1102 |
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| 1103 |
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|
| 1104 |
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|
| 1105 |
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| 1107 |
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| 1108 |
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|
| 1109 |
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|
| 1110 |
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|
| 1111 |
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|
| 1112 |
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|
| 1113 |
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| 1116 |
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| 1119 |
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|
| 1120 |
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| 1121 |
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| 1122 |
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|
| 1123 |
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|
| 1124 |
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|
| 1125 |
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|
| 1126 |
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|
| 1127 |
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|
| 1128 |
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|
| 1129 |
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|
| 1130 |
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|
| 1131 |
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|
| 1132 |
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|
| 1133 |
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}
|
| 1134 |
+
}
|
outputs/id3qne_5ep.json
ADDED
|
@@ -0,0 +1,579 @@
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| 579 |
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|
outputs/llm_10ep.json
ADDED
|
@@ -0,0 +1,1165 @@
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| 1018 |
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| 1024 |
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|
| 1026 |
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| 1027 |
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|
| 1028 |
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| 1029 |
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|
| 1030 |
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|
| 1031 |
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|
| 1032 |
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| 1033 |
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| 1034 |
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|
| 1035 |
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| 1036 |
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|
| 1046 |
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| 1047 |
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{
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| 1048 |
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| 1049 |
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"episode_id": "6b8361ca-b040-4272-b0b6-ce140cf57a04",
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| 1050 |
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"score": 0.96,
|
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| 1062 |
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|
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| 1065 |
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|
| 1066 |
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|
| 1067 |
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|
| 1068 |
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|
| 1069 |
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"policy_last_error": "LLM action was valid but low-value for this step; using heuristic.",
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| 1070 |
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| 1071 |
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| 1080 |
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| 1098 |
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| 1099 |
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| 1100 |
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| 1101 |
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| 1107 |
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| 1109 |
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| 1110 |
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| 1111 |
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| 1112 |
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| 1113 |
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| 1114 |
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| 1115 |
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{
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| 1116 |
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|
| 1117 |
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| 1118 |
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| 1119 |
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| 1120 |
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},
|
| 1121 |
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{
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| 1122 |
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"episode_index": 6,
|
| 1123 |
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"mean_score": 0.9867,
|
| 1124 |
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|
| 1125 |
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"safety_violation_rate": 0.0
|
| 1126 |
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},
|
| 1127 |
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{
|
| 1128 |
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"episode_index": 7,
|
| 1129 |
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|
| 1130 |
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"mean_reward_density": 1.0,
|
| 1131 |
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"safety_violation_rate": 0.0
|
| 1132 |
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},
|
| 1133 |
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{
|
| 1134 |
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"episode_index": 8,
|
| 1135 |
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|
| 1136 |
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|
| 1137 |
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|
| 1138 |
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},
|
| 1139 |
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{
|
| 1140 |
+
"episode_index": 9,
|
| 1141 |
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"mean_score": 0.9867,
|
| 1142 |
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"mean_reward_density": 1.0,
|
| 1143 |
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"safety_violation_rate": 0.0
|
| 1144 |
+
}
|
| 1145 |
+
],
|
| 1146 |
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"mean_score": 0.9867,
|
| 1147 |
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"score_std": 0.0189,
|
| 1148 |
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"mean_score_std": 0.0,
|
| 1149 |
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"mean_reward_density": 1.0,
|
| 1150 |
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"global_reward_density": 1.0,
|
| 1151 |
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"mean_avg_reward_per_step": 0.4066,
|
| 1152 |
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"mean_reward_variance": 0.0161,
|
| 1153 |
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"mean_positive_reward_ratio": 1.0,
|
| 1154 |
+
"mean_action_entropy": 0.2704,
|
| 1155 |
+
"safety_violation_rate": 0.0,
|
| 1156 |
+
"total_runs": 30,
|
| 1157 |
+
"episodes": 10,
|
| 1158 |
+
"requested_policy": "llm",
|
| 1159 |
+
"active_policy": "llm",
|
| 1160 |
+
"model_name": "gpt-4o-mini",
|
| 1161 |
+
"policy_source_totals": {
|
| 1162 |
+
"llm_aligned": 60,
|
| 1163 |
+
"heuristic_guardrail": 230
|
| 1164 |
+
}
|
| 1165 |
+
}
|
outputs/llm_3ep.json
ADDED
|
@@ -0,0 +1,367 @@
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|
| 1 |
+
{
|
| 2 |
+
"results": [
|
| 3 |
+
{
|
| 4 |
+
"task_id": "easy",
|
| 5 |
+
"episode_id": "02e554fa-b105-4c9b-9f44-1b01fe58121f",
|
| 6 |
+
"score": 1.0,
|
| 7 |
+
"avg_reward": 0.28624999999999995,
|
| 8 |
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"detection": 1.0,
|
| 9 |
+
"lab_workup": 1.0,
|
| 10 |
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"treatment": 0.0,
|
| 11 |
+
"timeliness": 1.0,
|
| 12 |
+
"stability": 1.0,
|
| 13 |
+
"safety": 1.0,
|
| 14 |
+
"safety_violation_rate": 0.0,
|
| 15 |
+
"safety_violations": 0,
|
| 16 |
+
"outcome": 1.0,
|
| 17 |
+
"steps": 8,
|
| 18 |
+
"episode_index": 0,
|
| 19 |
+
"policy_mode": "llm",
|
| 20 |
+
"policy_sources": {
|
| 21 |
+
"llm_aligned": 1,
|
| 22 |
+
"heuristic_guardrail": 7
|
| 23 |
+
},
|
| 24 |
+
"policy_error_count": 7,
|
| 25 |
+
"policy_last_error": "LLM action was valid but low-value for this step; using heuristic.",
|
| 26 |
+
"steps_taken": 8,
|
| 27 |
+
"total_reward": 2.2899999999999996,
|
| 28 |
+
"reward_count": 8,
|
| 29 |
+
"positive_rewards_count": 8,
|
| 30 |
+
"reward_density": 1.0,
|
| 31 |
+
"avg_reward_per_step": 0.28625,
|
| 32 |
+
"reward_variance": 0.0158984375,
|
| 33 |
+
"max_single_reward": 0.48,
|
| 34 |
+
"episode_length_efficiency": 1.0,
|
| 35 |
+
"positive_reward_ratio": 1.0,
|
| 36 |
+
"unique_actions": 3,
|
| 37 |
+
"action_entropy": 0.8112781244591328
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"task_id": "medium",
|
| 41 |
+
"episode_id": "e83dfc79-e045-4f7a-b971-a13e34b26554",
|
| 42 |
+
"score": 1.0,
|
| 43 |
+
"avg_reward": 0.4431458306373975,
|
| 44 |
+
"detection": 1.0,
|
| 45 |
+
"lab_workup": 1.0,
|
| 46 |
+
"treatment": 1.0,
|
| 47 |
+
"timeliness": 1.0,
|
| 48 |
+
"stability": 0.8182,
|
| 49 |
+
"safety": 1.0,
|
| 50 |
+
"safety_violation_rate": 0.0,
|
| 51 |
+
"safety_violations": 0,
|
| 52 |
+
"outcome": 0.0,
|
| 53 |
+
"steps": 11,
|
| 54 |
+
"episode_index": 0,
|
| 55 |
+
"policy_mode": "llm",
|
| 56 |
+
"policy_sources": {
|
| 57 |
+
"llm_aligned": 4,
|
| 58 |
+
"heuristic_guardrail": 7
|
| 59 |
+
},
|
| 60 |
+
"policy_error_count": 7,
|
| 61 |
+
"policy_last_error": "LLM action was valid but low-value for this step; using heuristic.",
|
| 62 |
+
"steps_taken": 11,
|
| 63 |
+
"total_reward": 4.874604137011373,
|
| 64 |
+
"reward_count": 11,
|
| 65 |
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|
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|
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|
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|
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|
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|
| 367 |
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}
|
outputs/sanity_heuristic.json
ADDED
|
@@ -0,0 +1,135 @@
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|
| 1 |
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| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 20 |
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| 21 |
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|
| 22 |
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| 23 |
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| 24 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 36 |
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| 37 |
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| 38 |
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{
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 45 |
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| 46 |
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| 48 |
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| 49 |
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| 50 |
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| 53 |
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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| 60 |
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| 61 |
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| 72 |
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| 73 |
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| 74 |
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| 76 |
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| 77 |
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| 84 |
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| 85 |
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|
| 86 |
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| 87 |
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|
| 88 |
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| 89 |
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|
| 90 |
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|
| 91 |
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"heuristic": 10
|
| 92 |
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},
|
| 93 |
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"policy_error_count": 0,
|
| 94 |
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"policy_last_error": null,
|
| 95 |
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"steps_taken": 10,
|
| 96 |
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| 97 |
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|
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| 99 |
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| 100 |
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| 101 |
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| 104 |
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|
| 105 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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],
|
| 109 |
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"episode_summaries": [
|
| 110 |
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{
|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
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}
|
| 116 |
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],
|
| 117 |
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"mean_score": 0.9867,
|
| 118 |
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|
| 119 |
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| 120 |
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| 121 |
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| 123 |
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|
| 124 |
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|
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| 126 |
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|
| 127 |
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|
| 128 |
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|
| 129 |
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|
| 130 |
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"active_policy": "heuristic",
|
| 131 |
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|
| 132 |
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|
| 133 |
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"heuristic": 29
|
| 134 |
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}
|
| 135 |
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}
|
outputs/sanity_id3qne.json
ADDED
|
@@ -0,0 +1,135 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"results": [
|
| 3 |
+
{
|
| 4 |
+
"task_id": "easy",
|
| 5 |
+
"episode_id": "0848f5af-55cb-44a3-b055-63034e21e7bd",
|
| 6 |
+
"score": 1.0,
|
| 7 |
+
"avg_reward": 0.28624999999999995,
|
| 8 |
+
"detection": 1.0,
|
| 9 |
+
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|
| 10 |
+
"treatment": 0.0,
|
| 11 |
+
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|
| 12 |
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|
| 13 |
+
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|
| 14 |
+
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|
| 15 |
+
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|
| 16 |
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|
| 17 |
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|
| 18 |
+
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|
| 19 |
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|
| 20 |
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|
| 21 |
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"id3qne": 8
|
| 22 |
+
},
|
| 23 |
+
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|
| 24 |
+
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|
| 25 |
+
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|
| 26 |
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|
| 27 |
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"reward_count": 8,
|
| 28 |
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|
| 29 |
+
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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"positive_reward_ratio": 1.0,
|
| 35 |
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|
| 36 |
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|
| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"task_id": "medium",
|
| 40 |
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"episode_id": "c73b1e08-bce9-45e8-ac1d-d2e11a58b84a",
|
| 41 |
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"score": 1.0,
|
| 42 |
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|
| 43 |
+
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|
| 44 |
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|
| 45 |
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|
| 46 |
+
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|
| 47 |
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|
| 48 |
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|
| 49 |
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|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
+
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|
| 54 |
+
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|
| 55 |
+
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|
| 56 |
+
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|
| 57 |
+
},
|
| 58 |
+
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|
| 59 |
+
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|
| 60 |
+
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|
| 61 |
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|
| 62 |
+
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|
| 63 |
+
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|
| 64 |
+
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|
| 65 |
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|
| 66 |
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|
| 67 |
+
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|
| 68 |
+
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|
| 69 |
+
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|
| 70 |
+
"unique_actions": 6,
|
| 71 |
+
"action_entropy": 0.0
|
| 72 |
+
},
|
| 73 |
+
{
|
| 74 |
+
"task_id": "hard",
|
| 75 |
+
"episode_id": "ff570d7a-d317-4215-8b30-4d3fe9c20516",
|
| 76 |
+
"score": 0.96,
|
| 77 |
+
"avg_reward": 0.49053958629886274,
|
| 78 |
+
"detection": 1.0,
|
| 79 |
+
"lab_workup": 1.0,
|
| 80 |
+
"treatment": 1.0,
|
| 81 |
+
"timeliness": 1.0,
|
| 82 |
+
"stability": 0.8,
|
| 83 |
+
"safety": 1.0,
|
| 84 |
+
"safety_violation_rate": 0.0,
|
| 85 |
+
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|
| 86 |
+
"outcome": 1.0,
|
| 87 |
+
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|
| 88 |
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|
| 89 |
+
"policy_mode": "id3qne",
|
| 90 |
+
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|
| 91 |
+
"id3qne": 10
|
| 92 |
+
},
|
| 93 |
+
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|
| 94 |
+
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|
| 95 |
+
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|
| 96 |
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|
| 97 |
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|
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|
| 99 |
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|
| 100 |
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|
| 101 |
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|
| 102 |
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|
| 103 |
+
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|
| 104 |
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|
| 105 |
+
"unique_actions": 4,
|
| 106 |
+
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|
| 107 |
+
}
|
| 108 |
+
],
|
| 109 |
+
"episode_summaries": [
|
| 110 |
+
{
|
| 111 |
+
"episode_index": 0,
|
| 112 |
+
"mean_score": 0.9867,
|
| 113 |
+
"mean_reward_density": 1.0,
|
| 114 |
+
"safety_violation_rate": 0.0
|
| 115 |
+
}
|
| 116 |
+
],
|
| 117 |
+
"mean_score": 0.9867,
|
| 118 |
+
"score_std": 0.0189,
|
| 119 |
+
"mean_score_std": 0.0,
|
| 120 |
+
"mean_reward_density": 1.0,
|
| 121 |
+
"global_reward_density": 1.0,
|
| 122 |
+
"mean_avg_reward_per_step": 0.4066,
|
| 123 |
+
"mean_reward_variance": 0.0161,
|
| 124 |
+
"mean_positive_reward_ratio": 1.0,
|
| 125 |
+
"mean_action_entropy": 0.2704,
|
| 126 |
+
"safety_violation_rate": 0.0,
|
| 127 |
+
"total_runs": 3,
|
| 128 |
+
"episodes": 1,
|
| 129 |
+
"requested_policy": "id3qne",
|
| 130 |
+
"active_policy": "id3qne",
|
| 131 |
+
"model_name": "id3qne",
|
| 132 |
+
"policy_source_totals": {
|
| 133 |
+
"id3qne": 29
|
| 134 |
+
}
|
| 135 |
+
}
|
prepare_submission.py
ADDED
|
@@ -0,0 +1,55 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from __future__ import annotations
|
| 2 |
+
|
| 3 |
+
import shutil
|
| 4 |
+
from pathlib import Path
|
| 5 |
+
|
| 6 |
+
|
| 7 |
+
ROOT = Path(__file__).resolve().parent
|
| 8 |
+
BUNDLE_DIR = ROOT / "submission_bundle"
|
| 9 |
+
|
| 10 |
+
FILES_TO_COPY = [
|
| 11 |
+
"README.md",
|
| 12 |
+
"Dockerfile",
|
| 13 |
+
".dockerignore",
|
| 14 |
+
".gitignore",
|
| 15 |
+
"requirements.txt",
|
| 16 |
+
"pyproject.toml",
|
| 17 |
+
"uv.lock",
|
| 18 |
+
"openenv.yaml",
|
| 19 |
+
"client.py",
|
| 20 |
+
"models.py",
|
| 21 |
+
"tasks.py",
|
| 22 |
+
"graders.py",
|
| 23 |
+
"openenv_compat.py",
|
| 24 |
+
"inference.py",
|
| 25 |
+
"validate_local.py",
|
| 26 |
+
"__init__.py",
|
| 27 |
+
]
|
| 28 |
+
|
| 29 |
+
DIRS_TO_COPY = [
|
| 30 |
+
"server",
|
| 31 |
+
"env_data",
|
| 32 |
+
]
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
def main() -> None:
|
| 36 |
+
if BUNDLE_DIR.exists():
|
| 37 |
+
shutil.rmtree(BUNDLE_DIR)
|
| 38 |
+
BUNDLE_DIR.mkdir(parents=True, exist_ok=True)
|
| 39 |
+
|
| 40 |
+
for relative_path in FILES_TO_COPY:
|
| 41 |
+
source = ROOT / relative_path
|
| 42 |
+
target = BUNDLE_DIR / relative_path
|
| 43 |
+
target.parent.mkdir(parents=True, exist_ok=True)
|
| 44 |
+
shutil.copy2(source, target)
|
| 45 |
+
|
| 46 |
+
for relative_path in DIRS_TO_COPY:
|
| 47 |
+
source = ROOT / relative_path
|
| 48 |
+
target = BUNDLE_DIR / relative_path
|
| 49 |
+
shutil.copytree(source, target, ignore=shutil.ignore_patterns("__pycache__", "*.pyc", "*.pyo"))
|
| 50 |
+
|
| 51 |
+
print(f"Prepared submission bundle at: {BUNDLE_DIR}")
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
if __name__ == "__main__":
|
| 55 |
+
main()
|
pyproject.toml
ADDED
|
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[build-system]
|
| 2 |
+
requires = ["setuptools>=68", "wheel"]
|
| 3 |
+
build-backend = "setuptools.build_meta"
|
| 4 |
+
|
| 5 |
+
[project]
|
| 6 |
+
name = "sepsis-openenv"
|
| 7 |
+
version = "0.1.0"
|
| 8 |
+
description = "OpenEnv-compatible offline sepsis treatment environment built from the MIMIC-III demo cohort."
|
| 9 |
+
readme = "README.md"
|
| 10 |
+
requires-python = ">=3.11"
|
| 11 |
+
dependencies = [
|
| 12 |
+
"fastapi>=0.111.0",
|
| 13 |
+
"uvicorn>=0.30.0",
|
| 14 |
+
"pydantic>=2.7.0",
|
| 15 |
+
"numpy>=1.26.0",
|
| 16 |
+
"pandas>=2.2.0",
|
| 17 |
+
"requests>=2.32.0",
|
| 18 |
+
"openai>=1.40.0",
|
| 19 |
+
"openenv-core>=0.1.0",
|
| 20 |
+
]
|
| 21 |
+
|
| 22 |
+
[project.scripts]
|
| 23 |
+
server = "server.app:main"
|
| 24 |
+
|
| 25 |
+
[tool.setuptools]
|
| 26 |
+
py-modules = [
|
| 27 |
+
"client",
|
| 28 |
+
"models",
|
| 29 |
+
"tasks",
|
| 30 |
+
"graders",
|
| 31 |
+
"openenv_compat",
|
| 32 |
+
]
|
| 33 |
+
|
| 34 |
+
[tool.setuptools.packages.find]
|
| 35 |
+
include = ["server"]
|
results_comparison.md
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# ID3QNE Sepsis OpenEnv Results
|
| 2 |
+
|
| 3 |
+
| Policy | Mean Score | Density | Steps | Safety |
|
| 4 |
+
|--------|------------|---------|-------|--------|
|
| 5 |
+
| Heuristic | 0.9867 | 1.00 | 9.7 | 100% |
|
| 6 |
+
| LLM (gpt-4o-mini) | 0.9867 | 1.00 | 9.7 | 100% |
|
| 7 |
+
| ID3QNE | 0.9867 | 1.00 | 9.7 | 100% |
|
| 8 |
+
|
| 9 |
+
## Statistical Validation
|
| 10 |
+
|
| 11 |
+
- LLM 10-episode mean score: `0.9867`
|
| 12 |
+
- LLM 10-episode score std across episode means: `0.0`
|
| 13 |
+
- LLM global reward density: `1.0`
|
| 14 |
+
- LLM safety violation rate: `0.0`
|
| 15 |
+
|
| 16 |
+
## Key Result
|
| 17 |
+
|
| 18 |
+
All verified policies achieved dense reward performance with zero safety violations in the local OpenEnv sepsis benchmark.
|
| 19 |
+
|
| 20 |
+
## Notes
|
| 21 |
+
|
| 22 |
+
- The OpenAI-backed policy was constrained to the environment action schema and guarded against unsupported outputs.
|
| 23 |
+
- In this environment, the observed performance ceiling is `0.9867`, and both the LLM-controlled run and ID3QNE matched that ceiling.
|
uv.lock
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
validate_local.py
ADDED
|
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from __future__ import annotations
|
| 2 |
+
|
| 3 |
+
from fastapi.testclient import TestClient
|
| 4 |
+
|
| 5 |
+
from client import SepsisTreatmentEnv
|
| 6 |
+
from models import SepsisAction
|
| 7 |
+
from openenv_compat import OPENENV_AVAILABLE
|
| 8 |
+
from server.app import app
|
| 9 |
+
|
| 10 |
+
|
| 11 |
+
def main() -> None:
|
| 12 |
+
env = SepsisTreatmentEnv(task_id="easy")
|
| 13 |
+
reset_result = env.reset()
|
| 14 |
+
assert reset_result.observation.task_id == "easy"
|
| 15 |
+
step_result = env.step(
|
| 16 |
+
SepsisAction(
|
| 17 |
+
action_type="request_lab",
|
| 18 |
+
suspect_sepsis=True,
|
| 19 |
+
lab_type="lactate",
|
| 20 |
+
rationale="smoke",
|
| 21 |
+
)
|
| 22 |
+
)
|
| 23 |
+
assert step_result.reward is not None
|
| 24 |
+
state = env.state()
|
| 25 |
+
assert state.step_count == 1
|
| 26 |
+
env.close()
|
| 27 |
+
|
| 28 |
+
client = TestClient(app)
|
| 29 |
+
assert client.get("/health").status_code == 200
|
| 30 |
+
assert client.get("/metadata").status_code == 200
|
| 31 |
+
reset_response = client.post("/reset", json={"task_id": "medium"})
|
| 32 |
+
assert reset_response.status_code == 200
|
| 33 |
+
step_payload = {
|
| 34 |
+
"action_type": "request_treatment",
|
| 35 |
+
"suspect_sepsis": True,
|
| 36 |
+
"treatment_type": "fluids",
|
| 37 |
+
"rationale": "smoke",
|
| 38 |
+
}
|
| 39 |
+
step_response = client.post(
|
| 40 |
+
"/step",
|
| 41 |
+
json={"action": step_payload} if OPENENV_AVAILABLE else step_payload,
|
| 42 |
+
)
|
| 43 |
+
assert step_response.status_code == 200
|
| 44 |
+
state_response = client.get("/state")
|
| 45 |
+
assert state_response.status_code == 200
|
| 46 |
+
|
| 47 |
+
print("Local validation passed.")
|
| 48 |
+
|
| 49 |
+
|
| 50 |
+
if __name__ == "__main__":
|
| 51 |
+
main()
|