RL v3 training + eval results
Browse files- rl_v3_training_results.json +507 -0
rl_v3_training_results.json
ADDED
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@@ -0,0 +1,507 @@
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| 1 |
+
{
|
| 2 |
+
"method": "REINFORCE v3 (fresh LoRA, no SFT, heuristic override, reward shaping)",
|
| 3 |
+
"base_model": "Qwen/Qwen3-4B",
|
| 4 |
+
"rl_config": {
|
| 5 |
+
"episodes": 30,
|
| 6 |
+
"max_steps": 50,
|
| 7 |
+
"lr": 5e-05,
|
| 8 |
+
"temperature": 1.0,
|
| 9 |
+
"grad_accum": 4,
|
| 10 |
+
"grad_clip": 1.0,
|
| 11 |
+
"lora_r": 16,
|
| 12 |
+
"lora_alpha": 32
|
| 13 |
+
},
|
| 14 |
+
"gpu": "NVIDIA L40S",
|
| 15 |
+
"vram_gb": 47.7,
|
| 16 |
+
"torch_version": "2.8.0+cu128",
|
| 17 |
+
"rl_episodes": [
|
| 18 |
+
{
|
| 19 |
+
"episode": 0,
|
| 20 |
+
"task": "easy_bench",
|
| 21 |
+
"total_reward": 15.1892,
|
| 22 |
+
"enrolled": 9,
|
| 23 |
+
"target": 80,
|
| 24 |
+
"steps": 50,
|
| 25 |
+
"unique_action_types": 3,
|
| 26 |
+
"positive_rl_steps": 50,
|
| 27 |
+
"action_dist": {
|
| 28 |
+
"screen_patient": 11,
|
| 29 |
+
"recontact": 24,
|
| 30 |
+
"allocate_to_site": 15
|
| 31 |
+
}
|
| 32 |
+
},
|
| 33 |
+
{
|
| 34 |
+
"episode": 1,
|
| 35 |
+
"task": "medium_bench",
|
| 36 |
+
"total_reward": 11.5018,
|
| 37 |
+
"enrolled": 2,
|
| 38 |
+
"target": 120,
|
| 39 |
+
"steps": 50,
|
| 40 |
+
"unique_action_types": 3,
|
| 41 |
+
"positive_rl_steps": 50,
|
| 42 |
+
"action_dist": {
|
| 43 |
+
"screen_patient": 19,
|
| 44 |
+
"recontact": 17,
|
| 45 |
+
"allocate_to_site": 14
|
| 46 |
+
}
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"episode": 2,
|
| 50 |
+
"task": "hard_bench",
|
| 51 |
+
"total_reward": 10.227,
|
| 52 |
+
"enrolled": 0,
|
| 53 |
+
"target": 150,
|
| 54 |
+
"steps": 50,
|
| 55 |
+
"unique_action_types": 3,
|
| 56 |
+
"positive_rl_steps": 50,
|
| 57 |
+
"action_dist": {
|
| 58 |
+
"screen_patient": 9,
|
| 59 |
+
"recontact": 37,
|
| 60 |
+
"allocate_to_site": 4
|
| 61 |
+
}
|
| 62 |
+
},
|
| 63 |
+
{
|
| 64 |
+
"episode": 3,
|
| 65 |
+
"task": "easy_bench",
|
| 66 |
+
"total_reward": 14.3473,
|
| 67 |
+
"enrolled": 8,
|
| 68 |
+
"target": 80,
|
| 69 |
+
"steps": 50,
|
| 70 |
+
"unique_action_types": 3,
|
| 71 |
+
"positive_rl_steps": 50,
|
| 72 |
+
"action_dist": {
|
| 73 |
+
"screen_patient": 10,
|
| 74 |
+
"recontact": 26,
|
| 75 |
+
"allocate_to_site": 14
|
| 76 |
+
}
|
| 77 |
+
},
|
| 78 |
+
{
|
| 79 |
+
"episode": 4,
|
| 80 |
+
"task": "medium_bench",
|
| 81 |
+
"total_reward": 11.5018,
|
| 82 |
+
"enrolled": 2,
|
| 83 |
+
"target": 120,
|
| 84 |
+
"steps": 50,
|
| 85 |
+
"unique_action_types": 3,
|
| 86 |
+
"positive_rl_steps": 50,
|
| 87 |
+
"action_dist": {
|
| 88 |
+
"screen_patient": 19,
|
| 89 |
+
"recontact": 17,
|
| 90 |
+
"allocate_to_site": 14
|
| 91 |
+
}
|
| 92 |
+
},
|
| 93 |
+
{
|
| 94 |
+
"episode": 5,
|
| 95 |
+
"task": "hard_bench",
|
| 96 |
+
"total_reward": 10.227,
|
| 97 |
+
"enrolled": 0,
|
| 98 |
+
"target": 150,
|
| 99 |
+
"steps": 50,
|
| 100 |
+
"unique_action_types": 3,
|
| 101 |
+
"positive_rl_steps": 50,
|
| 102 |
+
"action_dist": {
|
| 103 |
+
"screen_patient": 9,
|
| 104 |
+
"recontact": 37,
|
| 105 |
+
"allocate_to_site": 4
|
| 106 |
+
}
|
| 107 |
+
},
|
| 108 |
+
{
|
| 109 |
+
"episode": 6,
|
| 110 |
+
"task": "easy_bench",
|
| 111 |
+
"total_reward": 14.3473,
|
| 112 |
+
"enrolled": 8,
|
| 113 |
+
"target": 80,
|
| 114 |
+
"steps": 50,
|
| 115 |
+
"unique_action_types": 3,
|
| 116 |
+
"positive_rl_steps": 50,
|
| 117 |
+
"action_dist": {
|
| 118 |
+
"screen_patient": 10,
|
| 119 |
+
"recontact": 26,
|
| 120 |
+
"allocate_to_site": 14
|
| 121 |
+
}
|
| 122 |
+
},
|
| 123 |
+
{
|
| 124 |
+
"episode": 7,
|
| 125 |
+
"task": "medium_bench",
|
| 126 |
+
"total_reward": 11.5018,
|
| 127 |
+
"enrolled": 2,
|
| 128 |
+
"target": 120,
|
| 129 |
+
"steps": 50,
|
| 130 |
+
"unique_action_types": 3,
|
| 131 |
+
"positive_rl_steps": 50,
|
| 132 |
+
"action_dist": {
|
| 133 |
+
"screen_patient": 19,
|
| 134 |
+
"recontact": 17,
|
| 135 |
+
"allocate_to_site": 14
|
| 136 |
+
}
|
| 137 |
+
},
|
| 138 |
+
{
|
| 139 |
+
"episode": 8,
|
| 140 |
+
"task": "hard_bench",
|
| 141 |
+
"total_reward": 10.227,
|
| 142 |
+
"enrolled": 0,
|
| 143 |
+
"target": 150,
|
| 144 |
+
"steps": 50,
|
| 145 |
+
"unique_action_types": 3,
|
| 146 |
+
"positive_rl_steps": 50,
|
| 147 |
+
"action_dist": {
|
| 148 |
+
"screen_patient": 9,
|
| 149 |
+
"recontact": 37,
|
| 150 |
+
"allocate_to_site": 4
|
| 151 |
+
}
|
| 152 |
+
},
|
| 153 |
+
{
|
| 154 |
+
"episode": 9,
|
| 155 |
+
"task": "easy_bench",
|
| 156 |
+
"total_reward": 14.3473,
|
| 157 |
+
"enrolled": 8,
|
| 158 |
+
"target": 80,
|
| 159 |
+
"steps": 50,
|
| 160 |
+
"unique_action_types": 3,
|
| 161 |
+
"positive_rl_steps": 50,
|
| 162 |
+
"action_dist": {
|
| 163 |
+
"screen_patient": 10,
|
| 164 |
+
"recontact": 26,
|
| 165 |
+
"allocate_to_site": 14
|
| 166 |
+
}
|
| 167 |
+
},
|
| 168 |
+
{
|
| 169 |
+
"episode": 10,
|
| 170 |
+
"task": "medium_bench",
|
| 171 |
+
"total_reward": 11.5018,
|
| 172 |
+
"enrolled": 2,
|
| 173 |
+
"target": 120,
|
| 174 |
+
"steps": 50,
|
| 175 |
+
"unique_action_types": 3,
|
| 176 |
+
"positive_rl_steps": 50,
|
| 177 |
+
"action_dist": {
|
| 178 |
+
"screen_patient": 19,
|
| 179 |
+
"recontact": 17,
|
| 180 |
+
"allocate_to_site": 14
|
| 181 |
+
}
|
| 182 |
+
},
|
| 183 |
+
{
|
| 184 |
+
"episode": 11,
|
| 185 |
+
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