add: upload lifecycle joint Q train run rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/artifacts/config.json +513 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/artifacts/feature_contract.json +104 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/artifacts/history.json +67 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/artifacts/split_head_config.json +38 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/artifacts/target_transform.json +33 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/best_model.pt +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/frozen_joint_q_policy.json +202 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/joint_q_mlp_report.md +29 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/joint_q_train_report.md +29 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/metrics/entry_exit_training_summary.json +130 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/metrics/training_summary.json +350 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/metrics/val_evaluation_summary.json +203 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0000.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0001.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0002.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0003.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0004.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0005.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0006.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0007.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0008.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0009.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0010.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0011.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0012.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0013.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0014.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0015.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0016.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0017.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0018.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0019.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0020.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0021.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0022.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0023.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0024.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0025.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0026.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0027.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0028.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0029.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0030.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0031.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0032.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0033.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0034.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0035.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0036.parquet +3 -0
- train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/predictions/val_action_values.parquet/part_0037.parquet +3 -0
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/artifacts/config.json
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|
| 1 |
+
{
|
| 2 |
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"action_ids": [
|
| 3 |
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0,
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| 4 |
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4,
|
| 5 |
+
7,
|
| 6 |
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8
|
| 7 |
+
],
|
| 8 |
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|
| 9 |
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"no_buy",
|
| 10 |
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"buy_1pct",
|
| 11 |
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"hold",
|
| 12 |
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"sell"
|
| 13 |
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],
|
| 14 |
+
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|
| 15 |
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"amp_dtype": "float16",
|
| 16 |
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|
| 17 |
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"batch_size": 36864,
|
| 18 |
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|
| 19 |
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|
| 20 |
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"dataset_dir": "res/pumpfun/train/deep/rl_lifecycle_joint_q_tensor_caches/rl_lifecycle_joint_q_global_tensor_bank_split_head_agg_prefix_compact_amp_v2/dataset_contracts/time_80_10_10",
|
| 21 |
+
"dataset_manifest": {
|
| 22 |
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"artifact_kind": "pumpfun_rl_lifecycle_joint_q_supervised_dataset",
|
| 23 |
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"dataset_contract_source": "global_tensor_bank_split_metadata",
|
| 24 |
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|
| 25 |
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|
| 26 |
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|
| 27 |
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"source_dataset_dir": "res/pumpfun/train/deep/rl_lifecycle_joint_q_supervised_datasets/rl_lifecycle_joint_q_supervised_dataset_full_60s_p256_event0_fixed1pct_agg_prefix_v1",
|
| 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 |
+
},
|
| 35 |
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"device": "cuda",
|
| 36 |
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|
| 37 |
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|
| 38 |
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| 39 |
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|
| 40 |
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|
| 41 |
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|
| 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 |
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|
| 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 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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| 75 |
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| 76 |
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| 77 |
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| 78 |
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| 79 |
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| 80 |
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| 81 |
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| 82 |
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| 83 |
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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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|
| 92 |
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|
| 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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| 98 |
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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 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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|
| 109 |
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|
| 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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|
| 118 |
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| 119 |
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| 120 |
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ADDED
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|
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|
|
|
| 1 |
+
{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
| 5 |
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|
| 6 |
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8
|
| 7 |
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],
|
| 8 |
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|
| 9 |
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"no_buy",
|
| 10 |
+
"buy_1pct",
|
| 11 |
+
"hold",
|
| 12 |
+
"sell"
|
| 13 |
+
],
|
| 14 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_feature_contract",
|
| 15 |
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"feature_columns": [
|
| 16 |
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"position_is_flat",
|
| 17 |
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"position_is_in_position",
|
| 18 |
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"decision_sec",
|
| 19 |
+
"entry_sec",
|
| 20 |
+
"sell_sec_filled",
|
| 21 |
+
"position_age_sec",
|
| 22 |
+
"time_to_force_exit_sec",
|
| 23 |
+
"entry_event_available",
|
| 24 |
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"sell_event_available",
|
| 25 |
+
"entry_seconds_since_creation_filled",
|
| 26 |
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"sell_seconds_since_creation_filled",
|
| 27 |
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"quote_in_lamports_filled",
|
| 28 |
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"tokens_out_filled",
|
| 29 |
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|
| 30 |
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"entry_virtual_token_balance_after_filled",
|
| 31 |
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"entry_virtual_sol_balance_after_filled",
|
| 32 |
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|
| 33 |
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|
| 34 |
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"entry_spot_price_lamports_per_token_filled",
|
| 35 |
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|
| 36 |
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"decision_spot_price_lamports_per_token_filled",
|
| 37 |
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"position_entry_to_decision_spot_price_ratio",
|
| 38 |
+
"log_position_entry_to_decision_spot_price_ratio",
|
| 39 |
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|
| 40 |
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|
| 41 |
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"prefix_swap_count",
|
| 42 |
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"prefix_buy_count",
|
| 43 |
+
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|
| 44 |
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|
| 45 |
+
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|
| 46 |
+
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|
| 47 |
+
"prefix_base_volume",
|
| 48 |
+
"prefix_quote_volume",
|
| 49 |
+
"prefix_base_buy_volume",
|
| 50 |
+
"prefix_base_sell_volume",
|
| 51 |
+
"prefix_quote_buy_volume",
|
| 52 |
+
"prefix_quote_sell_volume",
|
| 53 |
+
"prefix_net_base_volume",
|
| 54 |
+
"prefix_net_quote_volume",
|
| 55 |
+
"prefix_buy_share",
|
| 56 |
+
"prefix_sell_share",
|
| 57 |
+
"prefix_count_imbalance",
|
| 58 |
+
"prefix_base_volume_imbalance",
|
| 59 |
+
"prefix_quote_volume_imbalance",
|
| 60 |
+
"prefix_quote_buy_share",
|
| 61 |
+
"prefix_quote_sell_share",
|
| 62 |
+
"prefix_trade_rate_per_second",
|
| 63 |
+
"prefix_quote_volume_rate_per_second",
|
| 64 |
+
"prefix_net_quote_volume_rate_per_second",
|
| 65 |
+
"prefix_price_open",
|
| 66 |
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"prefix_price_close",
|
| 67 |
+
"prefix_price_low",
|
| 68 |
+
"prefix_price_high",
|
| 69 |
+
"prefix_price_mean",
|
| 70 |
+
"prefix_price_vwap_quote",
|
| 71 |
+
"prefix_price_close_to_open_ratio",
|
| 72 |
+
"prefix_log_price_close_to_open_ratio",
|
| 73 |
+
"prefix_price_high_low_range_to_open_ratio",
|
| 74 |
+
"prefix_progress_open",
|
| 75 |
+
"prefix_progress_close",
|
| 76 |
+
"prefix_progress_low",
|
| 77 |
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"prefix_progress_high",
|
| 78 |
+
"prefix_progress_mean",
|
| 79 |
+
"prefix_progress_delta",
|
| 80 |
+
"prefix_progress_range",
|
| 81 |
+
"prefix_progress_rate_per_second",
|
| 82 |
+
"recent_3s_swap_count",
|
| 83 |
+
"recent_3s_buy_count",
|
| 84 |
+
"recent_3s_sell_count",
|
| 85 |
+
"recent_3s_unique_wallet_count_sum",
|
| 86 |
+
"recent_3s_quote_volume",
|
| 87 |
+
"recent_3s_net_quote_volume",
|
| 88 |
+
"recent_3s_count_imbalance",
|
| 89 |
+
"recent_3s_quote_volume_imbalance",
|
| 90 |
+
"recent_3s_log_price_close_to_open_ratio",
|
| 91 |
+
"recent_3s_progress_delta",
|
| 92 |
+
"recent_10s_swap_count",
|
| 93 |
+
"recent_10s_buy_count",
|
| 94 |
+
"recent_10s_sell_count",
|
| 95 |
+
"recent_10s_unique_wallet_count_sum",
|
| 96 |
+
"recent_10s_quote_volume",
|
| 97 |
+
"recent_10s_net_quote_volume",
|
| 98 |
+
"recent_10s_count_imbalance",
|
| 99 |
+
"recent_10s_quote_volume_imbalance",
|
| 100 |
+
"recent_10s_log_price_close_to_open_ratio",
|
| 101 |
+
"recent_10s_progress_delta"
|
| 102 |
+
],
|
| 103 |
+
"source": "global_tensor_bank_split_metadata"
|
| 104 |
+
}
|
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/artifacts/history.json
ADDED
|
@@ -0,0 +1,67 @@
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|
|
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|
|
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|
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|
|
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|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
| 1 |
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{
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"best_epoch": 1,
|
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"history": [
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|
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|
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|
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|
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|
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|
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|
| 32 |
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"val_invalid_selected_action_count": 0,
|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 42 |
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|
| 43 |
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"val_selector_policy_id": "entry_gt_1p0__sell_gt_m2p0"
|
| 44 |
+
}
|
| 45 |
+
],
|
| 46 |
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"selection_record": {
|
| 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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"sell_behavior_not_collapsed_after_filled_entry": true,
|
| 55 |
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|
| 56 |
+
},
|
| 57 |
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|
| 58 |
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|
| 59 |
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"selector_policy_family": "margin_threshold",
|
| 60 |
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"selector_policy_id": "entry_gt_1p0__sell_gt_m2p0",
|
| 61 |
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"val_invalid_selected_action_count": 0,
|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
+
},
|
| 66 |
+
"selection_rule": "validation_lifecycle_utility_with_collapse_guards"
|
| 67 |
+
}
|
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/artifacts/split_head_config.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_split_head_config",
|
| 3 |
+
"entry_loss_rows": "flat rows only",
|
| 4 |
+
"exit_loss_rows": "in_position rows only",
|
| 5 |
+
"false_positive_control": {
|
| 6 |
+
"definition": "target no_buy flat rows with positive buy-over-no_buy score margin",
|
| 7 |
+
"entry_false_positive_weight": 2.0
|
| 8 |
+
},
|
| 9 |
+
"heads": {
|
| 10 |
+
"entry": [
|
| 11 |
+
"no_buy",
|
| 12 |
+
"buy_1pct"
|
| 13 |
+
],
|
| 14 |
+
"exit": [
|
| 15 |
+
"hold",
|
| 16 |
+
"sell"
|
| 17 |
+
],
|
| 18 |
+
"q_aux": [
|
| 19 |
+
"no_buy",
|
| 20 |
+
"buy_1pct",
|
| 21 |
+
"hold",
|
| 22 |
+
"sell"
|
| 23 |
+
]
|
| 24 |
+
},
|
| 25 |
+
"max_buy_action_weight": 2.0,
|
| 26 |
+
"model_kind": "lifecycle_joint_q_split_head_aggregate_transformer",
|
| 27 |
+
"part": "11C",
|
| 28 |
+
"q_aux_loss_weight": 0.25,
|
| 29 |
+
"shared_trunk": {
|
| 30 |
+
"dropout": 0.05,
|
| 31 |
+
"feedforward_dim": 512,
|
| 32 |
+
"hidden_dim": 128,
|
| 33 |
+
"num_heads": 8,
|
| 34 |
+
"num_layers": 4,
|
| 35 |
+
"pooling": "mean_pool_after_encoder",
|
| 36 |
+
"tokenization": "one aggregate feature value per Transformer token"
|
| 37 |
+
}
|
| 38 |
+
}
|
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/artifacts/target_transform.json
ADDED
|
@@ -0,0 +1,33 @@
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_train_target_transform",
|
| 3 |
+
"base_target_space": "bank_bps",
|
| 4 |
+
"buy_action_equity_fraction": 0.01,
|
| 5 |
+
"buy_notional_sol": 0.01,
|
| 6 |
+
"formula": "(10000 * target_q_lamports / 1e9 / initial_equity_sol - train_mean) / train_std",
|
| 7 |
+
"initial_equity_sol": 1.0,
|
| 8 |
+
"lamports_divisor": 1000000000.0,
|
| 9 |
+
"part": "11C",
|
| 10 |
+
"positive_affine_for_argmax": true,
|
| 11 |
+
"raw_units": "lamports",
|
| 12 |
+
"report_units": "SOL",
|
| 13 |
+
"source_dataset_target_transform": {
|
| 14 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_target_transform",
|
| 15 |
+
"formula": "target_q_action_{id}_model = target_q_action_{id}_lamports / 1e9",
|
| 16 |
+
"lamports_divisor": 1000000000.0,
|
| 17 |
+
"part": "11A",
|
| 18 |
+
"positive_affine_for_argmax": true,
|
| 19 |
+
"raw_units": "lamports",
|
| 20 |
+
"standardization": null,
|
| 21 |
+
"target_q_model_units": "SOL"
|
| 22 |
+
},
|
| 23 |
+
"standardization": {
|
| 24 |
+
"mean": 2.6137708529916197,
|
| 25 |
+
"method": "mean_std",
|
| 26 |
+
"std": 30.532035335909505,
|
| 27 |
+
"valid_q_cell_count": 259029718
|
| 28 |
+
},
|
| 29 |
+
"standardization_center": 2.6137708529916197,
|
| 30 |
+
"standardization_scale": 30.532035335909505,
|
| 31 |
+
"target_model_space": "standardized_bank_bps",
|
| 32 |
+
"target_transform_fitted_on_split": "train"
|
| 33 |
+
}
|
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/best_model.pt
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:5b44cd45fa97659e567fb7166b1e39d6ffc17fa86bd714aedcd941c46b21bd5f
|
| 3 |
+
size 3250933
|
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/frozen_joint_q_policy.json
ADDED
|
@@ -0,0 +1,202 @@
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|
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|
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|
|
|
|
|
|
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|
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|
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|
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|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"action_ids": [
|
| 3 |
+
0,
|
| 4 |
+
4,
|
| 5 |
+
7,
|
| 6 |
+
8
|
| 7 |
+
],
|
| 8 |
+
"action_vocabulary": [
|
| 9 |
+
"no_buy",
|
| 10 |
+
"buy_1pct",
|
| 11 |
+
"hold",
|
| 12 |
+
"sell"
|
| 13 |
+
],
|
| 14 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_frozen_policy",
|
| 15 |
+
"best_epoch": 1,
|
| 16 |
+
"best_val_lifecycle_utility_sol": 7.400730562525513,
|
| 17 |
+
"best_val_loss": 0.9537617078433271,
|
| 18 |
+
"dataset_dir": "res/pumpfun/train/deep/rl_lifecycle_joint_q_tensor_caches/rl_lifecycle_joint_q_global_tensor_bank_split_head_agg_prefix_compact_amp_v2/dataset_contracts/time_80_10_10",
|
| 19 |
+
"feature_columns": [
|
| 20 |
+
"position_is_flat",
|
| 21 |
+
"position_is_in_position",
|
| 22 |
+
"decision_sec",
|
| 23 |
+
"entry_sec",
|
| 24 |
+
"sell_sec_filled",
|
| 25 |
+
"position_age_sec",
|
| 26 |
+
"time_to_force_exit_sec",
|
| 27 |
+
"entry_event_available",
|
| 28 |
+
"sell_event_available",
|
| 29 |
+
"entry_seconds_since_creation_filled",
|
| 30 |
+
"sell_seconds_since_creation_filled",
|
| 31 |
+
"quote_in_lamports_filled",
|
| 32 |
+
"tokens_out_filled",
|
| 33 |
+
"buy_price_impact_fraction_filled",
|
| 34 |
+
"entry_virtual_token_balance_after_filled",
|
| 35 |
+
"entry_virtual_sol_balance_after_filled",
|
| 36 |
+
"decision_virtual_token_balance_after_filled",
|
| 37 |
+
"decision_virtual_sol_balance_after_filled",
|
| 38 |
+
"entry_spot_price_lamports_per_token_filled",
|
| 39 |
+
"sell_spot_price_lamports_per_token_filled",
|
| 40 |
+
"decision_spot_price_lamports_per_token_filled",
|
| 41 |
+
"position_entry_to_decision_spot_price_ratio",
|
| 42 |
+
"log_position_entry_to_decision_spot_price_ratio",
|
| 43 |
+
"prefix_active_bucket_count",
|
| 44 |
+
"prefix_active_bucket_density",
|
| 45 |
+
"prefix_swap_count",
|
| 46 |
+
"prefix_buy_count",
|
| 47 |
+
"prefix_sell_count",
|
| 48 |
+
"prefix_unique_wallet_count_sum",
|
| 49 |
+
"prefix_unique_buyer_count_sum",
|
| 50 |
+
"prefix_unique_seller_count_sum",
|
| 51 |
+
"prefix_base_volume",
|
| 52 |
+
"prefix_quote_volume",
|
| 53 |
+
"prefix_base_buy_volume",
|
| 54 |
+
"prefix_base_sell_volume",
|
| 55 |
+
"prefix_quote_buy_volume",
|
| 56 |
+
"prefix_quote_sell_volume",
|
| 57 |
+
"prefix_net_base_volume",
|
| 58 |
+
"prefix_net_quote_volume",
|
| 59 |
+
"prefix_buy_share",
|
| 60 |
+
"prefix_sell_share",
|
| 61 |
+
"prefix_count_imbalance",
|
| 62 |
+
"prefix_base_volume_imbalance",
|
| 63 |
+
"prefix_quote_volume_imbalance",
|
| 64 |
+
"prefix_quote_buy_share",
|
| 65 |
+
"prefix_quote_sell_share",
|
| 66 |
+
"prefix_trade_rate_per_second",
|
| 67 |
+
"prefix_quote_volume_rate_per_second",
|
| 68 |
+
"prefix_net_quote_volume_rate_per_second",
|
| 69 |
+
"prefix_price_open",
|
| 70 |
+
"prefix_price_close",
|
| 71 |
+
"prefix_price_low",
|
| 72 |
+
"prefix_price_high",
|
| 73 |
+
"prefix_price_mean",
|
| 74 |
+
"prefix_price_vwap_quote",
|
| 75 |
+
"prefix_price_close_to_open_ratio",
|
| 76 |
+
"prefix_log_price_close_to_open_ratio",
|
| 77 |
+
"prefix_price_high_low_range_to_open_ratio",
|
| 78 |
+
"prefix_progress_open",
|
| 79 |
+
"prefix_progress_close",
|
| 80 |
+
"prefix_progress_low",
|
| 81 |
+
"prefix_progress_high",
|
| 82 |
+
"prefix_progress_mean",
|
| 83 |
+
"prefix_progress_delta",
|
| 84 |
+
"prefix_progress_range",
|
| 85 |
+
"prefix_progress_rate_per_second",
|
| 86 |
+
"recent_3s_swap_count",
|
| 87 |
+
"recent_3s_buy_count",
|
| 88 |
+
"recent_3s_sell_count",
|
| 89 |
+
"recent_3s_unique_wallet_count_sum",
|
| 90 |
+
"recent_3s_quote_volume",
|
| 91 |
+
"recent_3s_net_quote_volume",
|
| 92 |
+
"recent_3s_count_imbalance",
|
| 93 |
+
"recent_3s_quote_volume_imbalance",
|
| 94 |
+
"recent_3s_log_price_close_to_open_ratio",
|
| 95 |
+
"recent_3s_progress_delta",
|
| 96 |
+
"recent_10s_swap_count",
|
| 97 |
+
"recent_10s_buy_count",
|
| 98 |
+
"recent_10s_sell_count",
|
| 99 |
+
"recent_10s_unique_wallet_count_sum",
|
| 100 |
+
"recent_10s_quote_volume",
|
| 101 |
+
"recent_10s_net_quote_volume",
|
| 102 |
+
"recent_10s_count_imbalance",
|
| 103 |
+
"recent_10s_quote_volume_imbalance",
|
| 104 |
+
"recent_10s_log_price_close_to_open_ratio",
|
| 105 |
+
"recent_10s_progress_delta"
|
| 106 |
+
],
|
| 107 |
+
"forced_exit_behavior": "during lifecycle apply, sell is forced at force_exit_sec if the model has not selected sell earlier",
|
| 108 |
+
"forced_exit_sec": 60,
|
| 109 |
+
"part": "11C",
|
| 110 |
+
"policy_selection_after_training": null,
|
| 111 |
+
"sample_weighting": {
|
| 112 |
+
"action_weights": {
|
| 113 |
+
"0": 0.5443006401367456,
|
| 114 |
+
"4": 2.0,
|
| 115 |
+
"7": 1.4767527294670886,
|
| 116 |
+
"8": 0.732432669675792
|
| 117 |
+
},
|
| 118 |
+
"advantage_weight_bps": 5.0,
|
| 119 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_sample_weighting",
|
| 120 |
+
"fitted_on_split": "train",
|
| 121 |
+
"formula": "state_weight(position_state) * action_weight(target_action_id) * clip(1 + abs(target_pair_advantage_bps) / advantage_weight_bps, 1, max_advantage_weight)",
|
| 122 |
+
"max_action_weight": 10.0,
|
| 123 |
+
"max_advantage_weight": 10.0,
|
| 124 |
+
"max_buy_action_weight": 2.0,
|
| 125 |
+
"part": "11C",
|
| 126 |
+
"state_counts": {
|
| 127 |
+
"flat": 63382155,
|
| 128 |
+
"in_position": 66132704
|
| 129 |
+
},
|
| 130 |
+
"state_weights": {
|
| 131 |
+
"flat": 1.021698134119927,
|
| 132 |
+
"in_position": 0.9792043207548266
|
| 133 |
+
},
|
| 134 |
+
"target_action_counts": {
|
| 135 |
+
"0": 59486821,
|
| 136 |
+
"4": 3895334,
|
| 137 |
+
"7": 21925617,
|
| 138 |
+
"8": 44207087
|
| 139 |
+
},
|
| 140 |
+
"target_transform": {
|
| 141 |
+
"base_target_space": "bank_bps",
|
| 142 |
+
"target_model_space": "standardized_bank_bps"
|
| 143 |
+
},
|
| 144 |
+
"train_row_count": 129514859
|
| 145 |
+
},
|
| 146 |
+
"selection_record": {
|
| 147 |
+
"entry_attempt_rate": 0.11070693122918578,
|
| 148 |
+
"entry_fill_rate": 0.11070693122918578,
|
| 149 |
+
"epoch": 1,
|
| 150 |
+
"guard_pass": true,
|
| 151 |
+
"guards": {
|
| 152 |
+
"entry_attempt_not_collapsed_without_utility": true,
|
| 153 |
+
"invalid_selected_action_count_is_zero": true,
|
| 154 |
+
"sell_behavior_not_collapsed_after_filled_entry": true,
|
| 155 |
+
"utility_at_least_no_buy_floor": true
|
| 156 |
+
},
|
| 157 |
+
"learned_sell_count": 175421,
|
| 158 |
+
"selection_score": 7.400730562525513,
|
| 159 |
+
"selector_policy_family": "margin_threshold",
|
| 160 |
+
"selector_policy_id": "entry_gt_1p0__sell_gt_m2p0",
|
| 161 |
+
"val_invalid_selected_action_count": 0,
|
| 162 |
+
"val_lifecycle_utility_sol": 7.400730562525513,
|
| 163 |
+
"val_loss": 0.9537617078433271,
|
| 164 |
+
"val_oracle_action_match": 0.8361015037459139
|
| 165 |
+
},
|
| 166 |
+
"selection_rule": "validation_lifecycle_utility_with_collapse_guards",
|
| 167 |
+
"source_run_dir": "res/pumpfun/train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1",
|
| 168 |
+
"target_transform": {
|
| 169 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_train_target_transform",
|
| 170 |
+
"base_target_space": "bank_bps",
|
| 171 |
+
"buy_action_equity_fraction": 0.01,
|
| 172 |
+
"buy_notional_sol": 0.01,
|
| 173 |
+
"formula": "(10000 * target_q_lamports / 1e9 / initial_equity_sol - train_mean) / train_std",
|
| 174 |
+
"initial_equity_sol": 1.0,
|
| 175 |
+
"lamports_divisor": 1000000000.0,
|
| 176 |
+
"part": "11C",
|
| 177 |
+
"positive_affine_for_argmax": true,
|
| 178 |
+
"raw_units": "lamports",
|
| 179 |
+
"report_units": "SOL",
|
| 180 |
+
"source_dataset_target_transform": {
|
| 181 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_target_transform",
|
| 182 |
+
"formula": "target_q_action_{id}_model = target_q_action_{id}_lamports / 1e9",
|
| 183 |
+
"lamports_divisor": 1000000000.0,
|
| 184 |
+
"part": "11A",
|
| 185 |
+
"positive_affine_for_argmax": true,
|
| 186 |
+
"raw_units": "lamports",
|
| 187 |
+
"standardization": null,
|
| 188 |
+
"target_q_model_units": "SOL"
|
| 189 |
+
},
|
| 190 |
+
"standardization": {
|
| 191 |
+
"mean": 2.6137708529916197,
|
| 192 |
+
"method": "mean_std",
|
| 193 |
+
"std": 30.532035335909505,
|
| 194 |
+
"valid_q_cell_count": 259029718
|
| 195 |
+
},
|
| 196 |
+
"standardization_center": 2.6137708529916197,
|
| 197 |
+
"standardization_scale": 30.532035335909505,
|
| 198 |
+
"target_model_space": "standardized_bank_bps",
|
| 199 |
+
"target_transform_fitted_on_split": "train"
|
| 200 |
+
},
|
| 201 |
+
"test_used_for_selection": false
|
| 202 |
+
}
|
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/joint_q_mlp_report.md
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Lifecycle joint Q training report
|
| 2 |
+
|
| 3 |
+
Status: Part 11C learned joint Q training.
|
| 4 |
+
|
| 5 |
+
## Contract
|
| 6 |
+
|
| 7 |
+
- dataset_dir: `res/pumpfun/train/deep/rl_lifecycle_joint_q_tensor_caches/rl_lifecycle_joint_q_global_tensor_bank_split_head_agg_prefix_compact_amp_v2/dataset_contracts/time_80_10_10`
|
| 8 |
+
- model_kind: `lifecycle_joint_q_split_head_aggregate_transformer`
|
| 9 |
+
- model: `d128/h8/l4/ff512/dropout0.05`
|
| 10 |
+
- trainable_parameters: `805640`
|
| 11 |
+
- feature_count: `86`
|
| 12 |
+
- action_order: `[0, 4, 7, 8]` / `['no_buy', 'buy_1pct', 'hold', 'sell']`
|
| 13 |
+
- initial_equity_sol: `1.0`
|
| 14 |
+
- target_model_space: `standardized_bank_bps`
|
| 15 |
+
- loss_kind: `split_entry_exit_policy_losses_plus_q_aux`
|
| 16 |
+
- best_epoch: `1`
|
| 17 |
+
- best_val_loss: `0.9537617078433271`
|
| 18 |
+
- best_val_lifecycle_utility_sol: `7.400730562525513`
|
| 19 |
+
- selection: train weights on train, choose checkpoint by validation lifecycle utility with collapse guards, apply frozen policy on test once.
|
| 20 |
+
- caveat: `event0_last_observed` remains optimistic/no-latency diagnostic, not realistic production latency.
|
| 21 |
+
|
| 22 |
+
## Prediction Metrics
|
| 23 |
+
|
| 24 |
+
- val_oracle_action_match: `0.8361041630101783`
|
| 25 |
+
- val_invalid_selected_action_count: `0`
|
| 26 |
+
|
| 27 |
+
## Required Comparisons
|
| 28 |
+
|
| 29 |
+
Compare this learned policy against no-buy, Part 10A forced exit, Part 10C rule exit, Part 10F learned exit, Part 10B oracle upper bound, and Part 10G DP target application before interpreting it as useful.
|
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/joint_q_train_report.md
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Lifecycle joint Q training report
|
| 2 |
+
|
| 3 |
+
Status: Part 11C learned joint Q training.
|
| 4 |
+
|
| 5 |
+
## Contract
|
| 6 |
+
|
| 7 |
+
- dataset_dir: `res/pumpfun/train/deep/rl_lifecycle_joint_q_tensor_caches/rl_lifecycle_joint_q_global_tensor_bank_split_head_agg_prefix_compact_amp_v2/dataset_contracts/time_80_10_10`
|
| 8 |
+
- model_kind: `lifecycle_joint_q_split_head_aggregate_transformer`
|
| 9 |
+
- model: `d128/h8/l4/ff512/dropout0.05`
|
| 10 |
+
- trainable_parameters: `805640`
|
| 11 |
+
- feature_count: `86`
|
| 12 |
+
- action_order: `[0, 4, 7, 8]` / `['no_buy', 'buy_1pct', 'hold', 'sell']`
|
| 13 |
+
- initial_equity_sol: `1.0`
|
| 14 |
+
- target_model_space: `standardized_bank_bps`
|
| 15 |
+
- loss_kind: `split_entry_exit_policy_losses_plus_q_aux`
|
| 16 |
+
- best_epoch: `1`
|
| 17 |
+
- best_val_loss: `0.9537617078433271`
|
| 18 |
+
- best_val_lifecycle_utility_sol: `7.400730562525513`
|
| 19 |
+
- selection: train weights on train, choose checkpoint by validation lifecycle utility with collapse guards, apply frozen policy on test once.
|
| 20 |
+
- caveat: `event0_last_observed` remains optimistic/no-latency diagnostic, not realistic production latency.
|
| 21 |
+
|
| 22 |
+
## Prediction Metrics
|
| 23 |
+
|
| 24 |
+
- val_oracle_action_match: `0.8361041630101783`
|
| 25 |
+
- val_invalid_selected_action_count: `0`
|
| 26 |
+
|
| 27 |
+
## Required Comparisons
|
| 28 |
+
|
| 29 |
+
Compare this learned policy against no-buy, Part 10A forced exit, Part 10C rule exit, Part 10F learned exit, Part 10B oracle upper bound, and Part 10G DP target application before interpreting it as useful.
|
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/metrics/entry_exit_training_summary.json
ADDED
|
@@ -0,0 +1,130 @@
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_entry_exit_training_summary",
|
| 3 |
+
"best_history_row": {
|
| 4 |
+
"epoch": 1,
|
| 5 |
+
"selection_guard_pass": true,
|
| 6 |
+
"selection_score": 7.400730562525513,
|
| 7 |
+
"train_entry_active_row_count": 63382155.0,
|
| 8 |
+
"train_entry_false_positive_penalty": 0.07644002733161344,
|
| 9 |
+
"train_entry_false_positive_row_count": 59486821.0,
|
| 10 |
+
"train_entry_loss": 0.23031268202436994,
|
| 11 |
+
"train_exit_active_row_count": 66132704.0,
|
| 12 |
+
"train_exit_loss": 0.5033564662858898,
|
| 13 |
+
"train_loss": 0.985497360281774,
|
| 14 |
+
"train_policy_loss": 0.5797964936175033,
|
| 15 |
+
"train_q_aux_loss": 0.3957926274345544,
|
| 16 |
+
"train_q_loss": 0.3957926274345544,
|
| 17 |
+
"train_rank_loss": 0.23031268202436994,
|
| 18 |
+
"train_row_count": 129514859,
|
| 19 |
+
"val_entry_active_row_count": 7922765.0,
|
| 20 |
+
"val_entry_attempt_rate": 0.11070693122918578,
|
| 21 |
+
"val_entry_false_positive_penalty": 0.07511373198029503,
|
| 22 |
+
"val_entry_false_positive_row_count": 7478966.0,
|
| 23 |
+
"val_entry_fill_rate": 0.11070693122918578,
|
| 24 |
+
"val_entry_loss": 0.24430258022598556,
|
| 25 |
+
"val_entry_no_fill_rate": 0.0,
|
| 26 |
+
"val_exit_active_row_count": 8247121.0,
|
| 27 |
+
"val_exit_loss": 0.48411213584868806,
|
| 28 |
+
"val_invalid_selected_action_count": 0,
|
| 29 |
+
"val_learned_sell_count": 175421,
|
| 30 |
+
"val_lifecycle_utility_sol": 7.400730562525513,
|
| 31 |
+
"val_loss": 0.9537617078433271,
|
| 32 |
+
"val_oracle_action_match": 0.8361015037459139,
|
| 33 |
+
"val_policy_loss": 0.5592258678289831,
|
| 34 |
+
"val_q_aux_loss": 0.3004781157566619,
|
| 35 |
+
"val_q_loss": 0.3004781157566619,
|
| 36 |
+
"val_rank_loss": 0.24430258022598556,
|
| 37 |
+
"val_row_count": 16169886,
|
| 38 |
+
"val_selector_policy_family": "margin_threshold",
|
| 39 |
+
"val_selector_policy_id": "entry_gt_1p0__sell_gt_m2p0"
|
| 40 |
+
},
|
| 41 |
+
"last_history_row": {
|
| 42 |
+
"epoch": 1,
|
| 43 |
+
"selection_guard_pass": true,
|
| 44 |
+
"selection_score": 7.400730562525513,
|
| 45 |
+
"train_entry_active_row_count": 63382155.0,
|
| 46 |
+
"train_entry_false_positive_penalty": 0.07644002733161344,
|
| 47 |
+
"train_entry_false_positive_row_count": 59486821.0,
|
| 48 |
+
"train_entry_loss": 0.23031268202436994,
|
| 49 |
+
"train_exit_active_row_count": 66132704.0,
|
| 50 |
+
"train_exit_loss": 0.5033564662858898,
|
| 51 |
+
"train_loss": 0.985497360281774,
|
| 52 |
+
"train_policy_loss": 0.5797964936175033,
|
| 53 |
+
"train_q_aux_loss": 0.3957926274345544,
|
| 54 |
+
"train_q_loss": 0.3957926274345544,
|
| 55 |
+
"train_rank_loss": 0.23031268202436994,
|
| 56 |
+
"train_row_count": 129514859,
|
| 57 |
+
"val_entry_active_row_count": 7922765.0,
|
| 58 |
+
"val_entry_attempt_rate": 0.11070693122918578,
|
| 59 |
+
"val_entry_false_positive_penalty": 0.07511373198029503,
|
| 60 |
+
"val_entry_false_positive_row_count": 7478966.0,
|
| 61 |
+
"val_entry_fill_rate": 0.11070693122918578,
|
| 62 |
+
"val_entry_loss": 0.24430258022598556,
|
| 63 |
+
"val_entry_no_fill_rate": 0.0,
|
| 64 |
+
"val_exit_active_row_count": 8247121.0,
|
| 65 |
+
"val_exit_loss": 0.48411213584868806,
|
| 66 |
+
"val_invalid_selected_action_count": 0,
|
| 67 |
+
"val_learned_sell_count": 175421,
|
| 68 |
+
"val_lifecycle_utility_sol": 7.400730562525513,
|
| 69 |
+
"val_loss": 0.9537617078433271,
|
| 70 |
+
"val_oracle_action_match": 0.8361015037459139,
|
| 71 |
+
"val_policy_loss": 0.5592258678289831,
|
| 72 |
+
"val_q_aux_loss": 0.3004781157566619,
|
| 73 |
+
"val_q_loss": 0.3004781157566619,
|
| 74 |
+
"val_rank_loss": 0.24430258022598556,
|
| 75 |
+
"val_row_count": 16169886,
|
| 76 |
+
"val_selector_policy_family": "margin_threshold",
|
| 77 |
+
"val_selector_policy_id": "entry_gt_1p0__sell_gt_m2p0"
|
| 78 |
+
},
|
| 79 |
+
"loss_kind": "split_entry_exit_policy_losses_plus_q_aux",
|
| 80 |
+
"loss_weights": {
|
| 81 |
+
"entry_false_positive_weight": 2.0,
|
| 82 |
+
"entry_loss_weight": 1.0,
|
| 83 |
+
"exit_loss_weight": 1.0,
|
| 84 |
+
"policy_loss_weight": 0.5,
|
| 85 |
+
"policy_temperature": 1.0,
|
| 86 |
+
"q_aux_loss_weight": 0.25,
|
| 87 |
+
"q_loss_weight": 1.0,
|
| 88 |
+
"rank_loss_weight": 0.5,
|
| 89 |
+
"rank_temperature": 1.0,
|
| 90 |
+
"rank_tie_threshold": 0.0
|
| 91 |
+
},
|
| 92 |
+
"objective_kind": "split_entry_exit_11b4",
|
| 93 |
+
"part": "11C",
|
| 94 |
+
"policy_selection_after_training": null,
|
| 95 |
+
"sample_weighting": {
|
| 96 |
+
"action_weights": {
|
| 97 |
+
"0": 0.5443006401367456,
|
| 98 |
+
"4": 2.0,
|
| 99 |
+
"7": 1.4767527294670886,
|
| 100 |
+
"8": 0.732432669675792
|
| 101 |
+
},
|
| 102 |
+
"advantage_weight_bps": 5.0,
|
| 103 |
+
"artifact_kind": "pumpfun_rl_lifecycle_joint_q_sample_weighting",
|
| 104 |
+
"fitted_on_split": "train",
|
| 105 |
+
"formula": "state_weight(position_state) * action_weight(target_action_id) * clip(1 + abs(target_pair_advantage_bps) / advantage_weight_bps, 1, max_advantage_weight)",
|
| 106 |
+
"max_action_weight": 10.0,
|
| 107 |
+
"max_advantage_weight": 10.0,
|
| 108 |
+
"max_buy_action_weight": 2.0,
|
| 109 |
+
"part": "11C",
|
| 110 |
+
"state_counts": {
|
| 111 |
+
"flat": 63382155,
|
| 112 |
+
"in_position": 66132704
|
| 113 |
+
},
|
| 114 |
+
"state_weights": {
|
| 115 |
+
"flat": 1.021698134119927,
|
| 116 |
+
"in_position": 0.9792043207548266
|
| 117 |
+
},
|
| 118 |
+
"target_action_counts": {
|
| 119 |
+
"0": 59486821,
|
| 120 |
+
"4": 3895334,
|
| 121 |
+
"7": 21925617,
|
| 122 |
+
"8": 44207087
|
| 123 |
+
},
|
| 124 |
+
"target_transform": {
|
| 125 |
+
"base_target_space": "bank_bps",
|
| 126 |
+
"target_model_space": "standardized_bank_bps"
|
| 127 |
+
},
|
| 128 |
+
"train_row_count": 129514859
|
| 129 |
+
}
|
| 130 |
+
}
|
train/deep/rl_lifecycle_joint_q_train_runs/rl_lifecycle_joint_q_aggregate_transformer_split_heads_full_60s_p256_event0_fixed1pct_agg_prefix_time_80_10_10_11c_d128_h8_l4_ff512_compact_amp_v2_cuda_amp_e1_utility_check_v1/metrics/training_summary.json
ADDED
|
@@ -0,0 +1,350 @@
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