Clean up repo for fresh benchmark: batch 3
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- checkpoints/last_LSTM_T1.6_rel_3d.pt +0 -3
- checkpoints/last_LSTM_T1.7_angle_3d.pt +0 -3
- checkpoints/last_LSTM_T1.8_angle2_3d.pt +0 -3
- checkpoints/last_LSTM_T1.9_mix.pt +0 -3
- checkpoints/last_STGCN_T3.2_rel_3d.pt +0 -3
- checkpoints/last_Transformer_T1.19_raw_2d.pt +0 -3
- checkpoints/last_Transformer_T1.20_rel_2d.pt +0 -3
- checkpoints/last_Transformer_T1.21_angle_2d.pt +0 -3
- checkpoints/last_Transformer_T1.22_angle2_2d.pt +0 -3
- checkpoints/last_Transformer_T1.23_raw_3d.pt +0 -3
- checkpoints/last_Transformer_T1.24_rel_3d.pt +0 -3
- checkpoints/last_Transformer_T1.25_angle_3d.pt +0 -3
- checkpoints/last_Transformer_T1.27_mix.pt +0 -3
- checkpoints/last_Transformer_T2.2_mix.pt +0 -3
- checkpoints/mix_methods/dual_branch/seed123/best_Transformer_dual_branch_mix.provenance.json +0 -102
- checkpoints/mix_methods/dual_branch/seed123/best_Transformer_dual_branch_mix.pt +0 -3
- checkpoints/mix_methods/dual_branch/seed3407/best_Transformer_dual_branch_mix.provenance.json +0 -102
- checkpoints/mix_methods/dual_branch/seed3407/best_Transformer_dual_branch_mix.pt +0 -3
- checkpoints/mix_methods/dual_branch/seed42/best_Transformer_dual_branch_mix.provenance.json +0 -102
- checkpoints/mix_methods/dual_branch/seed42/best_Transformer_dual_branch_mix.pt +0 -3
- checkpoints/mix_methods/no_innorm/seed123/best_Transformer_no_innorm_mix.provenance.json +0 -102
- checkpoints/mix_methods/no_innorm/seed123/best_Transformer_no_innorm_mix.pt +0 -3
- checkpoints/mix_methods/no_innorm/seed3407/best_Transformer_no_innorm_mix.provenance.json +0 -102
- checkpoints/mix_methods/no_innorm/seed3407/best_Transformer_no_innorm_mix.pt +0 -3
- checkpoints/mix_methods/no_innorm/seed42/best_Transformer_no_innorm_mix.provenance.json +0 -102
- checkpoints/mix_methods/no_innorm/seed42/best_Transformer_no_innorm_mix.pt +0 -3
- checkpoints/seed123/best_AAGCN_T3.6_bone_3d.provenance.json +0 -101
- checkpoints/seed123/best_AAGCN_T3.6_bone_3d.pt +0 -3
- checkpoints/seed123/best_AAGCN_T4.2_bone_3d.provenance.json +0 -101
- checkpoints/seed123/best_AAGCN_T4.2_bone_3d.pt +0 -3
- checkpoints/seed123/best_AAGCN_T4.3_rel_3d.provenance.json +0 -101
- checkpoints/seed123/best_AAGCN_T4.3_rel_3d.pt +0 -3
- checkpoints/seed123/best_AAGCN_T4.4_joint_motion_3d.provenance.json +0 -101
- checkpoints/seed123/best_AAGCN_T4.4_joint_motion_3d.pt +0 -3
- checkpoints/seed123/best_AAGCN_T4.5_bone_motion_3d.provenance.json +0 -101
- checkpoints/seed123/best_AAGCN_T4.5_bone_motion_3d.pt +0 -3
- checkpoints/seed123/best_BiLSTM_T1.12_angle_2d.provenance.json +0 -101
- checkpoints/seed123/best_BiLSTM_T1.12_angle_2d.pt +0 -3
- checkpoints/seed123/best_BiLSTM_T1.13_angle2_2d.provenance.json +0 -101
- checkpoints/seed123/best_BiLSTM_T1.13_angle2_2d.pt +0 -3
- checkpoints/seed123/best_BiLSTM_T1.14_raw_3d.provenance.json +0 -101
- checkpoints/seed123/best_BiLSTM_T1.14_raw_3d.pt +0 -3
- checkpoints/seed123/best_BiLSTM_T1.15_rel_3d.provenance.json +0 -101
- checkpoints/seed123/best_BiLSTM_T1.15_rel_3d.pt +0 -3
- checkpoints/seed123/best_BiLSTM_T1.16_angle_3d.provenance.json +0 -101
- checkpoints/seed123/best_BiLSTM_T1.16_angle_3d.pt +0 -3
- checkpoints/seed123/best_BiLSTM_T1.17_angle2_3d.provenance.json +0 -101
- checkpoints/seed123/best_BiLSTM_T1.17_angle2_3d.pt +0 -3
- checkpoints/seed123/best_BiLSTM_T1.18_mix.provenance.json +0 -101
- checkpoints/seed123/best_BiLSTM_T1.18_mix.pt +0 -3
checkpoints/last_LSTM_T1.6_rel_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:dfaf8392fc8f63366dc6798006cc128659a23328b9f3579d7e42ff56102d1da1
|
| 3 |
-
size 4174842
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_LSTM_T1.7_angle_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:309885ef7def3fdbc49d88c264f6e03a176d5ae646c10d88afa415d42ccfea4e
|
| 3 |
-
size 6071128
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_LSTM_T1.8_angle2_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:43c749556b0a69d1cbdf8f0905a5c8f7a7cad3021068f97b3e4cf138a6fedb85
|
| 3 |
-
size 4473735
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_LSTM_T1.9_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:8f7c2c9680ace79851ff233fab1e568180bb8799d8c3f577e1bfacd64afa953c
|
| 3 |
-
size 4772205
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_STGCN_T3.2_rel_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:065ada6b085e1d3c83504fd445de2ea0353f6d6e518ab60261ce7c54514e9b44
|
| 3 |
-
size 4266094
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_Transformer_T1.19_raw_2d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:59d192b440d861e52972a95a19a13a892e82606073abc17ab8590713b80388e7
|
| 3 |
-
size 4720851
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_Transformer_T1.20_rel_2d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:c6c3df6b31e339415c1953e5de9dded74759e8cf2dd136ecdf037a5f72733f31
|
| 3 |
-
size 4720019
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_Transformer_T1.21_angle_2d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:a8fb750a956b4663669b13413aea3047f26d9f3f13a87a07d79a450390cf600c
|
| 3 |
-
size 5127527
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_Transformer_T1.22_angle2_2d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:a640a2e7c3eb0eed44bbc433f2450879a11cc384e351ab39df98085c8dd13805
|
| 3 |
-
size 4802737
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_Transformer_T1.23_raw_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:87f0fe40745677bd8d1b5e281e5849ce76e62f7189b126412773ea8e273d11b2
|
| 3 |
-
size 4740243
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_Transformer_T1.24_rel_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:7892579e11ccac07f6553de9be023d32fde61aaa5f36d4dacc34462b7a6a617e
|
| 3 |
-
size 4741203
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_Transformer_T1.25_angle_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:cecd54fdfd7918c9d088cedd058b6a4a9fa3f1131e8920d8838a7a10c101240a
|
| 3 |
-
size 5126375
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_Transformer_T1.27_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:f7411b90b90c58a25194953c8b41e927537e8814c72e51e8ffa6437943a3f2e0
|
| 3 |
-
size 4861301
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/last_Transformer_T2.2_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:48d9ddd012967af242cd0d57f65ca023a2cda809613811a1e582af96551b90d9
|
| 3 |
-
size 4861419
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/dual_branch/seed123/best_Transformer_dual_branch_mix.provenance.json
DELETED
|
@@ -1,102 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "Transformer_dual_branch_mix",
|
| 3 |
-
"model_class": "TransformerModel",
|
| 4 |
-
"feature_method": "mix",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 21:21:52 UTC",
|
| 10 |
-
"epoch": 43,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7680493502596811,
|
| 14 |
-
"val_loss": 1.2144730560176344,
|
| 15 |
-
"val_acc": 0.7739759036144578,
|
| 16 |
-
"val_macro_f1": 0.7680493502596811,
|
| 17 |
-
"train_loss": 0.36516727127779125,
|
| 18 |
-
"train_acc": 0.9939098660170523,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.0001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
117
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 5.073193073272705,
|
| 37 |
-
"std_norm": 4.6003265380859375,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "Transformer",
|
| 44 |
-
"feature": "mix",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": null,
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.0001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/mix_methods/dual_branch/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_Transformer_dual_branch_mix.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false,
|
| 87 |
-
"transformer_variant": "dual_branch"
|
| 88 |
-
},
|
| 89 |
-
"dataset_info": {
|
| 90 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 91 |
-
"landmark_dir": "data/landmarks",
|
| 92 |
-
"train_windows": 13136,
|
| 93 |
-
"val_windows": 2075,
|
| 94 |
-
"test_windows": 2743,
|
| 95 |
-
"seq_len": 32,
|
| 96 |
-
"train_stride": 16,
|
| 97 |
-
"val_test_stride": 32,
|
| 98 |
-
"zero_frame_strategy": "interpolate"
|
| 99 |
-
},
|
| 100 |
-
"checkpoint_file": "best_Transformer_dual_branch_mix.pt",
|
| 101 |
-
"checkpoint_sha256": "04017b04df3e29af1a0fad415dc86563315ec4cdc826c6a7afa88d0aad833e24"
|
| 102 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/dual_branch/seed123/best_Transformer_dual_branch_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:04017b04df3e29af1a0fad415dc86563315ec4cdc826c6a7afa88d0aad833e24
|
| 3 |
-
size 4781665
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/dual_branch/seed3407/best_Transformer_dual_branch_mix.provenance.json
DELETED
|
@@ -1,102 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "Transformer_dual_branch_mix",
|
| 3 |
-
"model_class": "TransformerModel",
|
| 4 |
-
"feature_method": "mix",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 3407,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 21:27:35 UTC",
|
| 10 |
-
"epoch": 44,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7853391347248251,
|
| 14 |
-
"val_loss": 1.1847300107795071,
|
| 15 |
-
"val_acc": 0.7889156626506024,
|
| 16 |
-
"val_macro_f1": 0.7853391347248251,
|
| 17 |
-
"train_loss": 0.36688048366216736,
|
| 18 |
-
"train_acc": 0.9933769792935444,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.0001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
117
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 5.073193073272705,
|
| 37 |
-
"std_norm": 4.6003265380859375,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 3407
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "Transformer",
|
| 44 |
-
"feature": "mix",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": null,
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.0001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/mix_methods/dual_branch/seed3407",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 3407,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_Transformer_dual_branch_mix.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false,
|
| 87 |
-
"transformer_variant": "dual_branch"
|
| 88 |
-
},
|
| 89 |
-
"dataset_info": {
|
| 90 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 91 |
-
"landmark_dir": "data/landmarks",
|
| 92 |
-
"train_windows": 13136,
|
| 93 |
-
"val_windows": 2075,
|
| 94 |
-
"test_windows": 2743,
|
| 95 |
-
"seq_len": 32,
|
| 96 |
-
"train_stride": 16,
|
| 97 |
-
"val_test_stride": 32,
|
| 98 |
-
"zero_frame_strategy": "interpolate"
|
| 99 |
-
},
|
| 100 |
-
"checkpoint_file": "best_Transformer_dual_branch_mix.pt",
|
| 101 |
-
"checkpoint_sha256": "6e4a23bb3723b512177fab3990f684bde8b2fec35d5bcfd8d5e174523471a91d"
|
| 102 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/dual_branch/seed3407/best_Transformer_dual_branch_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:6e4a23bb3723b512177fab3990f684bde8b2fec35d5bcfd8d5e174523471a91d
|
| 3 |
-
size 4781729
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/dual_branch/seed42/best_Transformer_dual_branch_mix.provenance.json
DELETED
|
@@ -1,102 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "Transformer_dual_branch_mix",
|
| 3 |
-
"model_class": "TransformerModel",
|
| 4 |
-
"feature_method": "mix",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 42,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 21:16:15 UTC",
|
| 10 |
-
"epoch": 41,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7786638327163984,
|
| 14 |
-
"val_loss": 1.1725259384476996,
|
| 15 |
-
"val_acc": 0.7812048192771084,
|
| 16 |
-
"val_macro_f1": 0.7786638327163984,
|
| 17 |
-
"train_loss": 0.36749564744668234,
|
| 18 |
-
"train_acc": 0.9944427527405603,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.0001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
117
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 5.073193073272705,
|
| 37 |
-
"std_norm": 4.6003265380859375,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 42
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "Transformer",
|
| 44 |
-
"feature": "mix",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": null,
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.0001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/mix_methods/dual_branch/seed42",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 42,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_Transformer_dual_branch_mix.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false,
|
| 87 |
-
"transformer_variant": "dual_branch"
|
| 88 |
-
},
|
| 89 |
-
"dataset_info": {
|
| 90 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 91 |
-
"landmark_dir": "data/landmarks",
|
| 92 |
-
"train_windows": 13136,
|
| 93 |
-
"val_windows": 2075,
|
| 94 |
-
"test_windows": 2743,
|
| 95 |
-
"seq_len": 32,
|
| 96 |
-
"train_stride": 16,
|
| 97 |
-
"val_test_stride": 32,
|
| 98 |
-
"zero_frame_strategy": "interpolate"
|
| 99 |
-
},
|
| 100 |
-
"checkpoint_file": "best_Transformer_dual_branch_mix.pt",
|
| 101 |
-
"checkpoint_sha256": "d1867cf85f8e64b50f371b51438de1a16f8278de41029e23f57fce6f98e2d908"
|
| 102 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/dual_branch/seed42/best_Transformer_dual_branch_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:d1867cf85f8e64b50f371b51438de1a16f8278de41029e23f57fce6f98e2d908
|
| 3 |
-
size 4781537
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/no_innorm/seed123/best_Transformer_no_innorm_mix.provenance.json
DELETED
|
@@ -1,102 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "Transformer_no_innorm_mix",
|
| 3 |
-
"model_class": "TransformerModel",
|
| 4 |
-
"feature_method": "mix",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 21:07:54 UTC",
|
| 10 |
-
"epoch": 29,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7532917051678656,
|
| 14 |
-
"val_loss": 1.2357021818390812,
|
| 15 |
-
"val_acc": 0.7624096385542168,
|
| 16 |
-
"val_macro_f1": 0.7532917051678656,
|
| 17 |
-
"train_loss": 0.37292970261387937,
|
| 18 |
-
"train_acc": 0.9917783191230207,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.0001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
117
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 5.073193073272705,
|
| 37 |
-
"std_norm": 4.6003265380859375,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "Transformer",
|
| 44 |
-
"feature": "mix",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": null,
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.0001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/mix_methods/no_innorm/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_Transformer_no_innorm_mix.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false,
|
| 87 |
-
"transformer_variant": "no_innorm"
|
| 88 |
-
},
|
| 89 |
-
"dataset_info": {
|
| 90 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 91 |
-
"landmark_dir": "data/landmarks",
|
| 92 |
-
"train_windows": 13136,
|
| 93 |
-
"val_windows": 2075,
|
| 94 |
-
"test_windows": 2743,
|
| 95 |
-
"seq_len": 32,
|
| 96 |
-
"train_stride": 16,
|
| 97 |
-
"val_test_stride": 32,
|
| 98 |
-
"zero_frame_strategy": "interpolate"
|
| 99 |
-
},
|
| 100 |
-
"checkpoint_file": "best_Transformer_no_innorm_mix.pt",
|
| 101 |
-
"checkpoint_sha256": "172f7433a301c3e739759860324371f3268c3a72db86e348f59dedbfbfe19860"
|
| 102 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/no_innorm/seed123/best_Transformer_no_innorm_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:172f7433a301c3e739759860324371f3268c3a72db86e348f59dedbfbfe19860
|
| 3 |
-
size 4859765
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/no_innorm/seed3407/best_Transformer_no_innorm_mix.provenance.json
DELETED
|
@@ -1,102 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "Transformer_no_innorm_mix",
|
| 3 |
-
"model_class": "TransformerModel",
|
| 4 |
-
"feature_method": "mix",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 3407,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 21:10:47 UTC",
|
| 10 |
-
"epoch": 12,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7326276641135263,
|
| 14 |
-
"val_loss": 1.2351444497453161,
|
| 15 |
-
"val_acc": 0.743132530120482,
|
| 16 |
-
"val_macro_f1": 0.7326276641135263,
|
| 17 |
-
"train_loss": 0.45092461761835867,
|
| 18 |
-
"train_acc": 0.9702344701583435,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.0001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
117
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 5.073193073272705,
|
| 37 |
-
"std_norm": 4.6003265380859375,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 3407
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "Transformer",
|
| 44 |
-
"feature": "mix",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": null,
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.0001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/mix_methods/no_innorm/seed3407",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 3407,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_Transformer_no_innorm_mix.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false,
|
| 87 |
-
"transformer_variant": "no_innorm"
|
| 88 |
-
},
|
| 89 |
-
"dataset_info": {
|
| 90 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 91 |
-
"landmark_dir": "data/landmarks",
|
| 92 |
-
"train_windows": 13136,
|
| 93 |
-
"val_windows": 2075,
|
| 94 |
-
"test_windows": 2743,
|
| 95 |
-
"seq_len": 32,
|
| 96 |
-
"train_stride": 16,
|
| 97 |
-
"val_test_stride": 32,
|
| 98 |
-
"zero_frame_strategy": "interpolate"
|
| 99 |
-
},
|
| 100 |
-
"checkpoint_file": "best_Transformer_no_innorm_mix.pt",
|
| 101 |
-
"checkpoint_sha256": "bd26801a883b0e616bc60197efdc07c38ef05625a454c2f37fa328b7d51eeab8"
|
| 102 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/no_innorm/seed3407/best_Transformer_no_innorm_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:bd26801a883b0e616bc60197efdc07c38ef05625a454c2f37fa328b7d51eeab8
|
| 3 |
-
size 4858869
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/no_innorm/seed42/best_Transformer_no_innorm_mix.provenance.json
DELETED
|
@@ -1,102 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "Transformer_no_innorm_mix",
|
| 3 |
-
"model_class": "TransformerModel",
|
| 4 |
-
"feature_method": "mix",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 42,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 21:03:38 UTC",
|
| 10 |
-
"epoch": 14,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7322188527314986,
|
| 14 |
-
"val_loss": 1.3120268841249396,
|
| 15 |
-
"val_acc": 0.7344578313253012,
|
| 16 |
-
"val_macro_f1": 0.7322188527314986,
|
| 17 |
-
"train_loss": 0.4320120798031392,
|
| 18 |
-
"train_acc": 0.9770097442143727,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.0001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
117
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 5.073193073272705,
|
| 37 |
-
"std_norm": 4.6003265380859375,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 42
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "Transformer",
|
| 44 |
-
"feature": "mix",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": null,
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.0001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/mix_methods/no_innorm/seed42",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 42,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_Transformer_no_innorm_mix.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false,
|
| 87 |
-
"transformer_variant": "no_innorm"
|
| 88 |
-
},
|
| 89 |
-
"dataset_info": {
|
| 90 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 91 |
-
"landmark_dir": "data/landmarks",
|
| 92 |
-
"train_windows": 13136,
|
| 93 |
-
"val_windows": 2075,
|
| 94 |
-
"test_windows": 2743,
|
| 95 |
-
"seq_len": 32,
|
| 96 |
-
"train_stride": 16,
|
| 97 |
-
"val_test_stride": 32,
|
| 98 |
-
"zero_frame_strategy": "interpolate"
|
| 99 |
-
},
|
| 100 |
-
"checkpoint_file": "best_Transformer_no_innorm_mix.pt",
|
| 101 |
-
"checkpoint_sha256": "ce4cc1cef61cee0bbc8b6b9e49660ba6cc57366a1d4534c8d255d0c17edd1d8f"
|
| 102 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/mix_methods/no_innorm/seed42/best_Transformer_no_innorm_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:ce4cc1cef61cee0bbc8b6b9e49660ba6cc57366a1d4534c8d255d0c17edd1d8f
|
| 3 |
-
size 4858933
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T3.6_bone_3d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "AAGCN_T3.6_bone_3d",
|
| 3 |
-
"model_class": "AAGCNModel",
|
| 4 |
-
"feature_method": "bone_3d",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-02 07:50:41 UTC",
|
| 10 |
-
"epoch": 21,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7549147966723911,
|
| 14 |
-
"val_loss": 1.2110160272379955,
|
| 15 |
-
"val_acc": 0.7619277108433735,
|
| 16 |
-
"val_macro_f1": 0.7549147966723911,
|
| 17 |
-
"train_loss": 0.4059161821904339,
|
| 18 |
-
"train_acc": 0.9807399512789281,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
39
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 0.6439996957778931,
|
| 37 |
-
"std_norm": 1.9998537302017212,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "AAGCN",
|
| 44 |
-
"feature": "bone_3d",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": "T3.6",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 32,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": true,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": null,
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_AAGCN_T3.6_bone_3d.pt",
|
| 100 |
-
"checkpoint_sha256": "ccaaa7908721835e9df186387dc8f99529734c08d9bae698d07f10036b2273e5"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T3.6_bone_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:ccaaa7908721835e9df186387dc8f99529734c08d9bae698d07f10036b2273e5
|
| 3 |
-
size 4620981
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T4.2_bone_3d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "AAGCN_T4.2_bone_3d",
|
| 3 |
-
"model_class": "AAGCNModel",
|
| 4 |
-
"feature_method": "bone_3d",
|
| 5 |
-
"augment_method": "skel_gym_aug",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-02 07:53:18 UTC",
|
| 10 |
-
"epoch": 10,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7795178200814984,
|
| 14 |
-
"val_loss": 1.0049228161501598,
|
| 15 |
-
"val_acc": 0.7855421686746988,
|
| 16 |
-
"val_macro_f1": 0.7795178200814984,
|
| 17 |
-
"train_loss": 0.5662103710598545,
|
| 18 |
-
"train_acc": 0.9236449451887941,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
39
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 0.6439996957778931,
|
| 37 |
-
"std_norm": 1.9998537302017212,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "AAGCN",
|
| 44 |
-
"feature": "bone_3d",
|
| 45 |
-
"augment": "skel_gym_aug",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": "T4.2",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 32,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": true,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": null,
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_AAGCN_T4.2_bone_3d.pt",
|
| 100 |
-
"checkpoint_sha256": "2eb4e286994a37636f36726f794fb9d49c7be3f46a203e9a27d22c90f0766459"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T4.2_bone_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:2eb4e286994a37636f36726f794fb9d49c7be3f46a203e9a27d22c90f0766459
|
| 3 |
-
size 4620405
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T4.3_rel_3d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "AAGCN_T4.3_rel_3d",
|
| 3 |
-
"model_class": "AAGCNModel",
|
| 4 |
-
"feature_method": "rel_3d",
|
| 5 |
-
"augment_method": "skel_gym_aug",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-02 08:00:19 UTC",
|
| 10 |
-
"epoch": 39,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7586700323679669,
|
| 14 |
-
"val_loss": 1.1661911868187318,
|
| 15 |
-
"val_acc": 0.7614457831325301,
|
| 16 |
-
"val_macro_f1": 0.7586700323679669,
|
| 17 |
-
"train_loss": 0.4141682746494586,
|
| 18 |
-
"train_acc": 0.9782277710109623,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
39
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 0.9333903789520264,
|
| 37 |
-
"std_norm": 1.5474810600280762,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "AAGCN",
|
| 44 |
-
"feature": "rel_3d",
|
| 45 |
-
"augment": "skel_gym_aug",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": "T4.3",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 32,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": true,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": null,
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_AAGCN_T4.3_rel_3d.pt",
|
| 100 |
-
"checkpoint_sha256": "1e918e4b3474d7f1ead85144dff1cd5675b552fc87836b226e3833813ba7b56a"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T4.3_rel_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:1e918e4b3474d7f1ead85144dff1cd5675b552fc87836b226e3833813ba7b56a
|
| 3 |
-
size 4621714
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T4.4_joint_motion_3d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "AAGCN_T4.4_joint_motion_3d",
|
| 3 |
-
"model_class": "AAGCNModel",
|
| 4 |
-
"feature_method": "joint_motion_3d",
|
| 5 |
-
"augment_method": "skel_gym_aug",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-02 07:57:54 UTC",
|
| 10 |
-
"epoch": 21,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.5168462310773836,
|
| 14 |
-
"val_loss": 2.027242727969066,
|
| 15 |
-
"val_acc": 0.4987951807228916,
|
| 16 |
-
"val_macro_f1": 0.5168462310773836,
|
| 17 |
-
"train_loss": 0.8254277938466414,
|
| 18 |
-
"train_acc": 0.837088915956151,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
39
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 0.0005006082938052714,
|
| 37 |
-
"std_norm": 0.27481168508529663,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "AAGCN",
|
| 44 |
-
"feature": "joint_motion_3d",
|
| 45 |
-
"augment": "skel_gym_aug",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": "T4.4",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 32,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": true,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": null,
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_AAGCN_T4.4_joint_motion_3d.pt",
|
| 100 |
-
"checkpoint_sha256": "c767ed3c439d479cca0ed50acf586a890daf8a6e138bcc49efb7b14c127c70a0"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T4.4_joint_motion_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:c767ed3c439d479cca0ed50acf586a890daf8a6e138bcc49efb7b14c127c70a0
|
| 3 |
-
size 4622861
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T4.5_bone_motion_3d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "AAGCN_T4.5_bone_motion_3d",
|
| 3 |
-
"model_class": "AAGCNModel",
|
| 4 |
-
"feature_method": "bone_motion_3d",
|
| 5 |
-
"augment_method": "skel_gym_aug",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-02 08:02:14 UTC",
|
| 10 |
-
"epoch": 22,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.5157286333259934,
|
| 14 |
-
"val_loss": 2.1802641842164188,
|
| 15 |
-
"val_acc": 0.4833734939759036,
|
| 16 |
-
"val_macro_f1": 0.5157286333259934,
|
| 17 |
-
"train_loss": 0.8327125068413646,
|
| 18 |
-
"train_acc": 0.8352618757612668,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.05,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
39
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 0.000315668381517753,
|
| 37 |
-
"std_norm": 1.7424306869506836,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "AAGCN",
|
| 44 |
-
"feature": "bone_motion_3d",
|
| 45 |
-
"augment": "skel_gym_aug",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.05,
|
| 50 |
-
"exp_id": "T4.5",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 32,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": true,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": null,
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_AAGCN_T4.5_bone_motion_3d.pt",
|
| 100 |
-
"checkpoint_sha256": "40b0bb9fed8faf66d0b804404de7dc55db2ce967a1e930a23a0431618cd7dcbf"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_AAGCN_T4.5_bone_motion_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:40b0bb9fed8faf66d0b804404de7dc55db2ce967a1e930a23a0431618cd7dcbf
|
| 3 |
-
size 4622634
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.12_angle_2d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "BiLSTM_T1.12_angle_2d",
|
| 3 |
-
"model_class": "BiLSTMModel",
|
| 4 |
-
"feature_method": "angle_2d",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 18:39:46 UTC",
|
| 10 |
-
"epoch": 18,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.6508415304101937,
|
| 14 |
-
"val_loss": 2.5169311751012344,
|
| 15 |
-
"val_acc": 0.6660240963855422,
|
| 16 |
-
"val_macro_f1": 0.6508415304101937,
|
| 17 |
-
"train_loss": 0.1415298252335855,
|
| 18 |
-
"train_acc": 0.953714981729598,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.0,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
286
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 31.33723258972168,
|
| 37 |
-
"std_norm": 12.3981351852417,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "BiLSTM",
|
| 44 |
-
"feature": "angle_2d",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.0,
|
| 50 |
-
"exp_id": "T1.12",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_BiLSTM_T1.12_angle_2d.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_BiLSTM_T1.12_angle_2d.pt",
|
| 100 |
-
"checkpoint_sha256": "1c0f12992afedba8bba1682bb43621d9718dbe8d2528dfdf404fd5b78c15ce52"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.12_angle_2d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:1c0f12992afedba8bba1682bb43621d9718dbe8d2528dfdf404fd5b78c15ce52
|
| 3 |
-
size 6402917
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.13_angle2_2d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "BiLSTM_T1.13_angle2_2d",
|
| 3 |
-
"model_class": "BiLSTMModel",
|
| 4 |
-
"feature_method": "angle2_2d",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 18:44:11 UTC",
|
| 10 |
-
"epoch": 40,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7070244243216,
|
| 14 |
-
"val_loss": 2.756914909431733,
|
| 15 |
-
"val_acc": 0.7118072289156626,
|
| 16 |
-
"val_macro_f1": 0.7070244243216,
|
| 17 |
-
"train_loss": 0.03948639655410881,
|
| 18 |
-
"train_acc": 0.9855359317904994,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.0,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
78
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 10.245671272277832,
|
| 37 |
-
"std_norm": 12.550997734069824,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "BiLSTM",
|
| 44 |
-
"feature": "angle2_2d",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.0,
|
| 50 |
-
"exp_id": "T1.13",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_BiLSTM_T1.13_angle2_2d.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_BiLSTM_T1.13_angle2_2d.pt",
|
| 100 |
-
"checkpoint_sha256": "2fe8155e28318034f70b92ca2a9915b12e178d1669372bc87c422c6485e4683a"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.13_angle2_2d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:2fe8155e28318034f70b92ca2a9915b12e178d1669372bc87c422c6485e4683a
|
| 3 |
-
size 4487276
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.14_raw_3d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "BiLSTM_T1.14_raw_3d",
|
| 3 |
-
"model_class": "BiLSTMModel",
|
| 4 |
-
"feature_method": "raw_3d",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 18:46:55 UTC",
|
| 10 |
-
"epoch": 33,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.6707058699127225,
|
| 14 |
-
"val_loss": 3.091988080438361,
|
| 15 |
-
"val_acc": 0.6771084337349398,
|
| 16 |
-
"val_macro_f1": 0.6707058699127225,
|
| 17 |
-
"train_loss": 0.048797995015416165,
|
| 18 |
-
"train_acc": 0.9856881851400731,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.0,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
39
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 3.006767511367798,
|
| 37 |
-
"std_norm": 1.7056739330291748,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "BiLSTM",
|
| 44 |
-
"feature": "raw_3d",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.0,
|
| 50 |
-
"exp_id": "T1.14",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_BiLSTM_T1.14_raw_3d.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_BiLSTM_T1.14_raw_3d.pt",
|
| 100 |
-
"checkpoint_sha256": "2c5b6c2873fd9d1e0571416a0d543e9d7ebe43e767d267354f5e20d0136a16b4"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.14_raw_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:2c5b6c2873fd9d1e0571416a0d543e9d7ebe43e767d267354f5e20d0136a16b4
|
| 3 |
-
size 4127255
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.15_rel_3d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "BiLSTM_T1.15_rel_3d",
|
| 3 |
-
"model_class": "BiLSTMModel",
|
| 4 |
-
"feature_method": "rel_3d",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 18:47:30 UTC",
|
| 10 |
-
"epoch": 18,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7177406866745192,
|
| 14 |
-
"val_loss": 1.7179512455951738,
|
| 15 |
-
"val_acc": 0.7224096385542169,
|
| 16 |
-
"val_macro_f1": 0.7177406866745192,
|
| 17 |
-
"train_loss": 0.13940156829270028,
|
| 18 |
-
"train_acc": 0.9572929354445798,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.0,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
39
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 0.9333903789520264,
|
| 37 |
-
"std_norm": 1.5474810600280762,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "BiLSTM",
|
| 44 |
-
"feature": "rel_3d",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.0,
|
| 50 |
-
"exp_id": "T1.15",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_BiLSTM_T1.15_rel_3d.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_BiLSTM_T1.15_rel_3d.pt",
|
| 100 |
-
"checkpoint_sha256": "188c5d9f745a82766cf99c64de2540b95234256b16aa69880d5feeeee7bfc20b"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.15_rel_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:188c5d9f745a82766cf99c64de2540b95234256b16aa69880d5feeeee7bfc20b
|
| 3 |
-
size 4126423
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.16_angle_3d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "BiLSTM_T1.16_angle_3d",
|
| 3 |
-
"model_class": "BiLSTMModel",
|
| 4 |
-
"feature_method": "angle_3d",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 18:49:16 UTC",
|
| 10 |
-
"epoch": 14,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.6363861871452745,
|
| 14 |
-
"val_loss": 1.9306549452011843,
|
| 15 |
-
"val_acc": 0.6472289156626506,
|
| 16 |
-
"val_macro_f1": 0.6363861871452745,
|
| 17 |
-
"train_loss": 0.1592140994539505,
|
| 18 |
-
"train_acc": 0.9479293544457978,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.0,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
286
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 27.970884323120117,
|
| 37 |
-
"std_norm": 9.754449844360352,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "BiLSTM",
|
| 44 |
-
"feature": "angle_3d",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.0,
|
| 50 |
-
"exp_id": "T1.16",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_BiLSTM_T1.16_angle_3d.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_BiLSTM_T1.16_angle_3d.pt",
|
| 100 |
-
"checkpoint_sha256": "630c9b52cd57d23ea3db0056877f6e0206e7b5c3867536ab413f3c4207ea7235"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.16_angle_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:630c9b52cd57d23ea3db0056877f6e0206e7b5c3867536ab413f3c4207ea7235
|
| 3 |
-
size 6402725
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.17_angle2_3d.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "BiLSTM_T1.17_angle2_3d",
|
| 3 |
-
"model_class": "BiLSTMModel",
|
| 4 |
-
"feature_method": "angle2_3d",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-03 18:51:49 UTC",
|
| 10 |
-
"epoch": 13,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7317969502125842,
|
| 14 |
-
"val_loss": 1.3385509794883161,
|
| 15 |
-
"val_acc": 0.7397590361445783,
|
| 16 |
-
"val_macro_f1": 0.7317969502125842,
|
| 17 |
-
"train_loss": 0.2160484826829779,
|
| 18 |
-
"train_acc": 0.928669305724726,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.0,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
78
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 4.986588954925537,
|
| 37 |
-
"std_norm": 4.332239627838135,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "BiLSTM",
|
| 44 |
-
"feature": "angle2_3d",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.0,
|
| 50 |
-
"exp_id": "T1.17",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": false,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": "best_BiLSTM_T1.17_angle2_3d.pt",
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_BiLSTM_T1.17_angle2_3d.pt",
|
| 100 |
-
"checkpoint_sha256": "5d4cb26ae7f6756d6874e4388f8928fbab226caba682a223a1ce13bbd2ea46a8"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.17_angle2_3d.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:5d4cb26ae7f6756d6874e4388f8928fbab226caba682a223a1ce13bbd2ea46a8
|
| 3 |
-
size 4485804
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.18_mix.provenance.json
DELETED
|
@@ -1,101 +0,0 @@
|
|
| 1 |
-
{
|
| 2 |
-
"model_name": "BiLSTM_T1.18_mix",
|
| 3 |
-
"model_class": "BiLSTMModel",
|
| 4 |
-
"feature_method": "mix",
|
| 5 |
-
"augment_method": "none",
|
| 6 |
-
"seed": 123,
|
| 7 |
-
"git_sha": "unknown",
|
| 8 |
-
"git_dirty": true,
|
| 9 |
-
"saved_timestamp": "2026-10-02 07:47:04 UTC",
|
| 10 |
-
"epoch": 21,
|
| 11 |
-
"total_epochs": 100,
|
| 12 |
-
"early_stopping_metric": "val_macro_f1",
|
| 13 |
-
"best_metric_value": 0.7313032456134255,
|
| 14 |
-
"val_loss": 2.071694252634623,
|
| 15 |
-
"val_acc": 0.740722891566265,
|
| 16 |
-
"val_macro_f1": 0.7313032456134255,
|
| 17 |
-
"train_loss": 0.08274235186165926,
|
| 18 |
-
"train_acc": 0.9728227771010962,
|
| 19 |
-
"hyperparameters": {
|
| 20 |
-
"lr": 0.001,
|
| 21 |
-
"weight_decay": 0.0001,
|
| 22 |
-
"optimizer": "AdamW",
|
| 23 |
-
"scheduler": "LambdaLR",
|
| 24 |
-
"loss_type": "ce",
|
| 25 |
-
"focal_gamma": 2.0,
|
| 26 |
-
"label_smoothing": 0.0,
|
| 27 |
-
"patience": 10,
|
| 28 |
-
"use_amp": true,
|
| 29 |
-
"amp_dtype": "torch.bfloat16"
|
| 30 |
-
},
|
| 31 |
-
"normalization_stats": {
|
| 32 |
-
"mean_shape": [
|
| 33 |
-
1,
|
| 34 |
-
117
|
| 35 |
-
],
|
| 36 |
-
"mean_norm": 5.073193073272705,
|
| 37 |
-
"std_norm": 4.6003265380859375,
|
| 38 |
-
"is_normalized": true,
|
| 39 |
-
"seed": 123
|
| 40 |
-
},
|
| 41 |
-
"cmd_args": {
|
| 42 |
-
"command": "train",
|
| 43 |
-
"model": "BiLSTM",
|
| 44 |
-
"feature": "mix",
|
| 45 |
-
"augment": "none",
|
| 46 |
-
"zero_frame": "interpolate",
|
| 47 |
-
"loss": "ce",
|
| 48 |
-
"focal_gamma": 2.0,
|
| 49 |
-
"label_smoothing": 0.0,
|
| 50 |
-
"exp_id": "T1.18",
|
| 51 |
-
"smoke_test": false,
|
| 52 |
-
"smoke_class": "barbell biceps curl",
|
| 53 |
-
"epochs": 100,
|
| 54 |
-
"batch_size": 16,
|
| 55 |
-
"lr": 0.001,
|
| 56 |
-
"weight_decay": 0.0001,
|
| 57 |
-
"patience": 10,
|
| 58 |
-
"seq_len": 32,
|
| 59 |
-
"train_stride": 16,
|
| 60 |
-
"val_test_stride": 32,
|
| 61 |
-
"use_class_weights": false,
|
| 62 |
-
"device": "cuda",
|
| 63 |
-
"metadata": "Final_dataset_metadata.csv",
|
| 64 |
-
"landmark_dir": "data/landmarks",
|
| 65 |
-
"output_dir": "outputs",
|
| 66 |
-
"checkpoint_dir": "/marimo/Gym_Classification/checkpoints/seed123",
|
| 67 |
-
"hidden_dim": null,
|
| 68 |
-
"num_layers": null,
|
| 69 |
-
"nhead": 8,
|
| 70 |
-
"dropout": null,
|
| 71 |
-
"seed": 123,
|
| 72 |
-
"num_workers": 0,
|
| 73 |
-
"early_stopping_metric": "val_macro_f1",
|
| 74 |
-
"optimizer": "adamw",
|
| 75 |
-
"scheduler": "cosine_warmup",
|
| 76 |
-
"warmup_epochs": 5,
|
| 77 |
-
"use_amp": true,
|
| 78 |
-
"amp_dtype": "bfloat16",
|
| 79 |
-
"in_memory": true,
|
| 80 |
-
"push_to_hf": true,
|
| 81 |
-
"hf_repo": "Cuong2004/gym-exercise-classification",
|
| 82 |
-
"report_file": "outputs/EXPERIMENT_RESULTS.md",
|
| 83 |
-
"video_level": true,
|
| 84 |
-
"checkpoint_name": null,
|
| 85 |
-
"force_retrain": true,
|
| 86 |
-
"no_test_eval": false
|
| 87 |
-
},
|
| 88 |
-
"dataset_info": {
|
| 89 |
-
"metadata_path": "Final_dataset_metadata.csv",
|
| 90 |
-
"landmark_dir": "data/landmarks",
|
| 91 |
-
"train_windows": 13136,
|
| 92 |
-
"val_windows": 2075,
|
| 93 |
-
"test_windows": 2743,
|
| 94 |
-
"seq_len": 32,
|
| 95 |
-
"train_stride": 16,
|
| 96 |
-
"val_test_stride": 32,
|
| 97 |
-
"zero_frame_strategy": "interpolate"
|
| 98 |
-
},
|
| 99 |
-
"checkpoint_file": "best_BiLSTM_T1.18_mix.pt",
|
| 100 |
-
"checkpoint_sha256": "35020bfec2be508fa319498c54cc6d18b4ff1efbe5f1dec033c5d7c05fd8473a"
|
| 101 |
-
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
checkpoints/seed123/best_BiLSTM_T1.18_mix.pt
DELETED
|
@@ -1,3 +0,0 @@
|
|
| 1 |
-
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:35020bfec2be508fa319498c54cc6d18b4ff1efbe5f1dec033c5d7c05fd8473a
|
| 3 |
-
size 4845122
|
|
|
|
|
|
|
|
|
|
|
|