Upload folder using huggingface_hub
Browse files- .gitattributes +3 -0
- checkpoint-14510/config.json +28 -0
- checkpoint-14510/model.safetensors +3 -0
- checkpoint-14510/optimizer.pt +3 -0
- checkpoint-14510/rng_state.pth +3 -0
- checkpoint-14510/scheduler.pt +3 -0
- checkpoint-14510/trainer_state.json +193 -0
- checkpoint-14510/training_args.bin +3 -0
- classification_report.json +1 -0
- config.json +28 -0
- confusion_matrix.png +0 -0
- detailed_confusion_matrix.png +0 -0
- fold_results.json +67 -0
- metrics.json +1 -0
- metrics_all_fold.json +44 -0
- metrics_ci_bounds.json +26 -0
- metrics_mean.json +8 -0
- metrics_std.json +8 -0
- metrics_visualisation.png +0 -0
- model.safetensors +3 -0
- precision_recall_curve.png +0 -0
- reduced_main_data.csv +3 -0
- roc_curve.png +0 -0
- test_data_for_future_evaluation.csv +3 -0
- test_top_repo_data.csv +3 -0
- top_repo_data.csv +0 -0
- tracker_carbon_statistics.json +33 -0
- training_args.bin +3 -0
.gitattributes
CHANGED
|
@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
|
|
|
|
|
|
|
|
|
|
|
| 33 |
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 34 |
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 35 |
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
reduced_main_data.csv filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
test_data_for_future_evaluation.csv filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
test_top_repo_data.csv filter=lfs diff=lfs merge=lfs -text
|
checkpoint-14510/config.json
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "distilroberta-base",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"RobertaForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"bos_token_id": 0,
|
| 8 |
+
"classifier_dropout": null,
|
| 9 |
+
"eos_token_id": 2,
|
| 10 |
+
"hidden_act": "gelu",
|
| 11 |
+
"hidden_dropout_prob": 0.1,
|
| 12 |
+
"hidden_size": 768,
|
| 13 |
+
"initializer_range": 0.02,
|
| 14 |
+
"intermediate_size": 3072,
|
| 15 |
+
"layer_norm_eps": 1e-05,
|
| 16 |
+
"max_position_embeddings": 514,
|
| 17 |
+
"model_type": "roberta",
|
| 18 |
+
"num_attention_heads": 12,
|
| 19 |
+
"num_hidden_layers": 6,
|
| 20 |
+
"pad_token_id": 1,
|
| 21 |
+
"position_embedding_type": "absolute",
|
| 22 |
+
"problem_type": "single_label_classification",
|
| 23 |
+
"torch_dtype": "float32",
|
| 24 |
+
"transformers_version": "4.35.0",
|
| 25 |
+
"type_vocab_size": 1,
|
| 26 |
+
"use_cache": true,
|
| 27 |
+
"vocab_size": 50265
|
| 28 |
+
}
|
checkpoint-14510/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c39f80c5310c061d91cd3bf5425806c17e87832f5fdcb0357d553a769a0af833
|
| 3 |
+
size 328492280
|
checkpoint-14510/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:aefdbbd70a666860b595b930995faf5d82a443ece0b4c7231145b5b80698caf2
|
| 3 |
+
size 657047610
|
checkpoint-14510/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a65eecd607b0949fcab4b9c3ab2135139c51dfde94cbbe772b62eab1b6b3cbb6
|
| 3 |
+
size 14244
|
checkpoint-14510/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5ffe02de545b9f0e89c766a4ef1d77d40ed3c19574fc0ac23dfe4f6bceb31318
|
| 3 |
+
size 1064
|
checkpoint-14510/trainer_state.json
ADDED
|
@@ -0,0 +1,193 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": null,
|
| 3 |
+
"best_model_checkpoint": null,
|
| 4 |
+
"epoch": 4.999138673557278,
|
| 5 |
+
"eval_steps": 500,
|
| 6 |
+
"global_step": 14510,
|
| 7 |
+
"is_hyper_param_search": false,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 0.17,
|
| 13 |
+
"learning_rate": 4.9800000000000004e-05,
|
| 14 |
+
"loss": 0.0562,
|
| 15 |
+
"step": 500
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"epoch": 0.34,
|
| 19 |
+
"learning_rate": 4.984428128696318e-05,
|
| 20 |
+
"loss": 0.0703,
|
| 21 |
+
"step": 1000
|
| 22 |
+
},
|
| 23 |
+
{
|
| 24 |
+
"epoch": 0.52,
|
| 25 |
+
"learning_rate": 4.9376579221363204e-05,
|
| 26 |
+
"loss": 0.0744,
|
| 27 |
+
"step": 1500
|
| 28 |
+
},
|
| 29 |
+
{
|
| 30 |
+
"epoch": 0.69,
|
| 31 |
+
"learning_rate": 4.8602764529345966e-05,
|
| 32 |
+
"loss": 0.0807,
|
| 33 |
+
"step": 2000
|
| 34 |
+
},
|
| 35 |
+
{
|
| 36 |
+
"epoch": 0.86,
|
| 37 |
+
"learning_rate": 4.7534982401683416e-05,
|
| 38 |
+
"loss": 0.082,
|
| 39 |
+
"step": 2500
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"epoch": 1.03,
|
| 43 |
+
"learning_rate": 4.618236648123212e-05,
|
| 44 |
+
"loss": 0.072,
|
| 45 |
+
"step": 3000
|
| 46 |
+
},
|
| 47 |
+
{
|
| 48 |
+
"epoch": 1.21,
|
| 49 |
+
"learning_rate": 4.4563749749985335e-05,
|
| 50 |
+
"loss": 0.0638,
|
| 51 |
+
"step": 3500
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"epoch": 1.38,
|
| 55 |
+
"learning_rate": 4.269945823540843e-05,
|
| 56 |
+
"loss": 0.0627,
|
| 57 |
+
"step": 4000
|
| 58 |
+
},
|
| 59 |
+
{
|
| 60 |
+
"epoch": 1.55,
|
| 61 |
+
"learning_rate": 4.061290306367919e-05,
|
| 62 |
+
"loss": 0.0638,
|
| 63 |
+
"step": 4500
|
| 64 |
+
},
|
| 65 |
+
{
|
| 66 |
+
"epoch": 1.72,
|
| 67 |
+
"learning_rate": 3.8330286470885907e-05,
|
| 68 |
+
"loss": 0.0652,
|
| 69 |
+
"step": 5000
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"epoch": 1.89,
|
| 73 |
+
"learning_rate": 3.58802727644352e-05,
|
| 74 |
+
"loss": 0.0622,
|
| 75 |
+
"step": 5500
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"epoch": 2.07,
|
| 79 |
+
"learning_rate": 3.3298916668553426e-05,
|
| 80 |
+
"loss": 0.0555,
|
| 81 |
+
"step": 6000
|
| 82 |
+
},
|
| 83 |
+
{
|
| 84 |
+
"epoch": 2.24,
|
| 85 |
+
"learning_rate": 3.0608298703277996e-05,
|
| 86 |
+
"loss": 0.0467,
|
| 87 |
+
"step": 6500
|
| 88 |
+
},
|
| 89 |
+
{
|
| 90 |
+
"epoch": 2.41,
|
| 91 |
+
"learning_rate": 2.7847253668223704e-05,
|
| 92 |
+
"loss": 0.0428,
|
| 93 |
+
"step": 7000
|
| 94 |
+
},
|
| 95 |
+
{
|
| 96 |
+
"epoch": 2.58,
|
| 97 |
+
"learning_rate": 2.5050453809223793e-05,
|
| 98 |
+
"loss": 0.0473,
|
| 99 |
+
"step": 7500
|
| 100 |
+
},
|
| 101 |
+
{
|
| 102 |
+
"epoch": 2.76,
|
| 103 |
+
"learning_rate": 2.2253020368788445e-05,
|
| 104 |
+
"loss": 0.0452,
|
| 105 |
+
"step": 8000
|
| 106 |
+
},
|
| 107 |
+
{
|
| 108 |
+
"epoch": 2.93,
|
| 109 |
+
"learning_rate": 1.9495550817504742e-05,
|
| 110 |
+
"loss": 0.0412,
|
| 111 |
+
"step": 8500
|
| 112 |
+
},
|
| 113 |
+
{
|
| 114 |
+
"epoch": 3.1,
|
| 115 |
+
"learning_rate": 1.6801632122617095e-05,
|
| 116 |
+
"loss": 0.0385,
|
| 117 |
+
"step": 9000
|
| 118 |
+
},
|
| 119 |
+
{
|
| 120 |
+
"epoch": 3.27,
|
| 121 |
+
"learning_rate": 1.4210665687785734e-05,
|
| 122 |
+
"loss": 0.0311,
|
| 123 |
+
"step": 9500
|
| 124 |
+
},
|
| 125 |
+
{
|
| 126 |
+
"epoch": 3.45,
|
| 127 |
+
"learning_rate": 1.1755187970777065e-05,
|
| 128 |
+
"loss": 0.0317,
|
| 129 |
+
"step": 10000
|
| 130 |
+
},
|
| 131 |
+
{
|
| 132 |
+
"epoch": 3.62,
|
| 133 |
+
"learning_rate": 9.470426834280832e-06,
|
| 134 |
+
"loss": 0.0309,
|
| 135 |
+
"step": 10500
|
| 136 |
+
},
|
| 137 |
+
{
|
| 138 |
+
"epoch": 3.79,
|
| 139 |
+
"learning_rate": 7.3759257710121985e-06,
|
| 140 |
+
"loss": 0.0296,
|
| 141 |
+
"step": 11000
|
| 142 |
+
},
|
| 143 |
+
{
|
| 144 |
+
"epoch": 3.96,
|
| 145 |
+
"learning_rate": 5.5027417186915175e-06,
|
| 146 |
+
"loss": 0.0261,
|
| 147 |
+
"step": 11500
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"epoch": 4.13,
|
| 151 |
+
"learning_rate": 3.877395681105919e-06,
|
| 152 |
+
"loss": 0.0268,
|
| 153 |
+
"step": 12000
|
| 154 |
+
},
|
| 155 |
+
{
|
| 156 |
+
"epoch": 4.31,
|
| 157 |
+
"learning_rate": 2.513790616397402e-06,
|
| 158 |
+
"loss": 0.0261,
|
| 159 |
+
"step": 12500
|
| 160 |
+
},
|
| 161 |
+
{
|
| 162 |
+
"epoch": 4.48,
|
| 163 |
+
"learning_rate": 1.4325595693915228e-06,
|
| 164 |
+
"loss": 0.022,
|
| 165 |
+
"step": 13000
|
| 166 |
+
},
|
| 167 |
+
{
|
| 168 |
+
"epoch": 4.65,
|
| 169 |
+
"learning_rate": 6.472802645326154e-07,
|
| 170 |
+
"loss": 0.0205,
|
| 171 |
+
"step": 13500
|
| 172 |
+
},
|
| 173 |
+
{
|
| 174 |
+
"epoch": 4.82,
|
| 175 |
+
"learning_rate": 1.6846304762653532e-07,
|
| 176 |
+
"loss": 0.025,
|
| 177 |
+
"step": 14000
|
| 178 |
+
},
|
| 179 |
+
{
|
| 180 |
+
"epoch": 5.0,
|
| 181 |
+
"learning_rate": 2.0364694921504168e-10,
|
| 182 |
+
"loss": 0.0274,
|
| 183 |
+
"step": 14500
|
| 184 |
+
}
|
| 185 |
+
],
|
| 186 |
+
"logging_steps": 500,
|
| 187 |
+
"max_steps": 14510,
|
| 188 |
+
"num_train_epochs": 5,
|
| 189 |
+
"save_steps": 500,
|
| 190 |
+
"total_flos": 1.2300127834804224e+17,
|
| 191 |
+
"trial_name": null,
|
| 192 |
+
"trial_params": null
|
| 193 |
+
}
|
checkpoint-14510/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:10862f3595d985d0462a37a2e0cdeb04d538eed4d7e5517914f8cae7f49e06c1
|
| 3 |
+
size 4664
|
classification_report.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"0": {"precision": 0.996199829205807, "recall": 0.9945012787723785, "f1-score": 0.9953498293515357, "support": 23460}, "1": {"precision": 0.9943944726893496, "recall": 0.9961258869107212, "f1-score": 0.9952594267820642, "support": 22973}, "accuracy": 0.9953050632093554, "macro avg": {"precision": 0.9952971509475783, "recall": 0.9953135828415498, "f1-score": 0.9953046280668, "support": 46433}, "weighted avg": {"precision": 0.9953066184450855, "recall": 0.9953050632093554, "f1-score": 0.9953051021482866, "support": 46433}}
|
config.json
ADDED
|
@@ -0,0 +1,28 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "distilroberta-base",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"RobertaForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"bos_token_id": 0,
|
| 8 |
+
"classifier_dropout": null,
|
| 9 |
+
"eos_token_id": 2,
|
| 10 |
+
"hidden_act": "gelu",
|
| 11 |
+
"hidden_dropout_prob": 0.1,
|
| 12 |
+
"hidden_size": 768,
|
| 13 |
+
"initializer_range": 0.02,
|
| 14 |
+
"intermediate_size": 3072,
|
| 15 |
+
"layer_norm_eps": 1e-05,
|
| 16 |
+
"max_position_embeddings": 514,
|
| 17 |
+
"model_type": "roberta",
|
| 18 |
+
"num_attention_heads": 12,
|
| 19 |
+
"num_hidden_layers": 6,
|
| 20 |
+
"pad_token_id": 1,
|
| 21 |
+
"position_embedding_type": "absolute",
|
| 22 |
+
"problem_type": "single_label_classification",
|
| 23 |
+
"torch_dtype": "float32",
|
| 24 |
+
"transformers_version": "4.35.0",
|
| 25 |
+
"type_vocab_size": 1,
|
| 26 |
+
"use_cache": true,
|
| 27 |
+
"vocab_size": 50265
|
| 28 |
+
}
|
confusion_matrix.png
ADDED
|
detailed_confusion_matrix.png
ADDED
|
fold_results.json
ADDED
|
@@ -0,0 +1,67 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"0": {
|
| 3 |
+
"eval_loss": 0.44263672828674316,
|
| 4 |
+
"eval_precision": 0.8340094802920955,
|
| 5 |
+
"eval_recall": 0.8501284116136334,
|
| 6 |
+
"eval_acc": 0.8421415342206142,
|
| 7 |
+
"eval_mcc": 0.6844367950446504,
|
| 8 |
+
"eval_f1": 0.8419918085794352,
|
| 9 |
+
"eval_auc": 0.9213721670099608,
|
| 10 |
+
"eval_runtime": 92.4426,
|
| 11 |
+
"eval_samples_per_second": 502.301,
|
| 12 |
+
"eval_steps_per_second": 7.854,
|
| 13 |
+
"epoch": 5.0
|
| 14 |
+
},
|
| 15 |
+
"1": {
|
| 16 |
+
"eval_loss": 0.2547060549259186,
|
| 17 |
+
"eval_precision": 0.9154959924157545,
|
| 18 |
+
"eval_recall": 0.9247812649632177,
|
| 19 |
+
"eval_acc": 0.9205539044665547,
|
| 20 |
+
"eval_mcc": 0.8411493779565805,
|
| 21 |
+
"eval_f1": 0.9201152038805518,
|
| 22 |
+
"eval_auc": 0.9740600180062491,
|
| 23 |
+
"eval_runtime": 95.9903,
|
| 24 |
+
"eval_samples_per_second": 483.737,
|
| 25 |
+
"eval_steps_per_second": 7.563,
|
| 26 |
+
"epoch": 5.0
|
| 27 |
+
},
|
| 28 |
+
"2": {
|
| 29 |
+
"eval_loss": 0.09699167311191559,
|
| 30 |
+
"eval_precision": 0.9701421183015342,
|
| 31 |
+
"eval_recall": 0.9716623862795456,
|
| 32 |
+
"eval_acc": 0.9711849076108025,
|
| 33 |
+
"eval_mcc": 0.9423655216605232,
|
| 34 |
+
"eval_f1": 0.9709016571701969,
|
| 35 |
+
"eval_auc": 0.9955248279117542,
|
| 36 |
+
"eval_runtime": 100.5243,
|
| 37 |
+
"eval_samples_per_second": 461.918,
|
| 38 |
+
"eval_steps_per_second": 7.222,
|
| 39 |
+
"epoch": 5.0
|
| 40 |
+
},
|
| 41 |
+
"3": {
|
| 42 |
+
"eval_loss": 0.06927449256181717,
|
| 43 |
+
"eval_precision": 0.9810338092964715,
|
| 44 |
+
"eval_recall": 0.9839804979975623,
|
| 45 |
+
"eval_acc": 0.9826631921262895,
|
| 46 |
+
"eval_mcc": 0.9653278877230188,
|
| 47 |
+
"eval_f1": 0.9825049442548845,
|
| 48 |
+
"eval_auc": 0.9984043728811378,
|
| 49 |
+
"eval_runtime": 104.6971,
|
| 50 |
+
"eval_samples_per_second": 443.498,
|
| 51 |
+
"eval_steps_per_second": 6.934,
|
| 52 |
+
"epoch": 5.0
|
| 53 |
+
},
|
| 54 |
+
"4": {
|
| 55 |
+
"eval_loss": 0.0173803698271513,
|
| 56 |
+
"eval_precision": 0.9943944726893496,
|
| 57 |
+
"eval_recall": 0.9961258869107212,
|
| 58 |
+
"eval_acc": 0.9953050632093554,
|
| 59 |
+
"eval_mcc": 0.990610733652845,
|
| 60 |
+
"eval_f1": 0.9952594267820642,
|
| 61 |
+
"eval_auc": 0.9997952580012661,
|
| 62 |
+
"eval_runtime": 109.8075,
|
| 63 |
+
"eval_samples_per_second": 422.858,
|
| 64 |
+
"eval_steps_per_second": 6.612,
|
| 65 |
+
"epoch": 5.0
|
| 66 |
+
}
|
| 67 |
+
}
|
metrics.json
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
{"precision": 0.9943944726893496, "recall": 0.9961258869107212, "acc": 0.9953050632093554, "mcc": 0.990610733652845, "f1": 0.9952594267820642, "auc": 0.9997952580012661}
|
metrics_all_fold.json
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"precision": [
|
| 3 |
+
0.8340094802920955,
|
| 4 |
+
0.9154959924157545,
|
| 5 |
+
0.9701421183015342,
|
| 6 |
+
0.9810338092964715,
|
| 7 |
+
0.9943944726893496
|
| 8 |
+
],
|
| 9 |
+
"recall": [
|
| 10 |
+
0.8501284116136334,
|
| 11 |
+
0.9247812649632177,
|
| 12 |
+
0.9716623862795456,
|
| 13 |
+
0.9839804979975623,
|
| 14 |
+
0.9961258869107212
|
| 15 |
+
],
|
| 16 |
+
"f1": [
|
| 17 |
+
0.8419918085794352,
|
| 18 |
+
0.9201152038805518,
|
| 19 |
+
0.9709016571701969,
|
| 20 |
+
0.9825049442548845,
|
| 21 |
+
0.9952594267820642
|
| 22 |
+
],
|
| 23 |
+
"auc": [
|
| 24 |
+
0.9213721670099608,
|
| 25 |
+
0.9740600180062491,
|
| 26 |
+
0.9955248279117542,
|
| 27 |
+
0.9984043728811378,
|
| 28 |
+
0.9997952580012661
|
| 29 |
+
],
|
| 30 |
+
"acc": [
|
| 31 |
+
0.8421415342206142,
|
| 32 |
+
0.9205539044665547,
|
| 33 |
+
0.9711849076108025,
|
| 34 |
+
0.9826631921262895,
|
| 35 |
+
0.9953050632093554
|
| 36 |
+
],
|
| 37 |
+
"mcc": [
|
| 38 |
+
0.6844367950446504,
|
| 39 |
+
0.8411493779565805,
|
| 40 |
+
0.9423655216605232,
|
| 41 |
+
0.9653278877230188,
|
| 42 |
+
0.990610733652845
|
| 43 |
+
]
|
| 44 |
+
}
|
metrics_ci_bounds.json
ADDED
|
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"precision": {
|
| 3 |
+
"ci_lower": 0.8571673182942502,
|
| 4 |
+
"ci_upper": 1.020863030903832
|
| 5 |
+
},
|
| 6 |
+
"recall": {
|
| 7 |
+
"ci_lower": 0.8712169014684487,
|
| 8 |
+
"ci_upper": 1.0194544776374235
|
| 9 |
+
},
|
| 10 |
+
"f1": {
|
| 11 |
+
"ci_lower": 0.8641345592365749,
|
| 12 |
+
"ci_upper": 1.0201746570302783
|
| 13 |
+
},
|
| 14 |
+
"auc": {
|
| 15 |
+
"ci_lower": 0.9365537784102713,
|
| 16 |
+
"ci_upper": 1.019108879113876
|
| 17 |
+
},
|
| 18 |
+
"acc": {
|
| 19 |
+
"ci_lower": 0.8643875654334379,
|
| 20 |
+
"ci_upper": 1.0203518752200087
|
| 21 |
+
},
|
| 22 |
+
"mcc": {
|
| 23 |
+
"ci_lower": 0.7288945414765948,
|
| 24 |
+
"ci_upper": 1.0406615849384526
|
| 25 |
+
}
|
| 26 |
+
}
|
metrics_mean.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"precision": 0.939015174599041,
|
| 3 |
+
"recall": 0.945335689552936,
|
| 4 |
+
"f1": 0.9421546081334267,
|
| 5 |
+
"auc": 0.9778313287620737,
|
| 6 |
+
"acc": 0.9423697203267233,
|
| 7 |
+
"mcc": 0.8847780632075237
|
| 8 |
+
}
|
metrics_std.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"precision": 0.06591787828526462,
|
| 3 |
+
"recall": 0.059693111978530534,
|
| 4 |
+
"f1": 0.06283507374758243,
|
| 5 |
+
"auc": 0.03324373615689578,
|
| 6 |
+
"acc": 0.06280455502140439,
|
| 7 |
+
"mcc": 0.12554404569709307
|
| 8 |
+
}
|
metrics_visualisation.png
ADDED
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c39f80c5310c061d91cd3bf5425806c17e87832f5fdcb0357d553a769a0af833
|
| 3 |
+
size 328492280
|
precision_recall_curve.png
ADDED
|
reduced_main_data.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:910d85e8850d8980f972b95109c844c4cad9aa3389bf641936457592791ab109
|
| 3 |
+
size 900611880
|
roc_curve.png
ADDED
|
test_data_for_future_evaluation.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e2b61151db2e0bf2bea413a86cd8dd0921ac782646df8a06e6a75ed35dce3431
|
| 3 |
+
size 162242936
|
test_top_repo_data.csv
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1d489c29450e32a500a6c603e4dbfb2ef194230a1d208ce860f77862ba085daa
|
| 3 |
+
size 21783779
|
top_repo_data.csv
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tracker_carbon_statistics.json
ADDED
|
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cloud_provider": "",
|
| 3 |
+
"cloud_region": "",
|
| 4 |
+
"codecarbon_version": "2.3.4",
|
| 5 |
+
"country_iso_code": "NOR",
|
| 6 |
+
"country_name": "Norway",
|
| 7 |
+
"cpu_count": 192,
|
| 8 |
+
"cpu_energy": 0.43311747236564513,
|
| 9 |
+
"cpu_model": "AMD EPYC 7642 48-Core Processor",
|
| 10 |
+
"cpu_power": 14.631385841914685,
|
| 11 |
+
"duration": 26556.46255660057,
|
| 12 |
+
"emissions": 0.32166077015165945,
|
| 13 |
+
"emissions_rate": 1.211233497180185e-05,
|
| 14 |
+
"energy_consumed": 11.675527047247167,
|
| 15 |
+
"gpu_count": 4,
|
| 16 |
+
"gpu_energy": 8.45875250866326,
|
| 17 |
+
"gpu_model": "4 x NVIDIA GeForce RTX 3090",
|
| 18 |
+
"gpu_power": 1189.2267111570472,
|
| 19 |
+
"latitude": 59.9016,
|
| 20 |
+
"longitude": 10.7343,
|
| 21 |
+
"on_cloud": "N",
|
| 22 |
+
"os": "Linux-4.18.0-513.18.1.el8_9.x86_64-x86_64-with-glibc2.28",
|
| 23 |
+
"project_name": "codecarbon",
|
| 24 |
+
"pue": 1.0,
|
| 25 |
+
"python_version": "3.10.8",
|
| 26 |
+
"ram_energy": 2.78365706621826,
|
| 27 |
+
"ram_power": 377.6938090324402,
|
| 28 |
+
"ram_total_size": 1007.1834907531738,
|
| 29 |
+
"region": "oslo county",
|
| 30 |
+
"run_id": "0715d65b-1d27-40f8-a35f-9f61b5fb3879",
|
| 31 |
+
"timestamp": "2024-04-02T21:44:28",
|
| 32 |
+
"tracking_mode": "machine"
|
| 33 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:10862f3595d985d0462a37a2e0cdeb04d538eed4d7e5517914f8cae7f49e06c1
|
| 3 |
+
size 4664
|