Upload folder using huggingface_hub
Browse files- .gitattributes +3 -0
- checkpoint-340/config.json +39 -0
- checkpoint-340/model.safetensors +3 -0
- checkpoint-340/optimizer.pt +3 -0
- checkpoint-340/rng_state.pth +3 -0
- checkpoint-340/scaler.pt +3 -0
- checkpoint-340/scheduler.pt +3 -0
- checkpoint-340/tokenizer.json +3 -0
- checkpoint-340/tokenizer_config.json +14 -0
- checkpoint-340/trainer_state.json +139 -0
- checkpoint-340/training_args.bin +3 -0
- checkpoint-425/config.json +39 -0
- checkpoint-425/model.safetensors +3 -0
- checkpoint-425/optimizer.pt +3 -0
- checkpoint-425/rng_state.pth +3 -0
- checkpoint-425/scaler.pt +3 -0
- checkpoint-425/scheduler.pt +3 -0
- checkpoint-425/tokenizer.json +3 -0
- checkpoint-425/tokenizer_config.json +14 -0
- checkpoint-425/trainer_state.json +163 -0
- checkpoint-425/training_args.bin +3 -0
- comprehensive_results_binary.json +79 -0
- config.json +39 -0
- model.safetensors +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +14 -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 |
+
checkpoint-340/tokenizer.json filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
checkpoint-425/tokenizer.json filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
tokenizer.json filter=lfs diff=lfs merge=lfs -text
|
checkpoint-340/config.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_cross_attention": false,
|
| 3 |
+
"architectures": [
|
| 4 |
+
"XLMRobertaForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"bos_token_id": 0,
|
| 8 |
+
"classifier_dropout": null,
|
| 9 |
+
"dtype": "float32",
|
| 10 |
+
"eos_token_id": 2,
|
| 11 |
+
"hidden_act": "gelu",
|
| 12 |
+
"hidden_dropout_prob": 0.1,
|
| 13 |
+
"hidden_size": 768,
|
| 14 |
+
"id2label": {
|
| 15 |
+
"0": "Non-Gaslighting",
|
| 16 |
+
"1": "Gaslighting"
|
| 17 |
+
},
|
| 18 |
+
"initializer_range": 0.02,
|
| 19 |
+
"intermediate_size": 3072,
|
| 20 |
+
"is_decoder": false,
|
| 21 |
+
"label2id": {
|
| 22 |
+
"Gaslighting": 1,
|
| 23 |
+
"Non-Gaslighting": 0
|
| 24 |
+
},
|
| 25 |
+
"layer_norm_eps": 1e-05,
|
| 26 |
+
"max_position_embeddings": 514,
|
| 27 |
+
"model_type": "xlm-roberta",
|
| 28 |
+
"num_attention_heads": 12,
|
| 29 |
+
"num_hidden_layers": 12,
|
| 30 |
+
"output_past": true,
|
| 31 |
+
"pad_token_id": 1,
|
| 32 |
+
"position_embedding_type": "absolute",
|
| 33 |
+
"problem_type": "single_label_classification",
|
| 34 |
+
"tie_word_embeddings": true,
|
| 35 |
+
"transformers_version": "5.0.0",
|
| 36 |
+
"type_vocab_size": 1,
|
| 37 |
+
"use_cache": false,
|
| 38 |
+
"vocab_size": 250002
|
| 39 |
+
}
|
checkpoint-340/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d97a7ba9fe730fb08f6ed03685d40c26815b890d7769ff9d841ac2feeeea5e12
|
| 3 |
+
size 1112204984
|
checkpoint-340/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:01b2cc2415077491cf41e9014296a793750913402eed3d28ce4339524ad13a5e
|
| 3 |
+
size 2224530059
|
checkpoint-340/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e5c010487ae9edf9b823436ab5fb2c452efb3fc6d40777937dbeb8cfbfde9527
|
| 3 |
+
size 14645
|
checkpoint-340/scaler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c38abe1eff32667ab62564b69fac6d423a608612a979824610a5092c87721827
|
| 3 |
+
size 1383
|
checkpoint-340/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:587757a448baa056a3ae0ede6e7f8e67137cc2957044c39d0eb0884a77eeeef8
|
| 3 |
+
size 1465
|
checkpoint-340/tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e5b633524ba90477daaba16ec27580a08a2856ae0ee8c33d9f5f9358378d3b35
|
| 3 |
+
size 16781751
|
checkpoint-340/tokenizer_config.json
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"backend": "tokenizers",
|
| 4 |
+
"bos_token": "<s>",
|
| 5 |
+
"cls_token": "<s>",
|
| 6 |
+
"eos_token": "</s>",
|
| 7 |
+
"is_local": false,
|
| 8 |
+
"mask_token": "<mask>",
|
| 9 |
+
"model_max_length": 512,
|
| 10 |
+
"pad_token": "<pad>",
|
| 11 |
+
"sep_token": "</s>",
|
| 12 |
+
"tokenizer_class": "XLMRobertaTokenizer",
|
| 13 |
+
"unk_token": "<unk>"
|
| 14 |
+
}
|
checkpoint-340/trainer_state.json
ADDED
|
@@ -0,0 +1,139 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 255,
|
| 3 |
+
"best_metric": 0.9158249158249159,
|
| 4 |
+
"best_model_checkpoint": "D:/Thesis/Taglish_Gaslighting_V3\\model_outputs\\xlm-roberta_binary\\checkpoint-255",
|
| 5 |
+
"epoch": 4.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 340,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 1.0,
|
| 14 |
+
"grad_norm": 13.04288101196289,
|
| 15 |
+
"learning_rate": 1.8010471204188483e-05,
|
| 16 |
+
"loss": 0.6918394200942095,
|
| 17 |
+
"step": 85
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"eval_accuracy": 0.7093425605536332,
|
| 22 |
+
"eval_f1": 0.676923076923077,
|
| 23 |
+
"eval_loss": 0.5885154604911804,
|
| 24 |
+
"eval_macro_f1": 0.7063860667634252,
|
| 25 |
+
"eval_non_gas_f1": 0.7358490566037735,
|
| 26 |
+
"eval_non_gas_precision": 0.6842105263157895,
|
| 27 |
+
"eval_non_gas_recall": 0.7959183673469388,
|
| 28 |
+
"eval_precision": 0.7457627118644068,
|
| 29 |
+
"eval_recall": 0.6197183098591549,
|
| 30 |
+
"eval_roc_auc": 0.8050445530324807,
|
| 31 |
+
"eval_runtime": 13.2767,
|
| 32 |
+
"eval_samples_per_second": 21.768,
|
| 33 |
+
"eval_steps_per_second": 1.431,
|
| 34 |
+
"step": 85
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"epoch": 2.0,
|
| 38 |
+
"grad_norm": 11.096158981323242,
|
| 39 |
+
"learning_rate": 1.356020942408377e-05,
|
| 40 |
+
"loss": 0.5428493724149817,
|
| 41 |
+
"step": 170
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"epoch": 2.0,
|
| 45 |
+
"eval_accuracy": 0.8027681660899654,
|
| 46 |
+
"eval_f1": 0.7764705882352941,
|
| 47 |
+
"eval_loss": 0.48855453729629517,
|
| 48 |
+
"eval_macro_f1": 0.8,
|
| 49 |
+
"eval_non_gas_f1": 0.8235294117647058,
|
| 50 |
+
"eval_non_gas_precision": 0.7556818181818182,
|
| 51 |
+
"eval_non_gas_recall": 0.9047619047619048,
|
| 52 |
+
"eval_precision": 0.8761061946902655,
|
| 53 |
+
"eval_recall": 0.6971830985915493,
|
| 54 |
+
"eval_roc_auc": 0.898438248538852,
|
| 55 |
+
"eval_runtime": 13.3951,
|
| 56 |
+
"eval_samples_per_second": 21.575,
|
| 57 |
+
"eval_steps_per_second": 1.418,
|
| 58 |
+
"step": 170
|
| 59 |
+
},
|
| 60 |
+
{
|
| 61 |
+
"epoch": 3.0,
|
| 62 |
+
"grad_norm": 5.319683074951172,
|
| 63 |
+
"learning_rate": 9.109947643979057e-06,
|
| 64 |
+
"loss": 0.4088932710535386,
|
| 65 |
+
"step": 255
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"epoch": 3.0,
|
| 69 |
+
"eval_accuracy": 0.9134948096885813,
|
| 70 |
+
"eval_f1": 0.9158249158249159,
|
| 71 |
+
"eval_loss": 0.2529641091823578,
|
| 72 |
+
"eval_macro_f1": 0.9134284721473334,
|
| 73 |
+
"eval_non_gas_f1": 0.9110320284697508,
|
| 74 |
+
"eval_non_gas_precision": 0.9552238805970149,
|
| 75 |
+
"eval_non_gas_recall": 0.8707482993197279,
|
| 76 |
+
"eval_precision": 0.8774193548387097,
|
| 77 |
+
"eval_recall": 0.9577464788732394,
|
| 78 |
+
"eval_roc_auc": 0.9593752994155408,
|
| 79 |
+
"eval_runtime": 13.2242,
|
| 80 |
+
"eval_samples_per_second": 21.854,
|
| 81 |
+
"eval_steps_per_second": 1.437,
|
| 82 |
+
"step": 255
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"epoch": 4.0,
|
| 86 |
+
"grad_norm": 4.501065254211426,
|
| 87 |
+
"learning_rate": 4.712041884816754e-06,
|
| 88 |
+
"loss": 0.2737856921027688,
|
| 89 |
+
"step": 340
|
| 90 |
+
},
|
| 91 |
+
{
|
| 92 |
+
"epoch": 4.0,
|
| 93 |
+
"eval_accuracy": 0.9100346020761245,
|
| 94 |
+
"eval_f1": 0.9084507042253521,
|
| 95 |
+
"eval_loss": 0.2273072451353073,
|
| 96 |
+
"eval_macro_f1": 0.9100076650378461,
|
| 97 |
+
"eval_non_gas_f1": 0.9115646258503401,
|
| 98 |
+
"eval_non_gas_precision": 0.9115646258503401,
|
| 99 |
+
"eval_non_gas_recall": 0.9115646258503401,
|
| 100 |
+
"eval_precision": 0.9084507042253521,
|
| 101 |
+
"eval_recall": 0.9084507042253521,
|
| 102 |
+
"eval_roc_auc": 0.9730765545654881,
|
| 103 |
+
"eval_runtime": 13.0718,
|
| 104 |
+
"eval_samples_per_second": 22.109,
|
| 105 |
+
"eval_steps_per_second": 1.454,
|
| 106 |
+
"step": 340
|
| 107 |
+
}
|
| 108 |
+
],
|
| 109 |
+
"logging_steps": 500,
|
| 110 |
+
"max_steps": 425,
|
| 111 |
+
"num_input_tokens_seen": 0,
|
| 112 |
+
"num_train_epochs": 5,
|
| 113 |
+
"save_steps": 500,
|
| 114 |
+
"stateful_callbacks": {
|
| 115 |
+
"EarlyStoppingCallback": {
|
| 116 |
+
"args": {
|
| 117 |
+
"early_stopping_patience": 2,
|
| 118 |
+
"early_stopping_threshold": 0.0
|
| 119 |
+
},
|
| 120 |
+
"attributes": {
|
| 121 |
+
"early_stopping_patience_counter": 1
|
| 122 |
+
}
|
| 123 |
+
},
|
| 124 |
+
"TrainerControl": {
|
| 125 |
+
"args": {
|
| 126 |
+
"should_epoch_stop": false,
|
| 127 |
+
"should_evaluate": false,
|
| 128 |
+
"should_log": false,
|
| 129 |
+
"should_save": true,
|
| 130 |
+
"should_training_stop": false
|
| 131 |
+
},
|
| 132 |
+
"attributes": {}
|
| 133 |
+
}
|
| 134 |
+
},
|
| 135 |
+
"total_flos": 354673702625280.0,
|
| 136 |
+
"train_batch_size": 16,
|
| 137 |
+
"trial_name": null,
|
| 138 |
+
"trial_params": null
|
| 139 |
+
}
|
checkpoint-340/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fdb9630f2ec73d46c11a0a22c41425e17dd472a7f7557576b8eff38cf51da9b9
|
| 3 |
+
size 5265
|
checkpoint-425/config.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_cross_attention": false,
|
| 3 |
+
"architectures": [
|
| 4 |
+
"XLMRobertaForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"bos_token_id": 0,
|
| 8 |
+
"classifier_dropout": null,
|
| 9 |
+
"dtype": "float32",
|
| 10 |
+
"eos_token_id": 2,
|
| 11 |
+
"hidden_act": "gelu",
|
| 12 |
+
"hidden_dropout_prob": 0.1,
|
| 13 |
+
"hidden_size": 768,
|
| 14 |
+
"id2label": {
|
| 15 |
+
"0": "Non-Gaslighting",
|
| 16 |
+
"1": "Gaslighting"
|
| 17 |
+
},
|
| 18 |
+
"initializer_range": 0.02,
|
| 19 |
+
"intermediate_size": 3072,
|
| 20 |
+
"is_decoder": false,
|
| 21 |
+
"label2id": {
|
| 22 |
+
"Gaslighting": 1,
|
| 23 |
+
"Non-Gaslighting": 0
|
| 24 |
+
},
|
| 25 |
+
"layer_norm_eps": 1e-05,
|
| 26 |
+
"max_position_embeddings": 514,
|
| 27 |
+
"model_type": "xlm-roberta",
|
| 28 |
+
"num_attention_heads": 12,
|
| 29 |
+
"num_hidden_layers": 12,
|
| 30 |
+
"output_past": true,
|
| 31 |
+
"pad_token_id": 1,
|
| 32 |
+
"position_embedding_type": "absolute",
|
| 33 |
+
"problem_type": "single_label_classification",
|
| 34 |
+
"tie_word_embeddings": true,
|
| 35 |
+
"transformers_version": "5.0.0",
|
| 36 |
+
"type_vocab_size": 1,
|
| 37 |
+
"use_cache": false,
|
| 38 |
+
"vocab_size": 250002
|
| 39 |
+
}
|
checkpoint-425/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d7ac699d23a6df393b55ade26aa532b95acf638fd46911ba61f86fff5d26ea88
|
| 3 |
+
size 1112204984
|
checkpoint-425/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:02d8430f09364201de53bb264bbc88219edd9dc9fb35969e11b930834bbfe2fc
|
| 3 |
+
size 2224530059
|
checkpoint-425/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1ab4de3002df3f8a9f907f3b84af4619db19c85d48785e2f3a1d83c32547a1e4
|
| 3 |
+
size 14645
|
checkpoint-425/scaler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9b22192c62e378b4a155269efe220c2cacf478062f193bb1de8ca6293c63b3ff
|
| 3 |
+
size 1383
|
checkpoint-425/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1843d69d836283fb093fd990cc35bcfd014eccedd2c630705f4fec60bd7ebb92
|
| 3 |
+
size 1465
|
checkpoint-425/tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e5b633524ba90477daaba16ec27580a08a2856ae0ee8c33d9f5f9358378d3b35
|
| 3 |
+
size 16781751
|
checkpoint-425/tokenizer_config.json
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"backend": "tokenizers",
|
| 4 |
+
"bos_token": "<s>",
|
| 5 |
+
"cls_token": "<s>",
|
| 6 |
+
"eos_token": "</s>",
|
| 7 |
+
"is_local": false,
|
| 8 |
+
"mask_token": "<mask>",
|
| 9 |
+
"model_max_length": 512,
|
| 10 |
+
"pad_token": "<pad>",
|
| 11 |
+
"sep_token": "</s>",
|
| 12 |
+
"tokenizer_class": "XLMRobertaTokenizer",
|
| 13 |
+
"unk_token": "<unk>"
|
| 14 |
+
}
|
checkpoint-425/trainer_state.json
ADDED
|
@@ -0,0 +1,163 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 425,
|
| 3 |
+
"best_metric": 0.924187725631769,
|
| 4 |
+
"best_model_checkpoint": "D:/Thesis/Taglish_Gaslighting_V3\\model_outputs\\xlm-roberta_binary\\checkpoint-425",
|
| 5 |
+
"epoch": 5.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 425,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 1.0,
|
| 14 |
+
"grad_norm": 13.04288101196289,
|
| 15 |
+
"learning_rate": 1.8010471204188483e-05,
|
| 16 |
+
"loss": 0.6918394200942095,
|
| 17 |
+
"step": 85
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"epoch": 1.0,
|
| 21 |
+
"eval_accuracy": 0.7093425605536332,
|
| 22 |
+
"eval_f1": 0.676923076923077,
|
| 23 |
+
"eval_loss": 0.5885154604911804,
|
| 24 |
+
"eval_macro_f1": 0.7063860667634252,
|
| 25 |
+
"eval_non_gas_f1": 0.7358490566037735,
|
| 26 |
+
"eval_non_gas_precision": 0.6842105263157895,
|
| 27 |
+
"eval_non_gas_recall": 0.7959183673469388,
|
| 28 |
+
"eval_precision": 0.7457627118644068,
|
| 29 |
+
"eval_recall": 0.6197183098591549,
|
| 30 |
+
"eval_roc_auc": 0.8050445530324807,
|
| 31 |
+
"eval_runtime": 13.2767,
|
| 32 |
+
"eval_samples_per_second": 21.768,
|
| 33 |
+
"eval_steps_per_second": 1.431,
|
| 34 |
+
"step": 85
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"epoch": 2.0,
|
| 38 |
+
"grad_norm": 11.096158981323242,
|
| 39 |
+
"learning_rate": 1.356020942408377e-05,
|
| 40 |
+
"loss": 0.5428493724149817,
|
| 41 |
+
"step": 170
|
| 42 |
+
},
|
| 43 |
+
{
|
| 44 |
+
"epoch": 2.0,
|
| 45 |
+
"eval_accuracy": 0.8027681660899654,
|
| 46 |
+
"eval_f1": 0.7764705882352941,
|
| 47 |
+
"eval_loss": 0.48855453729629517,
|
| 48 |
+
"eval_macro_f1": 0.8,
|
| 49 |
+
"eval_non_gas_f1": 0.8235294117647058,
|
| 50 |
+
"eval_non_gas_precision": 0.7556818181818182,
|
| 51 |
+
"eval_non_gas_recall": 0.9047619047619048,
|
| 52 |
+
"eval_precision": 0.8761061946902655,
|
| 53 |
+
"eval_recall": 0.6971830985915493,
|
| 54 |
+
"eval_roc_auc": 0.898438248538852,
|
| 55 |
+
"eval_runtime": 13.3951,
|
| 56 |
+
"eval_samples_per_second": 21.575,
|
| 57 |
+
"eval_steps_per_second": 1.418,
|
| 58 |
+
"step": 170
|
| 59 |
+
},
|
| 60 |
+
{
|
| 61 |
+
"epoch": 3.0,
|
| 62 |
+
"grad_norm": 5.319683074951172,
|
| 63 |
+
"learning_rate": 9.109947643979057e-06,
|
| 64 |
+
"loss": 0.4088932710535386,
|
| 65 |
+
"step": 255
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"epoch": 3.0,
|
| 69 |
+
"eval_accuracy": 0.9134948096885813,
|
| 70 |
+
"eval_f1": 0.9158249158249159,
|
| 71 |
+
"eval_loss": 0.2529641091823578,
|
| 72 |
+
"eval_macro_f1": 0.9134284721473334,
|
| 73 |
+
"eval_non_gas_f1": 0.9110320284697508,
|
| 74 |
+
"eval_non_gas_precision": 0.9552238805970149,
|
| 75 |
+
"eval_non_gas_recall": 0.8707482993197279,
|
| 76 |
+
"eval_precision": 0.8774193548387097,
|
| 77 |
+
"eval_recall": 0.9577464788732394,
|
| 78 |
+
"eval_roc_auc": 0.9593752994155408,
|
| 79 |
+
"eval_runtime": 13.2242,
|
| 80 |
+
"eval_samples_per_second": 21.854,
|
| 81 |
+
"eval_steps_per_second": 1.437,
|
| 82 |
+
"step": 255
|
| 83 |
+
},
|
| 84 |
+
{
|
| 85 |
+
"epoch": 4.0,
|
| 86 |
+
"grad_norm": 4.501065254211426,
|
| 87 |
+
"learning_rate": 4.712041884816754e-06,
|
| 88 |
+
"loss": 0.2737856921027688,
|
| 89 |
+
"step": 340
|
| 90 |
+
},
|
| 91 |
+
{
|
| 92 |
+
"epoch": 4.0,
|
| 93 |
+
"eval_accuracy": 0.9100346020761245,
|
| 94 |
+
"eval_f1": 0.9084507042253521,
|
| 95 |
+
"eval_loss": 0.2273072451353073,
|
| 96 |
+
"eval_macro_f1": 0.9100076650378461,
|
| 97 |
+
"eval_non_gas_f1": 0.9115646258503401,
|
| 98 |
+
"eval_non_gas_precision": 0.9115646258503401,
|
| 99 |
+
"eval_non_gas_recall": 0.9115646258503401,
|
| 100 |
+
"eval_precision": 0.9084507042253521,
|
| 101 |
+
"eval_recall": 0.9084507042253521,
|
| 102 |
+
"eval_roc_auc": 0.9730765545654881,
|
| 103 |
+
"eval_runtime": 13.0718,
|
| 104 |
+
"eval_samples_per_second": 22.109,
|
| 105 |
+
"eval_steps_per_second": 1.454,
|
| 106 |
+
"step": 340
|
| 107 |
+
},
|
| 108 |
+
{
|
| 109 |
+
"epoch": 5.0,
|
| 110 |
+
"grad_norm": 4.042298316955566,
|
| 111 |
+
"learning_rate": 2.617801047120419e-07,
|
| 112 |
+
"loss": 0.2015650805305032,
|
| 113 |
+
"step": 425
|
| 114 |
+
},
|
| 115 |
+
{
|
| 116 |
+
"epoch": 5.0,
|
| 117 |
+
"eval_accuracy": 0.9273356401384083,
|
| 118 |
+
"eval_f1": 0.924187725631769,
|
| 119 |
+
"eval_loss": 0.2408331334590912,
|
| 120 |
+
"eval_macro_f1": 0.927210141885652,
|
| 121 |
+
"eval_non_gas_f1": 0.9302325581395349,
|
| 122 |
+
"eval_non_gas_precision": 0.9090909090909091,
|
| 123 |
+
"eval_non_gas_recall": 0.9523809523809523,
|
| 124 |
+
"eval_precision": 0.9481481481481482,
|
| 125 |
+
"eval_recall": 0.9014084507042254,
|
| 126 |
+
"eval_roc_auc": 0.9746095621347131,
|
| 127 |
+
"eval_runtime": 13.1098,
|
| 128 |
+
"eval_samples_per_second": 22.045,
|
| 129 |
+
"eval_steps_per_second": 1.449,
|
| 130 |
+
"step": 425
|
| 131 |
+
}
|
| 132 |
+
],
|
| 133 |
+
"logging_steps": 500,
|
| 134 |
+
"max_steps": 425,
|
| 135 |
+
"num_input_tokens_seen": 0,
|
| 136 |
+
"num_train_epochs": 5,
|
| 137 |
+
"save_steps": 500,
|
| 138 |
+
"stateful_callbacks": {
|
| 139 |
+
"EarlyStoppingCallback": {
|
| 140 |
+
"args": {
|
| 141 |
+
"early_stopping_patience": 2,
|
| 142 |
+
"early_stopping_threshold": 0.0
|
| 143 |
+
},
|
| 144 |
+
"attributes": {
|
| 145 |
+
"early_stopping_patience_counter": 0
|
| 146 |
+
}
|
| 147 |
+
},
|
| 148 |
+
"TrainerControl": {
|
| 149 |
+
"args": {
|
| 150 |
+
"should_epoch_stop": false,
|
| 151 |
+
"should_evaluate": false,
|
| 152 |
+
"should_log": false,
|
| 153 |
+
"should_save": true,
|
| 154 |
+
"should_training_stop": true
|
| 155 |
+
},
|
| 156 |
+
"attributes": {}
|
| 157 |
+
}
|
| 158 |
+
},
|
| 159 |
+
"total_flos": 443342128281600.0,
|
| 160 |
+
"train_batch_size": 16,
|
| 161 |
+
"trial_name": null,
|
| 162 |
+
"trial_params": null
|
| 163 |
+
}
|
checkpoint-425/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fdb9630f2ec73d46c11a0a22c41425e17dd472a7f7557576b8eff38cf51da9b9
|
| 3 |
+
size 5265
|
comprehensive_results_binary.json
ADDED
|
@@ -0,0 +1,79 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"val": {
|
| 3 |
+
"loss": 0.2408331334590912,
|
| 4 |
+
"accuracy": 0.9273356401384083,
|
| 5 |
+
"precision": 0.9481481481481482,
|
| 6 |
+
"recall": 0.9014084507042254,
|
| 7 |
+
"f1": 0.924187725631769,
|
| 8 |
+
"macro_f1": 0.927210141885652,
|
| 9 |
+
"roc_auc": 0.9746095621347131,
|
| 10 |
+
"non_gas_precision": 0.9090909090909091,
|
| 11 |
+
"non_gas_recall": 0.9523809523809523,
|
| 12 |
+
"non_gas_f1": 0.9302325581395349,
|
| 13 |
+
"runtime": 13.2248,
|
| 14 |
+
"samples_per_second": 21.853,
|
| 15 |
+
"steps_per_second": 1.437,
|
| 16 |
+
"confusion_matrix": [
|
| 17 |
+
[
|
| 18 |
+
140,
|
| 19 |
+
7
|
| 20 |
+
],
|
| 21 |
+
[
|
| 22 |
+
14,
|
| 23 |
+
128
|
| 24 |
+
]
|
| 25 |
+
]
|
| 26 |
+
},
|
| 27 |
+
"test_id": {
|
| 28 |
+
"loss": 0.33420857787132263,
|
| 29 |
+
"accuracy": 0.8927335640138409,
|
| 30 |
+
"precision": 0.8992805755395683,
|
| 31 |
+
"recall": 0.8802816901408451,
|
| 32 |
+
"f1": 0.8896797153024911,
|
| 33 |
+
"macro_f1": 0.8926513054626934,
|
| 34 |
+
"roc_auc": 0.951806074542493,
|
| 35 |
+
"non_gas_precision": 0.8866666666666667,
|
| 36 |
+
"non_gas_recall": 0.9047619047619048,
|
| 37 |
+
"non_gas_f1": 0.8956228956228957,
|
| 38 |
+
"runtime": 13.0723,
|
| 39 |
+
"samples_per_second": 22.108,
|
| 40 |
+
"steps_per_second": 1.453,
|
| 41 |
+
"confusion_matrix": [
|
| 42 |
+
[
|
| 43 |
+
133,
|
| 44 |
+
14
|
| 45 |
+
],
|
| 46 |
+
[
|
| 47 |
+
17,
|
| 48 |
+
125
|
| 49 |
+
]
|
| 50 |
+
]
|
| 51 |
+
},
|
| 52 |
+
"test_ood": {
|
| 53 |
+
"loss": 0.5717462301254272,
|
| 54 |
+
"accuracy": 0.8170289855072463,
|
| 55 |
+
"precision": 0.9970414201183432,
|
| 56 |
+
"recall": 0.7711670480549199,
|
| 57 |
+
"f1": 0.8696774193548387,
|
| 58 |
+
"macro_f1": 0.781343268947936,
|
| 59 |
+
"roc_auc": 0.9866480947169436,
|
| 60 |
+
"non_gas_precision": 0.5327102803738317,
|
| 61 |
+
"non_gas_recall": 0.991304347826087,
|
| 62 |
+
"non_gas_f1": 0.6930091185410334,
|
| 63 |
+
"runtime": 13.3686,
|
| 64 |
+
"samples_per_second": 41.291,
|
| 65 |
+
"steps_per_second": 2.618,
|
| 66 |
+
"confusion_matrix": [
|
| 67 |
+
[
|
| 68 |
+
114,
|
| 69 |
+
1
|
| 70 |
+
],
|
| 71 |
+
[
|
| 72 |
+
100,
|
| 73 |
+
337
|
| 74 |
+
]
|
| 75 |
+
]
|
| 76 |
+
},
|
| 77 |
+
"delta_f1": 0.02000229594765246,
|
| 78 |
+
"delta_f1_interpretation": "\u2705 Robust generalization (minimal domain sensitivity)"
|
| 79 |
+
}
|
config.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_cross_attention": false,
|
| 3 |
+
"architectures": [
|
| 4 |
+
"XLMRobertaForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"bos_token_id": 0,
|
| 8 |
+
"classifier_dropout": null,
|
| 9 |
+
"dtype": "float32",
|
| 10 |
+
"eos_token_id": 2,
|
| 11 |
+
"hidden_act": "gelu",
|
| 12 |
+
"hidden_dropout_prob": 0.1,
|
| 13 |
+
"hidden_size": 768,
|
| 14 |
+
"id2label": {
|
| 15 |
+
"0": "Non-Gaslighting",
|
| 16 |
+
"1": "Gaslighting"
|
| 17 |
+
},
|
| 18 |
+
"initializer_range": 0.02,
|
| 19 |
+
"intermediate_size": 3072,
|
| 20 |
+
"is_decoder": false,
|
| 21 |
+
"label2id": {
|
| 22 |
+
"Gaslighting": 1,
|
| 23 |
+
"Non-Gaslighting": 0
|
| 24 |
+
},
|
| 25 |
+
"layer_norm_eps": 1e-05,
|
| 26 |
+
"max_position_embeddings": 514,
|
| 27 |
+
"model_type": "xlm-roberta",
|
| 28 |
+
"num_attention_heads": 12,
|
| 29 |
+
"num_hidden_layers": 12,
|
| 30 |
+
"output_past": true,
|
| 31 |
+
"pad_token_id": 1,
|
| 32 |
+
"position_embedding_type": "absolute",
|
| 33 |
+
"problem_type": "single_label_classification",
|
| 34 |
+
"tie_word_embeddings": true,
|
| 35 |
+
"transformers_version": "5.0.0",
|
| 36 |
+
"type_vocab_size": 1,
|
| 37 |
+
"use_cache": false,
|
| 38 |
+
"vocab_size": 250002
|
| 39 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d7ac699d23a6df393b55ade26aa532b95acf638fd46911ba61f86fff5d26ea88
|
| 3 |
+
size 1112204984
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e5b633524ba90477daaba16ec27580a08a2856ae0ee8c33d9f5f9358378d3b35
|
| 3 |
+
size 16781751
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"backend": "tokenizers",
|
| 4 |
+
"bos_token": "<s>",
|
| 5 |
+
"cls_token": "<s>",
|
| 6 |
+
"eos_token": "</s>",
|
| 7 |
+
"is_local": false,
|
| 8 |
+
"mask_token": "<mask>",
|
| 9 |
+
"model_max_length": 512,
|
| 10 |
+
"pad_token": "<pad>",
|
| 11 |
+
"sep_token": "</s>",
|
| 12 |
+
"tokenizer_class": "XLMRobertaTokenizer",
|
| 13 |
+
"unk_token": "<unk>"
|
| 14 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fdb9630f2ec73d46c11a0a22c41425e17dd472a7f7557576b8eff38cf51da9b9
|
| 3 |
+
size 5265
|