Text Classification
Transformers
TensorBoard
Safetensors
bert
glue
rte
max_length_128
dropout_0.4
Generated from Trainer
text-embeddings-inference
Instructions to use ipeksnmz/bert-base-uncased-finetuned-rte-run_3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ipeksnmz/bert-base-uncased-finetuned-rte-run_3 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="ipeksnmz/bert-base-uncased-finetuned-rte-run_3")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("ipeksnmz/bert-base-uncased-finetuned-rte-run_3") model = AutoModelForSequenceClassification.from_pretrained("ipeksnmz/bert-base-uncased-finetuned-rte-run_3", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 1
Browse files- model.safetensors +1 -1
- run-4/checkpoint-312/config.json +26 -0
- run-4/checkpoint-312/model.safetensors +3 -0
- run-4/checkpoint-312/optimizer.pt +3 -0
- run-4/checkpoint-312/rng_state.pth +3 -0
- run-4/checkpoint-312/scheduler.pt +3 -0
- run-4/checkpoint-312/special_tokens_map.json +7 -0
- run-4/checkpoint-312/tokenizer.json +0 -0
- run-4/checkpoint-312/tokenizer_config.json +56 -0
- run-4/checkpoint-312/trainer_state.json +58 -0
- run-4/checkpoint-312/training_args.bin +3 -0
- run-4/checkpoint-312/vocab.txt +0 -0
- run-5/checkpoint-78/model.safetensors +1 -1
- run-5/checkpoint-78/optimizer.pt +1 -1
- run-5/checkpoint-78/scheduler.pt +1 -1
- run-5/checkpoint-78/trainer_state.json +10 -10
- run-5/checkpoint-78/training_args.bin +1 -1
- runs/Apr07_19-56-35_578d22db0b7b/events.out.tfevents.1744056538.578d22db0b7b.632.7 +3 -0
- training_args.bin +1 -1
model.safetensors
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run-4/checkpoint-312/config.json
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{
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.50.3",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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run-4/checkpoint-312/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d8facacd2d40bf7f4ffa747b30cadb0b1e557ccf1c903df2526a7b154f93e4fa
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run-4/checkpoint-312/optimizer.pt
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size 876038394
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run-4/checkpoint-312/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:461c1a9b3826b507c09b4dd42085229af1d8b64f8520bd9fe1d79ac0fb593a84
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size 14244
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run-4/checkpoint-312/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:bcd43c7100bac1b26fa24d25a2dfd5db65aa9963121491470c0b939d8eadc487
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size 1064
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run-4/checkpoint-312/special_tokens_map.json
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{
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"cls_token": "[CLS]",
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"mask_token": "[MASK]",
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"unk_token": "[UNK]"
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}
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run-4/checkpoint-312/tokenizer.json
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run-4/checkpoint-312/tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"100": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"101": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"102": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"103": {
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"content": "[MASK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"clean_up_tokenization_spaces": false,
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"cls_token": "[CLS]",
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"do_lower_case": true,
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"extra_special_tokens": {},
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"mask_token": "[MASK]",
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"model_max_length": 512,
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"pad_token": "[PAD]",
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| 51 |
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"sep_token": "[SEP]",
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| 52 |
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"strip_accents": null,
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| 53 |
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"tokenize_chinese_chars": true,
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| 54 |
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"tokenizer_class": "BertTokenizer",
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| 55 |
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"unk_token": "[UNK]"
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}
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run-4/checkpoint-312/trainer_state.json
ADDED
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{
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"best_global_step": 156,
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+
"best_metric": 0.4657039711191336,
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| 4 |
+
"best_model_checkpoint": "bert-base-uncased-finetuned-rte-run_3/run-4/checkpoint-156",
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| 5 |
+
"epoch": 2.0,
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| 6 |
+
"eval_steps": 500,
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| 7 |
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"global_step": 312,
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| 8 |
+
"is_hyper_param_search": true,
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| 9 |
+
"is_local_process_zero": true,
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| 10 |
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"is_world_process_zero": true,
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| 11 |
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"log_history": [
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| 12 |
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{
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| 13 |
+
"epoch": 1.0,
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| 14 |
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"eval_accuracy": 0.4657039711191336,
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| 15 |
+
"eval_loss": 0.706757128238678,
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| 16 |
+
"eval_runtime": 0.4712,
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| 17 |
+
"eval_samples_per_second": 587.806,
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| 18 |
+
"eval_steps_per_second": 19.098,
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| 19 |
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"step": 156
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| 20 |
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},
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{
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| 22 |
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"epoch": 2.0,
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| 23 |
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"eval_accuracy": 0.4657039711191336,
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| 24 |
+
"eval_loss": 0.7022965550422668,
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| 25 |
+
"eval_runtime": 0.4694,
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| 26 |
+
"eval_samples_per_second": 590.084,
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| 27 |
+
"eval_steps_per_second": 19.172,
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| 28 |
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"step": 312
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}
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],
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| 31 |
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"logging_steps": 500,
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| 32 |
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"max_steps": 312,
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| 33 |
+
"num_input_tokens_seen": 0,
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| 34 |
+
"num_train_epochs": 2,
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| 35 |
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"save_steps": 500,
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| 36 |
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"stateful_callbacks": {
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| 37 |
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"TrainerControl": {
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| 38 |
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"args": {
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| 39 |
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"should_epoch_stop": false,
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| 40 |
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"should_evaluate": false,
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| 41 |
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"should_log": false,
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| 42 |
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"should_save": true,
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| 43 |
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"should_training_stop": true
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},
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"attributes": {}
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}
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},
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"total_flos": 0,
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"train_batch_size": 16,
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"trial_name": null,
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"trial_params": {
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"dropout": 0.2,
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"learning_rate": 1.8147223767636534e-06,
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| 54 |
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"max_length": 256,
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| 55 |
+
"num_train_epochs": 2,
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| 56 |
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"per_device_train_batch_size": 16
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}
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}
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run-4/checkpoint-312/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:25d8caec19e178a735778696a9c43ef8907bddc1a4617e8297fd3706a848b696
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size 5432
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run-4/checkpoint-312/vocab.txt
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The diff for this file is too large to render.
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run-5/checkpoint-78/model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 437958648
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version https://git-lfs.github.com/spec/v1
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oid sha256:24e5fa2ca4a4cae7f98b1663d6182ac2fefde37765be941091bcab70c5ac42fe
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size 437958648
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run-5/checkpoint-78/optimizer.pt
CHANGED
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version https://git-lfs.github.com/spec/v1
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size 876038394
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version https://git-lfs.github.com/spec/v1
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oid sha256:df5a425124499ca473c5254b1e52b3bd892b175a7dda0fb88383d828516efdac
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size 876038394
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run-5/checkpoint-78/scheduler.pt
CHANGED
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version https://git-lfs.github.com/spec/v1
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size 1064
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version https://git-lfs.github.com/spec/v1
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oid sha256:bf8dfdc82b50396a6ef7441bc4d7b9bde037f571763582ad617330c934d06b2f
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size 1064
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run-5/checkpoint-78/trainer_state.json
CHANGED
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{
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"epoch": 1.0,
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"eval_accuracy": 0.5595667870036101,
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"eval_loss": 0.
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"eval_runtime": 0.
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"eval_samples_per_second":
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"eval_steps_per_second": 19.
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"step": 78
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}
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],
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"logging_steps": 500,
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"max_steps":
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"num_input_tokens_seen": 0,
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"num_train_epochs":
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"save_steps": 500,
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"stateful_callbacks": {
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"TrainerControl": {
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"train_batch_size": 32,
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"trial_name": null,
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"trial_params": {
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"dropout": 0.
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"learning_rate":
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"max_length":
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"num_train_epochs":
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"per_device_train_batch_size": 32
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}
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}
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{
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"epoch": 1.0,
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"eval_accuracy": 0.5595667870036101,
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+
"eval_loss": 0.6858518123626709,
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| 16 |
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"eval_runtime": 0.4624,
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| 17 |
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"eval_samples_per_second": 599.013,
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+
"eval_steps_per_second": 19.463,
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"step": 78
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}
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],
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"logging_steps": 500,
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+
"max_steps": 234,
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"num_input_tokens_seen": 0,
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+
"num_train_epochs": 3,
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"save_steps": 500,
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"stateful_callbacks": {
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"TrainerControl": {
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"train_batch_size": 32,
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"trial_name": null,
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"trial_params": {
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+
"dropout": 0.30000000000000004,
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+
"learning_rate": 1.8075217428758282e-05,
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| 45 |
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"max_length": 64,
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| 46 |
+
"num_train_epochs": 3,
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"per_device_train_batch_size": 32
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}
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}
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run-5/checkpoint-78/training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 5432
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|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a0e2f380cc23eb89fbfd2b30890ce4558fe69ded039963c49290f9161089cbb1
|
| 3 |
size 5432
|
runs/Apr07_19-56-35_578d22db0b7b/events.out.tfevents.1744056538.578d22db0b7b.632.7
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3862e0070800330d2437db9f86b4078648110562bf0826614f2db2754fda0830
|
| 3 |
+
size 6419
|
training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 5432
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a0e2f380cc23eb89fbfd2b30890ce4558fe69ded039963c49290f9161089cbb1
|
| 3 |
size 5432
|