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 3
Browse files- model.safetensors +1 -1
- run-1/checkpoint-117/config.json +26 -0
- run-1/checkpoint-117/model.safetensors +3 -0
- run-1/checkpoint-117/optimizer.pt +3 -0
- run-1/checkpoint-117/rng_state.pth +3 -0
- run-1/checkpoint-117/scheduler.pt +3 -0
- run-1/checkpoint-117/special_tokens_map.json +7 -0
- run-1/checkpoint-117/tokenizer.json +0 -0
- run-1/checkpoint-117/tokenizer_config.json +56 -0
- run-1/checkpoint-117/trainer_state.json +65 -0
- run-1/checkpoint-117/training_args.bin +3 -0
- run-1/checkpoint-117/vocab.txt +0 -0
- runs/Apr04_20-48-10_65b1ef614a6a/events.out.tfevents.1743800200.65b1ef614a6a.1325.4 +2 -2
model.safetensors
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version https://git-lfs.github.com/spec/v1
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run-1/checkpoint-117/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-1/checkpoint-117/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:75e70c88a0960e4d39ff5381c1b978abfa7c2cd4cfa7e83dbc8e11e42e114756
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size 437958648
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run-1/checkpoint-117/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:23b889e941ebedc605d21c075fdc6b26580b54d78ac4b3f4ffb2d147612556a2
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size 876038394
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run-1/checkpoint-117/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:66062f09fb79eb516b32f1e74227740c5dc9e0025a015b9853db13b00b33e723
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size 14244
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run-1/checkpoint-117/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:2b726972fb121999692911956948ec2f05553c2aa742d97e270c644fee861f36
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size 1064
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run-1/checkpoint-117/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-1/checkpoint-117/tokenizer.json
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run-1/checkpoint-117/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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"sep_token": "[SEP]",
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"strip_accents": null,
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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run-1/checkpoint-117/trainer_state.json
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{
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"best_global_step": 117,
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"best_metric": 0.5234657039711191,
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"best_model_checkpoint": "bert-base-uncased-finetuned-rte-run_3/run-1/checkpoint-117",
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| 5 |
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"epoch": 3.0,
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"eval_steps": 500,
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| 7 |
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"global_step": 117,
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| 8 |
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"is_hyper_param_search": true,
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| 9 |
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"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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{
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"epoch": 1.0,
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| 14 |
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"eval_accuracy": 0.4657039711191336,
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| 15 |
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"eval_loss": 0.7018395066261292,
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| 16 |
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"eval_runtime": 2.8409,
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| 17 |
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"eval_samples_per_second": 97.503,
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| 18 |
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"eval_steps_per_second": 3.168,
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"step": 39
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},
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{
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"epoch": 2.0,
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"eval_accuracy": 0.48375451263537905,
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| 24 |
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"eval_loss": 0.6944130063056946,
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| 25 |
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"eval_runtime": 2.8462,
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| 26 |
+
"eval_samples_per_second": 97.323,
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"eval_steps_per_second": 3.162,
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"step": 78
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},
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{
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"epoch": 3.0,
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"eval_accuracy": 0.5234657039711191,
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| 33 |
+
"eval_loss": 0.6927844882011414,
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| 34 |
+
"eval_runtime": 2.8454,
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| 35 |
+
"eval_samples_per_second": 97.35,
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| 36 |
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"eval_steps_per_second": 3.163,
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| 37 |
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"step": 117
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}
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],
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"logging_steps": 500,
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| 41 |
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"max_steps": 117,
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"num_input_tokens_seen": 0,
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| 43 |
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"num_train_epochs": 3,
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| 44 |
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"save_steps": 500,
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"stateful_callbacks": {
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"TrainerControl": {
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"args": {
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| 48 |
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"should_epoch_stop": false,
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| 49 |
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"should_evaluate": false,
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"should_log": false,
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"should_save": true,
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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": 64,
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"trial_name": null,
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"trial_params": {
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"learning_rate": 5.066704672162084e-06,
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"num_train_epochs": 3,
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"per_device_train_batch_size": 64
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}
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}
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run-1/checkpoint-117/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:24ef18faae48258cf0a3192468fcb8f1767239f15152cfdf82684da31b63ec1d
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size 5432
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run-1/checkpoint-117/vocab.txt
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runs/Apr04_20-48-10_65b1ef614a6a/events.out.tfevents.1743800200.65b1ef614a6a.1325.4
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:a85cfbeb1a684f82bf9b439dc36615db2d76af8db28c16a389b3b74c6ba245d9
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size 6400
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