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Browse files- best_model/config.json +38 -0
- best_model/eval_results.txt +4 -0
- best_model/merges.txt +0 -0
- best_model/model.safetensors +3 -0
- best_model/model_args.json +1 -0
- best_model/optimizer.pt +3 -0
- best_model/scheduler.pt +3 -0
- best_model/special_tokens_map.json +51 -0
- best_model/tokenizer.json +0 -0
- best_model/tokenizer_config.json +57 -0
- best_model/training_args.bin +3 -0
- best_model/vocab.json +0 -0
- checkpoint-3515-epoch-5/config.json +38 -0
- checkpoint-3515-epoch-5/eval_results.txt +4 -0
- checkpoint-3515-epoch-5/merges.txt +0 -0
- checkpoint-3515-epoch-5/model.safetensors +3 -0
- checkpoint-3515-epoch-5/model_args.json +1 -0
- checkpoint-3515-epoch-5/optimizer.pt +3 -0
- checkpoint-3515-epoch-5/scheduler.pt +3 -0
- checkpoint-3515-epoch-5/special_tokens_map.json +51 -0
- checkpoint-3515-epoch-5/tokenizer.json +0 -0
- checkpoint-3515-epoch-5/tokenizer_config.json +57 -0
- checkpoint-3515-epoch-5/training_args.bin +3 -0
- checkpoint-3515-epoch-5/vocab.json +0 -0
- config.json +38 -0
- eval_results.txt +4 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- model_args.json +1 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- training_progress_scores.csv +23 -0
- vocab.json +0 -0
best_model/config.json
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{
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"_name_or_path": "NLPC-UOM/SinBERT-small",
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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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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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2"
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 6,
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"num_hidden_layers": 6,
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"pad_token_id": 1,
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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": "4.39.3",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 30000
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}
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best_model/eval_results.txt
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eval_loss = 0.7923958341280619
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macro_f1 = 0.6140810838619677
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mcc = 0.3960918517003792
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weighted_f1 = 0.6137158544020141
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best_model/merges.txt
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best_model/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:9f5327757ba68fa566fb4aff2f5ef8426704e9ee3342b5015da3b67070ee6578
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size 266241260
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best_model/model_args.json
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{"adafactor_beta1": null, "adafactor_clip_threshold": 1.0, "adafactor_decay_rate": -0.8, "adafactor_eps": [1e-30, 0.001], "adafactor_relative_step": true, "adafactor_scale_parameter": true, "adafactor_warmup_init": true, "adam_betas": [0.9, 0.999], "adam_epsilon": 1e-08, "best_model_dir": "outputs/sentiment_analysis/SinBERT-small/best_model", "cache_dir": "cache_dir/sentiment_analysis/SinBERT-small", "config": {}, "cosine_schedule_num_cycles": 0.5, "custom_layer_parameters": [], "custom_parameter_groups": [], "dataloader_num_workers": 0, "do_lower_case": false, "dynamic_quantize": false, "early_stopping_consider_epochs": false, "early_stopping_delta": 0, "early_stopping_metric": "eval_loss", "early_stopping_metric_minimize": true, "early_stopping_patience": 10, "encoding": null, "eval_batch_size": 100, "evaluate_during_training": true, "evaluate_during_training_silent": true, "evaluate_during_training_steps": 200, "evaluate_during_training_verbose": true, "evaluate_each_epoch": true, "fp16": true, "gradient_accumulation_steps": 1, "learning_rate": 1e-05, "local_rank": -1, "logging_steps": 200, "loss_type": null, "loss_args": {}, "manual_seed": 777, "max_grad_norm": 1.0, "max_seq_length": 512, "model_name": "NLPC-UOM/SinBERT-small", "model_type": "roberta", "multiprocessing_chunksize": -1, "n_gpu": 1, "no_cache": false, "no_save": false, "not_saved_args": [], "num_train_epochs": 5, "optimizer": "AdamW", "output_dir": "outputs/sentiment_analysis/SinBERT-small", "overwrite_output_dir": true, "polynomial_decay_schedule_lr_end": 1e-07, "polynomial_decay_schedule_power": 1.0, "process_count": 78, "quantized_model": false, "reprocess_input_data": true, "save_best_model": true, "save_eval_checkpoints": true, "save_model_every_epoch": true, "save_optimizer_and_scheduler": true, "save_recent_only": true, "save_steps": 200, "scheduler": "linear_schedule_with_warmup", "silent": false, "skip_special_tokens": true, "tensorboard_dir": null, "thread_count": null, "tokenizer_name": "NLPC-UOM/SinBERT-small", "tokenizer_type": null, "train_batch_size": 8, "train_custom_parameters_only": false, "trust_remote_code": false, "use_cached_eval_features": false, "use_early_stopping": false, "use_hf_datasets": false, "use_multiprocessing": false, "use_multiprocessing_for_evaluation": false, "wandb_kwargs": {"name": "NLPC-UOM/SinBERT-small"}, "wandb_project": "Sinhala Sentiment Analysis", "warmup_ratio": 0.06, "warmup_steps": 211, "weight_decay": 0.0, "model_class": "TextClassificationModel", "labels_list": ["NEUTRAL", "POSITIVE", "NEGATIVE"], "labels_map": {"NEUTRAL": 0, "POSITIVE": 1, "NEGATIVE": 2}, "lazy_delimiter": "\t", "lazy_labels_column": 1, "lazy_loading": false, "lazy_loading_start_line": 1, "lazy_text_a_column": null, "lazy_text_b_column": null, "lazy_text_column": 0, "onnx": false, "regression": false, "sliding_window": false, "special_tokens_list": [], "stride": 0.8, "tie_value": 1}
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best_model/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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size 532545530
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best_model/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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size 1064
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best_model/special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"lstrip": false,
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"eos_token": {
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"lstrip": false,
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"normalized": true,
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"single_word": false
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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"pad_token": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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"unk_token": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false
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}
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}
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best_model/tokenizer.json
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best_model/tokenizer_config.json
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{
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"normalized": true,
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"special": true
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"normalized": true,
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"single_word": false,
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"special": true
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},
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"4": {
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"content": "<mask>",
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"lstrip": true,
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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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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"mask_token": "<mask>",
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": "<unk>"
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}
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best_model/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:408551f6cdbeb7050cf8e56bcc4dacd84ac1184ec85ebcf2248fc7dc73836103
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size 3896
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best_model/vocab.json
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checkpoint-3515-epoch-5/config.json
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{
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"_name_or_path": "NLPC-UOM/SinBERT-small",
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"architectures": [
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"RobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"hidden_act": "gelu",
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"hidden_size": 768,
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"id2label": {
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"0": "LABEL_0",
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"1": "LABEL_1",
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"2": "LABEL_2"
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},
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"initializer_range": 0.02,
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 6,
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"num_hidden_layers": 6,
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"pad_token_id": 1,
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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": "4.39.3",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 30000
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}
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checkpoint-3515-epoch-5/eval_results.txt
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eval_loss = 0.8315407474835713
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macro_f1 = 0.6134376840984613
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mcc = 0.40981123597347574
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weighted_f1 = 0.6180659727144641
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checkpoint-3515-epoch-5/merges.txt
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checkpoint-3515-epoch-5/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6bbaddf236b3d382e47cca763ded83a93ba6c3a785893efb95f08ff3f22def17
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size 266241260
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checkpoint-3515-epoch-5/model_args.json
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config.json
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special_tokens_map.json
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tokenizer.json
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tokenizer_config.json
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|
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|
1 |
+
{
|
2 |
+
"add_prefix_space": false,
|
3 |
+
"added_tokens_decoder": {
|
4 |
+
"0": {
|
5 |
+
"content": "<s>",
|
6 |
+
"lstrip": false,
|
7 |
+
"normalized": true,
|
8 |
+
"rstrip": false,
|
9 |
+
"single_word": false,
|
10 |
+
"special": true
|
11 |
+
},
|
12 |
+
"1": {
|
13 |
+
"content": "<pad>",
|
14 |
+
"lstrip": false,
|
15 |
+
"normalized": true,
|
16 |
+
"rstrip": false,
|
17 |
+
"single_word": false,
|
18 |
+
"special": true
|
19 |
+
},
|
20 |
+
"2": {
|
21 |
+
"content": "</s>",
|
22 |
+
"lstrip": false,
|
23 |
+
"normalized": true,
|
24 |
+
"rstrip": false,
|
25 |
+
"single_word": false,
|
26 |
+
"special": true
|
27 |
+
},
|
28 |
+
"3": {
|
29 |
+
"content": "<unk>",
|
30 |
+
"lstrip": false,
|
31 |
+
"normalized": true,
|
32 |
+
"rstrip": false,
|
33 |
+
"single_word": false,
|
34 |
+
"special": true
|
35 |
+
},
|
36 |
+
"4": {
|
37 |
+
"content": "<mask>",
|
38 |
+
"lstrip": true,
|
39 |
+
"normalized": false,
|
40 |
+
"rstrip": false,
|
41 |
+
"single_word": false,
|
42 |
+
"special": true
|
43 |
+
}
|
44 |
+
},
|
45 |
+
"bos_token": "<s>",
|
46 |
+
"clean_up_tokenization_spaces": true,
|
47 |
+
"cls_token": "<s>",
|
48 |
+
"eos_token": "</s>",
|
49 |
+
"errors": "replace",
|
50 |
+
"mask_token": "<mask>",
|
51 |
+
"model_max_length": 1000000000000000019884624838656,
|
52 |
+
"pad_token": "<pad>",
|
53 |
+
"sep_token": "</s>",
|
54 |
+
"tokenizer_class": "RobertaTokenizer",
|
55 |
+
"trim_offsets": true,
|
56 |
+
"unk_token": "<unk>"
|
57 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:408551f6cdbeb7050cf8e56bcc4dacd84ac1184ec85ebcf2248fc7dc73836103
|
3 |
+
size 3896
|
training_progress_scores.csv
ADDED
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
global_step,train_loss,mcc,macro_f1,weighted_f1,eval_loss
|
2 |
+
200,1.023193359375,0.22369224999434353,0.4233812078526123,0.4602308446976884,0.9989183068275451
|
3 |
+
400,1.16619873046875,0.2126009704068062,0.4867986751245034,0.5041359316023518,0.9773933172225953
|
4 |
+
600,0.807098388671875,0.3206088228841916,0.4326860103233976,0.4686221118258457,0.9128193298975626
|
5 |
+
703,0.695556640625,0.3368351677584026,0.528994494956187,0.5466035176281339,0.8590181152025859
|
6 |
+
800,0.9238204956054688,0.37266856584554764,0.4773558267353098,0.5078620079533014,0.8580487926801046
|
7 |
+
1000,0.948272705078125,0.3718173180984411,0.5483499367719996,0.5641516334067952,0.8154622276624044
|
8 |
+
1200,1.19647216796875,0.39203766396260425,0.5823390301751706,0.5923131526986962,0.8210383216540019
|
9 |
+
1400,0.9962215423583984,0.39551705732451625,0.5965691723708477,0.6033429511064048,0.817820139726003
|
10 |
+
1406,0.7906901240348816,0.40034686935360325,0.5936534794162114,0.6024736813773246,0.8183090329170227
|
11 |
+
1600,0.7747802734375,0.39779596744506635,0.5742678729456291,0.587182517569143,0.805583659807841
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12 |
+
1800,0.5177860260009766,0.4109808960676955,0.5782989048438486,0.592269010955284,0.819402809937795
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13 |
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2000,0.4547863006591797,0.394585096422425,0.5835277518898209,0.5927887946235597,0.8114634990692139
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14 |
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2109,0.9972330927848816,0.3960918517003792,0.6140810838619677,0.6137158544020141,0.7923958341280619
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15 |
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2200,0.7695770263671875,0.3932876056891188,0.6165802291604602,0.6121317331279916,0.82131933371226
|
16 |
+
2400,0.4656791687011719,0.41060953790484805,0.6043294187576668,0.6123816876234585,0.8305068651835124
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17 |
+
2600,0.6871013641357422,0.4019747456661676,0.6125235344778077,0.6168410705470491,0.8315896948178609
|
18 |
+
2800,0.9462146759033203,0.41599724732128224,0.6081872729996429,0.6159314707748696,0.8255672295888264
|
19 |
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2812,0.3728536069393158,0.4171189246303583,0.6064015144556133,0.6148081640392254,0.8279087901115417
|
20 |
+
3000,0.39232635498046875,0.4119118509261963,0.6209983036189103,0.6226150758051204,0.8146624445915223
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21 |
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3200,0.8086624145507812,0.40873114480885864,0.6122094868578755,0.6166274661017798,0.826891827583313
|
22 |
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3400,0.7632789611816406,0.41260424512313004,0.6166124584408619,0.6208204279224965,0.8278626600901285
|
23 |
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3515,0.9210052490234375,0.40981123597347574,0.6134376840984613,0.6180659727144641,0.8315407474835713
|
vocab.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|