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Browse files- best_model/config.json +40 -0
- best_model/eval_results.txt +4 -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/sentencepiece.bpe.model +3 -0
- best_model/special_tokens_map.json +15 -0
- best_model/tokenizer_config.json +56 -0
- best_model/training_args.bin +3 -0
- checkpoint-8725-epoch-5/config.json +40 -0
- checkpoint-8725-epoch-5/eval_results.txt +4 -0
- checkpoint-8725-epoch-5/model.safetensors +3 -0
- checkpoint-8725-epoch-5/model_args.json +1 -0
- checkpoint-8725-epoch-5/optimizer.pt +3 -0
- checkpoint-8725-epoch-5/scheduler.pt +3 -0
- checkpoint-8725-epoch-5/sentencepiece.bpe.model +3 -0
- checkpoint-8725-epoch-5/special_tokens_map.json +15 -0
- checkpoint-8725-epoch-5/tokenizer_config.json +56 -0
- checkpoint-8725-epoch-5/training_args.bin +3 -0
- config.json +40 -0
- eval_results.txt +4 -0
- model.safetensors +3 -0
- model_args.json +1 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +15 -0
- tokenizer_config.json +56 -0
- training_args.bin +3 -0
- training_progress_scores.csv +20 -0
best_model/config.json
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{
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"_name_or_path": "FacebookAI/xlm-roberta-base",
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"architectures": [
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"XLMRobertaForSequenceClassification"
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],
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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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"3": "LABEL_3"
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"initializer_range": 0.02,
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "xlm-roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.35.2",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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}
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best_model/eval_results.txt
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eval_loss = 0.22451437553198836
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macro_f1 = 0.9418695660786534
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mcc = 0.9231774868008514
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weighted_f1 = 0.9418627152197988
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best_model/model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 1114573728
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best_model/model_args.json
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{"adam_epsilon": 1e-08, "best_model_dir": "outputs/xlm-roberta-base/best_model", "cache_dir": "cache_dir/xlm-roberta-base", "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": 3, "encoding": null, "adafactor_eps": [1e-30, 0.001], "adafactor_clip_threshold": 1.0, "adafactor_decay_rate": -0.8, "adafactor_beta1": null, "adafactor_scale_parameter": true, "adafactor_relative_step": true, "adafactor_warmup_init": true, "eval_batch_size": 16, "evaluate_during_training": true, "evaluate_during_training_silent": true, "evaluate_during_training_steps": 600, "evaluate_during_training_verbose": true, "evaluate_each_epoch": true, "fp16": true, "gradient_accumulation_steps": 1, "learning_rate": 2e-05, "local_rank": -1, "logging_steps": 600, "manual_seed": 777, "max_grad_norm": 1.0, "max_seq_length": 256, "model_name": "FacebookAI/xlm-roberta-base", "model_type": "xlmroberta", "multiprocessing_chunksize": 500, "n_gpu": 1, "no_cache": false, "no_save": false, "not_saved_args": [], "num_train_epochs": 5, "optimizer": "AdamW", "output_dir": "outputs/xlm-roberta-base", "overwrite_output_dir": true, "process_count": 78, "polynomial_decay_schedule_lr_end": 1e-07, "polynomial_decay_schedule_power": 1.0, "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": 600, "scheduler": "linear_schedule_with_warmup", "silent": false, "skip_special_tokens": true, "tensorboard_dir": null, "thread_count": null, "train_batch_size": 16, "train_custom_parameters_only": false, "use_cached_eval_features": false, "use_early_stopping": false, "use_multiprocessing": false, "wandb_kwargs": {}, "wandb_project": "NSINa_category_prediction", "warmup_ratio": 0.06, "warmup_steps": 524, "weight_decay": 0.0, "model_class": "LCPModel", "labels_list": [0, 1, 2, 3], "labels_map": {}, "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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best_model/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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best_model/sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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best_model/special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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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": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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best_model/tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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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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"normalized": false,
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"single_word": false,
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"special": true
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"lstrip": false,
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"single_word": false,
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"special": true
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},
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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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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"do_lower_case": false,
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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:d1403e2ea200a15eb7df640a1bc2a3b44e3b61377974714b32c90fecc583cde6
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size 3576
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checkpoint-8725-epoch-5/config.json
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{
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"_name_or_path": "FacebookAI/xlm-roberta-base",
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"architectures": [
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"XLMRobertaForSequenceClassification"
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],
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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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"3": "LABEL_3"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"LABEL_2": 2,
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"LABEL_3": 3
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "xlm-roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.35.2",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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}
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checkpoint-8725-epoch-5/eval_results.txt
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eval_loss = 0.3184521266471681
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macro_f1 = 0.9422464561950047
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mcc = 0.9237257971341494
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weighted_f1 = 0.9422630573465308
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checkpoint-8725-epoch-5/model.safetensors
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version https://git-lfs.github.com/spec/v1
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checkpoint-8725-epoch-5/model_args.json
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{"adam_epsilon": 1e-08, "best_model_dir": "outputs/xlm-roberta-base/best_model", "cache_dir": "cache_dir/xlm-roberta-base", "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": 3, "encoding": null, "adafactor_eps": [1e-30, 0.001], "adafactor_clip_threshold": 1.0, "adafactor_decay_rate": -0.8, "adafactor_beta1": null, "adafactor_scale_parameter": true, "adafactor_relative_step": true, "adafactor_warmup_init": true, "eval_batch_size": 16, "evaluate_during_training": true, "evaluate_during_training_silent": true, "evaluate_during_training_steps": 600, "evaluate_during_training_verbose": true, "evaluate_each_epoch": true, "fp16": true, "gradient_accumulation_steps": 1, "learning_rate": 2e-05, "local_rank": -1, "logging_steps": 600, "manual_seed": 777, "max_grad_norm": 1.0, "max_seq_length": 256, "model_name": "FacebookAI/xlm-roberta-base", "model_type": "xlmroberta", "multiprocessing_chunksize": 500, "n_gpu": 1, "no_cache": false, "no_save": false, "not_saved_args": [], "num_train_epochs": 5, "optimizer": "AdamW", "output_dir": "outputs/xlm-roberta-base", "overwrite_output_dir": true, "process_count": 78, "polynomial_decay_schedule_lr_end": 1e-07, "polynomial_decay_schedule_power": 1.0, "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": 600, "scheduler": "linear_schedule_with_warmup", "silent": false, "skip_special_tokens": true, "tensorboard_dir": null, "thread_count": null, "train_batch_size": 16, "train_custom_parameters_only": false, "use_cached_eval_features": false, "use_early_stopping": false, "use_multiprocessing": false, "wandb_kwargs": {}, "wandb_project": "NSINa_category_prediction", "warmup_ratio": 0.06, "warmup_steps": 524, "weight_decay": 0.0, "model_class": "LCPModel", "labels_list": [0, 1, 2, 3], "labels_map": {}, "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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checkpoint-8725-epoch-5/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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checkpoint-8725-epoch-5/scheduler.pt
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checkpoint-8725-epoch-5/sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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checkpoint-8725-epoch-5/special_tokens_map.json
ADDED
@@ -0,0 +1,15 @@
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{
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
|
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}
|
checkpoint-8725-epoch-5/tokenizer_config.json
ADDED
@@ -0,0 +1,56 @@
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}
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checkpoint-8725-epoch-5/training_args.bin
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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size 3576
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config.json
ADDED
@@ -0,0 +1,40 @@
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|
1 |
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{
|
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"_name_or_path": "FacebookAI/xlm-roberta-base",
|
3 |
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|
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"XLMRobertaForSequenceClassification"
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|
eval_results.txt
ADDED
@@ -0,0 +1,4 @@
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|
|
|
|
|
|
|
|
|
|
1 |
+
eval_loss = 0.3184521266471681
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2 |
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macro_f1 = 0.9422464561950047
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3 |
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mcc = 0.9237257971341494
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4 |
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weighted_f1 = 0.9422630573465308
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model.safetensors
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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3 |
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size 1114573728
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model_args.json
ADDED
@@ -0,0 +1 @@
|
|
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|
|
1 |
+
{"adam_epsilon": 1e-08, "best_model_dir": "outputs/xlm-roberta-base/best_model", "cache_dir": "cache_dir/xlm-roberta-base", "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": 3, "encoding": null, "adafactor_eps": [1e-30, 0.001], "adafactor_clip_threshold": 1.0, "adafactor_decay_rate": -0.8, "adafactor_beta1": null, "adafactor_scale_parameter": true, "adafactor_relative_step": true, "adafactor_warmup_init": true, "eval_batch_size": 16, "evaluate_during_training": true, "evaluate_during_training_silent": true, "evaluate_during_training_steps": 600, "evaluate_during_training_verbose": true, "evaluate_each_epoch": true, "fp16": true, "gradient_accumulation_steps": 1, "learning_rate": 2e-05, "local_rank": -1, "logging_steps": 600, "manual_seed": 777, "max_grad_norm": 1.0, "max_seq_length": 256, "model_name": "FacebookAI/xlm-roberta-base", "model_type": "xlmroberta", "multiprocessing_chunksize": 500, "n_gpu": 1, "no_cache": false, "no_save": false, "not_saved_args": [], "num_train_epochs": 5, "optimizer": "AdamW", "output_dir": "outputs/xlm-roberta-base", "overwrite_output_dir": true, "process_count": 78, "polynomial_decay_schedule_lr_end": 1e-07, "polynomial_decay_schedule_power": 1.0, "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": 600, "scheduler": "linear_schedule_with_warmup", "silent": false, "skip_special_tokens": true, "tensorboard_dir": null, "thread_count": null, "train_batch_size": 16, "train_custom_parameters_only": false, "use_cached_eval_features": false, "use_early_stopping": false, "use_multiprocessing": false, "wandb_kwargs": {}, "wandb_project": "NSINa_category_prediction", "warmup_ratio": 0.06, "warmup_steps": 524, "weight_decay": 0.0, "model_class": "LCPModel", "labels_list": [0, 1, 2, 3], "labels_map": {}, "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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sentencepiece.bpe.model
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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size 5069051
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special_tokens_map.json
ADDED
@@ -0,0 +1,15 @@
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|
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{
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|
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|
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|
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|
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|
tokenizer_config.json
ADDED
@@ -0,0 +1,56 @@
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{
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|
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|
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training_args.bin
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training_progress_scores.csv
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