add bert model fine tuned on hard dataset
Browse files- config.json +29 -0
- optimizer.pt +3 -0
- pytorch_model.bin +3 -0
- rng_state.pth +3 -0
- scheduler.pt +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- trainer_state.json +88 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
config.json
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{
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"_name_or_path": "asafaya/bert-large-arabic",
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"_num_labels": 2,
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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": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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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": 16,
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"num_hidden_layers": 24,
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"output_past": true,
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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": "4.16.2",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 32000
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}
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optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:47e33277c95e6cbe30a488f7d174fc4983a0c3df1805e46371673ca51e478fea
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size 2693488029
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:89bbbbd6f722c9a0de62650c24f46ea8ed1b71ee078058f7c2ca629dbe84ee9e
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size 1346791341
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rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:76a963db23e1ffd2f6f4f4df078cdc6ee636c7665596bfab5d059dc3baa67dca
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size 14503
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scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:19cfba3471e0fe55718aff3c8ffb4d09ef0ba480c0e672e291ea757073d3e490
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size 623
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special_tokens_map.json
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{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
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tokenizer.json
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tokenizer_config.json
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{"do_lower_case": true, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "special_tokens_map_file": null, "full_tokenizer_file": null, "name_or_path": "asafaya/bert-large-arabic", "do_basic_tokenize": true, "never_split": null, "tokenizer_class": "BertTokenizer"}
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trainer_state.json
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{
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"best_metric": 0.11405563354492188,
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"best_model_checkpoint": "BERT-HARD-balanced/checkpoint-1500",
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"epoch": 1.680672268907563,
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"global_step": 2000,
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"is_hyper_param_search": false,
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"is_local_process_zero": true,
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"is_world_process_zero": true,
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"log_history": [
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{
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"epoch": 0.42,
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"learning_rate": 4.2997198879551826e-05,
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"loss": 0.1682,
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"step": 500
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},
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{
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"epoch": 0.42,
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"eval_accuracy": 0.950212866603595,
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"eval_f1": 0.9498032669607726,
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"eval_loss": 0.13225148618221283,
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"eval_precision": 0.9576821351286366,
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"eval_recall": 0.9420529801324503,
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"eval_runtime": 6.9677,
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"eval_samples_per_second": 1213.595,
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"eval_steps_per_second": 19.088,
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"step": 500
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},
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{
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"epoch": 0.84,
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"learning_rate": 3.5994397759103643e-05,
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"loss": 0.1337,
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"step": 1000
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},
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{
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"epoch": 0.84,
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"eval_accuracy": 0.9571901608325449,
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"eval_f1": 0.9578481602235678,
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"eval_loss": 0.12283609807491302,
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"eval_precision": 0.943348623853211,
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"eval_recall": 0.9728003784295175,
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"eval_runtime": 6.9706,
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"eval_samples_per_second": 1213.091,
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"eval_steps_per_second": 19.08,
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"step": 1000
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},
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{
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"epoch": 1.26,
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"learning_rate": 2.8991596638655467e-05,
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"loss": 0.1132,
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"step": 1500
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},
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{
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"epoch": 1.26,
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"eval_accuracy": 0.9605014191106906,
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"eval_f1": 0.9605294256676908,
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"eval_loss": 0.11405563354492188,
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"eval_precision": 0.9598488427019367,
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"eval_recall": 0.9612109744560076,
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"eval_runtime": 7.0035,
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"eval_samples_per_second": 1207.4,
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"eval_steps_per_second": 18.991,
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"step": 1500
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},
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{
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"epoch": 1.68,
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"learning_rate": 2.1988795518207285e-05,
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"loss": 0.0999,
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"step": 2000
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},
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{
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"epoch": 1.68,
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"eval_accuracy": 0.9609744560075686,
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"eval_f1": 0.9610940815845319,
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"eval_loss": 0.1178417056798935,
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"eval_precision": 0.9581570286788904,
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"eval_recall": 0.9640491958372753,
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"eval_runtime": 6.9707,
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"eval_samples_per_second": 1213.078,
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"eval_steps_per_second": 19.08,
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"step": 2000
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}
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],
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"max_steps": 3570,
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"num_train_epochs": 3,
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"total_flos": 1.4904145310863872e+16,
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"trial_name": null,
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"trial_params": null
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}
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training_args.bin
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:5a8a5638fed315463a869a97c283cb7ba57b1e142b1bbb12e94d66133ac47bd2
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size 2991
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vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
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