first commit
Browse files- README.md +23 -0
- config.json +43 -0
- eval_results.txt +2 -0
- logs/events.out.tfevents.1638825687.84b999b21d57.180.0 +3 -0
- logs/events.out.tfevents.1638825757.84b999b21d57.395.0 +3 -0
- logs/events.out.tfevents.1638825835.84b999b21d57.589.0 +3 -0
- logs/events.out.tfevents.1638825994.84b999b21d57.659.0 +3 -0
- merges.txt +0 -0
- model_args.json +1 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- training_progress_scores.csv +12 -0
- vocab.json +0 -0
README.md
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---
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language: "id"
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widget:
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- text: "dia orang yang baik ya bunds."
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---
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## how to use
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```python
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from transformers import pipeline, set_seed
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path = "akahana/indonesia-emotion-analysis-roberta-base"
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emotion = pipeline('text-classification',
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model=path,device=0)
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set_seed(42)
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kalimat = "dia orang yang baik ya bunds."
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preds = emotion(kalimat)
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preds
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[{'label': 'HAPPY', 'score': 0.8790940046310425}]
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```
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config.json
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{
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"_name_or_path": "flax-community/indonesian-roberta-base",
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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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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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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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"id2label": {
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"0": "SADNESS",
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"1": "ANGER",
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"2": "LOVE",
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"3": "FEAR",
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"4": "HAPPY"
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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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"SADNESS": 0,
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"ANGER": 1,
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"LOVE": 2,
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"FEAR": 3,
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"HAPPY": 4
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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": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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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": "4.12.5",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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eval_results.txt
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eval_loss = 0.958326495777477
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mcc = 0.6253168804343301
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logs/events.out.tfevents.1638825687.84b999b21d57.180.0
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size 40
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logs/events.out.tfevents.1638825757.84b999b21d57.395.0
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merges.txt
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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_epsilon": 1e-08, "best_model_dir": "outputs/best_model", "cache_dir": "./output/cache", "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": 2, "encoding": null, "eval_batch_size": 1, "evaluate_during_training": true, "evaluate_during_training_silent": true, "evaluate_during_training_steps": 2000, "evaluate_during_training_verbose": true, "evaluate_each_epoch": true, "fp16": true, "gradient_accumulation_steps": 1, "learning_rate": 0.0001, "local_rank": -1, "logging_steps": 50, "loss_type": null, "loss_args": {}, "manual_seed": 42, "max_grad_norm": 1.0, "max_seq_length": 256, "model_name": "flax-community/indonesian-roberta-base", "model_type": "roberta", "multiprocessing_chunksize": -1, "n_gpu": 1, "no_cache": false, "no_save": false, "not_saved_args": [], "num_train_epochs": 10, "optimizer": "AdamW", "output_dir": "./output", "overwrite_output_dir": true, "polynomial_decay_schedule_lr_end": 1e-07, "polynomial_decay_schedule_power": 1.0, "process_count": 1, "quantized_model": false, "reprocess_input_data": true, "save_best_model": true, "save_eval_checkpoints": true, "save_model_every_epoch": true, "save_optimizer_and_scheduler": false, "save_steps": 2000, "scheduler": "linear_schedule_with_warmup", "silent": false, "skip_special_tokens": true, "tensorboard_dir": "./output/logs", "thread_count": null, "tokenizer_name": "flax-community/indonesian-roberta-base", "tokenizer_type": null, "train_batch_size": 16, "train_custom_parameters_only": false, "use_cached_eval_features": false, "use_early_stopping": true, "use_hf_datasets": false, "use_multiprocessing": true, "use_multiprocessing_for_evaluation": true, "wandb_kwargs": {}, "wandb_project": null, "warmup_ratio": 0.06, "warmup_steps": 133, "weight_decay": 0.0, "model_class": "ClassificationModel", "labels_list": [0, 1, 2, 3, 4], "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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pytorch_model.bin
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special_tokens_map.json
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": false}}
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tokenizer.json
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tokenizer_config.json
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{"unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>", "add_prefix_space": false, "errors": "replace", "sep_token": "</s>", "cls_token": "<s>", "pad_token": "<pad>", "mask_token": "<mask>", "special_tokens_map_file": null, "name_or_path": "flax-community/indonesian-roberta-base", "do_lower_case": false, "tokenizer_class": "RobertaTokenizer"}
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training_args.bin
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training_progress_scores.csv
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global_step,train_loss,mcc,eval_loss
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vocab.json
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