Upload 5 files
Browse files- model_config.yaml +22 -0
- preprocessor/tokenizer.json +0 -0
- preprocessor/tokenizer_config.yaml +29 -0
- train/dataset_config.yaml +16 -0
- train/train_config.yaml +11 -0
model_config.yaml
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name: distilbert_text_classification
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config_type: model
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task: text_classification
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num_labels: 3
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id2label:
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'0': negative
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'1': positive
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'2': neutral
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activation: gelu
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attention_dropout: 0.1
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dim: 768
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dropout: 0.1
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hidden_dim: 3072
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initializer_range: 0.02
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max_position_embeddings: 512
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n_heads: 12
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n_layers: 6
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output_past: true
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pad_token_id: 0
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qa_dropout: 0.1
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tie_weights_: true
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vocab_size: 42000
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preprocessor/tokenizer.json
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preprocessor/tokenizer_config.yaml
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name: wordpiece_tokenizer
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config_type: preprocessor
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pretrained_path: hezar-ai/bert-base-fa
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max_length: 512
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truncation_strategy: longest_first
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truncation_direction: right
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stride: 0
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padding_strategy: longest
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padding_direction: right
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pad_to_multiple_of: 0
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pad_token_id: 0
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pad_token: '[PAD]'
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pad_token_type_id: 0
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unk_token: '[UNK]'
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special_tokens:
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- '[UNK]'
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- '[SEP]'
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- '[CLS]'
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- '[PAD]'
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- '[MASK]'
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wordpieces_prefix: '##'
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train_config:
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name: wordpiece_tokenizer
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config_type: preprocessor
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vocab_size: 30000
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min_frequency: 2
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limit_alphabet: 1000
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initial_alphabet: []
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show_progress: true
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train/dataset_config.yaml
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name: text_classification
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config_type: dataset
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task: text_classification
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path: hezar-ai/sentiment_digikala_snappfood
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tokenizer_path: hezar-ai/bert-base-fa
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label_field: label
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text_field: text
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id2label:
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'0': negative
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'1': positive
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'2': neutral
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label2id:
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negative: '0'
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positive: '1'
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neutral: '2'
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num_labels: 3
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train/train_config.yaml
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name: bert_text_classification
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config_type: train
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device: cuda
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init_weights_from: hezar-ai/bert-base-fa
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seed: 42
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batch_size: 8
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metrics:
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f1:
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task: multiclass
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num_train_epochs: 10
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checkpoints_dir: checkpoints/
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