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3da8607
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Parent(s): e175f8b
Upload 4 files
Browse filesKnowledge Distillation of BERT Language Model on the Arabic Language , config and model bin folder, the teacher model used to train the student is `asafaya/bert-large-arabic`
- config.json +21 -0
- git_log.json +5 -0
- parameters.json +51 -0
- pytorch_model.bin +3 -0
config.json
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{
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"_name_or_path": "/local/musaeed/UofkDistill/model/checkpoint.pth",
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"activation": "gelu",
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"attention_dropout": 0.1,
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"dim": 1024,
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"dropout": 0.1,
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"hidden_dim": 4096,
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"initializer_range": 0.02,
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"max_position_embeddings": 512,
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"model_type": "distilbert",
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"n_heads": 16,
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"n_layers": 6,
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"output_hidden_states": true,
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"pad_token_id": 0,
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"qa_dropout": 0.1,
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"seq_classif_dropout": 0.2,
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"sinusoidal_pos_embds": true,
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"tie_weights_": true,
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"transformers_version": "4.24.0",
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"vocab_size": 32000
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}
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git_log.json
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{
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"repo_id": "<git.Repo \"/local/musaeed/UofkDistill/transformers/.git\">",
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"repo_sha": "699e90437f984d69ad3c9b891dd2e9d0fc2cffe4",
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"repo_branch": "main"
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}
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parameters.json
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{
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"force": true,
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"dump_path": "/local/musaeed/UofkDistill/Dumps/",
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"data_file": "/local/musaeed/UofkDistill/transformers/examples/research_projects/distillation/The_data/merged_data_binarized.pickle",
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"student_type": "distilbert",
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"student_config": "/local/musaeed/UofkDistill/transformers_/transformers/examples/research_projects/distillation/training_configs/distilbert-base-uncased.json",
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"student_pretrained_weights": "/local/musaeed/UofkDistill/model/checkpoint.pth",
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"teacher_type": "bert",
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"teacher_name": "asafaya/bert-large-arabic",
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"temperature": 2.0,
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"alpha_ce": 5.0,
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"alpha_mlm": 2.0,
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"alpha_clm": 0.0,
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"alpha_mse": 0.0,
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"alpha_cos": 1.0,
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"mlm": true,
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"mlm_mask_prop": 0.15,
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"word_mask": 0.8,
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"word_keep": 0.1,
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"word_rand": 0.1,
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"mlm_smoothing": 0.7,
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"token_counts": "/local/musaeed/UofkDistill/transformers/examples/research_projects/distillation/The_data/merged_token_count.pickle",
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"restrict_ce_to_mask": false,
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"freeze_pos_embs": true,
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"freeze_token_type_embds": false,
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"n_epoch": 3,
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"batch_size": 16,
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"group_by_size": true,
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"gradient_accumulation_steps": 50,
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"warmup_prop": 0.05,
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"weight_decay": 0.0,
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"learning_rate": 3e-05,
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"adam_epsilon": 1e-06,
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"max_grad_norm": 5.0,
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"initializer_range": 0.02,
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"fp16": false,
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"fp16_opt_level": "O1",
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"n_gpu": 4,
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"local_rank": 0,
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"seed": 56,
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"log_interval": 500,
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"checkpoint_interval": 10000,
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"world_size": 4,
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"n_gpu_per_node": 4,
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"global_rank": 0,
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"n_nodes": 1,
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"node_id": 0,
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"multi_gpu": true,
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"is_master": true,
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"multi_node": false
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}
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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:b22e23014de7252d3fa488bcb494ee2bce4221d27df6f2b87203d0d19b2c7d88
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size 439862319
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