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bert-large-uncased-stsb

Text Classification Transformers PyTorch
English bert stsb glue torchdistill Inference Endpoints
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  1. config.json +32 -0
  2. pytorch_model.bin +3 -0
  3. special_tokens_map.json +1 -0
  4. tokenizer.json +0 -0
  5. tokenizer_config.json +1 -0
  6. training.log +41 -0
  7. vocab.txt +0 -0
config.json ADDED
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+ {
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+ "_name_or_path": "bert-large-uncased",
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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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+ "finetuning_task": "stsb",
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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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+ "id2label": {
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+ "0": "LABEL_0"
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+ },
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+ "initializer_range": 0.02,
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+ "intermediate_size": 4096,
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+ "label2id": {
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+ "LABEL_0": 0
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+ },
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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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+ "pad_token_id": 0,
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+ "position_embedding_type": "absolute",
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+ "problem_type": "regression",
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+ "transformers_version": "4.6.1",
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+ "type_vocab_size": 2,
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+ "use_cache": true,
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+ "vocab_size": 30522
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+ }
pytorch_model.bin ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:8ba098155540bea2e11a013969a85955f2f9e761ca8dba92ab29177448cc4126
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+ size 1340742729
special_tokens_map.json ADDED
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+ {"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
tokenizer.json ADDED
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tokenizer_config.json ADDED
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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, "do_lower": true, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "bert-large-uncased"}
training.log ADDED
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+ 2021-05-21 21:05:54,150 INFO __main__ Namespace(adjust_lr=False, config='torchdistill/configs/sample/glue/stsb/mse/bert_large_uncased.yaml', log='log/glue/stsb/mse/bert_large_uncased.txt', private_output='leaderboard/glue/standard/bert_large_uncased/', seed=None, student_only=False, task_name='stsb', test_only=False, world_size=1)
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+ 2021-05-21 21:05:54,184 INFO __main__ Distributed environment: NO
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+ Num processes: 1
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+ Process index: 0
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+ Local process index: 0
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+ Device: cuda
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+ Use FP16 precision: True
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+
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+ 2021-05-21 21:06:08,347 INFO __main__ Start training
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+ 2021-05-21 21:06:08,348 INFO torchdistill.models.util [student model]
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+ 2021-05-21 21:06:08,348 INFO torchdistill.models.util Using the original student model
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+ 2021-05-21 21:06:08,348 INFO torchdistill.core.training Loss = 1.0 * OrgLoss
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+ 2021-05-21 21:06:11,614 INFO torchdistill.misc.log Epoch: [0] [ 0/180] eta: 0:01:58 lr: 1.9962962962962963e-05 sample/s: 6.150729612978653 loss: 11.0822 (11.0822) time: 0.6556 data: 0.0052 max mem: 4716
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+ 2021-05-21 21:06:50,634 INFO torchdistill.misc.log Epoch: [0] [ 50/180] eta: 0:01:41 lr: 1.8111111111111112e-05 sample/s: 4.650817812095187 loss: 5.7362 (7.8091) time: 0.8036 data: 0.0036 max mem: 10866
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+ 2021-05-21 21:07:31,077 INFO torchdistill.misc.log Epoch: [0] [100/180] eta: 0:01:03 lr: 1.625925925925926e-05 sample/s: 5.073427520805109 loss: 1.5491 (5.1515) time: 0.7817 data: 0.0037 max mem: 10866
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+ 2021-05-21 21:08:12,096 INFO torchdistill.misc.log Epoch: [0] [150/180] eta: 0:00:24 lr: 1.4407407407407407e-05 sample/s: 4.66012418875246 loss: 0.6607 (3.6948) time: 0.8202 data: 0.0037 max mem: 12375
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+ 2021-05-21 21:08:33,652 INFO torchdistill.misc.log Epoch: [0] Total time: 0:02:22
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+ 2021-05-21 21:08:42,643 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/stsb/default_experiment-1-0.arrow
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+ 2021-05-21 21:08:42,644 INFO __main__ Validation: pearson = 0.869070919965039, spearmanr = 0.8715366411318595
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+ 2021-05-21 21:08:42,644 INFO __main__ Updating ckpt
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+ 2021-05-21 21:08:48,054 INFO torchdistill.misc.log Epoch: [1] [ 0/180] eta: 0:02:38 lr: 1.3296296296296298e-05 sample/s: 4.560549161662958 loss: 0.5407 (0.5407) time: 0.8833 data: 0.0062 max mem: 12375
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+ 2021-05-21 21:09:27,646 INFO torchdistill.misc.log Epoch: [1] [ 50/180] eta: 0:01:43 lr: 1.1444444444444444e-05 sample/s: 5.076204414368103 loss: 0.3929 (0.4579) time: 0.7556 data: 0.0038 max mem: 12375
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+ 2021-05-21 21:10:06,919 INFO torchdistill.misc.log Epoch: [1] [100/180] eta: 0:01:03 lr: 9.592592592592593e-06 sample/s: 5.071968912559318 loss: 0.3982 (0.4221) time: 0.8143 data: 0.0039 max mem: 12375
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+ 2021-05-21 21:10:47,745 INFO torchdistill.misc.log Epoch: [1] [150/180] eta: 0:00:23 lr: 7.74074074074074e-06 sample/s: 5.072432017980795 loss: 0.3499 (0.4130) time: 0.8114 data: 0.0038 max mem: 12375
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+ 2021-05-21 21:11:09,859 INFO torchdistill.misc.log Epoch: [1] Total time: 0:02:22
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+ 2021-05-21 21:11:18,716 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/stsb/default_experiment-1-0.arrow
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+ 2021-05-21 21:11:18,716 INFO __main__ Validation: pearson = 0.8958498997945837, spearmanr = 0.8947816880373578
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+ 2021-05-21 21:11:18,716 INFO __main__ Updating ckpt
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+ 2021-05-21 21:11:24,308 INFO torchdistill.misc.log Epoch: [2] [ 0/180] eta: 0:02:26 lr: 6.62962962962963e-06 sample/s: 4.964641330957722 loss: 0.4758 (0.4758) time: 0.8114 data: 0.0057 max mem: 12375
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+ 2021-05-21 21:12:04,343 INFO torchdistill.misc.log Epoch: [2] [ 50/180] eta: 0:01:44 lr: 4.777777777777778e-06 sample/s: 5.660394215048351 loss: 0.2219 (0.2284) time: 0.7505 data: 0.0037 max mem: 12375
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+ 2021-05-21 21:12:44,799 INFO torchdistill.misc.log Epoch: [2] [100/180] eta: 0:01:04 lr: 2.9259259259259257e-06 sample/s: 5.058339142243115 loss: 0.1955 (0.2248) time: 0.7775 data: 0.0037 max mem: 12375
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+ 2021-05-21 21:13:24,530 INFO torchdistill.misc.log Epoch: [2] [150/180] eta: 0:00:24 lr: 1.074074074074074e-06 sample/s: 5.060421749670249 loss: 0.2013 (0.2159) time: 0.7998 data: 0.0037 max mem: 12375
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+ 2021-05-21 21:13:47,122 INFO torchdistill.misc.log Epoch: [2] Total time: 0:02:23
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+ 2021-05-21 21:13:55,981 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/stsb/default_experiment-1-0.arrow
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+ 2021-05-21 21:13:55,982 INFO __main__ Validation: pearson = 0.8982067559574533, spearmanr = 0.8962432413562028
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+ 2021-05-21 21:13:55,982 INFO __main__ Updating ckpt
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+ 2021-05-21 21:14:06,537 INFO __main__ [Student: bert-large-uncased]
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+ 2021-05-21 21:14:15,405 INFO /usr/local/lib/python3.7/dist-packages/datasets/metric.py Removing /root/.cache/huggingface/metrics/glue/stsb/default_experiment-1-0.arrow
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+ 2021-05-21 21:14:15,405 INFO __main__ Test: pearson = 0.8982067559574533, spearmanr = 0.8962432413562028
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+ 2021-05-21 21:14:15,405 INFO __main__ Start prediction for private dataset(s)
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+ 2021-05-21 21:14:15,407 INFO __main__ stsb/test: 1379 samples
vocab.txt ADDED
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