Text Classification
Transformers
Safetensors
deberta
deberta-v3
multiple-choice
question-answering
awp
Instructions to use dahaludba/QSolver_Encoder_V2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use dahaludba/QSolver_Encoder_V2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="dahaludba/QSolver_Encoder_V2")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("dahaludba/QSolver_Encoder_V2", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Upload folder using huggingface_hub
Browse files- fold_2/checkpoint-378/config.json +39 -0
- fold_2/checkpoint-378/model.safetensors +3 -0
- fold_2/checkpoint-378/optimizer.pt +3 -0
- fold_2/checkpoint-378/rng_state.pth +3 -0
- fold_2/checkpoint-378/scheduler.pt +3 -0
- fold_2/checkpoint-378/tokenizer.json +0 -0
- fold_2/checkpoint-378/tokenizer_config.json +24 -0
- fold_2/checkpoint-378/trainer_state.json +61 -0
- fold_2/checkpoint-378/training_args.bin +3 -0
- fold_2/config.json +39 -0
- fold_2/model.safetensors +3 -0
- fold_2/tokenizer.json +0 -0
- fold_2/tokenizer_config.json +24 -0
- fold_2/training_args.bin +3 -0
fold_2/checkpoint-378/config.json
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{
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"architectures": [
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"DebertaV2ForMultipleChoice"
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],
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"attention_probs_dropout_prob": 0.1,
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| 6 |
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"bos_token_id": null,
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"dtype": "float32",
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| 8 |
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"eos_token_id": null,
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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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| 12 |
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"initializer_range": 0.02,
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| 13 |
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-07,
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"legacy": true,
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"max_position_embeddings": 512,
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| 17 |
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"max_relative_positions": -1,
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"model_type": "deberta-v2",
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"norm_rel_ebd": "layer_norm",
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"num_attention_heads": 16,
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| 21 |
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"num_hidden_layers": 24,
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"pad_token_id": 0,
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"pooler_dropout": 0.0,
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"pooler_hidden_act": "gelu",
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"pooler_hidden_size": 1024,
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"pos_att_type": [
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"p2c",
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"c2p"
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],
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"position_biased_input": false,
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"position_buckets": 256,
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"relative_attention": true,
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"share_att_key": true,
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"tie_word_embeddings": true,
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| 35 |
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"transformers_version": "5.10.1",
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| 36 |
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"type_vocab_size": 0,
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| 37 |
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"use_cache": false,
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| 38 |
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"vocab_size": 128100
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}
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fold_2/checkpoint-378/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6ee4017193a3e002c08e6d1cd1749499cbcecee297600f55773352555a48b6a2
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size 1740300340
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fold_2/checkpoint-378/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:5ea86c2834bcd489c40766050836b1b43ef3d90ba1a23e9777889f10b788f6cd
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size 1363634379
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fold_2/checkpoint-378/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:5cbaf91cf065c77ed1572a95288b2c544cb381ec1a7eeade2e7668cfe91750a2
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size 14645
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fold_2/checkpoint-378/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:c1ad87fb5ffb4f4078154bb7dc6b333b6316f79829c8cf14a9bd10e2c920208b
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size 1465
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fold_2/checkpoint-378/tokenizer.json
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fold_2/checkpoint-378/tokenizer_config.json
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{
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"add_prefix_space": true,
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"backend": "tokenizers",
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"bos_token": "[CLS]",
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"cls_token": "[CLS]",
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"do_lower_case": false,
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"eos_token": "[SEP]",
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"extra_special_tokens": [
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"[PAD]",
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"[CLS]",
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"[SEP]"
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],
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"is_local": false,
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"local_files_only": false,
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"mask_token": "[MASK]",
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"model_max_length": 1000000000000000019884624838656,
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| 17 |
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"pad_token": "[PAD]",
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| 18 |
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"sep_token": "[SEP]",
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"split_by_punct": false,
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"tokenizer_class": "DebertaV2Tokenizer",
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"unk_id": 3,
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"unk_token": "[UNK]",
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"vocab_type": "spm"
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}
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fold_2/checkpoint-378/trainer_state.json
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{
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"best_global_step": 378,
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"best_metric": 0.9938650306748467,
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"best_model_checkpoint": "/content/drive/MyDrive/QSolver_Checkpoints/deberta_v3_fold_2/checkpoint-378",
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"epoch": 3.0,
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"eval_steps": 500,
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| 7 |
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"global_step": 378,
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| 8 |
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"is_hyper_param_search": false,
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| 9 |
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"is_local_process_zero": true,
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| 10 |
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"is_world_process_zero": true,
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| 11 |
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"log_history": [
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| 12 |
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{
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| 13 |
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"epoch": 1.0,
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| 14 |
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"eval_loss": 0.5386627316474915,
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| 15 |
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"eval_map@3": 0.9287661895023858,
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| 16 |
+
"eval_runtime": 69.0607,
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| 17 |
+
"eval_samples_per_second": 7.081,
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| 18 |
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"eval_steps_per_second": 7.081,
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| 19 |
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"step": 126
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},
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{
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| 22 |
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"epoch": 2.0,
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| 23 |
+
"eval_loss": 0.16380318999290466,
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| 24 |
+
"eval_map@3": 0.9890933878663939,
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| 25 |
+
"eval_runtime": 69.8564,
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| 26 |
+
"eval_samples_per_second": 7.0,
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| 27 |
+
"eval_steps_per_second": 7.0,
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| 28 |
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"step": 252
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| 29 |
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},
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| 30 |
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{
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| 31 |
+
"epoch": 3.0,
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| 32 |
+
"eval_loss": 0.09429844468832016,
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| 33 |
+
"eval_map@3": 0.9938650306748467,
|
| 34 |
+
"eval_runtime": 69.4963,
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| 35 |
+
"eval_samples_per_second": 7.036,
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| 36 |
+
"eval_steps_per_second": 7.036,
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| 37 |
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"step": 378
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| 38 |
+
}
|
| 39 |
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],
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| 40 |
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"logging_steps": 500,
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| 41 |
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"max_steps": 504,
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| 42 |
+
"num_input_tokens_seen": 0,
|
| 43 |
+
"num_train_epochs": 4,
|
| 44 |
+
"save_steps": 500,
|
| 45 |
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"stateful_callbacks": {
|
| 46 |
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"TrainerControl": {
|
| 47 |
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"args": {
|
| 48 |
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"should_epoch_stop": false,
|
| 49 |
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"should_evaluate": false,
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| 50 |
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"should_log": false,
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| 51 |
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"should_save": true,
|
| 52 |
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"should_training_stop": false
|
| 53 |
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},
|
| 54 |
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"attributes": {}
|
| 55 |
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}
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| 56 |
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},
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| 57 |
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"total_flos": 3384342000695880.0,
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| 58 |
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"train_batch_size": 1,
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| 59 |
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"trial_name": null,
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| 60 |
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"trial_params": null
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| 61 |
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}
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fold_2/checkpoint-378/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:00e4217a8c9e5660caeb65585c37f36af756ac270a9b711f48a8ee2410c50552
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size 5265
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fold_2/config.json
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{
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"architectures": [
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| 3 |
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"DebertaV2ForMultipleChoice"
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| 4 |
+
],
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| 5 |
+
"attention_probs_dropout_prob": 0.1,
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| 6 |
+
"bos_token_id": null,
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| 7 |
+
"dtype": "float32",
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| 8 |
+
"eos_token_id": null,
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| 9 |
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"hidden_act": "gelu",
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| 10 |
+
"hidden_dropout_prob": 0.1,
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| 11 |
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"hidden_size": 1024,
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| 12 |
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"initializer_range": 0.02,
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| 13 |
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"intermediate_size": 4096,
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| 14 |
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"layer_norm_eps": 1e-07,
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| 15 |
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"legacy": true,
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| 16 |
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"max_position_embeddings": 512,
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| 17 |
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"max_relative_positions": -1,
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| 18 |
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"model_type": "deberta-v2",
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| 19 |
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"norm_rel_ebd": "layer_norm",
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| 20 |
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"num_attention_heads": 16,
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| 21 |
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"num_hidden_layers": 24,
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| 22 |
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"pad_token_id": 0,
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| 23 |
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"pooler_dropout": 0.0,
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| 24 |
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"pooler_hidden_act": "gelu",
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| 25 |
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"pooler_hidden_size": 1024,
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| 26 |
+
"pos_att_type": [
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| 27 |
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"p2c",
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| 28 |
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"c2p"
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| 29 |
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],
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| 30 |
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"position_biased_input": false,
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| 31 |
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"position_buckets": 256,
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| 32 |
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"relative_attention": true,
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| 33 |
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"share_att_key": true,
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| 34 |
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"tie_word_embeddings": true,
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| 35 |
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"transformers_version": "5.10.1",
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| 36 |
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"type_vocab_size": 0,
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| 37 |
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"use_cache": false,
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| 38 |
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"vocab_size": 128100
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| 39 |
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}
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fold_2/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:6ee4017193a3e002c08e6d1cd1749499cbcecee297600f55773352555a48b6a2
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size 1740300340
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fold_2/tokenizer.json
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fold_2/tokenizer_config.json
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{
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"add_prefix_space": true,
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"backend": "tokenizers",
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| 4 |
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"bos_token": "[CLS]",
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| 5 |
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"cls_token": "[CLS]",
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| 6 |
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"do_lower_case": false,
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| 7 |
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"eos_token": "[SEP]",
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| 8 |
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"extra_special_tokens": [
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| 9 |
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"[PAD]",
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| 10 |
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"[CLS]",
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| 11 |
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"[SEP]"
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| 12 |
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],
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| 13 |
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"is_local": false,
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| 14 |
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"local_files_only": false,
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| 15 |
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"mask_token": "[MASK]",
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| 16 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 17 |
+
"pad_token": "[PAD]",
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| 18 |
+
"sep_token": "[SEP]",
|
| 19 |
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"split_by_punct": false,
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| 20 |
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"tokenizer_class": "DebertaV2Tokenizer",
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| 21 |
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"unk_id": 3,
|
| 22 |
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"unk_token": "[UNK]",
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| 23 |
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"vocab_type": "spm"
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| 24 |
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}
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fold_2/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:00e4217a8c9e5660caeb65585c37f36af756ac270a9b711f48a8ee2410c50552
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| 3 |
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size 5265
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