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_3/checkpoint-504/config.json +39 -0
- fold_3/checkpoint-504/model.safetensors +3 -0
- fold_3/checkpoint-504/optimizer.pt +3 -0
- fold_3/checkpoint-504/rng_state.pth +3 -0
- fold_3/checkpoint-504/scheduler.pt +3 -0
- fold_3/checkpoint-504/tokenizer.json +0 -0
- fold_3/checkpoint-504/tokenizer_config.json +24 -0
- fold_3/checkpoint-504/trainer_state.json +77 -0
- fold_3/checkpoint-504/training_args.bin +3 -0
- fold_3/config.json +39 -0
- fold_3/model.safetensors +3 -0
- fold_3/tokenizer.json +0 -0
- fold_3/tokenizer_config.json +24 -0
- fold_3/training_args.bin +3 -0
fold_3/checkpoint-504/config.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"DebertaV2ForMultipleChoice"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"bos_token_id": null,
|
| 7 |
+
"dtype": "float32",
|
| 8 |
+
"eos_token_id": null,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_dropout_prob": 0.1,
|
| 11 |
+
"hidden_size": 1024,
|
| 12 |
+
"initializer_range": 0.02,
|
| 13 |
+
"intermediate_size": 4096,
|
| 14 |
+
"layer_norm_eps": 1e-07,
|
| 15 |
+
"legacy": true,
|
| 16 |
+
"max_position_embeddings": 512,
|
| 17 |
+
"max_relative_positions": -1,
|
| 18 |
+
"model_type": "deberta-v2",
|
| 19 |
+
"norm_rel_ebd": "layer_norm",
|
| 20 |
+
"num_attention_heads": 16,
|
| 21 |
+
"num_hidden_layers": 24,
|
| 22 |
+
"pad_token_id": 0,
|
| 23 |
+
"pooler_dropout": 0.0,
|
| 24 |
+
"pooler_hidden_act": "gelu",
|
| 25 |
+
"pooler_hidden_size": 1024,
|
| 26 |
+
"pos_att_type": [
|
| 27 |
+
"p2c",
|
| 28 |
+
"c2p"
|
| 29 |
+
],
|
| 30 |
+
"position_biased_input": false,
|
| 31 |
+
"position_buckets": 256,
|
| 32 |
+
"relative_attention": true,
|
| 33 |
+
"share_att_key": true,
|
| 34 |
+
"tie_word_embeddings": true,
|
| 35 |
+
"transformers_version": "5.10.1",
|
| 36 |
+
"type_vocab_size": 0,
|
| 37 |
+
"use_cache": false,
|
| 38 |
+
"vocab_size": 128100
|
| 39 |
+
}
|
fold_3/checkpoint-504/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1525960e2399baea4f6a55a0540642c69f01ecf9e574dce6aad697013869c63a
|
| 3 |
+
size 1740300340
|
fold_3/checkpoint-504/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:b0ffa40cf55e761a03ee03dd0a18755db585a16cf21676b1a59d4498af56bb99
|
| 3 |
+
size 1363634379
|
fold_3/checkpoint-504/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d206cab33ca47b9565f0808b93e235fae7c77e9060558903b4962b46160d8c91
|
| 3 |
+
size 14645
|
fold_3/checkpoint-504/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ab9021d6e5033b5e3863f554f46f02704e500a2d26ea9bdc5b876f8a1a26f001
|
| 3 |
+
size 1465
|
fold_3/checkpoint-504/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
fold_3/checkpoint-504/tokenizer_config.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"backend": "tokenizers",
|
| 4 |
+
"bos_token": "[CLS]",
|
| 5 |
+
"cls_token": "[CLS]",
|
| 6 |
+
"do_lower_case": false,
|
| 7 |
+
"eos_token": "[SEP]",
|
| 8 |
+
"extra_special_tokens": [
|
| 9 |
+
"[PAD]",
|
| 10 |
+
"[CLS]",
|
| 11 |
+
"[SEP]"
|
| 12 |
+
],
|
| 13 |
+
"is_local": false,
|
| 14 |
+
"local_files_only": false,
|
| 15 |
+
"mask_token": "[MASK]",
|
| 16 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 17 |
+
"pad_token": "[PAD]",
|
| 18 |
+
"sep_token": "[SEP]",
|
| 19 |
+
"split_by_punct": false,
|
| 20 |
+
"tokenizer_class": "DebertaV2Tokenizer",
|
| 21 |
+
"unk_id": 3,
|
| 22 |
+
"unk_token": "[UNK]",
|
| 23 |
+
"vocab_type": "spm"
|
| 24 |
+
}
|
fold_3/checkpoint-504/trainer_state.json
ADDED
|
@@ -0,0 +1,77 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_global_step": 504,
|
| 3 |
+
"best_metric": 0.9870483980913429,
|
| 4 |
+
"best_model_checkpoint": "./deberta_v3_fold_3/checkpoint-504",
|
| 5 |
+
"epoch": 4.0,
|
| 6 |
+
"eval_steps": 500,
|
| 7 |
+
"global_step": 504,
|
| 8 |
+
"is_hyper_param_search": false,
|
| 9 |
+
"is_local_process_zero": true,
|
| 10 |
+
"is_world_process_zero": true,
|
| 11 |
+
"log_history": [
|
| 12 |
+
{
|
| 13 |
+
"epoch": 1.0,
|
| 14 |
+
"eval_loss": 1.132867455482483,
|
| 15 |
+
"eval_map@3": 0.7177914110429446,
|
| 16 |
+
"eval_runtime": 66.7481,
|
| 17 |
+
"eval_samples_per_second": 7.326,
|
| 18 |
+
"eval_steps_per_second": 7.326,
|
| 19 |
+
"step": 126
|
| 20 |
+
},
|
| 21 |
+
{
|
| 22 |
+
"epoch": 2.0,
|
| 23 |
+
"eval_loss": 0.11986057460308075,
|
| 24 |
+
"eval_map@3": 0.9795501022494887,
|
| 25 |
+
"eval_runtime": 67.9102,
|
| 26 |
+
"eval_samples_per_second": 7.201,
|
| 27 |
+
"eval_steps_per_second": 7.201,
|
| 28 |
+
"step": 252
|
| 29 |
+
},
|
| 30 |
+
{
|
| 31 |
+
"epoch": 3.0,
|
| 32 |
+
"eval_loss": 0.06871046870946884,
|
| 33 |
+
"eval_map@3": 0.985344239945467,
|
| 34 |
+
"eval_runtime": 68.3125,
|
| 35 |
+
"eval_samples_per_second": 7.158,
|
| 36 |
+
"eval_steps_per_second": 7.158,
|
| 37 |
+
"step": 378
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"epoch": 3.970661362506216,
|
| 41 |
+
"grad_norm": 153.56666564941406,
|
| 42 |
+
"learning_rate": 2.1962072489860595e-09,
|
| 43 |
+
"loss": 9.9226845703125,
|
| 44 |
+
"step": 500
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"epoch": 4.0,
|
| 48 |
+
"eval_loss": 0.0618998222053051,
|
| 49 |
+
"eval_map@3": 0.9870483980913429,
|
| 50 |
+
"eval_runtime": 66.6534,
|
| 51 |
+
"eval_samples_per_second": 7.336,
|
| 52 |
+
"eval_steps_per_second": 7.336,
|
| 53 |
+
"step": 504
|
| 54 |
+
}
|
| 55 |
+
],
|
| 56 |
+
"logging_steps": 500,
|
| 57 |
+
"max_steps": 504,
|
| 58 |
+
"num_input_tokens_seen": 0,
|
| 59 |
+
"num_train_epochs": 4,
|
| 60 |
+
"save_steps": 500,
|
| 61 |
+
"stateful_callbacks": {
|
| 62 |
+
"TrainerControl": {
|
| 63 |
+
"args": {
|
| 64 |
+
"should_epoch_stop": false,
|
| 65 |
+
"should_evaluate": false,
|
| 66 |
+
"should_log": false,
|
| 67 |
+
"should_save": true,
|
| 68 |
+
"should_training_stop": true
|
| 69 |
+
},
|
| 70 |
+
"attributes": {}
|
| 71 |
+
}
|
| 72 |
+
},
|
| 73 |
+
"total_flos": 4520100776172240.0,
|
| 74 |
+
"train_batch_size": 1,
|
| 75 |
+
"trial_name": null,
|
| 76 |
+
"trial_params": null
|
| 77 |
+
}
|
fold_3/checkpoint-504/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f0842e964e6082b8c77e9329eb7c4114c160e2c5b5906c96717a81a43314cfce
|
| 3 |
+
size 5265
|
fold_3/config.json
ADDED
|
@@ -0,0 +1,39 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"DebertaV2ForMultipleChoice"
|
| 4 |
+
],
|
| 5 |
+
"attention_probs_dropout_prob": 0.1,
|
| 6 |
+
"bos_token_id": null,
|
| 7 |
+
"dtype": "float32",
|
| 8 |
+
"eos_token_id": null,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_dropout_prob": 0.1,
|
| 11 |
+
"hidden_size": 1024,
|
| 12 |
+
"initializer_range": 0.02,
|
| 13 |
+
"intermediate_size": 4096,
|
| 14 |
+
"layer_norm_eps": 1e-07,
|
| 15 |
+
"legacy": true,
|
| 16 |
+
"max_position_embeddings": 512,
|
| 17 |
+
"max_relative_positions": -1,
|
| 18 |
+
"model_type": "deberta-v2",
|
| 19 |
+
"norm_rel_ebd": "layer_norm",
|
| 20 |
+
"num_attention_heads": 16,
|
| 21 |
+
"num_hidden_layers": 24,
|
| 22 |
+
"pad_token_id": 0,
|
| 23 |
+
"pooler_dropout": 0.0,
|
| 24 |
+
"pooler_hidden_act": "gelu",
|
| 25 |
+
"pooler_hidden_size": 1024,
|
| 26 |
+
"pos_att_type": [
|
| 27 |
+
"p2c",
|
| 28 |
+
"c2p"
|
| 29 |
+
],
|
| 30 |
+
"position_biased_input": false,
|
| 31 |
+
"position_buckets": 256,
|
| 32 |
+
"relative_attention": true,
|
| 33 |
+
"share_att_key": true,
|
| 34 |
+
"tie_word_embeddings": true,
|
| 35 |
+
"transformers_version": "5.10.1",
|
| 36 |
+
"type_vocab_size": 0,
|
| 37 |
+
"use_cache": false,
|
| 38 |
+
"vocab_size": 128100
|
| 39 |
+
}
|
fold_3/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1525960e2399baea4f6a55a0540642c69f01ecf9e574dce6aad697013869c63a
|
| 3 |
+
size 1740300340
|
fold_3/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
fold_3/tokenizer_config.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": true,
|
| 3 |
+
"backend": "tokenizers",
|
| 4 |
+
"bos_token": "[CLS]",
|
| 5 |
+
"cls_token": "[CLS]",
|
| 6 |
+
"do_lower_case": false,
|
| 7 |
+
"eos_token": "[SEP]",
|
| 8 |
+
"extra_special_tokens": [
|
| 9 |
+
"[PAD]",
|
| 10 |
+
"[CLS]",
|
| 11 |
+
"[SEP]"
|
| 12 |
+
],
|
| 13 |
+
"is_local": false,
|
| 14 |
+
"local_files_only": false,
|
| 15 |
+
"mask_token": "[MASK]",
|
| 16 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 17 |
+
"pad_token": "[PAD]",
|
| 18 |
+
"sep_token": "[SEP]",
|
| 19 |
+
"split_by_punct": false,
|
| 20 |
+
"tokenizer_class": "DebertaV2Tokenizer",
|
| 21 |
+
"unk_id": 3,
|
| 22 |
+
"unk_token": "[UNK]",
|
| 23 |
+
"vocab_type": "spm"
|
| 24 |
+
}
|
fold_3/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f0842e964e6082b8c77e9329eb7c4114c160e2c5b5906c96717a81a43314cfce
|
| 3 |
+
size 5265
|