Instructions to use joseph10/tiny-bert-sst2-distilled with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use joseph10/tiny-bert-sst2-distilled with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="joseph10/tiny-bert-sst2-distilled")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("joseph10/tiny-bert-sst2-distilled") model = AutoModelForSequenceClassification.from_pretrained("joseph10/tiny-bert-sst2-distilled") - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 4
Browse files- logs/events.out.tfevents.1701760669.joseph_legion.10272.19 +2 -2
- model.safetensors +1 -1
- run-18/checkpoint-2108/config.json +34 -0
- run-18/checkpoint-2108/model.safetensors +3 -0
- run-18/checkpoint-2108/optimizer.pt +3 -0
- run-18/checkpoint-2108/rng_state.pth +3 -0
- run-18/checkpoint-2108/scheduler.pt +3 -0
- run-18/checkpoint-2108/special_tokens_map.json +7 -0
- run-18/checkpoint-2108/tokenizer.json +0 -0
- run-18/checkpoint-2108/tokenizer_config.json +57 -0
- run-18/checkpoint-2108/trainer_state.json +84 -0
- run-18/checkpoint-2108/training_args.bin +3 -0
- run-18/checkpoint-2108/vocab.txt +0 -0
logs/events.out.tfevents.1701760669.joseph_legion.10272.19
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:657d4badd306474d9372cbe6b48e7bce6ac48afe9229d5271ea83398c42441bf
|
| 3 |
+
size 6215
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 17549312
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:13ddebd029202535bf37c28b7f5a908eec0bdb110b459b194ab1bcf4457905d6
|
| 3 |
size 17549312
|
run-18/checkpoint-2108/config.json
ADDED
|
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "google/bert_uncased_L-2_H-128_A-2",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"hidden_act": "gelu",
|
| 9 |
+
"hidden_dropout_prob": 0.1,
|
| 10 |
+
"hidden_size": 128,
|
| 11 |
+
"id2label": {
|
| 12 |
+
"0": "negative",
|
| 13 |
+
"1": "positive"
|
| 14 |
+
},
|
| 15 |
+
"initializer_range": 0.02,
|
| 16 |
+
"intermediate_size": 512,
|
| 17 |
+
"label2id": {
|
| 18 |
+
"negative": "0",
|
| 19 |
+
"positive": "1"
|
| 20 |
+
},
|
| 21 |
+
"layer_norm_eps": 1e-12,
|
| 22 |
+
"max_position_embeddings": 512,
|
| 23 |
+
"model_type": "bert",
|
| 24 |
+
"num_attention_heads": 2,
|
| 25 |
+
"num_hidden_layers": 2,
|
| 26 |
+
"pad_token_id": 0,
|
| 27 |
+
"position_embedding_type": "absolute",
|
| 28 |
+
"problem_type": "single_label_classification",
|
| 29 |
+
"torch_dtype": "float32",
|
| 30 |
+
"transformers_version": "4.35.2",
|
| 31 |
+
"type_vocab_size": 2,
|
| 32 |
+
"use_cache": true,
|
| 33 |
+
"vocab_size": 30522
|
| 34 |
+
}
|
run-18/checkpoint-2108/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:13ddebd029202535bf37c28b7f5a908eec0bdb110b459b194ab1bcf4457905d6
|
| 3 |
+
size 17549312
|
run-18/checkpoint-2108/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3b265a0fb94bf195d407cb50bd4c0549b8ce4a1ac24fc01f3f6769c64bfbf4e0
|
| 3 |
+
size 35123898
|
run-18/checkpoint-2108/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6a020c8677f8fadfc307a6b0f0852435c8b675caad3b164c3943e9e61d914105
|
| 3 |
+
size 14308
|
run-18/checkpoint-2108/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:23e4f2937afd219cbe12b14747fc74256ad5090835ce80a2eaef3c9dcf8e4f12
|
| 3 |
+
size 1064
|
run-18/checkpoint-2108/special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"mask_token": "[MASK]",
|
| 4 |
+
"pad_token": "[PAD]",
|
| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
+
"unk_token": "[UNK]"
|
| 7 |
+
}
|
run-18/checkpoint-2108/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
run-18/checkpoint-2108/tokenizer_config.json
ADDED
|
@@ -0,0 +1,57 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"added_tokens_decoder": {
|
| 3 |
+
"0": {
|
| 4 |
+
"content": "[PAD]",
|
| 5 |
+
"lstrip": false,
|
| 6 |
+
"normalized": false,
|
| 7 |
+
"rstrip": false,
|
| 8 |
+
"single_word": false,
|
| 9 |
+
"special": true
|
| 10 |
+
},
|
| 11 |
+
"100": {
|
| 12 |
+
"content": "[UNK]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"101": {
|
| 20 |
+
"content": "[CLS]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"102": {
|
| 28 |
+
"content": "[SEP]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": false,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"103": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"clean_up_tokenization_spaces": true,
|
| 45 |
+
"cls_token": "[CLS]",
|
| 46 |
+
"do_basic_tokenize": true,
|
| 47 |
+
"do_lower_case": true,
|
| 48 |
+
"mask_token": "[MASK]",
|
| 49 |
+
"model_max_length": 512,
|
| 50 |
+
"never_split": null,
|
| 51 |
+
"pad_token": "[PAD]",
|
| 52 |
+
"sep_token": "[SEP]",
|
| 53 |
+
"strip_accents": null,
|
| 54 |
+
"tokenize_chinese_chars": true,
|
| 55 |
+
"tokenizer_class": "BertTokenizer",
|
| 56 |
+
"unk_token": "[UNK]"
|
| 57 |
+
}
|
run-18/checkpoint-2108/trainer_state.json
ADDED
|
@@ -0,0 +1,84 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": 0.8325688073394495,
|
| 3 |
+
"best_model_checkpoint": "tiny-bert-sst2-distilled\\run-18\\checkpoint-1054",
|
| 4 |
+
"epoch": 4.0,
|
| 5 |
+
"eval_steps": 500,
|
| 6 |
+
"global_step": 2108,
|
| 7 |
+
"is_hyper_param_search": true,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 1.0,
|
| 13 |
+
"learning_rate": 0.00011463680857374876,
|
| 14 |
+
"loss": 1.2587,
|
| 15 |
+
"step": 527
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"epoch": 1.0,
|
| 19 |
+
"eval_accuracy": 0.819954128440367,
|
| 20 |
+
"eval_loss": 1.0965343713760376,
|
| 21 |
+
"eval_runtime": 1.7615,
|
| 22 |
+
"eval_samples_per_second": 495.026,
|
| 23 |
+
"eval_steps_per_second": 3.974,
|
| 24 |
+
"step": 527
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"epoch": 2.0,
|
| 28 |
+
"learning_rate": 0.00010030720750203018,
|
| 29 |
+
"loss": 0.6372,
|
| 30 |
+
"step": 1054
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"epoch": 2.0,
|
| 34 |
+
"eval_accuracy": 0.8325688073394495,
|
| 35 |
+
"eval_loss": 1.0634759664535522,
|
| 36 |
+
"eval_runtime": 1.8008,
|
| 37 |
+
"eval_samples_per_second": 484.238,
|
| 38 |
+
"eval_steps_per_second": 3.887,
|
| 39 |
+
"step": 1054
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"epoch": 3.0,
|
| 43 |
+
"learning_rate": 8.597760643031157e-05,
|
| 44 |
+
"loss": 0.481,
|
| 45 |
+
"step": 1581
|
| 46 |
+
},
|
| 47 |
+
{
|
| 48 |
+
"epoch": 3.0,
|
| 49 |
+
"eval_accuracy": 0.8211009174311926,
|
| 50 |
+
"eval_loss": 1.1469666957855225,
|
| 51 |
+
"eval_runtime": 1.806,
|
| 52 |
+
"eval_samples_per_second": 482.838,
|
| 53 |
+
"eval_steps_per_second": 3.876,
|
| 54 |
+
"step": 1581
|
| 55 |
+
},
|
| 56 |
+
{
|
| 57 |
+
"epoch": 4.0,
|
| 58 |
+
"learning_rate": 7.164800535859298e-05,
|
| 59 |
+
"loss": 0.3938,
|
| 60 |
+
"step": 2108
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"epoch": 4.0,
|
| 64 |
+
"eval_accuracy": 0.8291284403669725,
|
| 65 |
+
"eval_loss": 1.240983009338379,
|
| 66 |
+
"eval_runtime": 1.7946,
|
| 67 |
+
"eval_samples_per_second": 485.909,
|
| 68 |
+
"eval_steps_per_second": 3.901,
|
| 69 |
+
"step": 2108
|
| 70 |
+
}
|
| 71 |
+
],
|
| 72 |
+
"logging_steps": 500,
|
| 73 |
+
"max_steps": 4743,
|
| 74 |
+
"num_train_epochs": 9,
|
| 75 |
+
"save_steps": 500,
|
| 76 |
+
"total_flos": 32351505805740.0,
|
| 77 |
+
"trial_name": null,
|
| 78 |
+
"trial_params": {
|
| 79 |
+
"alpha": 0.612333452003034,
|
| 80 |
+
"learning_rate": 0.00012896640964546737,
|
| 81 |
+
"num_train_epochs": 9,
|
| 82 |
+
"temperature": 21
|
| 83 |
+
}
|
| 84 |
+
}
|
run-18/checkpoint-2108/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d11ae7f69a6836e22ab7ce08bf09b6029ed79c5f0a056488527f9d7fd818e4b8
|
| 3 |
+
size 4664
|
run-18/checkpoint-2108/vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|