Text Classification
Transformers
TensorBoard
Safetensors
bert
Generated from Trainer
Eval Results (legacy)
Instructions to use joseph10/distilbert-hate_speech18 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use joseph10/distilbert-hate_speech18 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="joseph10/distilbert-hate_speech18")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("joseph10/distilbert-hate_speech18") model = AutoModelForSequenceClassification.from_pretrained("joseph10/distilbert-hate_speech18") - Notebooks
- Google Colab
- Kaggle
Training in progress, epoch 6
Browse files- logs/events.out.tfevents.1702166495.joseph_legion.21448.7 +2 -2
- model.safetensors +1 -1
- run-6/checkpoint-1440/config.json +37 -0
- run-6/checkpoint-1440/model.safetensors +3 -0
- run-6/checkpoint-1440/optimizer.pt +3 -0
- run-6/checkpoint-1440/rng_state.pth +3 -0
- run-6/checkpoint-1440/scheduler.pt +3 -0
- run-6/checkpoint-1440/special_tokens_map.json +37 -0
- run-6/checkpoint-1440/tokenizer_config.json +57 -0
- run-6/checkpoint-1440/trainer_state.json +117 -0
- run-6/checkpoint-1440/training_args.bin +3 -0
- run-6/checkpoint-1440/vocab.txt +0 -0
logs/events.out.tfevents.1702166495.joseph_legion.21448.7
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 sha256:54f42650211d89e1c3a5fa198494a849adb1e3a5e44366d4ea5a6a74189226ca
|
| 3 |
+
size 7335
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 267838720
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cb3e394b88f72ffb4445c9ecfa4943605021d172d265d922aaad7bdd4f85fab0
|
| 3 |
size 267838720
|
run-6/checkpoint-1440/config.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "agvidit1/DistilledBert_HateSpeech_pretrain",
|
| 3 |
+
"activation": "gelu",
|
| 4 |
+
"architectures": [
|
| 5 |
+
"DistilBertForSequenceClassification"
|
| 6 |
+
],
|
| 7 |
+
"attention_dropout": 0.1,
|
| 8 |
+
"dim": 768,
|
| 9 |
+
"dropout": 0.1,
|
| 10 |
+
"hidden_dim": 3072,
|
| 11 |
+
"id2label": {
|
| 12 |
+
"0": 0,
|
| 13 |
+
"1": 1,
|
| 14 |
+
"2": 2,
|
| 15 |
+
"3": 3
|
| 16 |
+
},
|
| 17 |
+
"initializer_range": 0.02,
|
| 18 |
+
"label2id": {
|
| 19 |
+
"0": 0,
|
| 20 |
+
"1": 1,
|
| 21 |
+
"2": 2,
|
| 22 |
+
"3": 3
|
| 23 |
+
},
|
| 24 |
+
"max_position_embeddings": 512,
|
| 25 |
+
"model_type": "distilbert",
|
| 26 |
+
"n_heads": 12,
|
| 27 |
+
"n_layers": 6,
|
| 28 |
+
"pad_token_id": 0,
|
| 29 |
+
"problem_type": "single_label_classification",
|
| 30 |
+
"qa_dropout": 0.1,
|
| 31 |
+
"seq_classif_dropout": 0.2,
|
| 32 |
+
"sinusoidal_pos_embds": false,
|
| 33 |
+
"tie_weights_": true,
|
| 34 |
+
"torch_dtype": "float32",
|
| 35 |
+
"transformers_version": "4.36.0.dev0",
|
| 36 |
+
"vocab_size": 30522
|
| 37 |
+
}
|
run-6/checkpoint-1440/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cb3e394b88f72ffb4445c9ecfa4943605021d172d265d922aaad7bdd4f85fab0
|
| 3 |
+
size 267838720
|
run-6/checkpoint-1440/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a80ecf5f4fcd488531de385009d2329b21678d8380f92e5ed44b39dcd49997c1
|
| 3 |
+
size 535739578
|
run-6/checkpoint-1440/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6f2310108ffd01794d97cde4fe338eefb02867008612d851e59280674b44ff38
|
| 3 |
+
size 14308
|
run-6/checkpoint-1440/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:632b1fcbfa3fe8d5871feed018a24414e63c72f99f9ab2de4b9ebe6c8800e314
|
| 3 |
+
size 1064
|
run-6/checkpoint-1440/special_tokens_map.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": {
|
| 3 |
+
"content": "[CLS]",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": false,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"mask_token": {
|
| 10 |
+
"content": "[MASK]",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"pad_token": {
|
| 17 |
+
"content": "[PAD]",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": false,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
},
|
| 23 |
+
"sep_token": {
|
| 24 |
+
"content": "[SEP]",
|
| 25 |
+
"lstrip": false,
|
| 26 |
+
"normalized": false,
|
| 27 |
+
"rstrip": false,
|
| 28 |
+
"single_word": false
|
| 29 |
+
},
|
| 30 |
+
"unk_token": {
|
| 31 |
+
"content": "[UNK]",
|
| 32 |
+
"lstrip": false,
|
| 33 |
+
"normalized": false,
|
| 34 |
+
"rstrip": false,
|
| 35 |
+
"single_word": false
|
| 36 |
+
}
|
| 37 |
+
}
|
run-6/checkpoint-1440/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": "DistilBertTokenizer",
|
| 56 |
+
"unk_token": "[UNK]"
|
| 57 |
+
}
|
run-6/checkpoint-1440/trainer_state.json
ADDED
|
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": 0.8893967093235832,
|
| 3 |
+
"best_model_checkpoint": "distilbert-hate_speech18\\run-6\\checkpoint-720",
|
| 4 |
+
"epoch": 6.0,
|
| 5 |
+
"eval_steps": 500,
|
| 6 |
+
"global_step": 1440,
|
| 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": 4.4189080485362326e-06,
|
| 14 |
+
"loss": 0.4732,
|
| 15 |
+
"step": 240
|
| 16 |
+
},
|
| 17 |
+
{
|
| 18 |
+
"epoch": 1.0,
|
| 19 |
+
"eval_accuracy": 0.8706581352833638,
|
| 20 |
+
"eval_loss": 0.45438072085380554,
|
| 21 |
+
"eval_runtime": 8.0476,
|
| 22 |
+
"eval_samples_per_second": 271.882,
|
| 23 |
+
"eval_steps_per_second": 17.024,
|
| 24 |
+
"step": 240
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"epoch": 2.0,
|
| 28 |
+
"learning_rate": 3.7876354701739137e-06,
|
| 29 |
+
"loss": 0.4459,
|
| 30 |
+
"step": 480
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"epoch": 2.0,
|
| 34 |
+
"eval_accuracy": 0.8857404021937842,
|
| 35 |
+
"eval_loss": 0.4488455057144165,
|
| 36 |
+
"eval_runtime": 7.9963,
|
| 37 |
+
"eval_samples_per_second": 273.628,
|
| 38 |
+
"eval_steps_per_second": 17.133,
|
| 39 |
+
"step": 480
|
| 40 |
+
},
|
| 41 |
+
{
|
| 42 |
+
"epoch": 3.0,
|
| 43 |
+
"learning_rate": 3.1563628918115945e-06,
|
| 44 |
+
"loss": 0.4356,
|
| 45 |
+
"step": 720
|
| 46 |
+
},
|
| 47 |
+
{
|
| 48 |
+
"epoch": 3.0,
|
| 49 |
+
"eval_accuracy": 0.8893967093235832,
|
| 50 |
+
"eval_loss": 0.4489736258983612,
|
| 51 |
+
"eval_runtime": 8.1712,
|
| 52 |
+
"eval_samples_per_second": 267.77,
|
| 53 |
+
"eval_steps_per_second": 16.766,
|
| 54 |
+
"step": 720
|
| 55 |
+
},
|
| 56 |
+
{
|
| 57 |
+
"epoch": 4.0,
|
| 58 |
+
"learning_rate": 2.5250903134492757e-06,
|
| 59 |
+
"loss": 0.4283,
|
| 60 |
+
"step": 960
|
| 61 |
+
},
|
| 62 |
+
{
|
| 63 |
+
"epoch": 4.0,
|
| 64 |
+
"eval_accuracy": 0.8889396709323584,
|
| 65 |
+
"eval_loss": 0.44683799147605896,
|
| 66 |
+
"eval_runtime": 8.1009,
|
| 67 |
+
"eval_samples_per_second": 270.094,
|
| 68 |
+
"eval_steps_per_second": 16.912,
|
| 69 |
+
"step": 960
|
| 70 |
+
},
|
| 71 |
+
{
|
| 72 |
+
"epoch": 5.0,
|
| 73 |
+
"learning_rate": 1.8938177350869569e-06,
|
| 74 |
+
"loss": 0.4229,
|
| 75 |
+
"step": 1200
|
| 76 |
+
},
|
| 77 |
+
{
|
| 78 |
+
"epoch": 5.0,
|
| 79 |
+
"eval_accuracy": 0.8889396709323584,
|
| 80 |
+
"eval_loss": 0.4480336308479309,
|
| 81 |
+
"eval_runtime": 8.1801,
|
| 82 |
+
"eval_samples_per_second": 267.477,
|
| 83 |
+
"eval_steps_per_second": 16.748,
|
| 84 |
+
"step": 1200
|
| 85 |
+
},
|
| 86 |
+
{
|
| 87 |
+
"epoch": 6.0,
|
| 88 |
+
"learning_rate": 1.2625451567246378e-06,
|
| 89 |
+
"loss": 0.4196,
|
| 90 |
+
"step": 1440
|
| 91 |
+
},
|
| 92 |
+
{
|
| 93 |
+
"epoch": 6.0,
|
| 94 |
+
"eval_accuracy": 0.8871115173674589,
|
| 95 |
+
"eval_loss": 0.450763076543808,
|
| 96 |
+
"eval_runtime": 8.0343,
|
| 97 |
+
"eval_samples_per_second": 272.332,
|
| 98 |
+
"eval_steps_per_second": 17.052,
|
| 99 |
+
"step": 1440
|
| 100 |
+
}
|
| 101 |
+
],
|
| 102 |
+
"logging_steps": 500,
|
| 103 |
+
"max_steps": 1920,
|
| 104 |
+
"num_input_tokens_seen": 0,
|
| 105 |
+
"num_train_epochs": 8,
|
| 106 |
+
"save_steps": 500,
|
| 107 |
+
"total_flos": 977555265925056.0,
|
| 108 |
+
"trial_name": null,
|
| 109 |
+
"trial_params": {
|
| 110 |
+
"alpha": 0.4787113643124785,
|
| 111 |
+
"learning_rate": 5.050180626898551e-06,
|
| 112 |
+
"num_train_epochs": 8,
|
| 113 |
+
"per_device_eval_batch_size": 16,
|
| 114 |
+
"per_device_train_batch_size": 32,
|
| 115 |
+
"temperature": 27
|
| 116 |
+
}
|
| 117 |
+
}
|
run-6/checkpoint-1440/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2caa169e337c2cdce989f2ae2edb46d990d83d311ad8d0fa7b6a8a2e8b15c867
|
| 3 |
+
size 4792
|
run-6/checkpoint-1440/vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|