Text Classification
Transformers
PyTorch
TensorBoard
bert
Generated from Trainer
text-embeddings-inference
Instructions to use jonathanybema/twitter-bert-base-sentiment with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use jonathanybema/twitter-bert-base-sentiment with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="jonathanybema/twitter-bert-base-sentiment")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("jonathanybema/twitter-bert-base-sentiment") model = AutoModelForSequenceClassification.from_pretrained("jonathanybema/twitter-bert-base-sentiment") - Notebooks
- Google Colab
- Kaggle
Commit ·
041d97e
1
Parent(s): f342b7c
Training in progress, epoch 1
Browse files- .gitignore +1 -0
- config.json +37 -0
- pytorch_model.bin +3 -0
- runs/Jan02_10-23-38_5e4da7119439/1672655035.4102535/events.out.tfevents.1672655035.5e4da7119439.521.1 +3 -0
- runs/Jan02_10-23-38_5e4da7119439/events.out.tfevents.1672655035.5e4da7119439.521.0 +3 -0
- runs/Jan02_10-31-01_5e4da7119439/1672655468.1177518/events.out.tfevents.1672655468.5e4da7119439.521.3 +3 -0
- runs/Jan02_10-31-01_5e4da7119439/1672655479.173165/events.out.tfevents.1672655479.5e4da7119439.521.4 +3 -0
- runs/Jan02_10-31-01_5e4da7119439/events.out.tfevents.1672655468.5e4da7119439.521.2 +3 -0
- runs/Jan02_10-37-41_5e4da7119439/1672655868.552315/events.out.tfevents.1672655868.5e4da7119439.521.6 +3 -0
- runs/Jan02_10-37-41_5e4da7119439/events.out.tfevents.1672655868.5e4da7119439.521.5 +3 -0
- special_tokens_map.json +7 -0
- tokenizer.json +0 -0
- tokenizer_config.json +14 -0
- training_args.bin +3 -0
- vocab.txt +0 -0
.gitignore
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
checkpoint-*/
|
config.json
ADDED
|
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "bert-base-uncased",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"BertForSequenceClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.1,
|
| 7 |
+
"classifier_dropout": null,
|
| 8 |
+
"gradient_checkpointing": false,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_dropout_prob": 0.1,
|
| 11 |
+
"hidden_size": 768,
|
| 12 |
+
"id2label": {
|
| 13 |
+
"0": "LABEL_0",
|
| 14 |
+
"1": "LABEL_1",
|
| 15 |
+
"2": "LABEL_2"
|
| 16 |
+
},
|
| 17 |
+
"initializer_range": 0.02,
|
| 18 |
+
"intermediate_size": 3072,
|
| 19 |
+
"label2id": {
|
| 20 |
+
"LABEL_0": 0,
|
| 21 |
+
"LABEL_1": 1,
|
| 22 |
+
"LABEL_2": 2
|
| 23 |
+
},
|
| 24 |
+
"layer_norm_eps": 1e-12,
|
| 25 |
+
"max_position_embeddings": 512,
|
| 26 |
+
"model_type": "bert",
|
| 27 |
+
"num_attention_heads": 12,
|
| 28 |
+
"num_hidden_layers": 12,
|
| 29 |
+
"pad_token_id": 0,
|
| 30 |
+
"position_embedding_type": "absolute",
|
| 31 |
+
"problem_type": "single_label_classification",
|
| 32 |
+
"torch_dtype": "float32",
|
| 33 |
+
"transformers_version": "4.25.1",
|
| 34 |
+
"type_vocab_size": 2,
|
| 35 |
+
"use_cache": true,
|
| 36 |
+
"vocab_size": 30522
|
| 37 |
+
}
|
pytorch_model.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:c99b5f58e9a6bf387fe7dfbcfaa758d8d601bea4b063f72e50f65d09975e9d74
|
| 3 |
+
size 438010997
|
runs/Jan02_10-23-38_5e4da7119439/1672655035.4102535/events.out.tfevents.1672655035.5e4da7119439.521.1
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3d7f584fd56a80aa02e9625569808faee099d6e3d0f67b023d34b1338767a996
|
| 3 |
+
size 5530
|
runs/Jan02_10-23-38_5e4da7119439/events.out.tfevents.1672655035.5e4da7119439.521.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:23a82f8a6f09ee2561ca03edc46b2f7bbc63496b2a8d86c57ee0adab929c9190
|
| 3 |
+
size 3898
|
runs/Jan02_10-31-01_5e4da7119439/1672655468.1177518/events.out.tfevents.1672655468.5e4da7119439.521.3
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:03ac07c066d434e677a920ffb9b27fc12f57c16a7c7684b0e567f504937f3c6e
|
| 3 |
+
size 5530
|
runs/Jan02_10-31-01_5e4da7119439/1672655479.173165/events.out.tfevents.1672655479.5e4da7119439.521.4
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:80cb3de83a75811bb3f7977a4062ea4e0c622a9f694872847bd3c54206f84132
|
| 3 |
+
size 5530
|
runs/Jan02_10-31-01_5e4da7119439/events.out.tfevents.1672655468.5e4da7119439.521.2
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4d9a301a7d0da67c4a950ca7b583c0d9c3e8172a31e92e0940859747ee260b1e
|
| 3 |
+
size 7756
|
runs/Jan02_10-37-41_5e4da7119439/1672655868.552315/events.out.tfevents.1672655868.5e4da7119439.521.6
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:53c377756dad33db9537da6cdd9f03204f15bc9639fc419ea8003cf9dce391d7
|
| 3 |
+
size 5530
|
runs/Jan02_10-37-41_5e4da7119439/events.out.tfevents.1672655868.5e4da7119439.521.5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:51e7568fb6fbe5539e4cd7c4a0bb8c04064115d6efdf7f3aae9113dd65562726
|
| 3 |
+
size 40
|
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 |
+
}
|
tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"do_lower_case": true,
|
| 4 |
+
"mask_token": "[MASK]",
|
| 5 |
+
"model_max_length": 512,
|
| 6 |
+
"name_or_path": "bert-base-uncased",
|
| 7 |
+
"pad_token": "[PAD]",
|
| 8 |
+
"sep_token": "[SEP]",
|
| 9 |
+
"special_tokens_map_file": null,
|
| 10 |
+
"strip_accents": null,
|
| 11 |
+
"tokenize_chinese_chars": true,
|
| 12 |
+
"tokenizer_class": "BertTokenizer",
|
| 13 |
+
"unk_token": "[UNK]"
|
| 14 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:22ae657fcbc5d135a29297f53da7eab863b0c4cccfa50b128a166a5e447aeb24
|
| 3 |
+
size 3451
|
vocab.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|