Spaces:
Runtime error
Runtime error
cta2106
commited on
Commit
•
38d4932
1
Parent(s):
850e40d
initial commit
Browse files- .gitignore +3 -0
- app.py +13 -0
- model/config.json +57 -0
- model/pytorch_model.bin +3 -0
- requirements.txt +4 -0
.gitignore
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
venv
|
2 |
+
.DS_Store
|
3 |
+
.idea/
|
app.py
ADDED
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
from transformers import pipeline, LongformerForSequenceClassification, LongformerTokenizer, Trainer
|
2 |
+
import gradio as gr
|
3 |
+
|
4 |
+
|
5 |
+
def predict_fn(text: str) -> str:
|
6 |
+
model = LongformerForSequenceClassification.from_pretrained("model")
|
7 |
+
tokenizer = LongformerTokenizer.from_pretrained("allenai/longformer-base-4096")
|
8 |
+
|
9 |
+
p = pipeline("sentiment-analysis", model=model, tokenizer=tokenizer)
|
10 |
+
return p(text)["label"]
|
11 |
+
|
12 |
+
|
13 |
+
gr.Interface(predict_fn, "textbox", "label").launch()
|
model/config.json
ADDED
@@ -0,0 +1,57 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "allenai/longformer-base-4096",
|
3 |
+
"architectures": [
|
4 |
+
"LongformerForSequenceClassification"
|
5 |
+
],
|
6 |
+
"attention_mode": "longformer",
|
7 |
+
"attention_probs_dropout_prob": 0.1,
|
8 |
+
"attention_window": [
|
9 |
+
512,
|
10 |
+
512,
|
11 |
+
512,
|
12 |
+
512,
|
13 |
+
512,
|
14 |
+
512,
|
15 |
+
512,
|
16 |
+
512,
|
17 |
+
512,
|
18 |
+
512,
|
19 |
+
512,
|
20 |
+
512
|
21 |
+
],
|
22 |
+
"bos_token_id": 0,
|
23 |
+
"classifier_dropout": null,
|
24 |
+
"eos_token_id": 2,
|
25 |
+
"gradient_checkpointing": false,
|
26 |
+
"hidden_act": "gelu",
|
27 |
+
"hidden_dropout_prob": 0.1,
|
28 |
+
"hidden_size": 768,
|
29 |
+
"id2label": {
|
30 |
+
"0": "dovish",
|
31 |
+
"1": "neutral",
|
32 |
+
"2": "hawkish"
|
33 |
+
},
|
34 |
+
"ignore_attention_mask": false,
|
35 |
+
"initializer_range": 0.02,
|
36 |
+
"intermediate_size": 3072,
|
37 |
+
"label2id": {
|
38 |
+
"LABEL_0": 0,
|
39 |
+
"LABEL_1": 1,
|
40 |
+
"LABEL_2": 2
|
41 |
+
},
|
42 |
+
"layer_norm_eps": 1e-05,
|
43 |
+
"max_position_embeddings": 4098,
|
44 |
+
"model_type": "longformer",
|
45 |
+
"num_attention_heads": 12,
|
46 |
+
"num_hidden_layers": 12,
|
47 |
+
"onnx_export": false,
|
48 |
+
"pad_token_id": 1,
|
49 |
+
"position_embedding_type": "absolute",
|
50 |
+
"problem_type": "multi_label_classification",
|
51 |
+
"sep_token_id": 2,
|
52 |
+
"torch_dtype": "float32",
|
53 |
+
"transformers_version": "4.23.1",
|
54 |
+
"type_vocab_size": 1,
|
55 |
+
"use_cache": true,
|
56 |
+
"vocab_size": 50265
|
57 |
+
}
|
model/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:963dc4d435b943d3f2a60faece01bd04798f5b6d30e12aa55a5ce9d92f3c4447
|
3 |
+
size 594740127
|
requirements.txt
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
transformers
|
2 |
+
torch
|
3 |
+
torchvision
|
4 |
+
gradio
|