Commit From AutoNLP
Browse files- README.md +44 -0
- config.json +35 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- sample_input.pkl +3 -0
- special_tokens_map.json +1 -0
- tokenizer_config.json +1 -0
- vocab.json +0 -0
README.md
ADDED
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
tags: autonlp
|
3 |
+
language: en
|
4 |
+
widget:
|
5 |
+
- text: "I love AutoNLP 🤗"
|
6 |
+
datasets:
|
7 |
+
- idjotherwise/autonlp-data-reading_prediction
|
8 |
+
---
|
9 |
+
|
10 |
+
# Model Trained Using AutoNLP
|
11 |
+
|
12 |
+
- Problem type: Single Column Regression
|
13 |
+
- Model ID: 172506
|
14 |
+
|
15 |
+
## Validation Metrics
|
16 |
+
|
17 |
+
- Loss: 0.03257797285914421
|
18 |
+
- MSE: 0.03257797285914421
|
19 |
+
- MAE: 0.14246532320976257
|
20 |
+
- R2: 0.9693824457290849
|
21 |
+
- RMSE: 0.18049369752407074
|
22 |
+
- Explained Variance: 0.9699198007583618
|
23 |
+
|
24 |
+
## Usage
|
25 |
+
|
26 |
+
You can use cURL to access this model:
|
27 |
+
|
28 |
+
```
|
29 |
+
$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoNLP"}' https://api-inference.huggingface.co/models/idjotherwise/autonlp-reading_prediction-172506
|
30 |
+
```
|
31 |
+
|
32 |
+
Or Python API:
|
33 |
+
|
34 |
+
```
|
35 |
+
from transformers import AutoModelForSequenceClassification, AutoTokenizer
|
36 |
+
|
37 |
+
model = AutoModelForSequenceClassification.from_pretrained("idjotherwise/autonlp-reading_prediction-172506", use_auth_token=True)
|
38 |
+
|
39 |
+
tokenizer = AutoTokenizer.from_pretrained("idjotherwise/autonlp-reading_prediction-172506", use_auth_token=True)
|
40 |
+
|
41 |
+
inputs = tokenizer("I love AutoNLP", return_tensors="pt")
|
42 |
+
|
43 |
+
outputs = model(**inputs)
|
44 |
+
```
|
config.json
ADDED
@@ -0,0 +1,35 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "AutoNLP",
|
3 |
+
"_num_labels": 1,
|
4 |
+
"architectures": [
|
5 |
+
"RobertaForSequenceClassification"
|
6 |
+
],
|
7 |
+
"attention_probs_dropout_prob": 0.1,
|
8 |
+
"bos_token_id": 0,
|
9 |
+
"eos_token_id": 2,
|
10 |
+
"gradient_checkpointing": false,
|
11 |
+
"hidden_act": "gelu",
|
12 |
+
"hidden_dropout_prob": 0.1,
|
13 |
+
"hidden_size": 1024,
|
14 |
+
"id2label": {
|
15 |
+
"0": "target"
|
16 |
+
},
|
17 |
+
"initializer_range": 0.02,
|
18 |
+
"intermediate_size": 4096,
|
19 |
+
"label2id": {
|
20 |
+
"target": "0"
|
21 |
+
},
|
22 |
+
"layer_norm_eps": 1e-05,
|
23 |
+
"max_length": 256,
|
24 |
+
"max_position_embeddings": 514,
|
25 |
+
"model_type": "roberta",
|
26 |
+
"num_attention_heads": 16,
|
27 |
+
"num_hidden_layers": 24,
|
28 |
+
"pad_token_id": 1,
|
29 |
+
"padding": "max_length",
|
30 |
+
"position_embedding_type": "absolute",
|
31 |
+
"transformers_version": "4.5.1",
|
32 |
+
"type_vocab_size": 1,
|
33 |
+
"use_cache": true,
|
34 |
+
"vocab_size": 50265
|
35 |
+
}
|
merges.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:fc642ae2013ad2642744f271be055320917d5b71ce18ce2a8ffbff366e9e6562
|
3 |
+
size 1421616585
|
sample_input.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7aceeb8faa821f9a3cb7268aaf72a5d080c5eccef03b4d07da5d3ef8eef263c8
|
3 |
+
size 5104
|
special_tokens_map.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": false}}
|
tokenizer_config.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>", "add_prefix_space": false, "errors": "replace", "sep_token": "</s>", "cls_token": "<s>", "pad_token": "<pad>", "mask_token": "<mask>", "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "AutoNLP"}
|
vocab.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|