abhishek HF staff commited on
Commit
030289c
1 Parent(s): fc1fa6e

Commit From AutoNLP

Browse files
.gitattributes CHANGED
@@ -25,3 +25,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
25
  *.zip filter=lfs diff=lfs merge=lfs -text
26
  *.zstandard filter=lfs diff=lfs merge=lfs -text
27
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
25
  *.zip filter=lfs diff=lfs merge=lfs -text
26
  *.zstandard filter=lfs diff=lfs merge=lfs -text
27
  *tfevents* filter=lfs diff=lfs merge=lfs -text
28
+ *.tar.gz filter=lfs diff=lfs merge=lfs -text
29
+ *.pkl filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,52 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags: autonlp
3
+ language: en
4
+ widget:
5
+ - text: "I love AutoNLP 🤗"
6
+ datasets:
7
+ - juliensimon/autonlp-data-song-lyrics
8
+ co2_eq_emissions: 55.552987716859484
9
+ ---
10
+
11
+ # Model Trained Using AutoNLP
12
+
13
+ - Problem type: Multi-class Classification
14
+ - Model ID: 18753423
15
+ - CO2 Emissions (in grams): 55.552987716859484
16
+
17
+ ## Validation Metrics
18
+
19
+ - Loss: 0.913820743560791
20
+ - Accuracy: 0.654110224531453
21
+ - Macro F1: 0.5327761649415296
22
+ - Micro F1: 0.654110224531453
23
+ - Weighted F1: 0.6339481529454227
24
+ - Macro Precision: 0.6799297267808116
25
+ - Micro Precision: 0.654110224531453
26
+ - Weighted Precision: 0.6533459269990771
27
+ - Macro Recall: 0.49907494605289154
28
+ - Micro Recall: 0.654110224531453
29
+ - Weighted Recall: 0.654110224531453
30
+
31
+
32
+ ## Usage
33
+
34
+ You can use cURL to access this model:
35
+
36
+ ```
37
+ $ 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/juliensimon/autonlp-song-lyrics-18753423
38
+ ```
39
+
40
+ Or Python API:
41
+
42
+ ```
43
+ from transformers import AutoModelForSequenceClassification, AutoTokenizer
44
+
45
+ model = AutoModelForSequenceClassification.from_pretrained("juliensimon/autonlp-song-lyrics-18753423", use_auth_token=True)
46
+
47
+ tokenizer = AutoTokenizer.from_pretrained("juliensimon/autonlp-song-lyrics-18753423", use_auth_token=True)
48
+
49
+ inputs = tokenizer("I love AutoNLP", return_tensors="pt")
50
+
51
+ outputs = model(**inputs)
52
+ ```
config.json ADDED
@@ -0,0 +1,44 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "AutoNLP",
3
+ "_num_labels": 6,
4
+ "activation": "gelu",
5
+ "architectures": [
6
+ "DistilBertForSequenceClassification"
7
+ ],
8
+ "attention_dropout": 0.1,
9
+ "dim": 768,
10
+ "dropout": 0.1,
11
+ "hidden_dim": 3072,
12
+ "id2label": {
13
+ "0": "Dance",
14
+ "1": "Heavy Metal",
15
+ "2": "Hip Hop",
16
+ "3": "Indie",
17
+ "4": "Pop",
18
+ "5": "Rock"
19
+ },
20
+ "initializer_range": 0.02,
21
+ "label2id": {
22
+ "Dance": 0,
23
+ "Heavy Metal": 1,
24
+ "Hip Hop": 2,
25
+ "Indie": 3,
26
+ "Pop": 4,
27
+ "Rock": 5
28
+ },
29
+ "max_length": 512,
30
+ "max_position_embeddings": 512,
31
+ "model_type": "distilbert",
32
+ "n_heads": 12,
33
+ "n_layers": 6,
34
+ "output_past": true,
35
+ "pad_token_id": 0,
36
+ "padding": "max_length",
37
+ "problem_type": "single_label_classification",
38
+ "qa_dropout": 0.1,
39
+ "seq_classif_dropout": 0.2,
40
+ "sinusoidal_pos_embds": false,
41
+ "tie_weights_": true,
42
+ "transformers_version": "4.8.0",
43
+ "vocab_size": 28996
44
+ }
pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cf4e6e053b76b2cb79a5fa34cd79ac430a8de6c80be44eea75f59e377daaa6e6
3
+ size 263184497
sample_input.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8d6efa55e9cd4b8ea8e929e493abe920c56510e4fbe2f2d2c4180f073d8fba8b
3
+ size 9206
special_tokens_map.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
tokenizer.json ADDED
The diff for this file is too large to render. See raw diff
 
tokenizer_config.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"do_lower_case": false, "unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]", "tokenize_chinese_chars": true, "strip_accents": null, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "AutoNLP", "tokenizer_class": "DistilBertTokenizer"}
vocab.txt ADDED
The diff for this file is too large to render. See raw diff