system HF staff commited on
Commit
84549c9
1 Parent(s): 37cc08c

Commit From AutoTrain

Browse files
.gitattributes CHANGED
@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ *.bin.* filter=lfs diff=lfs merge=lfs -text
37
+ *.tar.gz filter=lfs diff=lfs merge=lfs -text
38
+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,56 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - autotrain
4
+ - text-classification
5
+ language:
6
+ - en
7
+ widget:
8
+ - text: "I love AutoTrain"
9
+ datasets:
10
+ - reachosen/autotrain-data-in-basket-3.42
11
+ co2_eq_emissions:
12
+ emissions: 0.7228932272231364
13
+ ---
14
+
15
+ # Model Trained Using AutoTrain
16
+
17
+ - Problem type: Multi-class Classification
18
+ - Model ID: 83100142189
19
+ - CO2 Emissions (in grams): 0.7229
20
+
21
+ ## Validation Metrics
22
+
23
+ - Loss: 0.584
24
+ - Accuracy: 0.851
25
+ - Macro F1: 0.841
26
+ - Micro F1: 0.851
27
+ - Weighted F1: 0.847
28
+ - Macro Precision: 0.851
29
+ - Micro Precision: 0.851
30
+ - Weighted Precision: 0.853
31
+ - Macro Recall: 0.843
32
+ - Micro Recall: 0.851
33
+ - Weighted Recall: 0.851
34
+
35
+
36
+ ## Usage
37
+
38
+ You can use cURL to access this model:
39
+
40
+ ```
41
+ $ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoTrain"}' https://api-inference.huggingface.co/models/reachosen/autotrain-in-basket-3.42-83100142189
42
+ ```
43
+
44
+ Or Python API:
45
+
46
+ ```
47
+ from transformers import AutoModelForSequenceClassification, AutoTokenizer
48
+
49
+ model = AutoModelForSequenceClassification.from_pretrained("reachosen/autotrain-in-basket-3.42-83100142189", use_auth_token=True)
50
+
51
+ tokenizer = AutoTokenizer.from_pretrained("reachosen/autotrain-in-basket-3.42-83100142189", use_auth_token=True)
52
+
53
+ inputs = tokenizer("I love AutoTrain", return_tensors="pt")
54
+
55
+ outputs = model(**inputs)
56
+ ```
config.json ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "AutoTrain",
3
+ "_num_labels": 31,
4
+ "architectures": [
5
+ "DebertaForSequenceClassification"
6
+ ],
7
+ "attention_probs_dropout_prob": 0.1,
8
+ "hidden_act": "gelu",
9
+ "hidden_dropout_prob": 0.1,
10
+ "hidden_size": 768,
11
+ "id2label": {
12
+ "0": "Abdominal Nonurgent",
13
+ "1": "Abdominal Urgent",
14
+ "2": "BrkB N",
15
+ "3": "BrkB U",
16
+ "4": "Dig N",
17
+ "5": "Dig U",
18
+ "6": "Digestive Nonurgent",
19
+ "7": "Face/Tongue/Lip Swell Nonurgent",
20
+ "8": "Face/Tongue/Lip Swell Urgent",
21
+ "9": "Hd N",
22
+ "10": "Hd U",
23
+ "11": "Lg Ank Swling N",
24
+ "12": "Lg Ank Swling U",
25
+ "13": "Limb: fnc/sen N",
26
+ "14": "Limb: fnc/sen U",
27
+ "15": "Mov U",
28
+ "16": "Mov N",
29
+ "17": "Musculoskeletal Nonurgent",
30
+ "18": "Musculoskeletal Urgent",
31
+ "19": "Respiratory Nonurgent",
32
+ "20": "Respiratory Urgent",
33
+ "21": "Seizure Nonurgent",
34
+ "22": "Seizure Urgent",
35
+ "23": "Sk N",
36
+ "24": "Sk U",
37
+ "25": "Stand up/Bear Weight Nonurgent",
38
+ "26": "Stand up/Bear Weight Urgent",
39
+ "27": "Throat Nonurgent",
40
+ "28": "Throat Urgent",
41
+ "29": "Vision Nonurgent",
42
+ "30": "Vision Urgent"
43
+ },
44
+ "initializer_range": 0.02,
45
+ "intermediate_size": 3072,
46
+ "label2id": {
47
+ "Abdominal Nonurgent": 0,
48
+ "Abdominal Urgent": 1,
49
+ "BrkB N": 2,
50
+ "BrkB U": 3,
51
+ "Dig N": 4,
52
+ "Dig U": 5,
53
+ "Digestive Nonurgent": 6,
54
+ "Face/Tongue/Lip Swell Nonurgent": 7,
55
+ "Face/Tongue/Lip Swell Urgent": 8,
56
+ "Hd N": 9,
57
+ "Hd U": 10,
58
+ "Lg Ank Swling N": 11,
59
+ "Lg Ank Swling U": 12,
60
+ "Limb: fnc/sen N": 13,
61
+ "Limb: fnc/sen U": 14,
62
+ "Mov U": 15,
63
+ "Mov N": 16,
64
+ "Musculoskeletal Nonurgent": 17,
65
+ "Musculoskeletal Urgent": 18,
66
+ "Respiratory Nonurgent": 19,
67
+ "Respiratory Urgent": 20,
68
+ "Seizure Nonurgent": 21,
69
+ "Seizure Urgent": 22,
70
+ "Sk N": 23,
71
+ "Sk U": 24,
72
+ "Stand up/Bear Weight Nonurgent": 25,
73
+ "Stand up/Bear Weight Urgent": 26,
74
+ "Throat Nonurgent": 27,
75
+ "Throat Urgent": 28,
76
+ "Vision Nonurgent": 29,
77
+ "Vision Urgent": 30
78
+ },
79
+ "layer_norm_eps": 1e-07,
80
+ "max_length": 64,
81
+ "max_position_embeddings": 512,
82
+ "max_relative_positions": -1,
83
+ "model_type": "deberta",
84
+ "num_attention_heads": 12,
85
+ "num_hidden_layers": 12,
86
+ "pad_token_id": 0,
87
+ "padding": "max_length",
88
+ "pooler_dropout": 0,
89
+ "pooler_hidden_act": "gelu",
90
+ "pooler_hidden_size": 768,
91
+ "pos_att_type": [
92
+ "c2p",
93
+ "p2c"
94
+ ],
95
+ "position_biased_input": false,
96
+ "relative_attention": true,
97
+ "torch_dtype": "float32",
98
+ "transformers_version": "4.29.2",
99
+ "type_vocab_size": 0,
100
+ "vocab_size": 50265
101
+ }
merges.txt ADDED
The diff for this file is too large to render. See raw diff
 
model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:04600202b0ca6407cb2e0b0d4c18e1d01ac78dc96a02b4a390d1be6b6f767cca
3
+ size 556892972
pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:885851ee42aabe03490b75021b73b25c54e6448bea8fb16a28575a339e311785
3
+ size 556937841
special_tokens_map.json ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "bos_token": {
3
+ "content": "[CLS]",
4
+ "lstrip": false,
5
+ "normalized": true,
6
+ "rstrip": false,
7
+ "single_word": false
8
+ },
9
+ "cls_token": {
10
+ "content": "[CLS]",
11
+ "lstrip": false,
12
+ "normalized": true,
13
+ "rstrip": false,
14
+ "single_word": false
15
+ },
16
+ "eos_token": {
17
+ "content": "[SEP]",
18
+ "lstrip": false,
19
+ "normalized": true,
20
+ "rstrip": false,
21
+ "single_word": false
22
+ },
23
+ "mask_token": {
24
+ "content": "[MASK]",
25
+ "lstrip": true,
26
+ "normalized": true,
27
+ "rstrip": false,
28
+ "single_word": false
29
+ },
30
+ "pad_token": {
31
+ "content": "[PAD]",
32
+ "lstrip": false,
33
+ "normalized": true,
34
+ "rstrip": false,
35
+ "single_word": false
36
+ },
37
+ "sep_token": {
38
+ "content": "[SEP]",
39
+ "lstrip": false,
40
+ "normalized": true,
41
+ "rstrip": false,
42
+ "single_word": false
43
+ },
44
+ "unk_token": {
45
+ "content": "[UNK]",
46
+ "lstrip": false,
47
+ "normalized": true,
48
+ "rstrip": false,
49
+ "single_word": false
50
+ }
51
+ }
tokenizer.json ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dd99ab3440677b009aa0ae0815907e3f484816fe809c18ac165ae039aa6bb151
3
+ size 2109874
tokenizer_config.json ADDED
@@ -0,0 +1,66 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "add_bos_token": false,
3
+ "add_prefix_space": false,
4
+ "bos_token": {
5
+ "__type": "AddedToken",
6
+ "content": "[CLS]",
7
+ "lstrip": false,
8
+ "normalized": true,
9
+ "rstrip": false,
10
+ "single_word": false
11
+ },
12
+ "clean_up_tokenization_spaces": true,
13
+ "cls_token": {
14
+ "__type": "AddedToken",
15
+ "content": "[CLS]",
16
+ "lstrip": false,
17
+ "normalized": true,
18
+ "rstrip": false,
19
+ "single_word": false
20
+ },
21
+ "do_lower_case": false,
22
+ "eos_token": {
23
+ "__type": "AddedToken",
24
+ "content": "[SEP]",
25
+ "lstrip": false,
26
+ "normalized": true,
27
+ "rstrip": false,
28
+ "single_word": false
29
+ },
30
+ "errors": "replace",
31
+ "mask_token": {
32
+ "__type": "AddedToken",
33
+ "content": "[MASK]",
34
+ "lstrip": true,
35
+ "normalized": true,
36
+ "rstrip": false,
37
+ "single_word": false
38
+ },
39
+ "model_max_length": 512,
40
+ "pad_token": {
41
+ "__type": "AddedToken",
42
+ "content": "[PAD]",
43
+ "lstrip": false,
44
+ "normalized": true,
45
+ "rstrip": false,
46
+ "single_word": false
47
+ },
48
+ "sep_token": {
49
+ "__type": "AddedToken",
50
+ "content": "[SEP]",
51
+ "lstrip": false,
52
+ "normalized": true,
53
+ "rstrip": false,
54
+ "single_word": false
55
+ },
56
+ "tokenizer_class": "DebertaTokenizer",
57
+ "unk_token": {
58
+ "__type": "AddedToken",
59
+ "content": "[UNK]",
60
+ "lstrip": false,
61
+ "normalized": true,
62
+ "rstrip": false,
63
+ "single_word": false
64
+ },
65
+ "vocab_type": "gpt2"
66
+ }
vocab.json ADDED
The diff for this file is too large to render. See raw diff