alpcansoydas
commited on
Commit
•
e3a1f03
1
Parent(s):
e1d36ce
Upload BertForSequenceClassification
Browse files- README.md +199 -0
- config.json +121 -0
- model.safetensors +3 -0
README.md
ADDED
@@ -0,0 +1,199 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
library_name: transformers
|
3 |
+
tags: []
|
4 |
+
---
|
5 |
+
|
6 |
+
# Model Card for Model ID
|
7 |
+
|
8 |
+
<!-- Provide a quick summary of what the model is/does. -->
|
9 |
+
|
10 |
+
|
11 |
+
|
12 |
+
## Model Details
|
13 |
+
|
14 |
+
### Model Description
|
15 |
+
|
16 |
+
<!-- Provide a longer summary of what this model is. -->
|
17 |
+
|
18 |
+
This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated.
|
19 |
+
|
20 |
+
- **Developed by:** [More Information Needed]
|
21 |
+
- **Funded by [optional]:** [More Information Needed]
|
22 |
+
- **Shared by [optional]:** [More Information Needed]
|
23 |
+
- **Model type:** [More Information Needed]
|
24 |
+
- **Language(s) (NLP):** [More Information Needed]
|
25 |
+
- **License:** [More Information Needed]
|
26 |
+
- **Finetuned from model [optional]:** [More Information Needed]
|
27 |
+
|
28 |
+
### Model Sources [optional]
|
29 |
+
|
30 |
+
<!-- Provide the basic links for the model. -->
|
31 |
+
|
32 |
+
- **Repository:** [More Information Needed]
|
33 |
+
- **Paper [optional]:** [More Information Needed]
|
34 |
+
- **Demo [optional]:** [More Information Needed]
|
35 |
+
|
36 |
+
## Uses
|
37 |
+
|
38 |
+
<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
|
39 |
+
|
40 |
+
### Direct Use
|
41 |
+
|
42 |
+
<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
|
43 |
+
|
44 |
+
[More Information Needed]
|
45 |
+
|
46 |
+
### Downstream Use [optional]
|
47 |
+
|
48 |
+
<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
|
49 |
+
|
50 |
+
[More Information Needed]
|
51 |
+
|
52 |
+
### Out-of-Scope Use
|
53 |
+
|
54 |
+
<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
|
55 |
+
|
56 |
+
[More Information Needed]
|
57 |
+
|
58 |
+
## Bias, Risks, and Limitations
|
59 |
+
|
60 |
+
<!-- This section is meant to convey both technical and sociotechnical limitations. -->
|
61 |
+
|
62 |
+
[More Information Needed]
|
63 |
+
|
64 |
+
### Recommendations
|
65 |
+
|
66 |
+
<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
|
67 |
+
|
68 |
+
Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
|
69 |
+
|
70 |
+
## How to Get Started with the Model
|
71 |
+
|
72 |
+
Use the code below to get started with the model.
|
73 |
+
|
74 |
+
[More Information Needed]
|
75 |
+
|
76 |
+
## Training Details
|
77 |
+
|
78 |
+
### Training Data
|
79 |
+
|
80 |
+
<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
|
81 |
+
|
82 |
+
[More Information Needed]
|
83 |
+
|
84 |
+
### Training Procedure
|
85 |
+
|
86 |
+
<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
|
87 |
+
|
88 |
+
#### Preprocessing [optional]
|
89 |
+
|
90 |
+
[More Information Needed]
|
91 |
+
|
92 |
+
|
93 |
+
#### Training Hyperparameters
|
94 |
+
|
95 |
+
- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
|
96 |
+
|
97 |
+
#### Speeds, Sizes, Times [optional]
|
98 |
+
|
99 |
+
<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
|
100 |
+
|
101 |
+
[More Information Needed]
|
102 |
+
|
103 |
+
## Evaluation
|
104 |
+
|
105 |
+
<!-- This section describes the evaluation protocols and provides the results. -->
|
106 |
+
|
107 |
+
### Testing Data, Factors & Metrics
|
108 |
+
|
109 |
+
#### Testing Data
|
110 |
+
|
111 |
+
<!-- This should link to a Dataset Card if possible. -->
|
112 |
+
|
113 |
+
[More Information Needed]
|
114 |
+
|
115 |
+
#### Factors
|
116 |
+
|
117 |
+
<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
|
118 |
+
|
119 |
+
[More Information Needed]
|
120 |
+
|
121 |
+
#### Metrics
|
122 |
+
|
123 |
+
<!-- These are the evaluation metrics being used, ideally with a description of why. -->
|
124 |
+
|
125 |
+
[More Information Needed]
|
126 |
+
|
127 |
+
### Results
|
128 |
+
|
129 |
+
[More Information Needed]
|
130 |
+
|
131 |
+
#### Summary
|
132 |
+
|
133 |
+
|
134 |
+
|
135 |
+
## Model Examination [optional]
|
136 |
+
|
137 |
+
<!-- Relevant interpretability work for the model goes here -->
|
138 |
+
|
139 |
+
[More Information Needed]
|
140 |
+
|
141 |
+
## Environmental Impact
|
142 |
+
|
143 |
+
<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
|
144 |
+
|
145 |
+
Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
|
146 |
+
|
147 |
+
- **Hardware Type:** [More Information Needed]
|
148 |
+
- **Hours used:** [More Information Needed]
|
149 |
+
- **Cloud Provider:** [More Information Needed]
|
150 |
+
- **Compute Region:** [More Information Needed]
|
151 |
+
- **Carbon Emitted:** [More Information Needed]
|
152 |
+
|
153 |
+
## Technical Specifications [optional]
|
154 |
+
|
155 |
+
### Model Architecture and Objective
|
156 |
+
|
157 |
+
[More Information Needed]
|
158 |
+
|
159 |
+
### Compute Infrastructure
|
160 |
+
|
161 |
+
[More Information Needed]
|
162 |
+
|
163 |
+
#### Hardware
|
164 |
+
|
165 |
+
[More Information Needed]
|
166 |
+
|
167 |
+
#### Software
|
168 |
+
|
169 |
+
[More Information Needed]
|
170 |
+
|
171 |
+
## Citation [optional]
|
172 |
+
|
173 |
+
<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
|
174 |
+
|
175 |
+
**BibTeX:**
|
176 |
+
|
177 |
+
[More Information Needed]
|
178 |
+
|
179 |
+
**APA:**
|
180 |
+
|
181 |
+
[More Information Needed]
|
182 |
+
|
183 |
+
## Glossary [optional]
|
184 |
+
|
185 |
+
<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
|
186 |
+
|
187 |
+
[More Information Needed]
|
188 |
+
|
189 |
+
## More Information [optional]
|
190 |
+
|
191 |
+
[More Information Needed]
|
192 |
+
|
193 |
+
## Model Card Authors [optional]
|
194 |
+
|
195 |
+
[More Information Needed]
|
196 |
+
|
197 |
+
## Model Card Contact
|
198 |
+
|
199 |
+
[More Information Needed]
|
config.json
ADDED
@@ -0,0 +1,121 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "google-bert/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": "Air circulation and parts and accessories",
|
14 |
+
"1": "Audio and visual equipment",
|
15 |
+
"2": "Batteries and cells and accessories",
|
16 |
+
"3": "Building construction machinery and accessories",
|
17 |
+
"4": "Building maintenance and repair services",
|
18 |
+
"5": "Business function specific software",
|
19 |
+
"6": "Cameras",
|
20 |
+
"7": "Chassis components",
|
21 |
+
"8": "Circuit assemblies and radio frequency RF components",
|
22 |
+
"9": "Cloud-based infrastructure as a service",
|
23 |
+
"10": "Computer accessories",
|
24 |
+
"11": "Computer displays",
|
25 |
+
"12": "Computer printers",
|
26 |
+
"13": "Computers",
|
27 |
+
"14": "Connectors",
|
28 |
+
"15": "Contracts",
|
29 |
+
"16": "Development software",
|
30 |
+
"17": "Electrical cable and accessories",
|
31 |
+
"18": "Electrical transmission and distribution equipment",
|
32 |
+
"19": "Electronic and communication measuring and testing instruments",
|
33 |
+
"20": "Electronic assembly machinery and support equipment",
|
34 |
+
"21": "Electronic component parts and raw materials and accessories",
|
35 |
+
"22": "Electronic manufacturing and processing machinery",
|
36 |
+
"23": "Fixed network equipment and components",
|
37 |
+
"24": "Housings and cabinets",
|
38 |
+
"25": "Industrial machinery components and accessories",
|
39 |
+
"26": "Industry specific software",
|
40 |
+
"27": "Media storage devices",
|
41 |
+
"28": "Mounting hardware",
|
42 |
+
"29": "Network management software",
|
43 |
+
"30": "Network security equipment",
|
44 |
+
"31": "Office machine accessories",
|
45 |
+
"32": "Personal communication devices",
|
46 |
+
"33": "Phone and video conference equipment and hardware and controllers",
|
47 |
+
"34": "Power generation control equipment",
|
48 |
+
"35": "Power generators",
|
49 |
+
"36": "Power plants",
|
50 |
+
"37": "Sales and business promotion activities",
|
51 |
+
"38": "Security and control equipment",
|
52 |
+
"39": "Security and protection software",
|
53 |
+
"40": "Shelving and storage",
|
54 |
+
"41": "Storage chests and cabinets and trunks",
|
55 |
+
"42": "System Cards",
|
56 |
+
"43": "System boards processors interfaces or modules",
|
57 |
+
"44": "Telecommunication Services"
|
58 |
+
},
|
59 |
+
"initializer_range": 0.02,
|
60 |
+
"intermediate_size": 3072,
|
61 |
+
"label2id": {
|
62 |
+
"Air circulation and parts and accessories": 0,
|
63 |
+
"Audio and visual equipment": 1,
|
64 |
+
"Batteries and cells and accessories": 2,
|
65 |
+
"Building construction machinery and accessories": 3,
|
66 |
+
"Building maintenance and repair services": 4,
|
67 |
+
"Business function specific software": 5,
|
68 |
+
"Cameras": 6,
|
69 |
+
"Chassis components": 7,
|
70 |
+
"Circuit assemblies and radio frequency RF components": 8,
|
71 |
+
"Cloud-based infrastructure as a service": 9,
|
72 |
+
"Computer accessories": 10,
|
73 |
+
"Computer displays": 11,
|
74 |
+
"Computer printers": 12,
|
75 |
+
"Computers": 13,
|
76 |
+
"Connectors": 14,
|
77 |
+
"Contracts": 15,
|
78 |
+
"Development software": 16,
|
79 |
+
"Electrical cable and accessories": 17,
|
80 |
+
"Electrical transmission and distribution equipment": 18,
|
81 |
+
"Electronic and communication measuring and testing instruments": 19,
|
82 |
+
"Electronic assembly machinery and support equipment": 20,
|
83 |
+
"Electronic component parts and raw materials and accessories": 21,
|
84 |
+
"Electronic manufacturing and processing machinery": 22,
|
85 |
+
"Fixed network equipment and components": 23,
|
86 |
+
"Housings and cabinets": 24,
|
87 |
+
"Industrial machinery components and accessories": 25,
|
88 |
+
"Industry specific software": 26,
|
89 |
+
"Media storage devices": 27,
|
90 |
+
"Mounting hardware": 28,
|
91 |
+
"Network management software": 29,
|
92 |
+
"Network security equipment": 30,
|
93 |
+
"Office machine accessories": 31,
|
94 |
+
"Personal communication devices": 32,
|
95 |
+
"Phone and video conference equipment and hardware and controllers": 33,
|
96 |
+
"Power generation control equipment": 34,
|
97 |
+
"Power generators": 35,
|
98 |
+
"Power plants": 36,
|
99 |
+
"Sales and business promotion activities": 37,
|
100 |
+
"Security and control equipment": 38,
|
101 |
+
"Security and protection software": 39,
|
102 |
+
"Shelving and storage": 40,
|
103 |
+
"Storage chests and cabinets and trunks": 41,
|
104 |
+
"System Cards": 42,
|
105 |
+
"System boards processors interfaces or modules": 43,
|
106 |
+
"Telecommunication Services": 44
|
107 |
+
},
|
108 |
+
"layer_norm_eps": 1e-12,
|
109 |
+
"max_position_embeddings": 512,
|
110 |
+
"model_type": "bert",
|
111 |
+
"num_attention_heads": 12,
|
112 |
+
"num_hidden_layers": 12,
|
113 |
+
"pad_token_id": 0,
|
114 |
+
"position_embedding_type": "absolute",
|
115 |
+
"problem_type": "single_label_classification",
|
116 |
+
"torch_dtype": "float32",
|
117 |
+
"transformers_version": "4.45.2",
|
118 |
+
"type_vocab_size": 2,
|
119 |
+
"use_cache": true,
|
120 |
+
"vocab_size": 30522
|
121 |
+
}
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:34cc5954ad053e629194280cc8254f1f405670580662031e4fd08f6eac33b3d6
|
3 |
+
size 438090916
|