Jcarmody93 commited on
Commit
7ea06b2
1 Parent(s): da9e152

Create README.md

Browse files

import sagemaker
import boto3
from sagemaker.huggingface import HuggingFace

try:
role = sagemaker.get_execution_role()
except ValueError:
iam = boto3.client('iam')
role = iam.get_role(RoleName='sagemaker_execution_role')['Role']['Arn']

hyperparameters = {
'model_name_or_path':'TheBloke/dolphin-2.5-mixtral-8x7b-GGUF',
'output_dir':'/opt/ml/model'
# add your remaining hyperparameters
# more info here https://github.com/huggingface/transformers/tree/v4.26.0/examples/pytorch/question-answering
}

# git configuration to download our fine-tuning script
git_config = {'repo': 'https://github.com/huggingface/transformers.git','branch': 'v4.26.0'}

# creates Hugging Face estimator
huggingface_estimator = HuggingFace(
entry_point='run_qa.py',
source_dir='./examples/pytorch/question-answering',
instance_type='ml.p3.2xlarge',
instance_count=1,
role=role,
git_config=git_config,
transformers_version='4.26.0',
pytorch_version='1.13.1',
py_version='py39',
hyperparameters = hyperparameters
)

# starting the train job
huggingface_estimator.fit()

Files changed (1) hide show
  1. README.md +200 -0
README.md ADDED
@@ -0,0 +1,200 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ # For reference on model card metadata, see the spec: https://github.com/huggingface/hub-docs/blob/main/modelcard.md?plain=1
3
+ # Doc / guide: https://huggingface.co/docs/hub/model-cards
4
+ {}
5
+ ---
6
+
7
+ # Model Card for Model ID
8
+
9
+ <!-- Provide a quick summary of what the model is/does. -->
10
+
11
+ This modelcard aims to be a base template for new models. It has been generated using [this raw template](https://github.com/huggingface/huggingface_hub/blob/main/src/huggingface_hub/templates/modelcard_template.md?plain=1).
12
+
13
+ ## Model Details
14
+
15
+ ### Model Description
16
+
17
+ <!-- Provide a longer summary of what this model is. -->
18
+
19
+
20
+
21
+ - **Developed by:** [More Information Needed]
22
+ - **Funded by [optional]:** [More Information Needed]
23
+ - **Shared by [optional]:** [More Information Needed]
24
+ - **Model type:** [More Information Needed]
25
+ - **Language(s) (NLP):** [More Information Needed]
26
+ - **License:** [More Information Needed]
27
+ - **Finetuned from model [optional]:** [More Information Needed]
28
+
29
+ ### Model Sources [optional]
30
+
31
+ <!-- Provide the basic links for the model. -->
32
+
33
+ - **Repository:** [More Information Needed]
34
+ - **Paper [optional]:** [More Information Needed]
35
+ - **Demo [optional]:** [More Information Needed]
36
+
37
+ ## Uses
38
+
39
+ <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
40
+
41
+ ### Direct Use
42
+
43
+ <!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
44
+
45
+ [More Information Needed]
46
+
47
+ ### Downstream Use [optional]
48
+
49
+ <!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
50
+
51
+ [More Information Needed]
52
+
53
+ ### Out-of-Scope Use
54
+
55
+ <!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
56
+
57
+ [More Information Needed]
58
+
59
+ ## Bias, Risks, and Limitations
60
+
61
+ <!-- This section is meant to convey both technical and sociotechnical limitations. -->
62
+
63
+ [More Information Needed]
64
+
65
+ ### Recommendations
66
+
67
+ <!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
68
+
69
+ Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
70
+
71
+ ## How to Get Started with the Model
72
+
73
+ Use the code below to get started with the model.
74
+
75
+ [More Information Needed]
76
+
77
+ ## Training Details
78
+
79
+ ### Training Data
80
+
81
+ <!-- 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. -->
82
+
83
+ [More Information Needed]
84
+
85
+ ### Training Procedure
86
+
87
+ <!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
88
+
89
+ #### Preprocessing [optional]
90
+
91
+ [More Information Needed]
92
+
93
+
94
+ #### Training Hyperparameters
95
+
96
+ - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
97
+
98
+ #### Speeds, Sizes, Times [optional]
99
+
100
+ <!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
101
+
102
+ [More Information Needed]
103
+
104
+ ## Evaluation
105
+
106
+ <!-- This section describes the evaluation protocols and provides the results. -->
107
+
108
+ ### Testing Data, Factors & Metrics
109
+
110
+ #### Testing Data
111
+
112
+ <!-- This should link to a Dataset Card if possible. -->
113
+
114
+ [More Information Needed]
115
+
116
+ #### Factors
117
+
118
+ <!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
119
+
120
+ [More Information Needed]
121
+
122
+ #### Metrics
123
+
124
+ <!-- These are the evaluation metrics being used, ideally with a description of why. -->
125
+
126
+ [More Information Needed]
127
+
128
+ ### Results
129
+
130
+ [More Information Needed]
131
+
132
+ #### Summary
133
+
134
+
135
+
136
+ ## Model Examination [optional]
137
+
138
+ <!-- Relevant interpretability work for the model goes here -->
139
+
140
+ [More Information Needed]
141
+
142
+ ## Environmental Impact
143
+
144
+ <!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
145
+
146
+ 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).
147
+
148
+ - **Hardware Type:** [More Information Needed]
149
+ - **Hours used:** [More Information Needed]
150
+ - **Cloud Provider:** [More Information Needed]
151
+ - **Compute Region:** [More Information Needed]
152
+ - **Carbon Emitted:** [More Information Needed]
153
+
154
+ ## Technical Specifications [optional]
155
+
156
+ ### Model Architecture and Objective
157
+
158
+ [More Information Needed]
159
+
160
+ ### Compute Infrastructure
161
+
162
+ [More Information Needed]
163
+
164
+ #### Hardware
165
+
166
+ [More Information Needed]
167
+
168
+ #### Software
169
+
170
+ [More Information Needed]
171
+
172
+ ## Citation [optional]
173
+
174
+ <!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
175
+
176
+ **BibTeX:**
177
+
178
+ [More Information Needed]
179
+
180
+ **APA:**
181
+
182
+ [More Information Needed]
183
+
184
+ ## Glossary [optional]
185
+
186
+ <!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
187
+
188
+ [More Information Needed]
189
+
190
+ ## More Information [optional]
191
+
192
+ [More Information Needed]
193
+
194
+ ## Model Card Authors [optional]
195
+
196
+ [More Information Needed]
197
+
198
+ ## Model Card Contact
199
+
200
+ [More Information Needed]