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Update app.py
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app.py
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import gradio as gr
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import os
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import random
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title="LLaVa 56B Large Language Virtual Assiatant",
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examples=examples,
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concurrency_limit=20,
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).launch(share=True,show_api=True)
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import sagemaker
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import boto3
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from sagemaker.huggingface import HuggingFace
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try:
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role = sagemaker.get_execution_role()
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except ValueError:
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iam = boto3.client('iam')
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role = iam.get_role(RoleName='sagemaker_execution_role')['Role']['Arn']
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hyperparameters = {
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'model_name_or_path':'mistralai/Mixtral-8x7B-Instruct-v0.1',
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'output_dir':'/opt/ml/model'
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# add your remaining hyperparameters
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# more info here https://github.com/huggingface/transformers/tree/v4.37.0/examples/pytorch/language-modeling
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}
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# git configuration to download our fine-tuning script
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git_config = {'repo': 'https://github.com/huggingface/transformers.git','branch': 'v4.37.0'}
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# creates Hugging Face estimator
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huggingface_estimator = HuggingFace(
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entry_point='run_clm.py',
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source_dir='./examples/pytorch/language-modeling',
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instance_type='ml.p3.2xlarge',
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instance_count=1,
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role=role,
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git_config=git_config,
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transformers_version='4.37.0',
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pytorch_version='2.1.0',
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py_version='py310',
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hyperparameters = hyperparameters
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)
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# starting the train job
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huggingface_estimator.fit()
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from huggingface_hub import InferenceClient
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import gradio as gr
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import os
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import random
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title="LLaVa 56B Large Language Virtual Assiatant",
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examples=examples,
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concurrency_limit=20,
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).launch(share=True,show_api=True)
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