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https://github.com/modelscope/modelscope.git
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72 lines
2.3 KiB
Python
72 lines
2.3 KiB
Python
import os
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import json
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from modelscope.hub.api import HubApi
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from modelscope.hub.file_download import model_file_download
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from modelscope.pipelines import pipeline
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from modelscope.utils.config import Config
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from modelscope.utils.constant import ModelFile
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from modelscope.utils.file_utils import get_model_cache_dir
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from modelscope.utils.input_output import (
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call_pipeline_with_json, get_pipeline_information_by_pipeline,
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get_task_input_examples, pipeline_output_to_service_base64_output)
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class ModelJsonTest:
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def __init__(self):
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self.api = HubApi()
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def test_single(self, model_id: str, model_revision=None):
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# get model_revision & task info
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configuration_file = os.path.join(
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get_model_cache_dir(model_id), ModelFile.CONFIGURATION)
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if not model_revision:
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model_revision = self.api.list_model_revisions(
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model_id=model_id)[0]
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if not os.path.exists(configuration_file):
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configuration_file = model_file_download(
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model_id=model_id,
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file_path=ModelFile.CONFIGURATION,
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revision=model_revision)
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cfg = Config.from_file(configuration_file)
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task = cfg.safe_get('task')
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# init pipeline
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ppl = pipeline(
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task=task,
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model=model_id,
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model_revision=model_revision,
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llm_first=True)
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pipeline_info = get_pipeline_information_by_pipeline(ppl)
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# call pipeline
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data = get_task_input_examples(task)
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infer_result = call_pipeline_with_json(pipeline_info, ppl, data)
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result = pipeline_output_to_service_base64_output(task, infer_result)
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return result
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if __name__ == '__main__':
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model_list = [
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'qwen/Qwen-7B-Chat-Int4',
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'qwen/Qwen-14B-Chat-Int4',
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'baichuan-inc/Baichuan2-7B-Chat-4bits',
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'baichuan-inc/Baichuan2-13B-Chat-4bits',
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'ZhipuAI/chatglm2-6b-int4',
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]
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tester = ModelJsonTest()
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for model in model_list:
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try:
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res = tester.test_single(model)
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print(
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f'\nmodel_id {model} call_pipeline_with_json run ok. {res}\n\n\n\n'
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)
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except BaseException as e:
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print(
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f'\nmodel_id {model} call_pipeline_with_json run failed: {e}.\n\n\n\n'
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)
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