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hub / github.com/modelscope/modelscope / check_model

Method check_model

modelscope/utils/deploy_checker.py:23–54  ·  view source on GitHub ↗
(self, model_id: str, model_revision=None)

Source from the content-addressed store, hash-verified

21 self.api = HubApi()
22
23 def check_model(self, model_id: str, model_revision=None):
24 # get model_revision & task info
25 if not model_revision:
26 model_revisions = self.api.list_model_revisions(model_id)
27 logger.info(
28 f'All model_revisions of `{model_id}`: {model_revisions}')
29 if len(model_revisions):
30 model_revision = model_revisions[0]
31 else:
32 logger.error(f'{model_id} has no revision.')
33
34 configuration_file = model_file_download(
35 model_id=model_id,
36 file_path=ModelFile.CONFIGURATION,
37 revision=model_revision)
38 cfg = Config.from_file(configuration_file)
39 task = cfg.safe_get('task')
40
41 # init pipeline
42 ppl = pipeline(
43 task=task,
44 model=model_id,
45 model_revision=model_revision,
46 external_engine_for_llm=True)
47 pipeline_info = get_pipeline_information_by_pipeline(ppl)
48
49 # call pipeline
50 data = get_task_input_examples(task)
51
52 infer_result = call_pipeline_with_json(pipeline_info, ppl, data)
53 result = pipeline_output_to_service_base64_output(task, infer_result)
54 return result
55
56
57def check_deploy(models: Union[str, List], revisions: Union[str, List] = None):

Callers 5

check_deployFunction · 0.95
_validate_modelMethod · 0.80
_validate_onnx_modelMethod · 0.80
_validate_onnx_modelMethod · 0.80
_validate_onnx_modelMethod · 0.80

Calls 9

model_file_downloadFunction · 0.90
pipelineFunction · 0.90
get_task_input_examplesFunction · 0.90
call_pipeline_with_jsonFunction · 0.90
infoMethod · 0.80
from_fileMethod · 0.80
safe_getMethod · 0.45

Tested by 1

_validate_onnx_modelMethod · 0.64