mirror of
https://github.com/PaddlePaddle/FastDeploy.git
synced 2025-10-05 16:48:03 +08:00
[Other] Hub feature: add model hub management for fastdeploy (#453)
* add hub tool for fastdeploy * fix format * refactor code * remove EasyDict Co-authored-by: Jason <jiangjiajun@baidu.com>
This commit is contained in:
13
python/fastdeploy/utils/__init__.py
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13
python/fastdeploy/utils/__init__.py
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# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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76
python/fastdeploy/utils/hub_config.py
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76
python/fastdeploy/utils/hub_config.py
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# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License"
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import hashlib
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import os
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import time
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import json
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import uuid
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import yaml
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import fastdeploy.utils.hub_env as hubenv
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class HubConfig:
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'''
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FastDeploy model management configuration class.
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'''
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def __init__(self):
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self._initialize()
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self.file = os.path.join(hubenv.CONF_HOME, 'config.yaml')
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if not os.path.exists(self.file):
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self.flush()
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return
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with open(self.file, 'r') as file:
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try:
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cfg = yaml.load(file, Loader=yaml.FullLoader)
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self.data.update(cfg)
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except:
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...
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def _initialize(self):
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# Set default configuration values.
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self.data = {}
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self.data['server'] = 'http://paddlepaddle.org.cn/paddlehub'
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def reset(self):
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'''Reset configuration to default.'''
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self._initialize()
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self.flush()
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@property
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def server(self):
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'''Model server url.'''
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return self.data['server']
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@server.setter
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def server(self, url: str):
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self.data['server'] = url
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self.flush()
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def flush(self):
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'''Flush the current configuration into the configuration file.'''
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with open(self.file, 'w') as file:
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cfg = json.loads(json.dumps(self.data))
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yaml.dump(cfg, file)
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def __str__(self):
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cfg = json.loads(json.dumps(self.data))
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return yaml.dump(cfg)
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config = HubConfig()
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54
python/fastdeploy/utils/hub_env.py
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54
python/fastdeploy/utils/hub_env.py
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# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License"
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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'''
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This module is used to store environmental variables for fastdeploy model hub.
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FASTDEPLOY_HUB_HOME --> the root directory for storing fastdeploy model hub related data. Default to ~/.fastdeploy. Users can change the
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├ default value through the FASTDEPLOY_HUB_HOME environment variable.
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├── MODEL_HOME --> Store the downloaded fastdeploy models.
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├── CONF_HOME --> Store the default configuration files.
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'''
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import os
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def _get_user_home():
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return os.path.expanduser('~')
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def _get_hub_home():
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if 'FASTDEPLOY_HUB_HOME' in os.environ:
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home_path = os.environ['FASTDEPLOY_HUB_HOME']
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if os.path.exists(home_path):
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if os.path.isdir(home_path):
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return home_path
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else:
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raise RuntimeError(
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'The environment variable FASTDEPLOY_HUB_HOME {} is not a directory.'.
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format(home_path))
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else:
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return home_path
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return os.path.join(_get_user_home(), '.fastdeploy')
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def _get_sub_home(directory):
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home = os.path.join(_get_hub_home(), directory)
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os.makedirs(home, exist_ok=True)
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return home
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USER_HOME = _get_user_home()
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HUB_HOME = _get_hub_home()
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MODEL_HOME = _get_sub_home('models')
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CONF_HOME = _get_sub_home('conf')
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119
python/fastdeploy/utils/hub_model_server.py
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119
python/fastdeploy/utils/hub_model_server.py
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# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License"
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import json
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import requests
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from typing import List
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from fastdeploy.utils.hub_config import config
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class ServerConnectionError(Exception):
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def __init__(self, url: str):
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self.url = url
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def __str__(self):
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tips = 'Can\'t connect to FastDeploy Model Server: {}'.format(self.url)
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return tips
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class ModelServer(object):
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'''
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FastDeploy server source
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Args:
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url(str) : Url of the server
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timeout(int) : Request timeout
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'''
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def __init__(self, url: str, timeout: int=10):
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self._url = url
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self._timeout = timeout
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def search_model(self, name: str, format: str=None,
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version: str=None) -> List[dict]:
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'''
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Search model from model server.
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Args:
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name(str) : FastDeploy model name
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format(str): FastDeploy model format
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version(str) : FastDeploy model version
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Return:
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result(list): search results
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'''
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params = {}
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params['name'] = name
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if format:
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params['format'] = format
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if version:
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params['version'] = version
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result = self.request(path='fastdeploy_search', params=params)
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if result['status'] == 0 and len(result['data']) > 0:
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return result['data']
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return None
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def stat_model(self, name: str, format: str, version: str):
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'''
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Note a record when download a model for statistics.
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Args:
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name(str) : FastDeploy model name
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format(str): FastDeploy model format
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version(str) : FastDeploy model version
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Return:
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is_successful(bool): True if successful, False otherwise
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'''
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params = {}
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params['name'] = name
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params['format'] = format
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params['version'] = version
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params['from'] = 'fastdeploy'
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try:
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result = self.request(path='stat', params=params)
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except Exception:
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return False
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if result['status'] == 0:
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return True
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else:
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return False
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def request(self, path: str, params: dict) -> dict:
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'''Request server.'''
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api = '{}/{}'.format(self._url, path)
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try:
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result = requests.get(api, params, timeout=self._timeout)
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return result.json()
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except requests.exceptions.ConnectionError as e:
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raise ServerConnectionError(self._url)
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def is_connected(self):
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return self.check(self._url)
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@classmethod
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def check(cls, url: str) -> bool:
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'''
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Check if the specified url is a valid model server
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Args:
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url(str) : Url to check
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'''
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try:
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r = requests.get(url + '/search')
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return r.status_code == 200
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except:
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return False
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model_server = ModelServer(config.server)
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