[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:
chenjian
2022-11-02 10:22:17 +08:00
committed by GitHub
parent c11f4bac88
commit 7e64f4088f
6 changed files with 316 additions and 11 deletions

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# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

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# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import hashlib
import os
import time
import json
import uuid
import yaml
import fastdeploy.utils.hub_env as hubenv
class HubConfig:
'''
FastDeploy model management configuration class.
'''
def __init__(self):
self._initialize()
self.file = os.path.join(hubenv.CONF_HOME, 'config.yaml')
if not os.path.exists(self.file):
self.flush()
return
with open(self.file, 'r') as file:
try:
cfg = yaml.load(file, Loader=yaml.FullLoader)
self.data.update(cfg)
except:
...
def _initialize(self):
# Set default configuration values.
self.data = {}
self.data['server'] = 'http://paddlepaddle.org.cn/paddlehub'
def reset(self):
'''Reset configuration to default.'''
self._initialize()
self.flush()
@property
def server(self):
'''Model server url.'''
return self.data['server']
@server.setter
def server(self, url: str):
self.data['server'] = url
self.flush()
def flush(self):
'''Flush the current configuration into the configuration file.'''
with open(self.file, 'w') as file:
cfg = json.loads(json.dumps(self.data))
yaml.dump(cfg, file)
def __str__(self):
cfg = json.loads(json.dumps(self.data))
return yaml.dump(cfg)
config = HubConfig()

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# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
'''
This module is used to store environmental variables for fastdeploy model hub.
FASTDEPLOY_HUB_HOME --> the root directory for storing fastdeploy model hub related data. Default to ~/.fastdeploy. Users can change the
├ default value through the FASTDEPLOY_HUB_HOME environment variable.
├── MODEL_HOME --> Store the downloaded fastdeploy models.
├── CONF_HOME --> Store the default configuration files.
'''
import os
def _get_user_home():
return os.path.expanduser('~')
def _get_hub_home():
if 'FASTDEPLOY_HUB_HOME' in os.environ:
home_path = os.environ['FASTDEPLOY_HUB_HOME']
if os.path.exists(home_path):
if os.path.isdir(home_path):
return home_path
else:
raise RuntimeError(
'The environment variable FASTDEPLOY_HUB_HOME {} is not a directory.'.
format(home_path))
else:
return home_path
return os.path.join(_get_user_home(), '.fastdeploy')
def _get_sub_home(directory):
home = os.path.join(_get_hub_home(), directory)
os.makedirs(home, exist_ok=True)
return home
USER_HOME = _get_user_home()
HUB_HOME = _get_hub_home()
MODEL_HOME = _get_sub_home('models')
CONF_HOME = _get_sub_home('conf')

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# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License"
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import json
import requests
from typing import List
from fastdeploy.utils.hub_config import config
class ServerConnectionError(Exception):
def __init__(self, url: str):
self.url = url
def __str__(self):
tips = 'Can\'t connect to FastDeploy Model Server: {}'.format(self.url)
return tips
class ModelServer(object):
'''
FastDeploy server source
Args:
url(str) : Url of the server
timeout(int) : Request timeout
'''
def __init__(self, url: str, timeout: int=10):
self._url = url
self._timeout = timeout
def search_model(self, name: str, format: str=None,
version: str=None) -> List[dict]:
'''
Search model from model server.
Args:
name(str) : FastDeploy model name
format(str): FastDeploy model format
version(str) : FastDeploy model version
Return:
result(list): search results
'''
params = {}
params['name'] = name
if format:
params['format'] = format
if version:
params['version'] = version
result = self.request(path='fastdeploy_search', params=params)
if result['status'] == 0 and len(result['data']) > 0:
return result['data']
return None
def stat_model(self, name: str, format: str, version: str):
'''
Note a record when download a model for statistics.
Args:
name(str) : FastDeploy model name
format(str): FastDeploy model format
version(str) : FastDeploy model version
Return:
is_successful(bool): True if successful, False otherwise
'''
params = {}
params['name'] = name
params['format'] = format
params['version'] = version
params['from'] = 'fastdeploy'
try:
result = self.request(path='stat', params=params)
except Exception:
return False
if result['status'] == 0:
return True
else:
return False
def request(self, path: str, params: dict) -> dict:
'''Request server.'''
api = '{}/{}'.format(self._url, path)
try:
result = requests.get(api, params, timeout=self._timeout)
return result.json()
except requests.exceptions.ConnectionError as e:
raise ServerConnectionError(self._url)
def is_connected(self):
return self.check(self._url)
@classmethod
def check(cls, url: str) -> bool:
'''
Check if the specified url is a valid model server
Args:
url(str) : Url to check
'''
try:
r = requests.get(url + '/search')
return r.status_code == 200
except:
return False
model_server = ModelServer(config.server)