mirror of https://github.com/milvus-io/milvus.git
867 lines
32 KiB
Python
867 lines
32 KiB
Python
import json
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import requests
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import time
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import uuid
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from utils.util_log import test_log as logger
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from minio import Minio
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from minio.error import S3Error
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from minio.commonconfig import REPLACE, CopySource
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def logger_request_response(response, url, tt, headers, data, str_data, str_response, method):
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if len(data) > 2000:
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data = data[:1000] + "..." + data[-1000:]
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try:
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if response.status_code == 200:
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if ('code' in response.json() and response.json()["code"] == 200) or (
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'Code' in response.json() and response.json()["Code"] == 0):
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logger.debug(
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f"\nmethod: {method}, \nurl: {url}, \ncost time: {tt}, \nheader: {headers}, \npayload: {str_data}, \nresponse: {str_response}")
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else:
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logger.debug(
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f"\nmethod: {method}, \nurl: {url}, \ncost time: {tt}, \nheader: {headers}, \npayload: {data}, \nresponse: {response.text}")
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else:
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logger.debug(
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f"method: \nmethod: {method}, \nurl: {url}, \ncost time: {tt}, \nheader: {headers}, \npayload: {data}, \nresponse: {response.text}")
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except Exception as e:
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logger.debug(
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f"method: \nmethod: {method}, \nurl: {url}, \ncost time: {tt}, \nheader: {headers}, \npayload: {data}, \nresponse: {response.text}, \nerror: {e}")
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class Requests:
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def __init__(self, url=None, api_key=None):
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self.url = url
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self.api_key = api_key
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self.headers = {
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'Content-Type': 'application/json',
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'Authorization': f'Bearer {self.api_key}',
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'RequestId': str(uuid.uuid1())
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}
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def update_headers(self):
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headers = {
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'Content-Type': 'application/json',
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'Authorization': f'Bearer {self.api_key}',
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'RequestId': str(uuid.uuid1())
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}
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return headers
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def post(self, url, headers=None, data=None, params=None):
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headers = headers if headers is not None else self.update_headers()
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data = json.dumps(data)
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str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data
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t0 = time.time()
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response = requests.post(url, headers=headers, data=data, params=params)
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tt = time.time() - t0
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str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text
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logger_request_response(response, url, tt, headers, data, str_data, str_response, "post")
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return response
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def get(self, url, headers=None, params=None, data=None):
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headers = headers if headers is not None else self.update_headers()
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data = json.dumps(data)
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str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data
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t0 = time.time()
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if data is None or data == "null":
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response = requests.get(url, headers=headers, params=params)
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else:
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response = requests.get(url, headers=headers, params=params, data=data)
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tt = time.time() - t0
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str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text
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logger_request_response(response, url, tt, headers, data, str_data, str_response, "get")
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return response
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def put(self, url, headers=None, data=None):
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headers = headers if headers is not None else self.update_headers()
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data = json.dumps(data)
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str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data
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t0 = time.time()
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response = requests.put(url, headers=headers, data=data)
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tt = time.time() - t0
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str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text
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logger_request_response(response, url, tt, headers, data, str_data, str_response, "put")
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return response
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def delete(self, url, headers=None, data=None):
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headers = headers if headers is not None else self.update_headers()
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data = json.dumps(data)
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str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data
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t0 = time.time()
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response = requests.delete(url, headers=headers, data=data)
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tt = time.time() - t0
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str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text
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logger_request_response(response, url, tt, headers, data, str_data, str_response, "delete")
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return response
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class VectorClient(Requests):
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def __init__(self, endpoint, token):
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super().__init__(url=endpoint, api_key=token)
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self.endpoint = endpoint
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self.token = token
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self.api_key = token
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self.db_name = None
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self.headers = self.update_headers()
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def update_headers(self):
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headers = {
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'Content-Type': 'application/json',
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'Authorization': f'Bearer {self.api_key}',
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'Accept-Type-Allow-Int64': "true",
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'RequestId': str(uuid.uuid1())
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}
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return headers
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def vector_search(self, payload, db_name="default", timeout=10):
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time.sleep(1)
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url = f'{self.endpoint}/v2/vectordb/entities/search'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if "data" in rsp and len(rsp["data"]) == 0:
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t0 = time.time()
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while time.time() - t0 < timeout:
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if len(rsp["data"]) > 0:
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break
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time.sleep(1)
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else:
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if "data" in rsp and len(rsp["data"]) == 0:
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logger.info(f"after {timeout}s, still no data")
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return response.json()
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def vector_advanced_search(self, payload, db_name="default", timeout=10):
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time.sleep(1)
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url = f'{self.endpoint}/v2/vectordb/entities/advanced_search'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if "data" in rsp and len(rsp["data"]) == 0:
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t0 = time.time()
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while time.time() - t0 < timeout:
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if len(rsp["data"]) > 0:
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break
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time.sleep(1)
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else:
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if "data" in rsp and len(rsp["data"]) == 0:
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logger.info(f"after {timeout}s, still no data")
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return response.json()
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def vector_hybrid_search(self, payload, db_name="default", timeout=10):
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time.sleep(1)
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url = f'{self.endpoint}/v2/vectordb/entities/hybrid_search'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if "data" in rsp and len(rsp["data"]) == 0:
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t0 = time.time()
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while time.time() - t0 < timeout:
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if len(rsp["data"]) > 0:
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break
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time.sleep(1)
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else:
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if "data" in rsp and len(rsp["data"]) == 0:
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logger.info(f"after {timeout}s, still no data")
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return response.json()
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def vector_query(self, payload, db_name="default", timeout=5):
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time.sleep(1)
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url = f'{self.endpoint}/v2/vectordb/entities/query'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if "data" in rsp and len(rsp["data"]) == 0:
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t0 = time.time()
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while time.time() - t0 < timeout:
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if len(rsp["data"]) > 0:
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break
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time.sleep(1)
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else:
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response = self.post(url, headers=self.update_headers(), data=payload)
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rsp = response.json()
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if "data" in rsp and len(rsp["data"]) == 0:
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logger.info(f"after {timeout}s, still no data")
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return response.json()
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def vector_get(self, payload, db_name="default"):
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time.sleep(1)
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url = f'{self.endpoint}/v2/vectordb/entities/get'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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return response.json()
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def vector_delete(self, payload, db_name="default"):
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url = f'{self.endpoint}/v2/vectordb/entities/delete'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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return response.json()
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def vector_insert(self, payload, db_name="default"):
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url = f'{self.endpoint}/v2/vectordb/entities/insert'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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return response.json()
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def vector_upsert(self, payload, db_name="default"):
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url = f'{self.endpoint}/v2/vectordb/entities/upsert'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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return response.json()
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class CollectionClient(Requests):
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def __init__(self, endpoint, token):
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super().__init__(url=endpoint, api_key=token)
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self.endpoint = endpoint
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self.api_key = token
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self.db_name = None
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self.headers = self.update_headers()
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def update_headers(self, headers=None):
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if headers is not None:
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return headers
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headers = {
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'Content-Type': 'application/json',
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'Authorization': f'Bearer {self.api_key}',
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'RequestId': str(uuid.uuid1())
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}
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return headers
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def collection_has(self, db_name="default", collection_name=None):
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url = f'{self.endpoint}/v2/vectordb/collections/has'
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if self.db_name is not None:
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db_name = self.db_name
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data = {
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"dbName": db_name,
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"collectionName": collection_name
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}
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response = self.post(url, headers=self.update_headers(), data=data)
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res = response.json()
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return res
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def collection_rename(self, payload, db_name="default"):
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url = f'{self.endpoint}/v2/vectordb/collections/rename'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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return response.json()
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def collection_stats(self, db_name="default", collection_name=None):
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url = f'{self.endpoint}/v2/vectordb/collections/get_stats'
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if self.db_name is not None:
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db_name = self.db_name
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data = {
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"dbName": db_name,
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"collectionName": collection_name
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}
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response = self.post(url, headers=self.update_headers(), data=data)
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res = response.json()
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return res
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def collection_load(self, db_name="default", collection_name=None):
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url = f'{self.endpoint}/v2/vectordb/collections/load'
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if self.db_name is not None:
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db_name = self.db_name
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payload = {
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"dbName": db_name,
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"collectionName": collection_name
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}
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response = self.post(url, headers=self.update_headers(), data=payload)
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res = response.json()
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return res
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def collection_release(self, db_name="default", collection_name=None):
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url = f'{self.endpoint}/v2/vectordb/collections/release'
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if self.db_name is not None:
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db_name = self.db_name
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payload = {
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"dbName": db_name,
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"collectionName": collection_name
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}
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response = self.post(url, headers=self.update_headers(), data=payload)
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res = response.json()
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return res
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def collection_load_state(self, db_name="default", collection_name=None, partition_names=None):
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url = f'{self.endpoint}/v2/vectordb/collections/get_load_state'
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if self.db_name is not None:
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db_name = self.db_name
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data = {
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"dbName": db_name,
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"collectionName": collection_name,
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}
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if partition_names is not None:
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data["partitionNames"] = partition_names
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response = self.post(url, headers=self.update_headers(), data=data)
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res = response.json()
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return res
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def collection_list(self, db_name="default"):
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url = f'{self.endpoint}/v2/vectordb/collections/list'
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params = {}
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if self.db_name is not None:
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params = {
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"dbName": self.db_name
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}
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if db_name != "default":
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params = {
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"dbName": db_name
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}
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response = self.post(url, headers=self.update_headers(), params=params)
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res = response.json()
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return res
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def collection_create(self, payload, db_name="default"):
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time.sleep(1) # wait for collection created and in case of rate limit
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url = f'{self.endpoint}/v2/vectordb/collections/create'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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return response.json()
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def collection_describe(self, collection_name, db_name="default"):
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url = f'{self.endpoint}/v2/vectordb/collections/describe'
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data = {"collectionName": collection_name}
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if self.db_name is not None:
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data = {
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"collectionName": collection_name,
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"dbName": self.db_name
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}
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if db_name != "default":
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data = {
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"collectionName": collection_name,
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"dbName": db_name
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}
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response = self.post(url, headers=self.update_headers(), data=data)
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return response.json()
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def collection_drop(self, payload, db_name="default"):
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time.sleep(1) # wait for collection drop and in case of rate limit
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url = f'{self.endpoint}/v2/vectordb/collections/drop'
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if self.db_name is not None:
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payload["dbName"] = self.db_name
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if db_name != "default":
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payload["dbName"] = db_name
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response = self.post(url, headers=self.update_headers(), data=payload)
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return response.json()
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class PartitionClient(Requests):
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def __init__(self, endpoint, token):
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super().__init__(url=endpoint, api_key=token)
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self.endpoint = endpoint
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self.api_key = token
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self.db_name = None
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self.headers = self.update_headers()
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def update_headers(self):
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headers = {
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'Content-Type': 'application/json',
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'Authorization': f'Bearer {self.api_key}',
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'RequestId': str(uuid.uuid1())
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}
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return headers
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def partition_list(self, db_name="default", collection_name=None):
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url = f'{self.endpoint}/v2/vectordb/partitions/list'
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data = {
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"collectionName": collection_name
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}
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if self.db_name is not None:
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data = {
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"dbName": self.db_name,
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"collectionName": collection_name
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}
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if db_name != "default":
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data = {
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"dbName": db_name,
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"collectionName": collection_name
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}
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response = self.post(url, headers=self.update_headers(), data=data)
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res = response.json()
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return res
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def partition_create(self, db_name="default", collection_name=None, partition_name=None):
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url = f'{self.endpoint}/v2/vectordb/partitions/create'
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if self.db_name is not None:
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db_name = self.db_name
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payload = {
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"dbName": db_name,
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"collectionName": collection_name,
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"partitionName": partition_name
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}
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response = self.post(url, headers=self.update_headers(), data=payload)
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res = response.json()
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return res
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def partition_drop(self, db_name="default", collection_name=None, partition_name=None):
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url = f'{self.endpoint}/v2/vectordb/partitions/drop'
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if self.db_name is not None:
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db_name = self.db_name
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payload = {
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"dbName": db_name,
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"collectionName": collection_name,
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"partitionName": partition_name
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}
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response = self.post(url, headers=self.update_headers(), data=payload)
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res = response.json()
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return res
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|
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def partition_load(self, db_name="default", collection_name=None, partition_names=None):
|
|
url = f'{self.endpoint}/v2/vectordb/partitions/load'
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
payload = {
|
|
"dbName": db_name,
|
|
"collectionName": collection_name,
|
|
"partitionNames": partition_names
|
|
}
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def partition_release(self, db_name="default", collection_name=None, partition_names=None):
|
|
url = f'{self.endpoint}/v2/vectordb/partitions/release'
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
payload = {
|
|
"dbName": db_name,
|
|
"collectionName": collection_name,
|
|
"partitionNames": partition_names
|
|
}
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def partition_has(self, db_name="default", collection_name=None, partition_name=None):
|
|
url = f'{self.endpoint}/v2/vectordb/partitions/has'
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
data = {
|
|
"dbName": db_name,
|
|
"collectionName": collection_name,
|
|
"partitionName": partition_name
|
|
}
|
|
response = self.post(url, headers=self.update_headers(), data=data)
|
|
res = response.json()
|
|
return res
|
|
|
|
def partition_stats(self, db_name="default", collection_name=None, partition_name=None):
|
|
url = f'{self.endpoint}/v2/vectordb/partitions/get_stats'
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
data = {
|
|
"dbName": db_name,
|
|
"collectionName": collection_name,
|
|
"partitionName": partition_name
|
|
}
|
|
response = self.post(url, headers=self.update_headers(), data=data)
|
|
res = response.json()
|
|
return res
|
|
|
|
|
|
class UserClient(Requests):
|
|
|
|
def __init__(self, endpoint, token):
|
|
super().__init__(url=endpoint, api_key=token)
|
|
self.endpoint = endpoint
|
|
self.api_key = token
|
|
self.db_name = None
|
|
self.headers = self.update_headers()
|
|
|
|
def update_headers(self):
|
|
headers = {
|
|
'Content-Type': 'application/json',
|
|
'Authorization': f'Bearer {self.api_key}',
|
|
'RequestId': str(uuid.uuid1())
|
|
}
|
|
return headers
|
|
|
|
def user_list(self):
|
|
url = f'{self.endpoint}/v2/vectordb/users/list'
|
|
response = self.post(url, headers=self.update_headers())
|
|
res = response.json()
|
|
return res
|
|
|
|
def user_create(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/users/create'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def user_password_update(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/users/update_password'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def user_describe(self, user_name):
|
|
url = f'{self.endpoint}/v2/vectordb/users/describe'
|
|
data = {
|
|
"userName": user_name
|
|
}
|
|
response = self.post(url, headers=self.update_headers(), data=data)
|
|
res = response.json()
|
|
return res
|
|
|
|
def user_drop(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/users/drop'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def user_grant(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/users/grant_role'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def user_revoke(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/users/revoke_role'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
|
|
class RoleClient(Requests):
|
|
|
|
def __init__(self, endpoint, token):
|
|
super().__init__(url=endpoint, api_key=token)
|
|
self.endpoint = endpoint
|
|
self.api_key = token
|
|
self.db_name = None
|
|
self.headers = self.update_headers()
|
|
self.role_names = []
|
|
|
|
def update_headers(self):
|
|
headers = {
|
|
'Content-Type': 'application/json',
|
|
'Authorization': f'Bearer {self.api_key}',
|
|
'RequestId': str(uuid.uuid1())
|
|
}
|
|
return headers
|
|
|
|
def role_list(self):
|
|
url = f'{self.endpoint}/v2/vectordb/roles/list'
|
|
response = self.post(url, headers=self.update_headers())
|
|
res = response.json()
|
|
return res
|
|
|
|
def role_create(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/roles/create'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
if res["code"] == 200:
|
|
self.role_names.append(payload["roleName"])
|
|
return res
|
|
|
|
def role_describe(self, role_name):
|
|
url = f'{self.endpoint}/v2/vectordb/roles/describe'
|
|
data = {
|
|
"roleName": role_name
|
|
}
|
|
response = self.post(url, headers=self.update_headers(), data=data)
|
|
res = response.json()
|
|
return res
|
|
|
|
def role_drop(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/roles/drop'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def role_grant(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/roles/grant_privilege'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def role_revoke(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/roles/revoke_privilege'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
|
|
class IndexClient(Requests):
|
|
|
|
def __init__(self, endpoint, token):
|
|
super().__init__(url=endpoint, api_key=token)
|
|
self.endpoint = endpoint
|
|
self.api_key = token
|
|
self.db_name = None
|
|
self.headers = self.update_headers()
|
|
|
|
def update_headers(self):
|
|
headers = {
|
|
'Content-Type': 'application/json',
|
|
'Authorization': f'Bearer {self.api_key}',
|
|
'RequestId': str(uuid.uuid1())
|
|
}
|
|
return headers
|
|
|
|
def index_create(self, payload, db_name="default"):
|
|
url = f'{self.endpoint}/v2/vectordb/indexes/create'
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
payload["dbName"] = db_name
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def index_describe(self, db_name="default", collection_name=None, index_name=None):
|
|
url = f'{self.endpoint}/v2/vectordb/indexes/describe'
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
data = {
|
|
"dbName": db_name,
|
|
"collectionName": collection_name,
|
|
"indexName": index_name
|
|
}
|
|
response = self.post(url, headers=self.update_headers(), data=data)
|
|
res = response.json()
|
|
return res
|
|
|
|
def index_list(self, collection_name=None, db_name="default"):
|
|
url = f'{self.endpoint}/v2/vectordb/indexes/list'
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
data = {
|
|
"dbName": db_name,
|
|
"collectionName": collection_name
|
|
}
|
|
response = self.post(url, headers=self.update_headers(), data=data)
|
|
res = response.json()
|
|
return res
|
|
|
|
def index_drop(self, payload, db_name="default"):
|
|
url = f'{self.endpoint}/v2/vectordb/indexes/drop'
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
payload["dbName"] = db_name
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
|
|
class AliasClient(Requests):
|
|
|
|
def __init__(self, endpoint, token):
|
|
super().__init__(url=endpoint, api_key=token)
|
|
self.endpoint = endpoint
|
|
self.api_key = token
|
|
self.db_name = None
|
|
self.headers = self.update_headers()
|
|
|
|
def update_headers(self):
|
|
headers = {
|
|
'Content-Type': 'application/json',
|
|
'Authorization': f'Bearer {self.api_key}',
|
|
'RequestId': str(uuid.uuid1())
|
|
}
|
|
return headers
|
|
|
|
def list_alias(self):
|
|
url = f'{self.endpoint}/v2/vectordb/aliases/list'
|
|
response = self.post(url, headers=self.update_headers())
|
|
res = response.json()
|
|
return res
|
|
|
|
def describe_alias(self, alias_name):
|
|
url = f'{self.endpoint}/v2/vectordb/aliases/describe'
|
|
data = {
|
|
"aliasName": alias_name
|
|
}
|
|
response = self.post(url, headers=self.update_headers(), data=data)
|
|
res = response.json()
|
|
return res
|
|
|
|
def alter_alias(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/aliases/alter'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def drop_alias(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/aliases/drop'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def create_alias(self, payload):
|
|
url = f'{self.endpoint}/v2/vectordb/aliases/create'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
|
|
class ImportJobClient(Requests):
|
|
|
|
def __init__(self, endpoint, token):
|
|
super().__init__(url=endpoint, api_key=token)
|
|
self.endpoint = endpoint
|
|
self.api_key = token
|
|
self.db_name = None
|
|
self.headers = self.update_headers()
|
|
|
|
def update_headers(self):
|
|
headers = {
|
|
'Content-Type': 'application/json',
|
|
'Authorization': f'Bearer {self.api_key}',
|
|
'RequestId': str(uuid.uuid1())
|
|
}
|
|
return headers
|
|
|
|
def list_import_jobs(self, payload, db_name="default"):
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
payload["dbName"] = db_name
|
|
if db_name is None:
|
|
payload.pop("dbName")
|
|
url = f'{self.endpoint}/v2/vectordb/jobs/import/list'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def create_import_jobs(self, payload, db_name="default"):
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
url = f'{self.endpoint}/v2/vectordb/jobs/import/create'
|
|
payload["dbName"] = db_name
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def get_import_job_progress(self, job_id, db_name="default"):
|
|
if self.db_name is not None:
|
|
db_name = self.db_name
|
|
payload = {
|
|
"dbName": db_name,
|
|
"jobID": job_id
|
|
}
|
|
if db_name is None:
|
|
payload.pop("dbName")
|
|
if job_id is None:
|
|
payload.pop("jobID")
|
|
url = f'{self.endpoint}/v2/vectordb/jobs/import/get_progress'
|
|
response = self.post(url, headers=self.update_headers(), data=payload)
|
|
res = response.json()
|
|
return res
|
|
|
|
def wait_import_job_completed(self, job_id):
|
|
finished = False
|
|
t0 = time.time()
|
|
rsp = self.get_import_job_progress(job_id)
|
|
while not finished:
|
|
rsp = self.get_import_job_progress(job_id)
|
|
if rsp['data']['state'] == "Completed":
|
|
finished = True
|
|
time.sleep(5)
|
|
if time.time() - t0 > 120:
|
|
break
|
|
return rsp, finished
|
|
|
|
|
|
class StorageClient():
|
|
|
|
def __init__(self, endpoint, access_key, secret_key, bucket_name, root_path="file"):
|
|
self.endpoint = endpoint
|
|
self.access_key = access_key
|
|
self.secret_key = secret_key
|
|
self.bucket_name = bucket_name
|
|
self.root_path = root_path
|
|
self.client = Minio(
|
|
self.endpoint,
|
|
access_key=access_key,
|
|
secret_key=secret_key,
|
|
secure=False,
|
|
)
|
|
|
|
def upload_file(self, file_path, object_name):
|
|
try:
|
|
self.client.fput_object(self.bucket_name, object_name, file_path)
|
|
except S3Error as exc:
|
|
logger.error("fail to copy files to minio", exc)
|
|
|
|
def copy_file(self, src_bucket, src_object, dst_bucket, dst_object):
|
|
try:
|
|
# if dst bucket not exist, create it
|
|
if not self.client.bucket_exists(dst_bucket):
|
|
self.client.make_bucket(dst_bucket)
|
|
self.client.copy_object(dst_bucket, dst_object, CopySource(src_bucket, src_object))
|
|
except S3Error as exc:
|
|
logger.error("fail to copy files to minio", exc)
|
|
|
|
def get_collection_binlog(self, collection_id):
|
|
dir_list = [
|
|
"delta_log",
|
|
"insert_log"
|
|
]
|
|
binlog_list = []
|
|
# list objects dir/collection_id in bucket
|
|
for dir in dir_list:
|
|
prefix = f"{self.root_path}/{dir}/{collection_id}/"
|
|
objects = self.client.list_objects(self.bucket_name, prefix=prefix)
|
|
for obj in objects:
|
|
binlog_list.append(f"{self.bucket_name}/{obj.object_name}")
|
|
print(binlog_list)
|
|
return binlog_list
|
|
|
|
|
|
if __name__ == "__main__":
|
|
sc = StorageClient(
|
|
endpoint="10.104.19.57:9000",
|
|
access_key="minioadmin",
|
|
secret_key="minioadmin",
|
|
bucket_name="milvus-bucket"
|
|
)
|
|
sc.get_collection_binlog("448305293023730313")
|