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261 lines
11 KiB
Python
261 lines
11 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 tenacity import retry, retry_if_exception_type, stop_after_attempt
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from requests.exceptions import ConnectionError
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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 ('Code' in response.json() and response.json()["Code"] == 0):
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logger.debug(
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f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {str_data}, response: {str_response}")
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else:
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logger.debug(
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f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {data}, response: {response.text}")
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else:
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logger.debug(
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f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {data}, response: {response.text}")
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except Exception as e:
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logger.debug(
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f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {data}, response: {response.text}, error: {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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@retry(retry=retry_if_exception_type(ConnectionError), stop=stop_after_attempt(3))
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def post(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.post(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, "post")
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return response
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@retry(retry=retry_if_exception_type(ConnectionError), stop=stop_after_attempt(3))
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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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@retry(retry=retry_if_exception_type(ConnectionError), stop=stop_after_attempt(3))
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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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@retry(retry=retry_if_exception_type(ConnectionError), stop=stop_after_attempt(3))
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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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'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}/vector/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=10):
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time.sleep(1)
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url = f'{self.endpoint}/vector/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}/vector/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}/vector/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}/vector/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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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):
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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_list(self, db_name="default"):
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url = f'{self.endpoint}/vector/collections'
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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.get(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}/vector/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}/vector/collections/describe'
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params = {"collectionName": collection_name}
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if self.db_name is not None:
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params = {
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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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params = {
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"collectionName": collection_name,
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"dbName": db_name
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}
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response = self.get(url, headers=self.update_headers(), params=params)
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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}/vector/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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