import json import requests import time import uuid from utils.util_log import test_log as logger from tenacity import retry, retry_if_exception_type, stop_after_attempt from requests.exceptions import ConnectionError def logger_request_response(response, url, tt, headers, data, str_data, str_response, method): if len(data) > 2000: data = data[:1000] + "..." + data[-1000:] try: if response.status_code == 200: if ('code' in response.json() and response.json()["code"] == 200) or ('Code' in response.json() and response.json()["Code"] == 0): logger.debug( f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {str_data}, response: {str_response}") else: logger.debug( f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {data}, response: {response.text}") else: logger.debug( f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {data}, response: {response.text}") except Exception as e: logger.debug( f"method: {method}, url: {url}, cost time: {tt}, header: {headers}, payload: {data}, response: {response.text}, error: {e}") class Requests: def __init__(self, url=None, api_key=None): self.url = url self.api_key = api_key self.headers = { 'Content-Type': 'application/json', 'Authorization': f'Bearer {self.api_key}', 'RequestId': str(uuid.uuid1()) } def update_headers(self): headers = { 'Content-Type': 'application/json', 'Authorization': f'Bearer {self.api_key}', 'RequestId': str(uuid.uuid1()) } return headers @retry(retry=retry_if_exception_type(ConnectionError), stop=stop_after_attempt(3)) def post(self, url, headers=None, data=None): headers = headers if headers is not None else self.update_headers() data = json.dumps(data) str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data t0 = time.time() response = requests.post(url, headers=headers, data=data) tt = time.time() - t0 str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text logger_request_response(response, url, tt, headers, data, str_data, str_response, "post") return response @retry(retry=retry_if_exception_type(ConnectionError), stop=stop_after_attempt(3)) def get(self, url, headers=None, params=None, data=None): headers = headers if headers is not None else self.update_headers() data = json.dumps(data) str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data t0 = time.time() if data is None or data == "null": response = requests.get(url, headers=headers, params=params) else: response = requests.get(url, headers=headers, params=params, data=data) tt = time.time() - t0 str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text logger_request_response(response, url, tt, headers, data, str_data, str_response, "get") return response @retry(retry=retry_if_exception_type(ConnectionError), stop=stop_after_attempt(3)) def put(self, url, headers=None, data=None): headers = headers if headers is not None else self.update_headers() data = json.dumps(data) str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data t0 = time.time() response = requests.put(url, headers=headers, data=data) tt = time.time() - t0 str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text logger_request_response(response, url, tt, headers, data, str_data, str_response, "put") return response @retry(retry=retry_if_exception_type(ConnectionError), stop=stop_after_attempt(3)) def delete(self, url, headers=None, data=None): headers = headers if headers is not None else self.update_headers() data = json.dumps(data) str_data = data[:200] + '...' + data[-200:] if len(data) > 400 else data t0 = time.time() response = requests.delete(url, headers=headers, data=data) tt = time.time() - t0 str_response = response.text[:200] + '...' + response.text[-200:] if len(response.text) > 400 else response.text logger_request_response(response, url, tt, headers, data, str_data, str_response, "delete") return response class VectorClient(Requests): def __init__(self, endpoint, token): super().__init__(url=endpoint, api_key=token) self.endpoint = endpoint self.token = token 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 vector_search(self, payload, db_name="default", timeout=10): time.sleep(1) url = f'{self.endpoint}/vector/search' if self.db_name is not None: payload["dbName"] = self.db_name if db_name != "default": payload["dbName"] = db_name response = self.post(url, headers=self.update_headers(), data=payload) rsp = response.json() if "data" in rsp and len(rsp["data"]) == 0: t0 = time.time() while time.time() - t0 < timeout: response = self.post(url, headers=self.update_headers(), data=payload) rsp = response.json() if len(rsp["data"]) > 0: break time.sleep(1) else: response = self.post(url, headers=self.update_headers(), data=payload) rsp = response.json() if "data" in rsp and len(rsp["data"]) == 0: logger.info(f"after {timeout}s, still no data") return response.json() def vector_query(self, payload, db_name="default", timeout=10): time.sleep(1) url = f'{self.endpoint}/vector/query' if self.db_name is not None: payload["dbName"] = self.db_name if db_name != "default": payload["dbName"] = db_name response = self.post(url, headers=self.update_headers(), data=payload) rsp = response.json() if "data" in rsp and len(rsp["data"]) == 0: t0 = time.time() while time.time() - t0 < timeout: response = self.post(url, headers=self.update_headers(), data=payload) rsp = response.json() if len(rsp["data"]) > 0: break time.sleep(1) else: response = self.post(url, headers=self.update_headers(), data=payload) rsp = response.json() if "data" in rsp and len(rsp["data"]) == 0: logger.info(f"after {timeout}s, still no data") return response.json() def vector_get(self, payload, db_name="default"): time.sleep(1) url = f'{self.endpoint}/vector/get' if self.db_name is not None: payload["dbName"] = self.db_name if db_name != "default": payload["dbName"] = db_name response = self.post(url, headers=self.update_headers(), data=payload) return response.json() def vector_delete(self, payload, db_name="default"): url = f'{self.endpoint}/vector/delete' if self.db_name is not None: payload["dbName"] = self.db_name if db_name != "default": payload["dbName"] = db_name response = self.post(url, headers=self.update_headers(), data=payload) return response.json() def vector_insert(self, payload, db_name="default"): url = f'{self.endpoint}/vector/insert' if self.db_name is not None: payload["dbName"] = self.db_name if db_name != "default": payload["dbName"] = db_name response = self.post(url, headers=self.update_headers(), data=payload) return response.json() class CollectionClient(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 collection_list(self, db_name="default"): url = f'{self.endpoint}/vector/collections' params = {} if self.db_name is not None: params = { "dbName": self.db_name } if db_name != "default": params = { "dbName": db_name } response = self.get(url, headers=self.update_headers(), params=params) res = response.json() return res def collection_create(self, payload, db_name="default"): time.sleep(1) # wait for collection created and in case of rate limit url = f'{self.endpoint}/vector/collections/create' if self.db_name is not None: payload["dbName"] = self.db_name if db_name != "default": payload["dbName"] = db_name response = self.post(url, headers=self.update_headers(), data=payload) return response.json() def collection_describe(self, collection_name, db_name="default"): url = f'{self.endpoint}/vector/collections/describe' params = {"collectionName": collection_name} if self.db_name is not None: params = { "collectionName": collection_name, "dbName": self.db_name } if db_name != "default": params = { "collectionName": collection_name, "dbName": db_name } response = self.get(url, headers=self.update_headers(), params=params) return response.json() def collection_drop(self, payload, db_name="default"): time.sleep(1) # wait for collection drop and in case of rate limit url = f'{self.endpoint}/vector/collections/drop' if self.db_name is not None: payload["dbName"] = self.db_name if db_name != "default": payload["dbName"] = db_name response = self.post(url, headers=self.update_headers(), data=payload) return response.json()