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http_helpers.py
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import requests
import json
from tenacity import (
retry,
stop_after_attempt,
wait_random_exponential,
)
# """
# api_key = 'YOUR_API_KEY'
# search_service_name = 'your-search-service-name'
# index_name = 'your-index-name'
# api_version = 'your-api-version'
# request = HTTPRequest(api_key, search_service_name, index_name, api_version)
# headers = {'Authorization': 'Bearer YOUR_ACCESS_TOKEN'}
# body = {'key': 'value'}
# response_put = request.put(headers=headers, body=body)
# response_post = request.post(headers=headers, body=body)
# response_get = request.get(headers=headers)
# response_delete = request.delete(headers=headers)
# print(response_put)
# print(response_post)
# print(response_get)
# print(response_delete)
# """
class HTTPError(Exception):
def __init__(self, status_code, message):
self.status_code = status_code
self.message = message
super().__init__(f"HTTP Error {status_code}: {message}")
class HTTPRequest:
def __init__(self, url = '', api_key = ''):
self.url = url
self.api_key = api_key
self.default_headers = {'Content-Type': 'application/json', 'api-key': self.api_key}
def initialize_for_cogsearch(self, api_key, search_service_name, index_name, api_version):
self.api_key = api_key
self.search_service_name = search_service_name
self.index_name = index_name
self.api_version = api_version
self.url = f"{search_service_name}/indexes/{index_name}?api-version={api_version}"
self.post_url = f"{search_service_name}/indexes/{index_name}/docs/index?api-version={api_version}"
self.search_url = f"{search_service_name}/indexes/{index_name}/docs/search?api-version={self.api_version}"
self.default_headers = {'Content-Type': 'application/json', 'api-key': self.api_key}
def handle_response(self, response):
try:
response_data = json.loads(response.text)
except json.JSONDecodeError:
response_data = response.text
if response.status_code >= 400:
raise HTTPError(response.status_code, response_data)
return response_data
def get_url(self, op = None):
return self.url
@retry(wait=wait_random_exponential(min=1, max=4), stop=stop_after_attempt(4))
def put(self, op = None, headers=None, body=None):
url = self.get_url(op)
if headers is None:
headers = self.default_headers
else:
headers = {**self.default_headers, **headers}
if body is None:
body = {}
response = requests.put(url, json=body, headers=headers)
return self.handle_response(response)
@retry(wait=wait_random_exponential(min=1, max=4), stop=stop_after_attempt(4))
def post(self, op = None, headers=None, body=None, data=None):
url = self.get_url(op)
if headers is None:
headers = self.default_headers
else:
headers = {**self.default_headers, **headers}
if body is None:
body = {}
if data is not None:
response = requests.post(url, data=data, headers=headers)
elif body is not None:
response = requests.post(url, json=body, headers=headers)
else:
response = requests.post(url, headers=headers)
return self.handle_response(response)
@retry(wait=wait_random_exponential(min=1, max=4), stop=stop_after_attempt(2))
def get(self, op = None, headers=None, params=None):
url = self.get_url(op)
if headers is None:
headers = self.default_headers
else:
headers = {**self.default_headers, **headers}
if params is None:
params = {}
response = requests.get(url, headers=headers, params=params)
return self.handle_response(response)
@retry(wait=wait_random_exponential(min=1, max=4), stop=stop_after_attempt(4))
def delete(self, op = None, id = None, headers=None):
url = self.get_url(op)
if headers is None:
headers = self.default_headers
else:
headers = {**self.default_headers, **headers}
response = requests.delete(url, headers=headers)
return self.handle_response(response)
class CogSearchHttpRequest(HTTPRequest):
def __init__(self, api_key, search_service_name, index_name, api_version):
self.api_key = api_key
self.search_service_name = search_service_name
self.index_name = index_name
self.api_version = api_version
self.url = f"{search_service_name}/indexes/{index_name}?api-version={api_version}"
self.post_url = f"{search_service_name}/indexes/{index_name}/docs/index?api-version={api_version}"
self.search_url = f"{search_service_name}/indexes/{index_name}/docs/search?api-version={self.api_version}"
self.default_headers = {'Content-Type': 'application/json', 'api-key': self.api_key}
def get_url(self, op = None):
if op == 'index':
url = self.post_url
elif op == 'search':
url = self.search_url
else:
url = self.url
return url
class CVHttpRequest(HTTPRequest):
def __init__(self, api_key, cog_serv_name, api_version,
options = ['tags', 'objects', 'caption', 'read', 'smartCrops', 'denseCaptions', 'people']):
self.api_key = api_key
if cog_serv_name.endswith('/'):
cog_serv_name = cog_serv_name[:-1]
self.cog_serv_name = cog_serv_name
self.api_version = api_version
options = ','.join(options).replace(' ', '') if isinstance(options, list) else options
self.url = f"{cog_serv_name}/computervision/imageanalysis:analyze?api-version={api_version}&modelVersion=latest&features={options}"
self.imgvec_url = f"{cog_serv_name}/computervision/retrieval:vectorizeImage?api-version={api_version}&modelVersion=latest"
self.txtvec_url = f"{cog_serv_name}/computervision/retrieval:vectorizeText?api-version={api_version}&modelVersion=latest"
self.default_headers = {'Content-type': 'application/octet-stream','Ocp-Apim-Subscription-Key': self.api_key}
self.json_headers = {'Content-type': 'application/json','Ocp-Apim-Subscription-Key': self.api_key}
def get_url(self, op = None):
if op == 'analyze':
url = self.url
elif op == 'img_embedding':
url = self.imgvec_url
elif op == 'text_embedding':
url = self.txtvec_url
else:
url = self.url
return url