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import json | |
import http.client | |
from openai import AzureOpenAI | |
class ContentFormatter: | |
def chat_completions(text, settings_params): | |
message = [ | |
{"role": "system", "content": "You are a helpful assistant."}, | |
{"role": "user", "content": text} | |
] | |
data = {"messages": message, **settings_params} | |
return json.dumps(data) | |
class AzureAgent: | |
def __init__(self, api_key, azure_uri, deployment_name): | |
self.azure_uri = azure_uri | |
self.headers = { | |
'Authorization': f"Bearer {api_key}", | |
'Content-Type': 'application/json' | |
} | |
self.deployment_name = deployment_name | |
self.chat_formatter = ContentFormatter | |
def invoke(self, text, **kwargs): | |
body = self.chat_formatter.chat_completions(text, {**kwargs}) | |
conn = http.client.HTTPSConnection(self.azure_uri) | |
conn.request("POST", f'/v1/chat/completions', body=body, headers=self.headers) | |
response = conn.getresponse() | |
data = response.read() | |
conn.close() | |
decoded_data = data.decode("utf-8") | |
parsed_data = json.loads(decoded_data) | |
content = parsed_data["choices"][0]["message"]["content"] | |
return content | |
class GPTAgent: | |
def __init__(self, api_key, azure_endpoint, deployment_name, api_version): | |
self.client = AzureOpenAI( | |
api_key=api_key, | |
api_version=api_version, | |
azure_endpoint=azure_endpoint | |
) | |
self.deployment_name = deployment_name | |
def invoke(self, text, **kwargs): | |
response = self.client.chat.completions.create( | |
model=self.deployment_name, | |
messages=[ | |
{"role": "system", "content": "You are a helpful assistant."}, | |
{"role": "user", "content": text} | |
], | |
**kwargs | |
) | |
return response.choices[0].message.content | |