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chat_completions_async_stream.py
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import asyncio
import openai
from opentelemetry.exporter.otlp.proto.http.trace_exporter import OTLPSpanExporter
from opentelemetry.sdk import trace as trace_sdk
from opentelemetry.sdk.trace.export import ConsoleSpanExporter, SimpleSpanProcessor
from openinference.instrumentation import using_attributes
from openinference.instrumentation.openai import OpenAIInstrumentor
endpoint = "http://127.0.0.1:6006/v1/traces"
tracer_provider = trace_sdk.TracerProvider()
tracer_provider.add_span_processor(SimpleSpanProcessor(OTLPSpanExporter(endpoint)))
tracer_provider.add_span_processor(SimpleSpanProcessor(ConsoleSpanExporter()))
OpenAIInstrumentor().instrument(tracer_provider=tracer_provider)
async def chat_completions(**kwargs):
client = openai.AsyncOpenAI()
with using_attributes(
session_id="my-test-session",
user_id="my-test-user",
metadata={
"test-int": 1,
"test-str": "string",
"test-list": [1, 2, 3],
"test-dict": {
"key-1": "val-1",
"key-2": "val-2",
},
},
tags=["tag-1", "tag-2"],
prompt_template="Who won the soccer match in {city} on {date}",
prompt_template_version="v1.0",
prompt_template_variables={
"city": "Johannesburg",
"date": "July 11th",
},
):
response = await client.chat.completions.create(**kwargs)
async for chunk in response:
if chunk.choices and (content := chunk.choices[0].delta.content):
print(content, end="")
if __name__ == "__main__":
asyncio.run(
chat_completions(
model="gpt-3.5-turbo",
messages=[{"role": "user", "content": "Write a haiku."}],
max_tokens=20,
stream=True,
stream_options={"include_usage": True},
),
)