Observability for together.ai with Highlight

OpenLLMetry lets you trace any model running on together.ai platform. With 5 minutes of work you can get complete view of your system directly into Honeycomb. See how below.

Step 1

Install the Traceloop SDK and initialize it. It will automatically log all calls to models served from together.ai, with prompts and completions as separate spans.

from together import Together
from traceloop.sdk import Traceloop
from traceloop.sdk.decorators import workflow

Traceloop.init(app_name="joke_generation_service")

client = Together(api_key=os.environ.get("TOGETHER_API_KEY"))

@workflow(name="joke_creation")
def create_joke():
    response = client.chat.completions.create(
        model="mistralai/Mixtral-8x7B-Instruct-v0.1",
        messages=[{"role": "user", "content": "Tell me a joke about OpenTelemetry."}],
    )

    return response.choices[0].message.content

Step 2

Route traces to Highlights’s OTLP endpoint and set the Highlight project ID in the headers.

TRACELOOP_BASE_URL=https://otel.highlight.io:4318
TRACELOOP_HEADERS="x-highlight-project=<YOUR_HIGHLIGHT_PROJECT_ID>"

Docs

Observability for together.ai with Highlight

Step 1

Step 2

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