Observability for Cohere with Dynatrace

Step 1

Install the Traceloop SDK and initialize it. It will automatically log all calls to Cohere, with prompts and completions as separate spans.

import boto3
import json

from traceloop.sdk import Traceloop
from traceloop.sdk.decorators import task, workflow

Traceloop.init(app_name="joke_generation_service")
co = cohere.Client(os.environ.get("COHERE_API_KEY"))

import * as traceloop from "@traceloop/node-server-sdk";
import { CohereClient } from "cohere-ai";

traceloop.initialize({
  appName: "sample_cohere",
  apiKey: process.env.TRACELOOP_API_KEY,
  disableBatch: true,
});

const cohere = new CohereClient({
  token: process.env.COHERE_API_KEY ?? "",
});

const sampleGenerate = async () => {
  return await traceloop.withWorkflow({ name: "sample_generate" }, async () => {
    const response = await cohere.generate({
      model: "command-light",
      prompt: "What happened to Pluto?",
      k: 1,
      temperature: 2,
    });

    return response.generations?.[0].text;
  });
};

traceloop.withAssociationProperties({}, async () => {
  console.log(await sampleGenerate());
});

Step 2

Go to your Dynatrace environment and create a new access token under Manage Access Tokens. The access token needs the following permission scopes that allow the ingest of OpenTelemetry spans, metrics and logs (openTelemetryTrace.ingest, metrics.ingest, logs.ingest). Set the following environment variables.

TRACELOOP_BASE_URL=https://<YOUR_ENV>.live.dynatrace.com\api\v2\otlp
TRACELOOP_HEADERS=Authorization=Api-Token%20<YOUR_ACCESS_TOKEN>

Docs

Observability for Cohere with Dynatrace

Step 1

Step 2

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Trace prompts and completions in Cohere

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