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Adding Traces

You can add custom traces using tracer. Here’s an example of adding traces to a call from OpenAI API.

import { tracer } from "@palico-ai/app";

// 1. Create a new tracer
const tracer = getTracer("ChatbotAgent");

const newConversation = async (message: string) => {
  // 2. Start a new span
  return tracer.trace("OpenAIConversation", async (span) => {
    // 3. Add attributes to the span
    span.setAttribute("message", message);

    const response = await openaiClient.chat.completions.create({
      model: "gpt-3.5-turbo",
      messages: [
        // ... your prompts
      ],
    });
    const responseMessage = response.choices[0].message.content;

    // additonal attributes
    span.setAttribute("LLM reply", responseMessage);
    return response;
  });
};

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Adding Logs

You can add logs using the logger object from Palico. Here’s an example of adding logs to a call from OpenAI API.

import { logger } from "@palico-ai/app";

const newConversation = async (message: string) => {
  logger.info("Starting new conversation", { message });

  const response = await openaiClient.chat.completions.create({
    model: "gpt-3.5-turbo",
    messages: [
      // ... your prompts
    ],
  });
  const responseMessage = response.choices[0].message.content;
  logger.info("LLM reply", { responseMessage });
  return response;
};

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View Logs and Traces

You can view logs and traces in Palico Studio’s Trace View.

Long-Term MemoryExperiments