Galileo

JS client for Galileo.

Setup

Note: Optional LangChain dependencies are only needed for Observe Callback and may be excluded if not being used.

Without optional dependencies

npm i @rungalileo/galileo --no-optional

With optional dependencies

npm i @rungalileo/galileo

Making changes

When updating the code, only modify the *.ts files in src and then run:

• npm run build

Examples Setup

In the root directory, run:

• npm i
• npm link

In the examples directory, run:

• npm i
• npm link @rungalileo/galileo-js

Copy examples/.env.example as examples/.env and set all variables.

Use node to run examples, e.g. node examples/evaluate/workflow.js.

Evaluate Usage

Workflow

Initialize workflow logging.

Note: If the given project name exists, workflows will be logged to that existing project. A new project will be created if the project name does not exist. A timestamped generic name will be created if no project name is set.

import { GalileoEvaluateWorkflow } from "@rungalileo/galileo-js";

const evaluateWorkflow = new GalileoEvaluateWorkflow("Evaluate Example Project"); // Accepts project name

await evaluateWorkflow.init();

Adding workflows

Workflows can be added using addWorkflow, addAgentWorkflow, and addSingleStepWorkflow.

Note: Steps and nested workflows can only be added on addWorkflow and addAgentWorkflow.

evaluateWorkflow.addWorkflow(new WorkflowStep({input, output, ...step}));

Adding steps and nested workflows

Workflow steps can be added using addLlmStep, addRetrieverStep, addToolStep, addWorkflow, and addAgentWorkflow.

evaluateWorkflow.addLlmStep(new LlmStep({input, output, ...step}));

Nested workflows can be added using addWorkflowStep and addAgentStep.

The next step you add will be a child of this workflow.

evaluateWorkflow.addWorkflowStep(new WorkflowStep({input, output, ...step}));

Concluding workflows

To end a workflow or step out of the nested workflow, use concludeWorkflow.

evaluateWorkflow.concludeWorkflow(output, durationNs, statusCode);

Uploading workflows

Use uploadWorkflows to upload workflows to Galileo Observe.

const scorers_config = {...config}

await observeWorkflows.uploadWorkflows(scorers_config);

Observe Usage

Workflow

Initialize workflow logging.

Note: If the given project name exists, workflows will be logged to that existing project. A new project will be created if the project name does not exist. A timestamped generic name will be created if no project name is set.

import { GalileoObserveWorkflow } from "@rungalileo/galileo-js";

const observeWorkflow = new GalileoObserveWorkflow("Observe Example Project"); // Accepts project name

await observeWorkflow.init();

Adding workflows

Workflows can be added using addWorkflow, addAgentWorkflow, and addSingleStepWorkflow.

Note: Steps and nested workflows can only be added on addWorkflow and addAgentWorkflow.

observeWorkflow.addWorkflow(new WorkflowStep({input, output, ...step}));

Adding steps and nested workflows

Workflow steps can be added using addLlmStep, addRetrieverStep, addToolStep, addWorkflow, and addAgentWorkflow.

observeWorkflow.addLlmStep(new LlmStep({input, output, ...step}));

Nested workflows can be added using addWorkflowStep and addAgentStep.

The next step you add will be a child of this workflow.

observeWorkflows.addWorkflowStep(new WorkflowStep({input, output, ...step}));

Concluding workflows

To end a workflow or step out of the nested workflow, use concludeWorkflow.

observeWorkflows.concludeWorkflow(output, durationNs, statusCode);

Uploading workflows

Use uploadWorkflows to upload workflows to Galileo Observe.

await observeWorkflows.uploadWorkflows();

Callback

Initialize callbacks.

import { GalileoObserveCallback } from "@rungalileo/galileo-js";

const observe_callback = new GalileoObserveCallback("Observe Example Project")

await observe_callback.init();

Add the callback {callbacks: [observe_callback]} in the Langchain invoke step of your application.

Retrieving data from Observe

Initialize the API Client.

import { ApiClient } from "@rungalileo/observe";

const apiClient = new ApiClient();

await apiClient.init("Observe Example Project");

You can use this with getLoggedData to retrieve the raw data.

const rows = await apiClient.getLoggedData(
    start_time,
    end_time,
    filters,
    sort_spec,
    limit
);

console.log(rows);

You can use getMetrics to get corresponding metrics.

const metrics = await apiClient.getMetrics(
    start_time,
    end_time,
    filters
);

console.log(metrics);