athina-ai / athina-evals

Python SDK for running evaluations on LLM generated responses

Overview

Athina is an Observability and Experimentation platform for AI teams.

This SDK is an open-source repository of 50+ preset evals. You can also use custom evals.

This SDK also serves as a companion to Athina IDE where you can prototype pipelines, run experiments and evaluations, and compare datasets.

---

Quick Start

Follow this notebook for a quick start guide.

To get an Athina API key, sign up at https://app.athina.ai

---

Run Evals

These evals can be run programmatically, or via the UI on Athina IDE.

---

Compare datasets side-by-side (Docs)

Once a dataset is logged to Athina IDE, you can also compare it against another dataset.

Once you run evals using Athina, they will be visible in Athina IDE where you can run experiments, evals, and compare datasets side-by-side.

---

Preset Evals

athina-evals's Issues

An error occurred while posting eval results

Hi,
I was following these examples and testing groundedness for a single datapoint using the following code:

response = athina.evals.Groundedness(model="gpt-4o-mini").run(context=contexts, response=response, chat_history=chat_history)

The response seems ok, but there is a weird thing which is the following that appears in the console

An error occurred while posting eval results [
   {
     "code": "invalid_type",
     "expected": "string",
     "received": "undefined",
     "path": [
       0,
       "org_id"
     ],
     "message": "Required"
   },
   {
     "code": "invalid_type",
     "expected": "string",
     "received": "undefined",
     "path": [
       0,
       "workspace_slug"
     ],
     "message": "Required"
   }
 ] (Extra Info: No Details)
 An error occurred while posting eval results [
   {
     "code": "invalid_type",
     "expected": "string",
     "received": "undefined",
     "path": [
       0,
       "org_id"
     ],
     "message": "Required"
   },
   {
     "code": "invalid_type",
     "expected": "string",
     "received": "undefined",
     "path": [
       0,
       "workspace_slug"
     ],
     "message": "Required"
   }
 ] (Extra Info: No Details)
 An error occurred while posting eval results [
   {
     "code": "invalid_type",
     "expected": "string",
     "received": "undefined",
     "path": [
       0,
       "org_id"
     ],
     "message": "Required"
   },
   {
     "code": "invalid_type",
    "expected": "string",
    "received": "undefined",
    "path": [
      0,
      "workspace_slug"
    ],
    "message": "Required"
  }
] (Extra Info: No Details)
An error occurred while posting eval results [
    {
      "code": "invalid_type",
      "expected": "string",
      "received": "undefined",
      "path": [
        0,
        "org_id"
    ],
    "message": "Required"
  },
  {
    "code": "invalid_type",
    "expected": "string",
    "received": "undefined",
    "path": [
      0,
      "workspace_slug"
    ],
    "message": "Required"
  }
] (Extra Info: No Details)

I wish to know if I'm doing something wrong?