> ## Documentation Index
> Fetch the complete documentation index at: https://docs.openlayer.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Is code

> Learn how to use the is code test

## Definition

The *is code* test allows you to check if a specified column contains executable code. Currently, Python and
JS code are supported.

## Taxonomy

* **Task types**: LLM.
* **Availability**: <Tooltip tip="Continuously evaluate your models and datasets as you iterate on their versions.">development</Tooltip>
  and <Tooltip tip="Monitor a model in production, measure its health, check for drifts and set up alerts.">monitoring</Tooltip>.

## Why it matters

* If the LLM is used for code generation or understanding, it is important to ensure that the code is valid and executable.
* For code generation with LLMs, it is particularly important to ensure that the generated code is valid, and not a hallucination.

## Test configuration examples

If you are writing a `tests.json`, here are a few valid configurations for the character length test:

<CodeGroup>
  ```json Development theme={null}
  [
    {
      "name": "Outputs have valid Python code",
      "description": "Asserts that the output column contains valid Python code",
      "type": "integrity",
      "subtype": "isCode",
      "thresholds": [
        {
          "insightName": "isCode",
          "insightParameters": [
            { "name": "column_name", "value": "output" }, // Selects the column `output`
            { "name": "language", "value": "python" } // Checks for valid Python code
          ],
          "measurement": "isCodeRowPercentage",
          "operator": ">=",
          "value": 1.0
        }
      ],
      "subpopulationFilters": null,
      "mode": "development",
      "usesValidationDataset": true, // Apply test to the validation set
      "usesTrainingDataset": false,
      "usesMlModel": false,
      "syncId": "b4dee7dc-4f15-48ca-a282-63e2c04e0689" // Some unique id
    }
  ]
  ```

  ```json Monitoring theme={null}
  [
    {
      "name": "Outputs have valid Python code",
      "description": "Asserts that the output column contains valid Python code",
      "type": "integrity",
      "subtype": "isCode",
      "thresholds": [
        {
          "insightName": "isCode",
          "insightParameters": [
            { "name": "column_name", "value": "output" }, // Selects the column `output`
            { "name": "language", "value": "python" } // Checks for valid Python code
          ],
          "measurement": "isCodeRowPercentage",
          "operator": ">=",
          "value": 1.0
        }
      ],
      "subpopulationFilters": null,
      "mode": "monitoring",
      "usesProductionData": true,
      "evaluationWindow": 3600, // 1 hour
      "delayWindow": 0,
      "syncId": "b4dee7dc-4f15-48ca-a282-63e2c04e0689" // Some unique id
    }
  ]
  ```
</CodeGroup>