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

<AgentInstructions>

## Submitting Feedback

If you encounter incorrect, outdated, or confusing documentation on this page, submit feedback:

POST https://axiom.co/docs/feedback

```json
{
  "path": "/apl/scalar-functions/mathematical-functions/log",
  "feedback": "Description of the issue"
}
```

Only submit feedback when you have something specific and actionable to report.

</AgentInstructions>

# log

> This page explains how to use the log function in APL.

Use the `log` function in APL to compute the natural logarithm (base-e) of a positive numeric value. The function is the inverse of `exp`.

`log` is one of the most commonly used mathematical functions in observability. Log-transforming latency, error counts, or request rates compresses wide value ranges into a more manageable scale, reduces the influence of extreme outliers, and can reveal patterns that are linear on a log scale. It's also the basis for computing geometric means with `exp(avg(log(x)))`.

## For users of other query languages

If you come from other query languages, this section explains how to adjust your existing queries to achieve the same results in APL.

<AccordionGroup>
  <Accordion title="Splunk SPL users">
    In Splunk SPL, the natural logarithm is called `ln()` rather than `log()`. The SPL `log()` function computes the base-10 logarithm by default. In APL, `log()` always means the natural logarithm.

    <CodeGroup>
      ```sql Splunk example theme={null}
      | eval ln_duration = ln(req_duration_ms)
      ```

      ```kusto APL equivalent theme={null}
      ['sample-http-logs']
      | extend ln_duration = log(req_duration_ms)
      ```
    </CodeGroup>
  </Accordion>

  <Accordion title="ANSI SQL users">
    In ANSI SQL, `LN()` computes the natural logarithm and `LOG()` computes the base-10 logarithm in most dialects. In APL, `log()` means the natural logarithm, matching SQL's `LN()`.

    <CodeGroup>
      ```sql SQL example theme={null}
      SELECT LN(req_duration_ms) AS ln_duration FROM logs
      ```

      ```kusto APL equivalent theme={null}
      ['sample-http-logs']
      | extend ln_duration = log(req_duration_ms)
      ```
    </CodeGroup>
  </Accordion>
</AccordionGroup>

## Usage

### Syntax

```kusto theme={null}
log(x)
```

### Parameters

| Name | Type | Required | Description                     |
| ---- | ---- | -------- | ------------------------------- |
| `x`  | real | Yes      | A positive real number (x > 0). |

### Returns

* The natural logarithm of `x`.
* `null` if `x` is negative, zero, or cannot be converted to a real value.

## Example

Use `log` to compress request durations onto a natural log scale.

**Query**

```kusto theme={null}
['sample-http-logs']
| where req_duration_ms > 0
| extend log_duration = log(req_duration_ms)
| project _time, id, req_duration_ms, log_duration
```

[Run in Playground](https://play.axiom.co/axiom-play-qf1k/query?initForm=%7B%22apl%22%3A%20%22%5B%27sample-http-logs%27%5D%20%7C%20where%20req_duration_ms%20%3E%200%20%7C%20extend%20log_duration%20%3D%20log%28req_duration_ms%29%20%7C%20project%20_time%2C%20id%2C%20req_duration_ms%2C%20log_duration%22%7D)

**Output**

| \_time              | id     | req\_duration\_ms | log\_duration |
| ------------------- | ------ | ----------------- | ------------- |
| 2024-11-14 10:00:00 | user-1 | 1.0               | 0.0000        |
| 2024-11-14 10:01:00 | user-2 | 100.0             | 4.6052        |
| 2024-11-14 10:02:00 | user-3 | 10000.0           | 9.2103        |

## List of related functions

* [exp](/apl/scalar-functions/mathematical-functions/exp): Returns e^x. Use it as the inverse of `log` to return to the original scale.
* [log2](/apl/scalar-functions/mathematical-functions/log2): Returns the base-2 logarithm. Use it for binary-scale analysis such as bit depth or memory sizing.
* [log10](/apl/scalar-functions/mathematical-functions/log10): Returns the base-10 logarithm. Use it for order-of-magnitude analysis or decibel calculations.
* [loggamma](/apl/scalar-functions/mathematical-functions/loggamma): Returns the log of the absolute value of the gamma function. Use it to avoid overflow when computing `gamma` on large inputs.
* [sqrt](/apl/scalar-functions/mathematical-functions/sqrt): Returns the square root. Use it as a lighter alternative to `log` for compressing small value ranges.