blob: 18ce30e74693b9ddb751b314092add85f7a02221 [file] [view]
<!--
Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE file
distributed with this work for additional information
regarding copyright ownership. The ASF licenses this file
to you under the Apache License, Version 2.0 (the
"License"); you may not use this file except in compliance
with the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing,
software distributed under the License is distributed on an
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
KIND, either express or implied. See the License for the
specific language governing permissions and limitations
under the License.
-->
# JSON Data Source
> **Tip**
> See [examples/](https://github.com/apache/otava/tree/master/examples) for sample configuration files.
## Overview
`JsonImporter` reads benchmark results from a local JSON file and feeds them into Otava for change-point analysis. It is a simple data source to set up — no external database or service is required.
The importer caches parsed file content in memory, so a file is only read once per session even if multiple tests reference the same path.
---
## Expected JSON Format
The input file must be a JSON array. Each element represents a single benchmark run.
```json
[
{
"timestamp": 1711929600,
"metrics": [
{ "name": "throughput", "value": 4821.0 },
{ "name": "p99_latency_ms", "value": 142.7 }
],
"attributes": {
"branch": "main",
"commit": "a3f9c12"
}
},
{
"timestamp": 1712016000,
"metrics": [
{ "name": "throughput", "value": 5013.0 },
{ "name": "p99_latency_ms", "value": 138.2 }
],
"attributes": {
"branch": "main",
"commit": "b7d2e45"
}
}
]
```
---
## Fields
### `timestamp`
- **Type:** integer (Unix epoch seconds)
- **Required:** yes
- Identifies when the commit was merged into the tracked branch. This timestamp should remain constant for the same commit, even if benchmarks are rerun multiple times.
### `metrics`
- **Type:** array of objects
- **Required:** yes
- Each object must have:
- `name` (string) — unique identifier for the metric within this result
- `value` (number) — the measured value
- Metric names must be consistent across results for change-point analysis to be meaningful.
> Note: A `unit` field (e.g., "ms") is not currently supported by JsonImporter.
### `attributes`
- **Type:** object (string → string)
- **Required:** no
- Arbitrary key-value pairs describing the run context (e.g. branch, commit, version).
- The `branch` key is required only when using branch-based filtering.
---
## Configuration Example
Add a test with `type: json` to your `otava.yaml`:
```yaml
tests:
my_benchmark:
type: json
file: otava/examples/json/data/sample.json
base_branch: main
```
| Field | Required | Description |
|---|---|---|
| `type` | yes | Must be `json` |
| `file` | yes | Path to the JSON file |
| `base_branch` | no | If set, only runs from this branch are analyzed by default |
---
## Limitations
- The entire file is read into memory at once. Very large files may cause high memory usage.
- There is no schema validation. Missing or malformed fields will cause a `KeyError` at runtime.
- The `branch` filter requires the key `"branch"` to exist inside `attributes` on every entry — if it is absent on any entry that would otherwise be included, the importer will raise a `KeyError`.
- Attribute values are expected to be strings. No type coercion is performed.
- The file path is resolved at config load time; a missing file raises a `TestConfigError` immediately.
---
## Example Usage
Analyze test results stored in JSON format:
```bash
otava analyze my_benchmark --config otava/examples/json/config/otava.yaml
```