fleet-memory/hindsight-docs/docs/developer/api/retain-new.mdx
DK09876 8ecb5d3a0c
Add documentation code validation system (#43)
* Add documentation code validation system

- Create runnable example scripts in examples/api/ (19 files)
- Add CodeSnippet component for extracting marked sections
- Add raw-loader dependency for importing source files
- Create sample retain-new.mdx showing new approach
- Add README documenting coverage and gaps

* Fix wheel glob expansion in test-doc-examples CI job

* Fix CI issue

* Fix wheel path - uv build outputs to repo root dist/

* Fix: use explicit shell expansion for wheel install

* Fix: run cd in subshell so install runs from repo root

* Add documentation code validation CI job

- Use uv sync + uv run pattern (matches existing CI)
- Add requests to test dependencies for cleanup scripts

* Fix async API client usage in documents.py example

* Fix main-methods.py: RecallResult and ReflectFact don't have weight attribute

* Fix opinions.py: use actual API attributes instead of non-existent ones

* Fix example scripts: remove non-existent API attributes

- recall.py: remove .weight, fix entities iteration (dict not list)
- retain.mjs: remove result.async check
2025-12-18 10:21:38 +01:00

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---
sidebar_position: 2
---
# Ingest Data (New Format)
This is a demo of the new code snippet approach. Code examples are pulled from executable script files.
import Tabs from '@theme/Tabs';
import TabItem from '@theme/TabItem';
import CodeSnippet from '@site/src/components/CodeSnippet';
{/* Import raw source files */}
import retainPy from '!!raw-loader!@site/examples/api/retain.py';
import retainMjs from '!!raw-loader!@site/examples/api/retain.mjs';
import retainSh from '!!raw-loader!@site/examples/api/retain.sh';
:::tip How This Works
The code examples below are extracted from actual runnable script files in `examples/api/`.
When CI runs these scripts, it validates the documentation is correct.
:::
## Store a Single Memory
<Tabs>
<TabItem value="python" label="Python">
<CodeSnippet code={retainPy} section="retain-basic" language="python" />
</TabItem>
<TabItem value="node" label="Node.js">
<CodeSnippet code={retainMjs} section="retain-basic" language="javascript" />
</TabItem>
<TabItem value="cli" label="CLI">
<CodeSnippet code={retainSh} section="retain-basic" language="bash" />
</TabItem>
</Tabs>
## Store with Context
<Tabs>
<TabItem value="python" label="Python">
<CodeSnippet code={retainPy} section="retain-with-context" language="python" />
</TabItem>
<TabItem value="node" label="Node.js">
<CodeSnippet code={retainMjs} section="retain-with-context" language="javascript" />
</TabItem>
<TabItem value="cli" label="CLI">
<CodeSnippet code={retainSh} section="retain-with-context" language="bash" />
</TabItem>
</Tabs>
## Batch Ingestion
<Tabs>
<TabItem value="python" label="Python">
<CodeSnippet code={retainPy} section="retain-batch" language="python" />
</TabItem>
<TabItem value="node" label="Node.js">
<CodeSnippet code={retainMjs} section="retain-batch" language="javascript" />
</TabItem>
</Tabs>
## Async Ingestion
<Tabs>
<TabItem value="python" label="Python">
<CodeSnippet code={retainPy} section="retain-async" language="python" />
</TabItem>
<TabItem value="node" label="Node.js">
<CodeSnippet code={retainMjs} section="retain-async" language="javascript" />
</TabItem>
</Tabs>