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docs/evals.md

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--models gpt-5 gpt-5-mini gpt-5-nano
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```
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Test with included demo files in our [github repository](https://github.com/OpenAI-Early-Access/guardrails/tree/main/src/guardrails/evals/eval_demo)
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Test with included demo files in our [github repository](https://github.com/openai/openai-guardrails-python/tree/main/src/guardrails/evals/eval_demo)
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## Dependencies
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docs/examples.md

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# Examples
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Ready-to-run examples demonstrating Guardrails in various scenarios. See the [`guardrails/examples/`](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/) folder for complete implementations.
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Ready-to-run examples demonstrating Guardrails in various scenarios. See the [`guardrails/examples/`](https://github.com/openai/openai-guardrails-python/tree/main/examples/) folder for complete implementations.
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## Example Implementations
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- [hello_world.py](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/basic/hello_world.py) — Basic pipeline configuration with input/output guardrails
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- [agents_sdk.py](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/basic/agents_sdk.py) — Integration with OpenAI Agents SDK
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- [pii_mask_example.py](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/basic/pii_mask_example.py) — PII detection and scrubbing
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- [structured_outputs_example.py](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/basic/structured_outputs_example.py) — Using responses.parse with guardrails
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- [Streaming](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/implementation_code/streaming) — Stream output while guardrails run
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- [Synchronous](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/implementation_code/synchronous) — Validate fully before showing output
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- [hello_world.py](https://github.com/openai/openai-guardrails-python/tree/main/examples/basic/hello_world.py) — Basic pipeline configuration with input/output guardrails
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- [agents_sdk.py](https://github.com/openai/openai-guardrails-python/tree/main/examples/basic/agents_sdk.py) — Integration with OpenAI Agents SDK
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- [pii_mask_example.py](https://github.com/openai/openai-guardrails-python/tree/main/examples/basic/pii_mask_example.py) — PII detection and scrubbing
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- [structured_outputs_example.py](https://github.com/openai/openai-guardrails-python/tree/main/examples/basic/structured_outputs_example.py) — Using responses.parse with guardrails
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- [Streaming](https://github.com/openai/openai-guardrails-python/tree/main/examples/implementation_code/streaming) — Stream output while guardrails run
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- [Synchronous](https://github.com/openai/openai-guardrails-python/tree/main/examples/implementation_code/synchronous) — Validate fully before showing output
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## Hallucination Detection Example
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Complete implementation using real documents as knowledge sources:
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[`examples/hallucination_detection/`](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/hallucination_detection)
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[`examples/hallucination_detection/`](https://github.com/openai/openai-guardrails-python/tree/main/examples/hallucination_detection)
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## Getting Started
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1. Follow the Quickstart guide: [Python](./quickstart.md)
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2. Explore repositories: [Python examples](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/)
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2. Explore repositories: [Python examples](https://github.com/openai/openai-guardrails-python/tree/main/examples/)
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3. Run scripts to see Guardrails in action
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Each example is self-contained with clear configuration and usage patterns.

docs/ref/checks/hallucination_detection.md

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### Complete Example
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See [`examples/hallucination_detection/`](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/hallucination_detection) for the full implementation.
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See [`examples/hallucination_detection/`](https://github.com/openai/openai-guardrails-python/tree/main/examples/hallucination_detection) for the full implementation.
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### Notes
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docs/streaming_output.md

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See complete examples:
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- [Non-streaming (synchronous)](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/implementation_code/synchronous)
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- [Streaming](https://github.com/OpenAI-Early-Access/guardrails/tree/main/guardrails/examples/implementation_code/streaming)
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- [Non-streaming (synchronous)](https://github.com/openai/openai-guardrails-python/tree/main/examples/implementation_code/synchronous)
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- [Streaming](https://github.com/openai/openai-guardrails-python/tree/main/examples/implementation_code/streaming)

src/guardrails/checks/text/hallucination_detection.py

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1. **Use the Guardrails Wizard**: Configure the guardrail through the [Guardrails Wizard](https://guardrails.openai.com/), which provides an option to create a vector store if you don't already have one.
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2. **Use the OpenAI Dashboard**: Create a vector store directly in the [OpenAI Dashboard](https://platform.openai.com/storage/vector_stores/).
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3. **Follow OpenAI Documentation**: Refer to the "Create a vector store and upload a file" section of the [File Search documentation](https://platform.openai.com/docs/guides/tools-file-search) for detailed instructions.
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4. **Use the provided utility script**: Use the `create_vector_store.py` script provided in the [repo](https://github.com/OpenAI-Early-Access/guardrails/blob/main/src/guardrails/utils/create_vector_store.py) to create a vector store from local files or directories.
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4. **Use the provided utility script**: Use the `create_vector_store.py` script provided in the [repo](https://github.com/openai/openai-guardrails-python/blob/main/src/guardrails/utils/create_vector_store.py) to create a vector store from local files or directories.
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**Pricing**: For pricing details on file search and vector storage, see the [Built-in tools section](https://openai.com/api/pricing/) of the OpenAI pricing page.
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