v0.21.1-fastapi
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README.md
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README.md
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<div align="center">
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<a href="https://demo.ragflow.io/">
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<img src="web/src/assets/logo-with-text.png" width="520" alt="ragflow logo">
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<img src="web/src/assets/logo-with-text.svg" width="520" alt="ragflow logo">
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</a>
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</div>
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<img alt="Static Badge" src="https://img.shields.io/badge/Online-Demo-4e6b99">
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</a>
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<a href="https://hub.docker.com/r/infiniflow/ragflow" target="_blank">
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<img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.20.5">
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<img src="https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square" alt="docker pull infiniflow/ragflow:v0.21.1">
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</a>
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<a href="https://github.com/infiniflow/ragflow/releases/latest">
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<img src="https://img.shields.io/github/v/release/infiniflow/ragflow?color=blue&label=Latest%20Release" alt="Latest Release">
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@@ -84,8 +84,8 @@ Try our demo at [https://demo.ragflow.io](https://demo.ragflow.io).
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## 🔥 Latest Updates
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- 2025-10-15 Supports orchestrable ingestion pipeline.
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- 2025-08-08 Supports OpenAI's latest GPT-5 series models.
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- 2025-08-04 Supports new models, including Kimi K2 and Grok 4.
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- 2025-08-01 Supports agentic workflow and MCP.
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- 2025-05-23 Adds a Python/JavaScript code executor component to Agent.
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- 2025-05-05 Supports cross-language query.
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## 🔎 System Architecture
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<div align="center" style="margin-top:20px;margin-bottom:20px;">
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<img src="https://github.com/infiniflow/ragflow/assets/12318111/d6ac5664-c237-4200-a7c2-a4a00691b485" width="1000"/>
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<img src="https://github.com/user-attachments/assets/31b0dd6f-ca4f-445a-9457-70cb44a381b2" width="1000"/>
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</div>
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## 🎬 Get Started
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> All Docker images are built for x86 platforms. We don't currently offer Docker images for ARM64.
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> If you are on an ARM64 platform, follow [this guide](https://ragflow.io/docs/dev/build_docker_image) to build a Docker image compatible with your system.
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> The command below downloads the `v0.20.5-slim` edition of the RAGFlow Docker image. See the following table for descriptions of different RAGFlow editions. To download a RAGFlow edition different from `v0.20.5-slim`, update the `RAGFLOW_IMAGE` variable accordingly in **docker/.env** before using `docker compose` to start the server. For example: set `RAGFLOW_IMAGE=infiniflow/ragflow:v0.20.5` for the full edition `v0.20.5`.
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> The command below downloads the `v0.21.1-slim` edition of the RAGFlow Docker image. See the following table for descriptions of different RAGFlow editions. To download a RAGFlow edition different from `v0.21.1-slim`, update the `RAGFLOW_IMAGE` variable accordingly in **docker/.env** before using `docker compose` to start the server. For example: set `RAGFLOW_IMAGE=infiniflow/ragflow:v0.21.1` for the full edition `v0.21.1`.
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```bash
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$ cd ragflow/docker
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| RAGFlow image tag | Image size (GB) | Has embedding models? | Stable? |
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|-------------------|-----------------|-----------------------|--------------------------|
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| v0.20.5 | ≈9 | :heavy_check_mark: | Stable release |
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| v0.20.5-slim | ≈2 | ❌ | Stable release |
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| v0.21.1 | ≈9 | :heavy_check_mark: | Stable release |
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| v0.21.1-slim | ≈2 | ❌ | Stable release |
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| nightly | ≈9 | :heavy_check_mark: | _Unstable_ nightly build |
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| nightly-slim | ≈2 | ❌ | _Unstable_ nightly build |
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