- Supports [Infinity](https://github.com/infiniflow/infinity) or Elasticsearch (default) as document engine for vector storage and full-text indexing. [#2894](https://github.com/infiniflow/ragflow/pull/2894)
As of this release, **service_config.yaml.template** replaces **service_config.yaml** for configuring backend services. Upon Docker container startup, the environment variables defined in this template file are automatically populated and a **service_config.yaml** is auto-generated from it. [#3341](https://github.com/infiniflow/ragflow/pull/3341)
This approach eliminates the need to manually update **service_config.yaml** after making changes to **.env**, facilitating dynamic environment configurations.
Ensure that you [upgrade **both** your code **and** Docker image to this release](https://ragflow.io/docs/dev/upgrade_ragflow#upgrade-ragflow-to-the-most-recent-officially-published-release) before trying this new approach.
- [Python API Reference](https://ragflow.io/docs/dev/python_api_reference)
## v0.12.0
Released on September 30, 2024.
### New features
- Offers slim editions of RAGFlow's Docker images, which do not include built-in BGE/BCE embedding or reranking models.
- Improves the results of multi-round dialogues.
- Enables users to remove added LLM vendors.
- Adds support for OpenTTS and SparkTTS models.
- Implements an **Excel to HTML** toggle in the **General** chunk method, allowing users to parse an spreadsheet into either an HTML table or key-value pairs by row.
- Adds agent tools **YahooFance** and **Jin10**.
- Adds a template for an investment advisor agent.
### Compatibility changes
As of this release, RAGFlow offers slim editions of its Docker images to improve the experience for users with limited Internet access. A slim edition of RAGFlow's Docker image does not include built-in BGE/BCE embedding models and has a size of about 1GB; a full edition of RAGFlow is approximately 9GB and includes both built-in embedding models and embedding models that will be downloaded once you select them in the RAGFlow UI.
The default Docker image edition is `dev-slim`. The following list clarifies the differences between various editions:
-`dev-slim`: The slim edition of the most recent tested Docker image.
-`v0.12.0-slim`: The slim edition of the most recent **officially released** Docker image.
-`dev`: The full edition of the most recent tested Docker image.
-`v0.12.0`: The full edition of the most recent **officially released** Docker image.
See [Upgrade RAGFlow](https://ragflow.io/docs/dev/upgrade_ragflow) for instructions on upgrading.