v0.15.0

Released on December 18, 2024. Cheers!

### New features

- Introduces additional Agent-specific APIs.
- Supports using page rank score to improve retrieval performance when searching across multiple knowledge bases.
- Offers an iframe in Chat and Agent to facilitate the integration of RAGFlow into your webpage.
- Adds a Helm chart for deploying RAGFlow on Kubernetes.
- Supports importing or exporting an agent in JSON format.
- Supports step run for Agent components/tools.
- Adds a new UI language: Japanese.
- Supports resuming GraphRAG and RAPTOR from a failure, enhancing task management resilience.
- Adds more Mistral models.
- Adds a dark mode to the UI, allowing users to toggle between light and dark themes.

### Improvements

- Upgrades the Document Layout Analysis model in Deepdoc.
- Significantly enhances the retrieval performance when using [Infinity](https://github.com/infiniflow/infinity) as document engine.

## What's Changed
* Fix the issue where the agent interface cannot call the context by @kunkeji in https://github.com/infiniflow/ragflow/pull/3725
* Fix image_id absence issue by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3735
* Fix GPU docker compose file by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3736
* Fix raptor issue by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3737
* Refactor dockerfile by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3741
* Change Traditional Chinese to Simplified Chinese by @kunkeji in https://github.com/infiniflow/ragflow/pull/3742
* Update document by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3746
* Pass top_p to ollama by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3744
* Added release notes v0.11.0 by @writinwaters in https://github.com/infiniflow/ragflow/pull/3745
* Feat: Add DatasetTable #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3743
* Feat: Support for formulas #1954 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3747
* Weight up title and keywords for chunks in terms of retrieval by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3750
* Fixed increase_usage for builtin models by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3748
* Image compression by @kunkeji in https://github.com/infiniflow/ragflow/pull/3749
* Feat: Translate comments of file-util.ts to English #3749 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3757
* Optimize the knowledge base card UI  by @kunkeji in https://github.com/infiniflow/ragflow/pull/3756
* Feat: Add tooltip to delimiter filed #1909 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3758
* Fix chunk creation using Infinity by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3763
* Update progress info and start welcome info by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3768
* Update QR code of wechat by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3776
* Update README by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3777
* Update file parsing progress info by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3780
* Refactor parse progress by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3781
* add jina new models in jina connector by @devMls in https://github.com/infiniflow/ragflow/pull/3770
* Removed obsolete instructions by @writinwaters in https://github.com/infiniflow/ragflow/pull/3785
* Fix out of boundary. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3786
* Fix the bug that prevented modifying `dataset_ids` by @Feiue in https://github.com/infiniflow/ragflow/pull/3784
* Fix service_conf for oc9 docker compose file. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3790
* Detect invalid response from api.siliconflow.cn by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3792
* Update document: how upload file large than 128MB by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3791
* Feat: Quit from jointed team #3759 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3797
* More dataset test cases by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3802
* Set Log level by env by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3798
* Improved ollama doc by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3787
* [DOC] We have no plan to maintain Docker images for ARM. Please build your … by @writinwaters in https://github.com/infiniflow/ragflow/pull/3808
* Feat: Supports page rank score for different knowledge bases. #3794 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3800
* Fix the bug that the agent could not find the context by @Feiue in https://github.com/infiniflow/ragflow/pull/3795
* Feat: Add TestingForm #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3810
* Fix voyage embedding. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3818
* Web API test cases by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3812
* Fix: page_chars attribute does not exist in some formats of PDF by @cyhasuka in https://github.com/infiniflow/ragflow/pull/3796
* Feat: Store the pagerank field at the outermost #3794 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3822
* Fix @ in model name issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3821
* Add pagerank to KB. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3809
* Add Helm chart deployment method by @sd109 in https://github.com/infiniflow/ragflow/pull/3815
* Fix the agent reference bug and the session prologue by @Feiue in https://github.com/infiniflow/ragflow/pull/3823
* Add more mistral models. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3826
* Refactor embedding batch_size by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3825
* Feat: Modify the style of the home page in bright mode #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3832
* Fix parsing JSON file error by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3829
* Add api for list agents and agent seesions by @Feiue in https://github.com/infiniflow/ragflow/pull/3835
* Change default error message to English by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3838
* Update QRcode by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3844
* Email sending tool by @kunkeji in https://github.com/infiniflow/ragflow/pull/3837
* Web: Fixed the download and preview file not authorized. by @baifachuan in https://github.com/infiniflow/ragflow/pull/3652
* Fix preview issue in file manager. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3846
* Update docs. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3849
* Feat: Fixed the problem of not finding EmailForm #3837 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3847
* Fix: Delete unused code #3651 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3852
* Fix: Hide the download button if it is an empty file #3762 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3853
* Add sdk for list agents and sessions by @Feiue in https://github.com/infiniflow/ragflow/pull/3848
* Refine synonym query. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3855
* Feat: Bind the route to the navigation bar in the head #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3863
* Fix open AI compatible rerank issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3866
* Fix chunk position issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3867
* Fix: The right coordinates of Categorize and Switch operators are misplaced #3868 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3869
* Fix HuggingFace model error. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3870
* Feat: Add question parameter to edit chunk modal #3873 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3874
* Feat: Adjust the input box width of EditTag to 100% #3873 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3876
* Feat: Add question parameter to edit chunk modal by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3875
* Fix chunk available issue by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3877
* Feat: Add tooltip to question item of ChunkCreatingModal #3873 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3878
* Revert "Feat: Add tooltip to question item of ChunkCreatingModal #3873" by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3879
* Feat: Add tooltip to question item of ChunkCreatingModal  #3873 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3880
* Add a dependency blincker. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3882
* Fix typos by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3887
* Feat: Import & export the agents. #3851 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3894
* release with CI by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3891
* Fix: An error occurred when deleting a new conversation #3898 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3900
* Remove token check while adding model. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3903
* Fix: Fixed the issue that the agent list page failed to load #3827 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3902
* Remove vector stored in component output. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3908
* Introduced NEED_MIRROR by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3907
* Refactor UI text by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3911
* Update oc9 docker compose file by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3913
* Fix errors detected by Ruff by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3918
* Added static check at PR CI by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3921
* Add Japanese support by @cidrugHug8 in https://github.com/infiniflow/ragflow/pull/3906
* Add support to iframe chatbot by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3929
* Obsoleted dev and dev-slim by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3930
* Fix field missing issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3931
* Fixed tmp in Dockerfile by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3933
* Fix transformers dependencies for slim. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3934
* Fix error message for image access. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3936
* Fix session API issues. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3939
* api http  return error by @isthaison in https://github.com/infiniflow/ragflow/pull/3941
* organize chunks by document in the prompt by @devMls in https://github.com/infiniflow/ragflow/pull/3925
* Fixed log not displaying by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3946
* Miscellaneous updates by @writinwaters in https://github.com/infiniflow/ragflow/pull/3942
* Allows quick entry of entities separated by commas by @isthaison in https://github.com/infiniflow/ragflow/pull/3914
* Fix syn error. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3953
* Case insensitive when set doc engine by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3954
* Theme switch support by @isthaison in https://github.com/infiniflow/ragflow/pull/3568
* Fixed README by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3956
* Rename page_num_list, top_list, position_list by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3940
* Feat: Modify the data structure of the chunk in the conversation #3909 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3955
* Feat: Exclude reference from the data returned by the conversation/get interface  #3909 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3962
* Support iframe chatbot. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3961
* Fixed retrieval TypeError: unhashable type: 'list' by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3966
* Add back beartype by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3967
* Fix: Answers with links to information not parsing #3839 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3968
* Added release notes by @writinwaters in https://github.com/infiniflow/ragflow/pull/3969
* Disable SQL DB binlog in Helm chart by @sd109 in https://github.com/infiniflow/ragflow/pull/3976
* update typo vietnamese by @isthaison in https://github.com/infiniflow/ragflow/pull/3973
* Fix exec sql exception issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3982
* Update api documents by @Feiue in https://github.com/infiniflow/ragflow/pull/3979
* Fix:  Fixed the issue where two consecutive indexes were displayed incorrectly #3839 by @cike8899 in https://github.com/infiniflow/ragflow/pull/3988
* Update comment by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/3981
* Support debug components. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/3994
* UI updates + RAGFlow image description by @writinwaters in https://github.com/infiniflow/ragflow/pull/3995
* Updated RAGFlow edition descriptions by @writinwaters in https://github.com/infiniflow/ragflow/pull/4001
* Try to reuse existing chunks by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3983
* Replaced md5 with xxhash64 for chunk id by @yuzhichang in https://github.com/infiniflow/ragflow/pull/4009
* Fix: Completion AttributeError: 'list' object has no attribute 'get' by @lizheng419 in https://github.com/infiniflow/ragflow/pull/3999
* Add mssql support by @isthaison in https://github.com/infiniflow/ragflow/pull/3985
* Updated UI by @writinwaters in https://github.com/infiniflow/ragflow/pull/4011
* Fix json file parse by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/4004
* Component debugging funcionality. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4012
* Fix bug in hierarchical_merge function by @unsw-luopan in https://github.com/infiniflow/ragflow/pull/4006
* Fix bugs in agent api and update api document by @Feiue in https://github.com/infiniflow/ragflow/pull/3996
* Migrate infinity at startup by @yuzhichang in https://github.com/infiniflow/ragflow/pull/3858
* Feat: Supports to debug single component in Agent. #3993 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4007
* Feat: Reparse a file shall reuse existing chunks if possible #3793 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4021
* Set task progress on exception by @yuzhichang in https://github.com/infiniflow/ragflow/pull/4025
* Fix xinfo_groups returns unexpected result by @yuzhichang in https://github.com/infiniflow/ragflow/pull/4026
* Fix connection error for adding visual llm. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4028
* Updated RAGFlow Agent UI by @writinwaters in https://github.com/infiniflow/ragflow/pull/4029
* Update launch_ragflow_from_source.md by @isthaison in https://github.com/infiniflow/ragflow/pull/4005
* Fixed a display issue by @writinwaters in https://github.com/infiniflow/ragflow/pull/4030
* Updated configurations by @writinwaters in https://github.com/infiniflow/ragflow/pull/4032
* extraction sqlquery by @isthaison in https://github.com/infiniflow/ragflow/pull/4027
* Remove Redundant None Check for vector_similarity_weight by @learnerLj in https://github.com/infiniflow/ragflow/pull/4037
* Fix chunk number error after re-parsing. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4043
* Fix: Every time you switch the page number of a chunk, the PDF document will be reloaded. #4046 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4047
* Cache the result from llm for graphrag and raptor by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4051
* Fix: Hide the upload button in the external chat box  #2242 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4048
* Feat: Set the color of the canvas's control button #3851 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4053
* Upgrades Document Layout Analysis model. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4054
* Compatible with former API keys. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4055
* Feat: Modify the text of the embedded website button #3909 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4057
* Feat: Modify the link address of the agent id #3909 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4062
* Fix raptor resuable issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4063
* Added pagerank support to infinity by @yuzhichang in https://github.com/infiniflow/ragflow/pull/4059
* Fix rerank_model bug in chat and markdown bug by @Feiue in https://github.com/infiniflow/ragflow/pull/4061
* Fix position lost issue. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4068
* Feat: Bind event to  the theme Switch #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4067
* Elasticsearch disk-based shard allocator use absolute byte values instead of ratio by @yuzhichang in https://github.com/infiniflow/ragflow/pull/4069
* show avatar dialog instead of default by @isthaison in https://github.com/infiniflow/ragflow/pull/4033
* Add Architecture-Specific Logic for msodbcsql in Dockerfile #4036 by @midilandlu in https://github.com/infiniflow/ragflow/pull/4049
* Feat: Add AdvancedSettingForm #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4071
* Fix: The cursor is lost after entering a character in the operator form #4072 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4073
* update chinese model warning message by @benquike in https://github.com/infiniflow/ragflow/pull/4075
* Fix:  Fixed the issue with external chat box reporting errors #3909 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4079
* Fix conversation bug in agent session by @Feiue in https://github.com/infiniflow/ragflow/pull/4078
* Fix arm doc by @yuzhichang in https://github.com/infiniflow/ragflow/pull/4080
* Fix abnormal user invitaion message. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4081
* Refactor trie load and construct by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/4083
* Fix: Fixed the issue where the required information in the input box was incorrect when inviting users #2834 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4086
* Add huqie trie to docker image. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4084
* Update team invite message by @JinHai-CN in https://github.com/infiniflow/ragflow/pull/4085
* Bump infinity to 0.5.0 by @yuzhichang in https://github.com/infiniflow/ragflow/pull/4088
* Fix raptor by @yuzhichang in https://github.com/infiniflow/ragflow/pull/4089
* Feat: Add MultiSelect #3221 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4090
* Prepare docs for v0.15.0 release by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4077
* Added release notes for v0.15.0 by @writinwaters in https://github.com/infiniflow/ragflow/pull/4056
* Add latest updates. by @KevinHuSh in https://github.com/infiniflow/ragflow/pull/4093
* Feat: Translate the previous run into parsing #4094 by @cike8899 in https://github.com/infiniflow/ragflow/pull/4095

## New Contributors
* @kunkeji made their first contribution in https://github.com/infiniflow/ragflow/pull/3725
* @devMls made their first contribution in https://github.com/infiniflow/ragflow/pull/3770
* @sd109 made their first contribution in https://github.com/infiniflow/ragflow/pull/3815
* @cidrugHug8 made their first contribution in https://github.com/infiniflow/ragflow/pull/3906
* @lizheng419 made their first contribution in https://github.com/infiniflow/ragflow/pull/3999
* @unsw-luopan made their first contribution in https://github.com/infiniflow/ragflow/pull/4006
* @learnerLj made their first contribution in https://github.com/infiniflow/ragflow/pull/4037
* @midilandlu made their first contribution in https://github.com/infiniflow/ragflow/pull/4049

**Full Changelog**: https://github.com/infiniflow/ragflow/compare/v0.14.1...v0.15.0