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 as document engine.

What's Changed

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

New Contributors

• @kunkeji made their first contribution in #3725
• @devMls made their first contribution in #3770
• @sd109 made their first contribution in #3815
• @cidrugHug8 made their first contribution in #3906
• @lizheng419 made their first contribution in #3999
• @unsw-luopan made their first contribution in #4006
• @learnerLj made their first contribution in #4037
• @midilandlu made their first contribution in #4049

Full Changelog: v0.14.1...v0.15.0