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update: readme update roadmap
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README.md
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README.md
@ -98,6 +98,15 @@ Currently, we have released multiple key features, which are listed below to dem
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- Gorilla(7b,13b)
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- baichuan(7b,13b)
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- Support API Proxy LLMs
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- [x] ChatGPT
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- [x] Tongyi
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- [x] Wenxin
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- [x] Spark
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- [x] MiniMax
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- [x] ChatGLM
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## Introduction
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DB-GPT creates a vast model operating system using [FastChat](https://github.com/lm-sys/FastChat) and offers a large language model powered by vicuna. In addition, we provide private domain knowledge base question-answering capability. Furthermore, we also provide support for additional plugins, and our design natively supports the Auto-GPT plugin.Our vision is to make it easier and more convenient to build applications around databases and llm.
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@ -145,6 +154,126 @@ The core capabilities mainly consist of the following parts:
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<img src="./assets/roadmap.jpg" width="800px" />
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</p>
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### KBQA RAG optimization
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- [] KnownledgeGraph
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### Multi Datasource Support
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| DataSource | support | Notes |
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| ------------------------------------------------------------------------------ | ----------- | ------------------------------------------- |
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| [MySQL](https://www.mysql.com/) | Yes | |
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| [PostgresSQL](https://www.postgresql.org/) | Yes | |
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| [Spark](https://github.com/apache/spark) | Yes | |
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| [DuckDB](https://github.com/duckdb/duckdb) | Yes | |
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| [Sqlite](https://github.com/sqlite/sqlite) | Yes | |
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| [MSSQL](https://github.com/microsoft/mssql-jdbc) | Yes | |
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| [ClickHouse](https://github.com/ClickHouse/ClickHouse) | Yes | |
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| [Oracle](https://github.com/oracle) | No | TODO |
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| [Redis](https://github.com/redis/redis) | No | TODO |
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| [MongoDB](https://github.com/mongodb/mongo) | No | TODO |
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| [HBase](https://github.com/apache/hbase) | No | TODO |
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| [Doris](https://github.com/apache/doris) | No | TODO |
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| [DB2](https://github.com/IBM/Db2) | No | TODO |
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| [Couchbase](https://github.com/couchbase) | No | TODO |
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| [Elasticsearch](https://github.com/elastic/elasticsearch) | No | TODO |
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| [OceanBase](https://github.com/OceanBase) | No | TODO |
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| [TiDB](https://github.com/pingcap/tidb) | No | TODO |
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| [StarRocks](https://github.com/StarRocks/starrocks) | No | TODO |
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### Multi-Models And vLLM
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- [meta-llama/Llama-2-7b-chat-hf](https://huggingface.co/meta-llama/Llama-2-7b-chat-hf)
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- [baichuan2-7b/baichuan2-13b](https://huggingface.co/baichuan-inc)
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- [internlm/internlm-chat-7b](https://huggingface.co/internlm/internlm-chat-7b)
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- [Qwen/Qwen-7B-Chat/Qwen-14B-Chat](https://huggingface.co/Qwen/)
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- [Vicuna](https://huggingface.co/Tribbiani/vicuna-13b)
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- [BlinkDL/RWKV-4-Raven](https://huggingface.co/BlinkDL/rwkv-4-raven)
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- [camel-ai/CAMEL-13B-Combined-Data](https://huggingface.co/camel-ai/CAMEL-13B-Combined-Data)
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- [databricks/dolly-v2-12b](https://huggingface.co/databricks/dolly-v2-12b)
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- [FreedomIntelligence/phoenix-inst-chat-7b](https://huggingface.co/FreedomIntelligence/phoenix-inst-chat-7b)
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- [h2oai/h2ogpt-gm-oasst1-en-2048-open-llama-7b](https://huggingface.co/h2oai/h2ogpt-gm-oasst1-en-2048-open-llama-7b)
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- [lcw99/polyglot-ko-12.8b-chang-instruct-chat](https://huggingface.co/lcw99/polyglot-ko-12.8b-chang-instruct-chat)
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- [lmsys/fastchat-t5-3b-v1.0](https://huggingface.co/lmsys/fastchat-t5)
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- [mosaicml/mpt-7b-chat](https://huggingface.co/mosaicml/mpt-7b-chat)
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- [Neutralzz/BiLLa-7B-SFT](https://huggingface.co/Neutralzz/BiLLa-7B-SFT)
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- [nomic-ai/gpt4all-13b-snoozy](https://huggingface.co/nomic-ai/gpt4all-13b-snoozy)
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- [NousResearch/Nous-Hermes-13b](https://huggingface.co/NousResearch/Nous-Hermes-13b)
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- [openaccess-ai-collective/manticore-13b-chat-pyg](https://huggingface.co/openaccess-ai-collective/manticore-13b-chat-pyg)
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- [OpenAssistant/oasst-sft-4-pythia-12b-epoch-3.5](https://huggingface.co/OpenAssistant/oasst-sft-4-pythia-12b-epoch-3.5)
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- [project-baize/baize-v2-7b](https://huggingface.co/project-baize/baize-v2-7b)
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- [Salesforce/codet5p-6b](https://huggingface.co/Salesforce/codet5p-6b)
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- [StabilityAI/stablelm-tuned-alpha-7b](https://huggingface.co/stabilityai/stablelm-tuned-alpha-7b)
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- [THUDM/chatglm-6b](https://huggingface.co/THUDM/chatglm-6b)
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- [THUDM/chatglm2-6b](https://huggingface.co/THUDM/chatglm2-6b)
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- [tiiuae/falcon-40b](https://huggingface.co/tiiuae/falcon-40b)
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- [timdettmers/guanaco-33b-merged](https://huggingface.co/timdettmers/guanaco-33b-merged)
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- [togethercomputer/RedPajama-INCITE-7B-Chat](https://huggingface.co/togethercomputer/RedPajama-INCITE-7B-Chat)
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- [WizardLM/WizardLM-13B-V1.0](https://huggingface.co/WizardLM/WizardLM-13B-V1.0)
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- [WizardLM/WizardCoder-15B-V1.0](https://huggingface.co/WizardLM/WizardCoder-15B-V1.0)
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- [baichuan-inc/baichuan-7B](https://huggingface.co/baichuan-inc/baichuan-7B)
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- [HuggingFaceH4/starchat-beta](https://huggingface.co/HuggingFaceH4/starchat-beta)
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- [FlagAlpha/Llama2-Chinese-13b-Chat](https://huggingface.co/FlagAlpha/Llama2-Chinese-13b-Chat)
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- [BAAI/AquilaChat-7B](https://huggingface.co/BAAI/AquilaChat-7B)
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- [all models of OpenOrca](https://huggingface.co/Open-Orca)
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- [Spicyboros](https://huggingface.co/jondurbin/spicyboros-7b-2.2?not-for-all-audiences=true) + [airoboros 2.2](https://huggingface.co/jondurbin/airoboros-l2-13b-2.2)
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- [VMware's OpenLLaMa OpenInstruct](https://huggingface.co/VMware/open-llama-7b-open-instruct)
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### Agents market and Plugins
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- multi-agents framework
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- custom plugin development
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- plugin market
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### Text2SQL Finetune
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| LLMs | Size | Module | Template |
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| -------------------------------------------------------- | --------------------------- | ----------------- |----------|
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| [LLaMA](https://github.com/facebookresearch/llama) | 7B/13B/33B/65B | q_proj,v_proj | - |
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| [LLaMA-2](https://huggingface.co/meta-llama) | 7B/13B/70B | q_proj,v_proj | llama2 |
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| [BLOOM](https://huggingface.co/bigscience/bloom) | 560M/1.1B/1.7B/3B/7.1B/176B | query_key_value | - |
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| [BLOOMZ](https://huggingface.co/bigscience/bloomz) | 560M/1.1B/1.7B/3B/7.1B/176B | query_key_value | - |
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| [Falcon](https://huggingface.co/tiiuae/falcon-7b) | 7B/40B | query_key_value | - |
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| [Baichuan](https://github.com/baichuan-inc/baichuan-13B) | 7B/13B | W_pack | baichuan |
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| [Baichuan2](https://github.com/baichuan-inc/Baichuan2) | 7B/13B | W_pack | baichuan2 |
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| [InternLM](https://github.com/InternLM/InternLM) | 7B | q_proj,v_proj | intern |
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| [Qwen](https://github.com/QwenLM/Qwen-7B) | 7B | c_attn | chatml |
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| [XVERSE](https://github.com/xverse-ai/XVERSE-13B) | 13B | q_proj,v_proj | xverse |
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| [ChatGLM2](https://github.com/THUDM/ChatGLM2-6B) | 6B | query_key_value | chatglm2 |
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Datasets
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| Datasets | License | Link |
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| ---------------------- | ------------ | -------------------------------------------------------------------------------------------------------------------- |
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| academic | Not Found | [https://github.com/jkkummerfeld/text2sql-data](https://github.com/jkkummerfeld/text2sql-data) |
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| advising | CC-BY-4.0 | [https://github.com/jkkummerfeld/text2sql-data](https://github.com/jkkummerfeld/text2sql-data) |
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| atis | Not Found | [https://github.com/jkkummerfeld/text2sql-data](https://github.com/jkkummerfeld/text2sql-data) |
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| restaurants | Not Found | [https://github.com/jkkummerfeld/text2sql-data](https://github.com/jkkummerfeld/text2sql-data) |
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| scholar | Not Found | [https://github.com/jkkummerfeld/text2sql-data](https://github.com/jkkummerfeld/text2sql-data) |
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| imdb | Not Found | [https://github.com/jkkummerfeld/text2sql-data](https://github.com/jkkummerfeld/text2sql-data) |
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| yelp | Not Found | [https://github.com/jkkummerfeld/text2sql-data](https://github.com/jkkummerfeld/text2sql-data) |
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| criteria2sql | Apache-2.0 | [https://github.com/xiaojingyu92/Criteria2SQL](https://github.com/xiaojingyu92/Criteria2SQL) |
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| css | CC-BY-4.0 | [https://huggingface.co/datasets/zhanghanchong/css](https://huggingface.co/datasets/zhanghanchong/css) |
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| eICU | CC-BY-4.0 | [https://github.com/glee4810/EHRSQL](https://github.com/glee4810/EHRSQL) |
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| mimic_iii | CC-BY-4.0 | [https://github.com/glee4810/EHRSQL](https://github.com/glee4810/EHRSQL) |
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| geonucleardata | CC-BY-SA-4.0 | [https://github.com/chiahsuan156/KaggleDBQA](https://github.com/chiahsuan156/KaggleDBQA) |
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| greatermanchestercrime | CC-BY-SA-4.0 | [https://github.com/chiahsuan156/KaggleDBQA](https://github.com/chiahsuan156/KaggleDBQA) |
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| studentmathscore | CC-BY-SA-4.0 | [https://github.com/chiahsuan156/KaggleDBQA](https://github.com/chiahsuan156/KaggleDBQA) |
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| thehistoryofbaseball | CC-BY-SA-4.0 | [https://github.com/chiahsuan156/KaggleDBQA](https://github.com/chiahsuan156/KaggleDBQA) |
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| uswildfires | CC-BY-SA-4.0 | [https://github.com/chiahsuan156/KaggleDBQA](https://github.com/chiahsuan156/KaggleDBQA) |
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| whatcdhiphop | CC-BY-SA-4.0 | [https://github.com/chiahsuan156/KaggleDBQA](https://github.com/chiahsuan156/KaggleDBQA) |
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| worldsoccerdatabase | CC-BY-SA-4.0 | [https://github.com/chiahsuan156/KaggleDBQA](https://github.com/chiahsuan156/KaggleDBQA) |
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| pesticide | CC-BY-SA-4.0 | [https://github.com/chiahsuan156/KaggleDBQA](https://github.com/chiahsuan156/KaggleDBQA) |
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| mimicsql_data | MIT | [https://github.com/wangpinggl/TREQS](https://github.com/wangpinggl/TREQS) |
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| nvbench | MIT | [https://github.com/TsinghuaDatabaseGroup/nvBench](https://github.com/TsinghuaDatabaseGroup/nvBench) |
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| sede | Apache-2.0 | [https://github.com/hirupert/sede](https://github.com/hirupert/sede) |
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| spider | CC-BY-SA-4.0 | [https://huggingface.co/datasets/spider](https://huggingface.co/datasets/spider) |
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| sql_create_context | CC-BY-4.0 | [https://huggingface.co/datasets/b-mc2/sql-create-context](https://huggingface.co/datasets/b-mc2/sql-create-context) |
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| squall | CC-BY-SA-4.0 | [https://github.com/tzshi/squall](https://github.com/tzshi/squall) |
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| wikisql | BSD 3-Clause | [https://github.com/salesforce/WikiSQL](https://github.com/salesforce/WikiSQL) |
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| BIRD | Not Found | https://bird-bench.github.io/ |
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| CHASE | MIT LICENSE | https://xjtu-intsoft.github.io/chase/ |
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| cosql | Not Found | https://yale-lily.github.io/cosql/ |
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[More Information about Text2SQL finetune](https://github.com/eosphoros-ai/DB-GPT-Hub)
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## Licence
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The MIT License (MIT)
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