diff --git a/docs/docs/installation/integrations/oceanbase_rag_install.md b/docs/docs/installation/integrations/oceanbase_rag_install.md index cf75d9374..05f2273fe 100644 --- a/docs/docs/installation/integrations/oceanbase_rag_install.md +++ b/docs/docs/installation/integrations/oceanbase_rag_install.md @@ -1,12 +1,12 @@ -# Oceanbase Vector RAG +# OceanBase Vector RAG -In this example, we will show how to use the Oceanbase Vector as in DB-GPT RAG Storage. Using a graph database to implement RAG can, to some extent, alleviate the uncertainty and interpretability issues brought about by vector database retrieval. +In this example, we will show how to use the OceanBase Vector as in DB-GPT RAG Storage. Using a graph database to implement RAG can, to some extent, alleviate the uncertainty and interpretability issues brought about by vector database retrieval. ### Install Dependencies -First, you need to install the `dbgpt Oceanbase Vector storage` library. +First, you need to install the `dbgpt OceanBase Vector storage` library. ```bash uv sync --all-packages \ @@ -17,19 +17,19 @@ uv sync --all-packages \ --extra "dbgpts" ```` -### Prepare Oceanbase Vector +### Prepare OceanBase Vector -Prepare Oceanbase Vector database service, reference[Oceanbase Vector](https://open.oceanbase.com/) . +Prepare OceanBase Vector database service, reference[OceanBase Vector](https://open.oceanbase.com/) . -### TuGraph Configuration +### OceanBase Configuration -Set rag storage variables below in `configs/dbgpt-proxy-openai.toml` file, let DB-GPT know how to connect to Oceanbase Vector. +Set rag storage variables below in `configs/dbgpt-proxy-openai.toml` file, let DB-GPT know how to connect to OceanBase Vector. ``` [rag.storage] [rag.storage.vector] -type = "Oceanbase" +type = "oceanbase" uri = "127.0.0.1" port = "19530" #username="dbgpt" diff --git a/examples/client/app_crud_example.py b/examples/client/app_crud_example.py index 4ac614717..712c090e3 100644 --- a/examples/client/app_crud_example.py +++ b/examples/client/app_crud_example.py @@ -22,8 +22,12 @@ async def main(): # initialize client DBGPT_API_KEY = "dbgpt" client = Client(api_key=DBGPT_API_KEY) - res = await list_app(client) - print(res) + try: + res = await list_app(client) + print(res) + finally: + # explicitly close client to avoid event loop closed error + await client.aclose() if __name__ == "__main__": diff --git a/examples/client/client_chat_example.py b/examples/client/client_chat_example.py index 61b6ea106..867ba6352 100644 --- a/examples/client/client_chat_example.py +++ b/examples/client/client_chat_example.py @@ -57,12 +57,16 @@ async def main(): # initialize client DBGPT_API_KEY = "dbgpt" client = Client(api_key=DBGPT_API_KEY) - data = await client.chat(model="Qwen2.5-72B-Instruct", messages="hello") + try: + data = await client.chat(model="Qwen2.5-72B-Instruct", messages="hello") + print(data) + finally: + # explicitly close client to avoid event loop closed error + await client.aclose() # async for data in client.chat_stream( # model="chatgpt_proxyllm", # messages="hello", # ): - print(data) # res = await client.chat(model="chatgpt_proxyllm" ,messages="hello") # print(res) diff --git a/examples/client/client_evaluation.py b/examples/client/client_evaluation.py index 6598aaa18..94f115bfd 100644 --- a/examples/client/client_evaluation.py +++ b/examples/client/client_evaluation.py @@ -83,8 +83,12 @@ async def main(): } ], ) - data = await run_evaluation(client, request=request) - print(data) + try: + data = await run_evaluation(client, request=request) + print(data) + finally: + # explicitly close client to avoid event loop closed error + await client.aclose() if __name__ == "__main__": diff --git a/examples/client/datasource_crud_example.py b/examples/client/datasource_crud_example.py index fbe3bd6d0..500d9e53f 100644 --- a/examples/client/datasource_crud_example.py +++ b/examples/client/datasource_crud_example.py @@ -55,8 +55,12 @@ async def main(): # initialize client DBGPT_API_KEY = "dbgpt" client = Client(api_key=DBGPT_API_KEY) - res = await list_datasource(client) - print(res) + try: + res = await list_datasource(client) + print(res) + finally: + # explicitly close client to avoid event loop closed error + await client.aclose() if __name__ == "__main__": diff --git a/examples/client/flow_crud_example.py b/examples/client/flow_crud_example.py index c406bec38..4c5c6e796 100644 --- a/examples/client/flow_crud_example.py +++ b/examples/client/flow_crud_example.py @@ -37,8 +37,12 @@ async def main(): # initialize client DBGPT_API_KEY = "dbgpt" client = Client(api_key=DBGPT_API_KEY) - res = await list_flow(client) - print(res) + try: + res = await list_flow(client) + print(res) + finally: + # explicitly close client to avoid event loop closed error + await client.aclose() if __name__ == "__main__": diff --git a/examples/client/knowledge_crud_example.py b/examples/client/knowledge_crud_example.py index 7c1a73ff0..9e753401a 100644 --- a/examples/client/knowledge_crud_example.py +++ b/examples/client/knowledge_crud_example.py @@ -75,16 +75,20 @@ async def main(): DBGPT_API_KEY = "dbgpt" client = Client(api_key=DBGPT_API_KEY) - res = await create_space( - client, - SpaceModel( - name="test_space_1", - vector_type="Chroma", - desc="for client space desc", - owner="dbgpt", - ), - ) - print(res) + try: + res = await create_space( + client, + SpaceModel( + name="test_space_1", + vector_type="Chroma", + desc="for client space desc", + owner="dbgpt", + ), + ) + print(res) + finally: + # explicitly close client to avoid event loop closed error + await client.aclose() # list all spaces # res = await list_space(client) diff --git 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i.MANDATORY_NEWLINE:return"\n";case i.SINGLE_INDENT:return this.indentation.getSingleIndent();default:return e}}}let nX=e=>e===i.SPACE||e===i.SINGLE_INDENT,nK=e=>e===i.SPACE||e===i.SINGLE_INDENT||e===i.NEWLINE,nz="top-level";class nJ{indentTypes=[];constructor(e){this.indent=e}getSingleIndent(){return this.indent}getLevel(){return this.indentTypes.length}increaseTopLevel(){this.indentTypes.push(nz)}increaseBlockLevel(){this.indentTypes.push("block-level")}decreaseTopLevel(){this.indentTypes.length>0&&m(this.indentTypes)===nz&&this.indentTypes.pop()}decreaseBlockLevel(){for(;this.indentTypes.length>0;){let e=this.indentTypes.pop();if(e!==nz)break}}}class nq extends nj{length=0;trailingSpace=!1;constructor(e){super(new nJ("")),this.expressionWidth=e}add(...e){if(e.forEach(e=>this.addToLength(e)),this.length>this.expressionWidth)throw new nQ;super.add(...e)}addToLength(e){if("string"==typeof e)this.length+=e.length,this.trailingSpace=!1;else if(e===i.MANDATORY_NEWLINE||e===i.NEWLINE)throw 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t=this.formatInlineExpression(e.children);t?(this.layout.add(e.openParen),this.layout.add(...t.getLayoutItems()),this.layout.add(i.NO_SPACE,e.closeParen,i.SPACE)):(this.layout.add(e.openParen,i.NEWLINE),nC(this.cfg)?(this.layout.add(i.INDENT),this.layout=this.formatSubExpression(e.children)):(this.layout.indentation.increaseBlockLevel(),this.layout.add(i.INDENT),this.layout=this.formatSubExpression(e.children),this.layout.indentation.decreaseBlockLevel()),this.layout.add(i.NEWLINE,i.INDENT,e.closeParen,i.SPACE))}formatBetweenPredicate(e){this.layout.add(this.showKw(e.betweenKw),i.SPACE),this.layout=this.formatSubExpression(e.expr1),this.layout.add(i.NO_SPACE,i.SPACE,this.showNonTabularKw(e.andKw),i.SPACE),this.layout=this.formatSubExpression(e.expr2),this.layout.add(i.SPACE)}formatCaseExpression(e){this.formatNode(e.caseKw),this.layout.indentation.increaseBlockLevel(),this.layout=this.formatSubExpression(e.expr),this.layout=this.formatSubExpression(e.clauses),this.layout.indentation.decreaseBlockLevel(),this.layout.add(i.NEWLINE,i.INDENT),this.formatNode(e.endKw)}formatCaseWhen(e){this.layout.add(i.NEWLINE,i.INDENT),this.formatNode(e.whenKw),this.layout=this.formatSubExpression(e.condition),this.formatNode(e.thenKw),this.layout=this.formatSubExpression(e.result)}formatCaseElse(e){this.layout.add(i.NEWLINE,i.INDENT),this.formatNode(e.elseKw),this.layout=this.formatSubExpression(e.result)}formatClause(e){this.isOnelineClause(e)?this.formatClauseInOnelineStyle(e):nC(this.cfg)?this.formatClauseInTabularStyle(e):this.formatClauseInIndentedStyle(e)}isOnelineClause(e){return this.dialectCfg.onelineClauses[e.nameKw.text]}formatClauseInIndentedStyle(e){this.layout.add(i.NEWLINE,i.INDENT,this.showKw(e.nameKw),i.NEWLINE),this.layout.indentation.increaseTopLevel(),this.layout.add(i.INDENT),this.layout=this.formatSubExpression(e.children),this.layout.indentation.decreaseTopLevel()}formatClauseInOnelineStyle(e){this.layout.add(i.NEWLINE,i.INDENT,this.showKw(e.nameKw),i.SPACE),this.layout=this.formatSubExpression(e.children)}formatClauseInTabularStyle(e){this.layout.add(i.NEWLINE,i.INDENT,this.showKw(e.nameKw),i.SPACE),this.layout.indentation.increaseTopLevel(),this.layout=this.formatSubExpression(e.children),this.layout.indentation.decreaseTopLevel()}formatSetOperation(e){this.layout.add(i.NEWLINE,i.INDENT,this.showKw(e.nameKw),i.NEWLINE),this.layout.add(i.INDENT),this.layout=this.formatSubExpression(e.children)}formatLimitClause(e){this.withComments(e.limitKw,()=>{this.layout.add(i.NEWLINE,i.INDENT,this.showKw(e.limitKw))}),this.layout.indentation.increaseTopLevel(),nC(this.cfg)?this.layout.add(i.SPACE):this.layout.add(i.NEWLINE,i.INDENT),e.offset&&(this.layout=this.formatSubExpression(e.offset),this.layout.add(i.NO_SPACE,",",i.SPACE)),this.layout=this.formatSubExpression(e.count),this.layout.indentation.decreaseTopLevel()}formatAllColumnsAsterisk(e){this.layout.add("*",i.SPACE)}formatLiteral(e){this.layout.add(e.text,i.SPACE)}formatIdentifier(e){this.layout.add(e.text,i.SPACE)}formatParameter(e){this.layout.add(this.params.get(e),i.SPACE)}formatOperator({text:e}){this.cfg.denseOperators||this.dialectCfg.alwaysDenseOperators.includes(e)?this.layout.add(i.NO_SPACE,e):":"===e?this.layout.add(i.NO_SPACE,e,i.SPACE):this.layout.add(e,i.SPACE)}formatComma(e){this.inline?this.layout.add(i.NO_SPACE,",",i.SPACE):this.layout.add(i.NO_SPACE,",",i.NEWLINE,i.INDENT)}withComments(e,t){this.formatComments(e.leadingComments),t(),this.formatComments(e.trailingComments)}formatComments(e){e&&e.forEach(e=>{e.type===o.line_comment?this.formatLineComment(e):this.formatBlockComment(e)})}formatLineComment(e){P(e.precedingWhitespace||"")?this.layout.add(i.NEWLINE,i.INDENT,e.text,i.MANDATORY_NEWLINE,i.INDENT):this.layout.getLayoutItems().length>0?this.layout.add(i.NO_NEWLINE,i.SPACE,e.text,i.MANDATORY_NEWLINE,i.INDENT):this.layout.add(e.text,i.MANDATORY_NEWLINE,i.INDENT)}formatBlockComment(e){this.isMultilineBlockComment(e)?(this.splitBlockComment(e.text).forEach(e=>{this.layout.add(i.NEWLINE,i.INDENT,e)}),this.layout.add(i.NEWLINE,i.INDENT)):this.layout.add(e.text,i.SPACE)}isMultilineBlockComment(e){return P(e.text)||P(e.precedingWhitespace||"")}isDocComment(e){let t=e.split(/\n/);return/^\/\*\*?$/.test(t[0])&&t.slice(1,t.length-1).every(e=>/^\s*\*/.test(e))&&/^\s*\*\/$/.test(m(t))}splitBlockComment(e){return this.isDocComment(e)?e.split(/\n/).map(e=>/^\s*\*/.test(e)?" "+e.replace(/^\s*/,""):e):e.split(/\n/).map(e=>e.replace(/^\s*/,""))}formatSubExpression(e){return new n0({cfg:this.cfg,dialectCfg:this.dialectCfg,params:this.params,layout:this.layout,inline:this.inline}).format(e)}formatInlineExpression(e){let t=this.params.getPositionalParameterIndex();try{return new n0({cfg:this.cfg,dialectCfg:this.dialectCfg,params:this.params,layout:new nq(this.cfg.expressionWidth),inline:!0}).format(e)}catch(e){if(e instanceof nQ){this.params.setPositionalParameterIndex(t);return}throw e}}formatKeywordNode(e){switch(e.tokenType){case r.RESERVED_JOIN:return this.formatJoin(e);case r.AND:case r.OR:case r.XOR:return this.formatLogicalOperator(e);default:return this.formatKeyword(e)}}formatJoin(e){nC(this.cfg)?(this.layout.indentation.decreaseTopLevel(),this.layout.add(i.NEWLINE,i.INDENT,this.showKw(e),i.SPACE),this.layout.indentation.increaseTopLevel()):this.layout.add(i.NEWLINE,i.INDENT,this.showKw(e),i.SPACE)}formatKeyword(e){this.layout.add(this.showKw(e),i.SPACE)}formatLogicalOperator(e){"before"===this.cfg.logicalOperatorNewline?nC(this.cfg)?(this.layout.indentation.decreaseTopLevel(),this.layout.add(i.NEWLINE,i.INDENT,this.showKw(e),i.SPACE),this.layout.indentation.increaseTopLevel()):this.layout.add(i.NEWLINE,i.INDENT,this.showKw(e),i.SPACE):this.layout.add(this.showKw(e),i.NEWLINE,i.INDENT)}showKw(e){var t;return f(t=e.tokenType)||t===r.RESERVED_CLAUSE||t===r.RESERVED_SELECT||t===r.RESERVED_SET_OPERATION||t===r.RESERVED_JOIN||t===r.LIMIT?function(e,t){if("standard"===t)return e;let n=[];return e.length>=10&&e.includes(" ")&&([e,...n]=e.split(" ")),(e="tabularLeft"===t?e.padEnd(9," "):e.padStart(9," "))+["",...n].join(" ")}(this.showNonTabularKw(e),this.cfg.indentStyle):this.showNonTabularKw(e)}showNonTabularKw(e){switch(this.cfg.keywordCase){case"preserve":return g(e.raw);case"upper":return e.text;case"lower":return e.text.toLowerCase()}}}class n1{constructor(e,t){this.dialect=e,this.cfg=t,this.params=new nL(this.cfg.params)}format(e){let t=this.parse(e),n=this.formatAst(t),r=this.postFormat(n);return r.trimEnd()}parse(e){return(function(e){let t={},n=new nG(n=>[...e.tokenize(n,t).map(nv).map(nP).map(ny).map(nD),c(n.length)]),r=new n$(nW.fromCompiled(nV),{lexer:n});return{parse:(e,n)=>{t=n;let{results:o}=r.feed(e);if(1===o.length)return o[0];if(0===o.length)throw Error("Parse error: Invalid SQL");throw Error(`Parse error: Ambiguous grammar +${JSON.stringify(o,void 0,2)}`)}}})(this.dialect.tokenizer).parse(e,this.cfg.paramTypes||{})}formatAst(e){return e.map(e=>this.formatStatement(e)).join("\n".repeat(this.cfg.linesBetweenQueries+1))}formatStatement(e){let t=new n0({cfg:this.cfg,dialectCfg:this.dialect.formatOptions,params:this.params,layout:new nj(new nJ(nm(this.cfg)))}).format(e.children);return e.hasSemicolon&&(this.cfg.newlineBeforeSemicolon?t.add(i.NEWLINE,";"):t.add(i.NO_NEWLINE,";")),t.toString()}postFormat(e){if(this.cfg.tabulateAlias&&(e=function(e){let t=e.split("\n"),n=[];for(let e=0;e({line:e,matches:e.match(/(^.*?\S) (AS )?(\S+,?$)/i)})).map(({line:e,matches:t})=>t?{precedingText:t[1],as:t[2],alias:t[3]}:{precedingText:e}),i=L(o.map(({precedingText:e})=>e.replace(/\s*,\s*$/,"")));n=[...n,...r=o.map(({precedingText:e,as:t,alias:n})=>e+(n?" 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