Flowise
1681 строка · 72.9 Кб
1{2"description": "Manually construct prompts to query a SQL database",3"categories": "IfElse Function,Variable Set/Get,Custom JS Function,ChatOpenAI,LLM Chain,Langchain",4"framework": "Langchain",5"badge": "new",6"nodes": [7{8"width": 300,9"height": 511,10"id": "promptTemplate_0",11"position": {12"x": 384.84394025989127,13"y": 61.2120526094349214},15"type": "customNode",16"data": {17"id": "promptTemplate_0",18"label": "Prompt Template",19"version": 1,20"name": "promptTemplate",21"type": "PromptTemplate",22"baseClasses": ["PromptTemplate", "BaseStringPromptTemplate", "BasePromptTemplate", "Runnable"],23"category": "Prompts",24"description": "Schema to represent a basic prompt for an LLM",25"inputParams": [26{27"label": "Template",28"name": "template",29"type": "string",30"rows": 4,31"placeholder": "What is a good name for a company that makes {product}?",32"id": "promptTemplate_0-input-template-string"33},34{35"label": "Format Prompt Values",36"name": "promptValues",37"type": "json",38"optional": true,39"acceptVariable": true,40"list": true,41"id": "promptTemplate_0-input-promptValues-json"42}43],44"inputAnchors": [],45"inputs": {46"template": "Based on the provided SQL table schema and question below, return a SQL SELECT ALL query that would answer the user's question. For example: SELECT * FROM table WHERE id = '1'.\n------------\nSCHEMA: {schema}\n------------\nQUESTION: {question}\n------------\nSQL QUERY:",47"promptValues": "{\"schema\":\"{{setVariable_0.data.instance}}\",\"question\":\"{{question}}\"}"48},49"outputAnchors": [50{51"id": "promptTemplate_0-output-promptTemplate-PromptTemplate|BaseStringPromptTemplate|BasePromptTemplate|Runnable",52"name": "promptTemplate",53"label": "PromptTemplate",54"type": "PromptTemplate | BaseStringPromptTemplate | BasePromptTemplate | Runnable"55}56],57"outputs": {},58"selected": false59},60"selected": false,61"positionAbsolute": {62"x": 384.84394025989127,63"y": 61.2120526094349264},65"dragging": false66},67{68"width": 300,69"height": 507,70"id": "llmChain_0",71"position": {72"x": 770.4559230968546,73"y": -127.1135140934655474},75"type": "customNode",76"data": {77"id": "llmChain_0",78"label": "LLM Chain",79"version": 3,80"name": "llmChain",81"type": "LLMChain",82"baseClasses": ["LLMChain", "BaseChain", "Runnable"],83"category": "Chains",84"description": "Chain to run queries against LLMs",85"inputParams": [86{87"label": "Chain Name",88"name": "chainName",89"type": "string",90"placeholder": "Name Your Chain",91"optional": true,92"id": "llmChain_0-input-chainName-string"93}94],95"inputAnchors": [96{97"label": "Language Model",98"name": "model",99"type": "BaseLanguageModel",100"id": "llmChain_0-input-model-BaseLanguageModel"101},102{103"label": "Prompt",104"name": "prompt",105"type": "BasePromptTemplate",106"id": "llmChain_0-input-prompt-BasePromptTemplate"107},108{109"label": "Output Parser",110"name": "outputParser",111"type": "BaseLLMOutputParser",112"optional": true,113"id": "llmChain_0-input-outputParser-BaseLLMOutputParser"114},115{116"label": "Input Moderation",117"description": "Detect text that could generate harmful output and prevent it from being sent to the language model",118"name": "inputModeration",119"type": "Moderation",120"optional": true,121"list": true,122"id": "llmChain_0-input-inputModeration-Moderation"123}124],125"inputs": {126"model": "{{chatOpenAI_0.data.instance}}",127"prompt": "{{promptTemplate_0.data.instance}}",128"outputParser": "",129"inputModeration": "",130"chainName": "SQL Query Chain"131},132"outputAnchors": [133{134"name": "output",135"label": "Output",136"type": "options",137"options": [138{139"id": "llmChain_0-output-llmChain-LLMChain|BaseChain|Runnable",140"name": "llmChain",141"label": "LLM Chain",142"type": "LLMChain | BaseChain | Runnable"143},144{145"id": "llmChain_0-output-outputPrediction-string|json",146"name": "outputPrediction",147"label": "Output Prediction",148"type": "string | json"149}150],151"default": "llmChain"152}153],154"outputs": {155"output": "outputPrediction"156},157"selected": false158},159"selected": false,160"positionAbsolute": {161"x": 770.4559230968546,162"y": -127.11351409346554163},164"dragging": false165},166{167"width": 300,168"height": 574,169"id": "chatOpenAI_0",170"position": {171"x": 372.72389181000057,172"y": -561.0744498265477173},174"type": "customNode",175"data": {176"id": "chatOpenAI_0",177"label": "ChatOpenAI",178"version": 6.0,179"name": "chatOpenAI",180"type": "ChatOpenAI",181"baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"],182"category": "Chat Models",183"description": "Wrapper around OpenAI large language models that use the Chat endpoint",184"inputParams": [185{186"label": "Connect Credential",187"name": "credential",188"type": "credential",189"credentialNames": ["openAIApi"],190"id": "chatOpenAI_0-input-credential-credential"191},192{193"label": "Model Name",194"name": "modelName",195"type": "asyncOptions",196"loadMethod": "listModels",197"default": "gpt-3.5-turbo",198"id": "chatOpenAI_0-input-modelName-options"199},200{201"label": "Temperature",202"name": "temperature",203"type": "number",204"step": 0.1,205"default": 0.9,206"optional": true,207"id": "chatOpenAI_0-input-temperature-number"208},209{210"label": "Max Tokens",211"name": "maxTokens",212"type": "number",213"step": 1,214"optional": true,215"additionalParams": true,216"id": "chatOpenAI_0-input-maxTokens-number"217},218{219"label": "Top Probability",220"name": "topP",221"type": "number",222"step": 0.1,223"optional": true,224"additionalParams": true,225"id": "chatOpenAI_0-input-topP-number"226},227{228"label": "Frequency Penalty",229"name": "frequencyPenalty",230"type": "number",231"step": 0.1,232"optional": true,233"additionalParams": true,234"id": "chatOpenAI_0-input-frequencyPenalty-number"235},236{237"label": "Presence Penalty",238"name": "presencePenalty",239"type": "number",240"step": 0.1,241"optional": true,242"additionalParams": true,243"id": "chatOpenAI_0-input-presencePenalty-number"244},245{246"label": "Timeout",247"name": "timeout",248"type": "number",249"step": 1,250"optional": true,251"additionalParams": true,252"id": "chatOpenAI_0-input-timeout-number"253},254{255"label": "BasePath",256"name": "basepath",257"type": "string",258"optional": true,259"additionalParams": true,260"id": "chatOpenAI_0-input-basepath-string"261},262{263"label": "BaseOptions",264"name": "baseOptions",265"type": "json",266"optional": true,267"additionalParams": true,268"id": "chatOpenAI_0-input-baseOptions-json"269},270{271"label": "Allow Image Uploads",272"name": "allowImageUploads",273"type": "boolean",274"description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent",275"default": false,276"optional": true,277"id": "chatOpenAI_0-input-allowImageUploads-boolean"278},279{280"label": "Image Resolution",281"description": "This parameter controls the resolution in which the model views the image.",282"name": "imageResolution",283"type": "options",284"options": [285{286"label": "Low",287"name": "low"288},289{290"label": "High",291"name": "high"292},293{294"label": "Auto",295"name": "auto"296}297],298"default": "low",299"optional": false,300"additionalParams": true,301"id": "chatOpenAI_0-input-imageResolution-options"302}303],304"inputAnchors": [305{306"label": "Cache",307"name": "cache",308"type": "BaseCache",309"optional": true,310"id": "chatOpenAI_0-input-cache-BaseCache"311}312],313"inputs": {314"cache": "",315"modelName": "gpt-3.5-turbo-16k",316"temperature": "0",317"maxTokens": "",318"topP": "",319"frequencyPenalty": "",320"presencePenalty": "",321"timeout": "",322"basepath": "",323"baseOptions": "",324"allowImageUploads": true,325"imageResolution": "low"326},327"outputAnchors": [328{329"id": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",330"name": "chatOpenAI",331"label": "ChatOpenAI",332"type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable"333}334],335"outputs": {},336"selected": false337},338"selected": false,339"positionAbsolute": {340"x": 372.72389181000057,341"y": -561.0744498265477342},343"dragging": false344},345{346"width": 300,347"height": 574,348"id": "chatOpenAI_1",349"position": {350"x": 2636.1598769864936,351"y": -653.0025971757484352},353"type": "customNode",354"data": {355"id": "chatOpenAI_1",356"label": "ChatOpenAI",357"version": 6.0,358"name": "chatOpenAI",359"type": "ChatOpenAI",360"baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"],361"category": "Chat Models",362"description": "Wrapper around OpenAI large language models that use the Chat endpoint",363"inputParams": [364{365"label": "Connect Credential",366"name": "credential",367"type": "credential",368"credentialNames": ["openAIApi"],369"id": "chatOpenAI_1-input-credential-credential"370},371{372"label": "Model Name",373"name": "modelName",374"type": "asyncOptions",375"loadMethod": "listModels",376"default": "gpt-3.5-turbo",377"id": "chatOpenAI_1-input-modelName-options"378},379{380"label": "Temperature",381"name": "temperature",382"type": "number",383"step": 0.1,384"default": 0.9,385"optional": true,386"id": "chatOpenAI_1-input-temperature-number"387},388{389"label": "Max Tokens",390"name": "maxTokens",391"type": "number",392"step": 1,393"optional": true,394"additionalParams": true,395"id": "chatOpenAI_1-input-maxTokens-number"396},397{398"label": "Top Probability",399"name": "topP",400"type": "number",401"step": 0.1,402"optional": true,403"additionalParams": true,404"id": "chatOpenAI_1-input-topP-number"405},406{407"label": "Frequency Penalty",408"name": "frequencyPenalty",409"type": "number",410"step": 0.1,411"optional": true,412"additionalParams": true,413"id": "chatOpenAI_1-input-frequencyPenalty-number"414},415{416"label": "Presence Penalty",417"name": "presencePenalty",418"type": "number",419"step": 0.1,420"optional": true,421"additionalParams": true,422"id": "chatOpenAI_1-input-presencePenalty-number"423},424{425"label": "Timeout",426"name": "timeout",427"type": "number",428"step": 1,429"optional": true,430"additionalParams": true,431"id": "chatOpenAI_1-input-timeout-number"432},433{434"label": "BasePath",435"name": "basepath",436"type": "string",437"optional": true,438"additionalParams": true,439"id": "chatOpenAI_1-input-basepath-string"440},441{442"label": "BaseOptions",443"name": "baseOptions",444"type": "json",445"optional": true,446"additionalParams": true,447"id": "chatOpenAI_1-input-baseOptions-json"448},449{450"label": "Allow Image Uploads",451"name": "allowImageUploads",452"type": "boolean",453"description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent",454"default": false,455"optional": true,456"id": "chatOpenAI_1-input-allowImageUploads-boolean"457},458{459"label": "Image Resolution",460"description": "This parameter controls the resolution in which the model views the image.",461"name": "imageResolution",462"type": "options",463"options": [464{465"label": "Low",466"name": "low"467},468{469"label": "High",470"name": "high"471},472{473"label": "Auto",474"name": "auto"475}476],477"default": "low",478"optional": false,479"additionalParams": true,480"id": "chatOpenAI_1-input-imageResolution-options"481}482],483"inputAnchors": [484{485"label": "Cache",486"name": "cache",487"type": "BaseCache",488"optional": true,489"id": "chatOpenAI_1-input-cache-BaseCache"490}491],492"inputs": {493"cache": "",494"modelName": "gpt-3.5-turbo-16k",495"temperature": "0",496"maxTokens": "",497"topP": "",498"frequencyPenalty": "",499"presencePenalty": "",500"timeout": "",501"basepath": "",502"baseOptions": "",503"allowImageUploads": true,504"imageResolution": "low"505},506"outputAnchors": [507{508"id": "chatOpenAI_1-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",509"name": "chatOpenAI",510"label": "ChatOpenAI",511"type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable"512}513],514"outputs": {},515"selected": false516},517"selected": false,518"positionAbsolute": {519"x": 2636.1598769864936,520"y": -653.0025971757484521},522"dragging": false523},524{525"width": 300,526"height": 507,527"id": "llmChain_1",528"position": {529"x": 3089.9937691022837,530"y": -109.24001734925716531},532"type": "customNode",533"data": {534"id": "llmChain_1",535"label": "LLM Chain",536"version": 3,537"name": "llmChain",538"type": "LLMChain",539"baseClasses": ["LLMChain", "BaseChain", "Runnable"],540"category": "Chains",541"description": "Chain to run queries against LLMs",542"inputParams": [543{544"label": "Chain Name",545"name": "chainName",546"type": "string",547"placeholder": "Name Your Chain",548"optional": true,549"id": "llmChain_1-input-chainName-string"550}551],552"inputAnchors": [553{554"label": "Language Model",555"name": "model",556"type": "BaseLanguageModel",557"id": "llmChain_1-input-model-BaseLanguageModel"558},559{560"label": "Prompt",561"name": "prompt",562"type": "BasePromptTemplate",563"id": "llmChain_1-input-prompt-BasePromptTemplate"564},565{566"label": "Output Parser",567"name": "outputParser",568"type": "BaseLLMOutputParser",569"optional": true,570"id": "llmChain_1-input-outputParser-BaseLLMOutputParser"571},572{573"label": "Input Moderation",574"description": "Detect text that could generate harmful output and prevent it from being sent to the language model",575"name": "inputModeration",576"type": "Moderation",577"optional": true,578"list": true,579"id": "llmChain_1-input-inputModeration-Moderation"580}581],582"inputs": {583"model": "{{chatOpenAI_1.data.instance}}",584"prompt": "{{promptTemplate_1.data.instance}}",585"outputParser": "",586"inputModeration": "",587"chainName": "Final Chain"588},589"outputAnchors": [590{591"name": "output",592"label": "Output",593"type": "options",594"options": [595{596"id": "llmChain_1-output-llmChain-LLMChain|BaseChain|Runnable",597"name": "llmChain",598"label": "LLM Chain",599"type": "LLMChain | BaseChain | Runnable"600},601{602"id": "llmChain_1-output-outputPrediction-string|json",603"name": "outputPrediction",604"label": "Output Prediction",605"type": "string | json"606}607],608"default": "llmChain"609}610],611"outputs": {612"output": "llmChain"613},614"selected": false615},616"selected": false,617"positionAbsolute": {618"x": 3089.9937691022837,619"y": -109.24001734925716620},621"dragging": false622},623{624"width": 300,625"height": 669,626"id": "customFunction_2",627"position": {628"x": -395.18079694059173,629"y": -222.8935573325382630},631"type": "customNode",632"data": {633"id": "customFunction_2",634"label": "Custom JS Function",635"version": 1,636"name": "customFunction",637"type": "CustomFunction",638"baseClasses": ["CustomFunction", "Utilities"],639"category": "Utilities",640"description": "Execute custom javascript function",641"inputParams": [642{643"label": "Input Variables",644"name": "functionInputVariables",645"description": "Input variables can be used in the function with prefix $. For example: $var",646"type": "json",647"optional": true,648"acceptVariable": true,649"list": true,650"id": "customFunction_2-input-functionInputVariables-json"651},652{653"label": "Function Name",654"name": "functionName",655"type": "string",656"placeholder": "My Function",657"id": "customFunction_2-input-functionName-string"658},659{660"label": "Javascript Function",661"name": "javascriptFunction",662"type": "code",663"id": "customFunction_2-input-javascriptFunction-code"664}665],666"inputAnchors": [],667"inputs": {668"functionInputVariables": "",669"functionName": "Get SQL Schema Prompt",670"javascriptFunction": "const HOST = 'singlestore-host.com';\nconst USER = 'admin';\nconst PASSWORD = 'mypassword';\nconst DATABASE = 'mydb';\nconst TABLE = 'samples';\nconst mysql = require('mysql2/promise');\n\nlet sqlSchemaPrompt;\n\n/**\n * Ideal prompt contains schema info and examples\n * Follows best practices as specified form https://arxiv.org/abs/2204.00498\n * =========================================\n * CREATE TABLE samples (firstName varchar NOT NULL, lastName varchar)\n * SELECT * FROM samples LIMIT 3\n * firstName lastName\n * Stephen Tyler\n * Jack McGinnis\n * Steven Repici\n * =========================================\n*/\nfunction getSQLPrompt() {\n return new Promise(async (resolve, reject) => {\n try {\n const singleStoreConnection = mysql.createPool({\n host: HOST,\n user: USER,\n password: PASSWORD,\n database: DATABASE,\n });\n \n // Get schema info\n const [schemaInfo] = await singleStoreConnection.execute(\n `SELECT * FROM INFORMATION_SCHEMA.COLUMNS WHERE table_name = \"${TABLE}\"`\n );\n \n const createColumns = [];\n const columnNames = [];\n \n for (const schemaData of schemaInfo) {\n columnNames.push(`${schemaData['COLUMN_NAME']}`);\n createColumns.push(`${schemaData['COLUMN_NAME']} ${schemaData['COLUMN_TYPE']} ${schemaData['IS_NULLABLE'] === 'NO' ? 'NOT NULL' : ''}`);\n }\n \n const sqlCreateTableQuery = `CREATE TABLE samples (${createColumns.join(', ')})`;\n const sqlSelectTableQuery = `SELECT * FROM samples LIMIT 3`;\n \n // Get first 3 rows\n const [rows] = await singleStoreConnection.execute(\n sqlSelectTableQuery,\n );\n \n const allValues = [];\n for (const row of rows) {\n const rowValues = [];\n for (const colName in row) {\n rowValues.push(row[colName]);\n }\n allValues.push(rowValues.join(' '));\n }\n \n sqlSchemaPrompt = sqlCreateTableQuery + '\\n' + sqlSelectTableQuery + '\\n' + columnNames.join(' ') + '\\n' + allValues.join('\\n');\n \n resolve();\n } catch (e) {\n console.error(e);\n return reject(e);\n }\n });\n}\n\nasync function main() {\n await getSQLPrompt();\n}\n\nawait main();\n\nreturn sqlSchemaPrompt;"671},672"outputAnchors": [673{674"name": "output",675"label": "Output",676"type": "options",677"options": [678{679"id": "customFunction_2-output-output-string|number|boolean|json|array",680"name": "output",681"label": "Output",682"type": "string | number | boolean | json | array"683}684],685"default": "output"686}687],688"outputs": {689"output": "output"690},691"selected": false692},693"selected": false,694"positionAbsolute": {695"x": -395.18079694059173,696"y": -222.8935573325382697},698"dragging": false699},700{701"width": 300,702"height": 669,703"id": "customFunction_1",704"position": {705"x": 1887.4670208331604,706"y": -275.95340782935716707},708"type": "customNode",709"data": {710"id": "customFunction_1",711"label": "Custom JS Function",712"version": 1,713"name": "customFunction",714"type": "CustomFunction",715"baseClasses": ["CustomFunction", "Utilities"],716"category": "Utilities",717"description": "Execute custom javascript function",718"inputParams": [719{720"label": "Input Variables",721"name": "functionInputVariables",722"description": "Input variables can be used in the function with prefix $. For example: $var",723"type": "json",724"optional": true,725"acceptVariable": true,726"list": true,727"id": "customFunction_1-input-functionInputVariables-json"728},729{730"label": "Function Name",731"name": "functionName",732"type": "string",733"placeholder": "My Function",734"id": "customFunction_1-input-functionName-string"735},736{737"label": "Javascript Function",738"name": "javascriptFunction",739"type": "code",740"id": "customFunction_1-input-javascriptFunction-code"741}742],743"inputAnchors": [],744"inputs": {745"functionInputVariables": "{\"sqlQuery\":\"{{setVariable_1.data.instance}}\"}",746"functionName": "Run SQL Query",747"javascriptFunction": "const HOST = 'singlestore-host.com';\nconst USER = 'admin';\nconst PASSWORD = 'mypassword';\nconst DATABASE = 'mydb';\nconst TABLE = 'samples';\nconst mysql = require('mysql2/promise');\n\nlet result;\n\nfunction getSQLResult() {\n return new Promise(async (resolve, reject) => {\n try {\n const singleStoreConnection = mysql.createPool({\n host: HOST,\n user: USER,\n password: PASSWORD,\n database: DATABASE,\n });\n \n const [rows] = await singleStoreConnection.execute(\n $sqlQuery\n );\n \n result = JSON.stringify(rows)\n \n resolve();\n } catch (e) {\n console.error(e);\n return reject(e);\n }\n });\n}\n\nasync function main() {\n await getSQLResult();\n}\n\nawait main();\n\nreturn result;"748},749"outputAnchors": [750{751"name": "output",752"label": "Output",753"type": "options",754"options": [755{756"id": "customFunction_1-output-output-string|number|boolean|json|array",757"name": "output",758"label": "Output",759"type": "string | number | boolean | json | array"760}761],762"default": "output"763}764],765"outputs": {766"output": "output"767},768"selected": false769},770"selected": false,771"positionAbsolute": {772"x": 1887.4670208331604,773"y": -275.95340782935716774},775"dragging": false776},777{778"width": 300,779"height": 511,780"id": "promptTemplate_1",781"position": {782"x": 2638.3935631956588,783"y": -18.55855423639423784},785"type": "customNode",786"data": {787"id": "promptTemplate_1",788"label": "Prompt Template",789"version": 1,790"name": "promptTemplate",791"type": "PromptTemplate",792"baseClasses": ["PromptTemplate", "BaseStringPromptTemplate", "BasePromptTemplate", "Runnable"],793"category": "Prompts",794"description": "Schema to represent a basic prompt for an LLM",795"inputParams": [796{797"label": "Template",798"name": "template",799"type": "string",800"rows": 4,801"placeholder": "What is a good name for a company that makes {product}?",802"id": "promptTemplate_1-input-template-string"803},804{805"label": "Format Prompt Values",806"name": "promptValues",807"type": "json",808"optional": true,809"acceptVariable": true,810"list": true,811"id": "promptTemplate_1-input-promptValues-json"812}813],814"inputAnchors": [],815"inputs": {816"template": "Based on the table schema below, question, SQL query, and SQL response, write a natural language response, be details as possible:\n------------\nSCHEMA: {schema}\n------------\nQUESTION: {question}\n------------\nSQL QUERY: {sqlQuery}\n------------\nSQL RESPONSE: {sqlResponse}\n------------\nNATURAL LANGUAGE RESPONSE:",817"promptValues": "{\"schema\":\"{{getVariable_0.data.instance}}\",\"question\":\"{{question}}\",\"sqlResponse\":\"{{customFunction_1.data.instance}}\",\"sqlQuery\":\"{{getVariable_1.data.instance}}\"}"818},819"outputAnchors": [820{821"id": "promptTemplate_1-output-promptTemplate-PromptTemplate|BaseStringPromptTemplate|BasePromptTemplate|Runnable",822"name": "promptTemplate",823"label": "PromptTemplate",824"type": "PromptTemplate | BaseStringPromptTemplate | BasePromptTemplate | Runnable"825}826],827"outputs": {},828"selected": false829},830"selected": false,831"dragging": false,832"positionAbsolute": {833"x": 2638.3935631956588,834"y": -18.55855423639423835}836},837{838"width": 300,839"height": 355,840"id": "setVariable_0",841"position": {842"x": 18.689175061831122,843"y": -62.81166351070223844},845"type": "customNode",846"data": {847"id": "setVariable_0",848"label": "Set Variable",849"version": 1,850"name": "setVariable",851"type": "SetVariable",852"baseClasses": ["SetVariable", "Utilities"],853"category": "Utilities",854"description": "Set variable which can be retrieved at a later stage. Variable is only available during runtime.",855"inputParams": [856{857"label": "Variable Name",858"name": "variableName",859"type": "string",860"placeholder": "var1",861"id": "setVariable_0-input-variableName-string"862}863],864"inputAnchors": [865{866"label": "Input",867"name": "input",868"type": "string | number | boolean | json | array",869"optional": true,870"list": true,871"id": "setVariable_0-input-input-string | number | boolean | json | array"872}873],874"inputs": {875"input": ["{{customFunction_2.data.instance}}"],876"variableName": "schemaPrompt"877},878"outputAnchors": [879{880"name": "output",881"label": "Output",882"type": "options",883"options": [884{885"id": "setVariable_0-output-output-string|number|boolean|json|array",886"name": "output",887"label": "Output",888"type": "string | number | boolean | json | array"889}890],891"default": "output"892}893],894"outputs": {895"output": "output"896},897"selected": false898},899"selected": false,900"positionAbsolute": {901"x": 18.689175061831122,902"y": -62.81166351070223903},904"dragging": false905},906{907"width": 300,908"height": 304,909"id": "getVariable_0",910"position": {911"x": 2248.4540716891547,912"y": -47.21232652005119913},914"type": "customNode",915"data": {916"id": "getVariable_0",917"label": "Get Variable",918"version": 1,919"name": "getVariable",920"type": "GetVariable",921"baseClasses": ["GetVariable", "Utilities"],922"category": "Utilities",923"description": "Get variable that was saved using Set Variable node",924"inputParams": [925{926"label": "Variable Name",927"name": "variableName",928"type": "string",929"placeholder": "var1",930"id": "getVariable_0-input-variableName-string"931}932],933"inputAnchors": [],934"inputs": {935"variableName": "schemaPrompt"936},937"outputAnchors": [938{939"name": "output",940"label": "Output",941"type": "options",942"options": [943{944"id": "getVariable_0-output-output-string|number|boolean|json|array",945"name": "output",946"label": "Output",947"type": "string | number | boolean | json | array"948}949],950"default": "output"951}952],953"outputs": {954"output": "output"955},956"selected": false957},958"positionAbsolute": {959"x": 2248.4540716891547,960"y": -47.21232652005119961},962"selected": false,963"dragging": false964},965{966"width": 300,967"height": 304,968"id": "getVariable_1",969"position": {970"x": 2256.0258940322105,971"y": 437.4363694364632972},973"type": "customNode",974"data": {975"id": "getVariable_1",976"label": "Get Variable",977"version": 1,978"name": "getVariable",979"type": "GetVariable",980"baseClasses": ["GetVariable", "Utilities"],981"category": "Utilities",982"description": "Get variable that was saved using Set Variable node",983"inputParams": [984{985"label": "Variable Name",986"name": "variableName",987"type": "string",988"placeholder": "var1",989"id": "getVariable_1-input-variableName-string"990}991],992"inputAnchors": [],993"inputs": {994"variableName": "sqlQuery"995},996"outputAnchors": [997{998"name": "output",999"label": "Output",1000"type": "options",1001"options": [1002{1003"id": "getVariable_1-output-output-string|number|boolean|json|array",1004"name": "output",1005"label": "Output",1006"type": "string | number | boolean | json | array"1007}1008],1009"default": "output"1010}1011],1012"outputs": {1013"output": "output"1014},1015"selected": false1016},1017"positionAbsolute": {1018"x": 2256.0258940322105,1019"y": 437.43636943646321020},1021"selected": false,1022"dragging": false1023},1024{1025"width": 300,1026"height": 355,1027"id": "setVariable_1",1028"position": {1029"x": 1516.338224315744,1030"y": -133.69860236832831031},1032"type": "customNode",1033"data": {1034"id": "setVariable_1",1035"label": "Set Variable",1036"version": 1,1037"name": "setVariable",1038"type": "SetVariable",1039"baseClasses": ["SetVariable", "Utilities"],1040"category": "Utilities",1041"description": "Set variable which can be retrieved at a later stage. Variable is only available during runtime.",1042"inputParams": [1043{1044"label": "Variable Name",1045"name": "variableName",1046"type": "string",1047"placeholder": "var1",1048"id": "setVariable_1-input-variableName-string"1049}1050],1051"inputAnchors": [1052{1053"label": "Input",1054"name": "input",1055"type": "string | number | boolean | json | array",1056"optional": true,1057"list": true,1058"id": "setVariable_1-input-input-string | number | boolean | json | array"1059}1060],1061"inputs": {1062"input": ["{{ifElseFunction_0.data.instance}}"],1063"variableName": "sqlQuery"1064},1065"outputAnchors": [1066{1067"name": "output",1068"label": "Output",1069"type": "options",1070"options": [1071{1072"id": "setVariable_1-output-output-string|number|boolean|json|array",1073"name": "output",1074"label": "Output",1075"type": "string | number | boolean | json | array"1076}1077],1078"default": "output"1079}1080],1081"outputs": {1082"output": "output"1083},1084"selected": false1085},1086"selected": false,1087"positionAbsolute": {1088"x": 1516.338224315744,1089"y": -133.69860236832831090},1091"dragging": false1092},1093{1094"width": 300,1095"height": 755,1096"id": "ifElseFunction_0",1097"position": {1098"x": 1147.8020838770517,1099"y": -237.394787633221481100},1101"type": "customNode",1102"data": {1103"id": "ifElseFunction_0",1104"label": "IfElse Function",1105"version": 1,1106"name": "ifElseFunction",1107"type": "IfElseFunction",1108"baseClasses": ["IfElseFunction", "Utilities"],1109"category": "Utilities",1110"description": "Split flows based on If Else javascript functions",1111"inputParams": [1112{1113"label": "Input Variables",1114"name": "functionInputVariables",1115"description": "Input variables can be used in the function with prefix $. For example: $var",1116"type": "json",1117"optional": true,1118"acceptVariable": true,1119"list": true,1120"id": "ifElseFunction_0-input-functionInputVariables-json"1121},1122{1123"label": "IfElse Name",1124"name": "functionName",1125"type": "string",1126"optional": true,1127"placeholder": "If Condition Match",1128"id": "ifElseFunction_0-input-functionName-string"1129},1130{1131"label": "If Function",1132"name": "ifFunction",1133"description": "Function must return a value",1134"type": "code",1135"rows": 2,1136"default": "if (\"hello\" == \"hello\") {\n return true;\n}",1137"id": "ifElseFunction_0-input-ifFunction-code"1138},1139{1140"label": "Else Function",1141"name": "elseFunction",1142"description": "Function must return a value",1143"type": "code",1144"rows": 2,1145"default": "return false;",1146"id": "ifElseFunction_0-input-elseFunction-code"1147}1148],1149"inputAnchors": [],1150"inputs": {1151"functionInputVariables": "{\"sqlQuery\":\"{{llmChain_0.data.instance}}\"}",1152"functionName": "IF SQL Query contains SELECT and WHERE",1153"ifFunction": "const sqlQuery = $sqlQuery.trim();\n\nif (sqlQuery.includes(\"SELECT\") && sqlQuery.includes(\"WHERE\")) {\n return sqlQuery;\n}",1154"elseFunction": "return $sqlQuery;"1155},1156"outputAnchors": [1157{1158"name": "output",1159"label": "Output",1160"type": "options",1161"options": [1162{1163"id": "ifElseFunction_0-output-returnTrue-string|number|boolean|json|array",1164"name": "returnTrue",1165"label": "True",1166"type": "string | number | boolean | json | array"1167},1168{1169"id": "ifElseFunction_0-output-returnFalse-string|number|boolean|json|array",1170"name": "returnFalse",1171"label": "False",1172"type": "string | number | boolean | json | array"1173}1174],1175"default": "returnTrue"1176}1177],1178"outputs": {1179"output": "returnTrue"1180},1181"selected": false1182},1183"selected": false,1184"positionAbsolute": {1185"x": 1147.8020838770517,1186"y": -237.394787633221481187},1188"dragging": false1189},1190{1191"width": 300,1192"height": 511,1193"id": "promptTemplate_2",1194"position": {1195"x": 1530.0647779039386,1196"y": 944.99044825837511197},1198"type": "customNode",1199"data": {1200"id": "promptTemplate_2",1201"label": "Prompt Template",1202"version": 1,1203"name": "promptTemplate",1204"type": "PromptTemplate",1205"baseClasses": ["PromptTemplate", "BaseStringPromptTemplate", "BasePromptTemplate", "Runnable"],1206"category": "Prompts",1207"description": "Schema to represent a basic prompt for an LLM",1208"inputParams": [1209{1210"label": "Template",1211"name": "template",1212"type": "string",1213"rows": 4,1214"placeholder": "What is a good name for a company that makes {product}?",1215"id": "promptTemplate_2-input-template-string"1216},1217{1218"label": "Format Prompt Values",1219"name": "promptValues",1220"type": "json",1221"optional": true,1222"acceptVariable": true,1223"list": true,1224"id": "promptTemplate_2-input-promptValues-json"1225}1226],1227"inputAnchors": [],1228"inputs": {1229"template": "Politely say \"I'm not able to answer query\"",1230"promptValues": "{\"schema\":\"{{setVariable_0.data.instance}}\",\"question\":\"{{question}}\"}"1231},1232"outputAnchors": [1233{1234"id": "promptTemplate_2-output-promptTemplate-PromptTemplate|BaseStringPromptTemplate|BasePromptTemplate|Runnable",1235"name": "promptTemplate",1236"label": "PromptTemplate",1237"type": "PromptTemplate | BaseStringPromptTemplate | BasePromptTemplate | Runnable"1238}1239],1240"outputs": {},1241"selected": false1242},1243"selected": false,1244"positionAbsolute": {1245"x": 1530.0647779039386,1246"y": 944.99044825837511247},1248"dragging": false1249},1250{1251"width": 300,1252"height": 574,1253"id": "chatOpenAI_2",1254"position": {1255"x": 1537.0307928738125,1256"y": 330.77272296106321257},1258"type": "customNode",1259"data": {1260"id": "chatOpenAI_2",1261"label": "ChatOpenAI",1262"version": 6.0,1263"name": "chatOpenAI",1264"type": "ChatOpenAI",1265"baseClasses": ["ChatOpenAI", "BaseChatModel", "BaseLanguageModel", "Runnable"],1266"category": "Chat Models",1267"description": "Wrapper around OpenAI large language models that use the Chat endpoint",1268"inputParams": [1269{1270"label": "Connect Credential",1271"name": "credential",1272"type": "credential",1273"credentialNames": ["openAIApi"],1274"id": "chatOpenAI_2-input-credential-credential"1275},1276{1277"label": "Model Name",1278"name": "modelName",1279"type": "asyncOptions",1280"loadMethod": "listModels",1281"default": "gpt-3.5-turbo",1282"id": "chatOpenAI_2-input-modelName-options"1283},1284{1285"label": "Temperature",1286"name": "temperature",1287"type": "number",1288"step": 0.1,1289"default": 0.9,1290"optional": true,1291"id": "chatOpenAI_2-input-temperature-number"1292},1293{1294"label": "Max Tokens",1295"name": "maxTokens",1296"type": "number",1297"step": 1,1298"optional": true,1299"additionalParams": true,1300"id": "chatOpenAI_2-input-maxTokens-number"1301},1302{1303"label": "Top Probability",1304"name": "topP",1305"type": "number",1306"step": 0.1,1307"optional": true,1308"additionalParams": true,1309"id": "chatOpenAI_2-input-topP-number"1310},1311{1312"label": "Frequency Penalty",1313"name": "frequencyPenalty",1314"type": "number",1315"step": 0.1,1316"optional": true,1317"additionalParams": true,1318"id": "chatOpenAI_2-input-frequencyPenalty-number"1319},1320{1321"label": "Presence Penalty",1322"name": "presencePenalty",1323"type": "number",1324"step": 0.1,1325"optional": true,1326"additionalParams": true,1327"id": "chatOpenAI_2-input-presencePenalty-number"1328},1329{1330"label": "Timeout",1331"name": "timeout",1332"type": "number",1333"step": 1,1334"optional": true,1335"additionalParams": true,1336"id": "chatOpenAI_2-input-timeout-number"1337},1338{1339"label": "BasePath",1340"name": "basepath",1341"type": "string",1342"optional": true,1343"additionalParams": true,1344"id": "chatOpenAI_2-input-basepath-string"1345},1346{1347"label": "BaseOptions",1348"name": "baseOptions",1349"type": "json",1350"optional": true,1351"additionalParams": true,1352"id": "chatOpenAI_2-input-baseOptions-json"1353},1354{1355"label": "Allow Image Uploads",1356"name": "allowImageUploads",1357"type": "boolean",1358"description": "Automatically uses gpt-4-vision-preview when image is being uploaded from chat. Only works with LLMChain, Conversation Chain, ReAct Agent, and Conversational Agent",1359"default": false,1360"optional": true,1361"id": "chatOpenAI_2-input-allowImageUploads-boolean"1362},1363{1364"label": "Image Resolution",1365"description": "This parameter controls the resolution in which the model views the image.",1366"name": "imageResolution",1367"type": "options",1368"options": [1369{1370"label": "Low",1371"name": "low"1372},1373{1374"label": "High",1375"name": "high"1376},1377{1378"label": "Auto",1379"name": "auto"1380}1381],1382"default": "low",1383"optional": false,1384"additionalParams": true,1385"id": "chatOpenAI_2-input-imageResolution-options"1386}1387],1388"inputAnchors": [1389{1390"label": "Cache",1391"name": "cache",1392"type": "BaseCache",1393"optional": true,1394"id": "chatOpenAI_2-input-cache-BaseCache"1395}1396],1397"inputs": {1398"cache": "",1399"modelName": "gpt-3.5-turbo-16k",1400"temperature": "0.7",1401"maxTokens": "",1402"topP": "",1403"frequencyPenalty": "",1404"presencePenalty": "",1405"timeout": "",1406"basepath": "",1407"baseOptions": "",1408"allowImageUploads": true,1409"imageResolution": "low"1410},1411"outputAnchors": [1412{1413"id": "chatOpenAI_2-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",1414"name": "chatOpenAI",1415"label": "ChatOpenAI",1416"type": "ChatOpenAI | BaseChatModel | BaseLanguageModel | Runnable"1417}1418],1419"outputs": {},1420"selected": false1421},1422"selected": false,1423"positionAbsolute": {1424"x": 1537.0307928738125,1425"y": 330.77272296106321426},1427"dragging": false1428},1429{1430"width": 300,1431"height": 507,1432"id": "llmChain_2",1433"position": {1434"x": 2077.2866807477812,1435"y": 958.65941673862531436},1437"type": "customNode",1438"data": {1439"id": "llmChain_2",1440"label": "LLM Chain",1441"version": 3,1442"name": "llmChain",1443"type": "LLMChain",1444"baseClasses": ["LLMChain", "BaseChain", "Runnable"],1445"category": "Chains",1446"description": "Chain to run queries against LLMs",1447"inputParams": [1448{1449"label": "Chain Name",1450"name": "chainName",1451"type": "string",1452"placeholder": "Name Your Chain",1453"optional": true,1454"id": "llmChain_2-input-chainName-string"1455}1456],1457"inputAnchors": [1458{1459"label": "Language Model",1460"name": "model",1461"type": "BaseLanguageModel",1462"id": "llmChain_2-input-model-BaseLanguageModel"1463},1464{1465"label": "Prompt",1466"name": "prompt",1467"type": "BasePromptTemplate",1468"id": "llmChain_2-input-prompt-BasePromptTemplate"1469},1470{1471"label": "Output Parser",1472"name": "outputParser",1473"type": "BaseLLMOutputParser",1474"optional": true,1475"id": "llmChain_2-input-outputParser-BaseLLMOutputParser"1476},1477{1478"label": "Input Moderation",1479"description": "Detect text that could generate harmful output and prevent it from being sent to the language model",1480"name": "inputModeration",1481"type": "Moderation",1482"optional": true,1483"list": true,1484"id": "llmChain_2-input-inputModeration-Moderation"1485}1486],1487"inputs": {1488"model": "{{chatOpenAI_2.data.instance}}",1489"prompt": "{{promptTemplate_2.data.instance}}",1490"outputParser": "",1491"inputModeration": "",1492"chainName": "Fallback Chain"1493},1494"outputAnchors": [1495{1496"name": "output",1497"label": "Output",1498"type": "options",1499"options": [1500{1501"id": "llmChain_2-output-llmChain-LLMChain|BaseChain|Runnable",1502"name": "llmChain",1503"label": "LLM Chain",1504"type": "LLMChain | BaseChain | Runnable"1505},1506{1507"id": "llmChain_2-output-outputPrediction-string|json",1508"name": "outputPrediction",1509"label": "Output Prediction",1510"type": "string | json"1511}1512],1513"default": "llmChain"1514}1515],1516"outputs": {1517"output": "llmChain"1518},1519"selected": false1520},1521"selected": false,1522"positionAbsolute": {1523"x": 2077.2866807477812,1524"y": 958.65941673862531525},1526"dragging": false1527}1528],1529"edges": [1530{1531"source": "promptTemplate_0",1532"sourceHandle": "promptTemplate_0-output-promptTemplate-PromptTemplate|BaseStringPromptTemplate|BasePromptTemplate|Runnable",1533"target": "llmChain_0",1534"targetHandle": "llmChain_0-input-prompt-BasePromptTemplate",1535"type": "buttonedge",1536"id": "promptTemplate_0-promptTemplate_0-output-promptTemplate-PromptTemplate|BaseStringPromptTemplate|BasePromptTemplate|Runnable-llmChain_0-llmChain_0-input-prompt-BasePromptTemplate",1537"data": {1538"label": ""1539}1540},1541{1542"source": "chatOpenAI_0",1543"sourceHandle": "chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",1544"target": "llmChain_0",1545"targetHandle": "llmChain_0-input-model-BaseLanguageModel",1546"type": "buttonedge",1547"id": "chatOpenAI_0-chatOpenAI_0-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-llmChain_0-llmChain_0-input-model-BaseLanguageModel",1548"data": {1549"label": ""1550}1551},1552{1553"source": "chatOpenAI_1",1554"sourceHandle": "chatOpenAI_1-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",1555"target": "llmChain_1",1556"targetHandle": "llmChain_1-input-model-BaseLanguageModel",1557"type": "buttonedge",1558"id": "chatOpenAI_1-chatOpenAI_1-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-llmChain_1-llmChain_1-input-model-BaseLanguageModel",1559"data": {1560"label": ""1561}1562},1563{1564"source": "customFunction_1",1565"sourceHandle": "customFunction_1-output-output-string|number|boolean|json|array",1566"target": "promptTemplate_1",1567"targetHandle": "promptTemplate_1-input-promptValues-json",1568"type": "buttonedge",1569"id": "customFunction_1-customFunction_1-output-output-string|number|boolean|json|array-promptTemplate_1-promptTemplate_1-input-promptValues-json",1570"data": {1571"label": ""1572}1573},1574{1575"source": "promptTemplate_1",1576"sourceHandle": "promptTemplate_1-output-promptTemplate-PromptTemplate|BaseStringPromptTemplate|BasePromptTemplate|Runnable",1577"target": "llmChain_1",1578"targetHandle": "llmChain_1-input-prompt-BasePromptTemplate",1579"type": "buttonedge",1580"id": "promptTemplate_1-promptTemplate_1-output-promptTemplate-PromptTemplate|BaseStringPromptTemplate|BasePromptTemplate|Runnable-llmChain_1-llmChain_1-input-prompt-BasePromptTemplate",1581"data": {1582"label": ""1583}1584},1585{1586"source": "customFunction_2",1587"sourceHandle": "customFunction_2-output-output-string|number|boolean|json|array",1588"target": "setVariable_0",1589"targetHandle": "setVariable_0-input-input-string | number | boolean | json | array",1590"type": "buttonedge",1591"id": "customFunction_2-customFunction_2-output-output-string|number|boolean|json|array-setVariable_0-setVariable_0-input-input-string | number | boolean | json | array",1592"data": {1593"label": ""1594}1595},1596{1597"source": "setVariable_0",1598"sourceHandle": "setVariable_0-output-output-string|number|boolean|json|array",1599"target": "promptTemplate_0",1600"targetHandle": "promptTemplate_0-input-promptValues-json",1601"type": "buttonedge",1602"id": "setVariable_0-setVariable_0-output-output-string|number|boolean|json|array-promptTemplate_0-promptTemplate_0-input-promptValues-json",1603"data": {1604"label": ""1605}1606},1607{1608"source": "getVariable_0",1609"sourceHandle": "getVariable_0-output-output-string|number|boolean|json|array",1610"target": "promptTemplate_1",1611"targetHandle": "promptTemplate_1-input-promptValues-json",1612"type": "buttonedge",1613"id": "getVariable_0-getVariable_0-output-output-string|number|boolean|json|array-promptTemplate_1-promptTemplate_1-input-promptValues-json",1614"data": {1615"label": ""1616}1617},1618{1619"source": "getVariable_1",1620"sourceHandle": "getVariable_1-output-output-string|number|boolean|json|array",1621"target": "promptTemplate_1",1622"targetHandle": "promptTemplate_1-input-promptValues-json",1623"type": "buttonedge",1624"id": "getVariable_1-getVariable_1-output-output-string|number|boolean|json|array-promptTemplate_1-promptTemplate_1-input-promptValues-json",1625"data": {1626"label": ""1627}1628},1629{1630"source": "setVariable_1",1631"sourceHandle": "setVariable_1-output-output-string|number|boolean|json|array",1632"target": "customFunction_1",1633"targetHandle": "customFunction_1-input-functionInputVariables-json",1634"type": "buttonedge",1635"id": "setVariable_1-setVariable_1-output-output-string|number|boolean|json|array-customFunction_1-customFunction_1-input-functionInputVariables-json",1636"data": {1637"label": ""1638}1639},1640{1641"source": "llmChain_0",1642"sourceHandle": "llmChain_0-output-outputPrediction-string|json",1643"target": "ifElseFunction_0",1644"targetHandle": "ifElseFunction_0-input-functionInputVariables-json",1645"type": "buttonedge",1646"id": "llmChain_0-llmChain_0-output-outputPrediction-string|json-ifElseFunction_0-ifElseFunction_0-input-functionInputVariables-json"1647},1648{1649"source": "ifElseFunction_0",1650"sourceHandle": "ifElseFunction_0-output-returnTrue-string|number|boolean|json|array",1651"target": "setVariable_1",1652"targetHandle": "setVariable_1-input-input-string | number | boolean | json | array",1653"type": "buttonedge",1654"id": "ifElseFunction_0-ifElseFunction_0-output-returnTrue-string|number|boolean|json|array-setVariable_1-setVariable_1-input-input-string | number | boolean | json | array"1655},1656{1657"source": "ifElseFunction_0",1658"sourceHandle": "ifElseFunction_0-output-returnFalse-string|number|boolean|json|array",1659"target": "promptTemplate_2",1660"targetHandle": "promptTemplate_2-input-promptValues-json",1661"type": "buttonedge",1662"id": "ifElseFunction_0-ifElseFunction_0-output-returnFalse-string|number|boolean|json|array-promptTemplate_2-promptTemplate_2-input-promptValues-json"1663},1664{1665"source": "chatOpenAI_2",1666"sourceHandle": "chatOpenAI_2-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable",1667"target": "llmChain_2",1668"targetHandle": "llmChain_2-input-model-BaseLanguageModel",1669"type": "buttonedge",1670"id": "chatOpenAI_2-chatOpenAI_2-output-chatOpenAI-ChatOpenAI|BaseChatModel|BaseLanguageModel|Runnable-llmChain_2-llmChain_2-input-model-BaseLanguageModel"1671},1672{1673"source": "promptTemplate_2",1674"sourceHandle": "promptTemplate_2-output-promptTemplate-PromptTemplate|BaseStringPromptTemplate|BasePromptTemplate|Runnable",1675"target": "llmChain_2",1676"targetHandle": "llmChain_2-input-prompt-BasePromptTemplate",1677"type": "buttonedge",1678"id": "promptTemplate_2-promptTemplate_2-output-promptTemplate-PromptTemplate|BaseStringPromptTemplate|BasePromptTemplate|Runnable-llmChain_2-llmChain_2-input-prompt-BasePromptTemplate"1679}1680]1681}1682