{"version":3,"file":"index.d8d14520.js","sources":["../../../../../../src/lib/apis/rag/index.ts"],"sourcesContent":["import { RAG_API_BASE_URL } from '$lib/constants';\n\nexport const getRAGConfig = async (token: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/config`, {\n\t\tmethod: 'GET',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t}\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\ntype ChunkConfigForm = {\n\tchunk_size: number;\n\tchunk_overlap: number;\n};\n\ntype YoutubeConfigForm = {\n\tlanguage: string[];\n\ttranslation?: string | null;\n};\n\ntype RAGConfigForm = {\n\tpdf_extract_images?: boolean;\n\tchunk?: ChunkConfigForm;\n\tweb_loader_ssl_verification?: boolean;\n\tyoutube?: YoutubeConfigForm;\n};\n\nexport const updateRAGConfig = async (token: string, payload: RAGConfigForm) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/config/update`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: JSON.stringify({\n\t\t\t...payload\n\t\t})\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const getRAGTemplate = async (token: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/template`, {\n\t\tmethod: 'GET',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t}\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res?.template ?? '';\n};\n\nexport const getQuerySettings = async (token: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/query/settings`, {\n\t\tmethod: 'GET',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t}\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\ntype QuerySettings = {\n\tk: number | null;\n\tr: number | null;\n\ttemplate: string | null;\n};\n\nexport const updateQuerySettings = async (token: string, settings: QuerySettings) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/query/settings/update`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: JSON.stringify({\n\t\t\t...settings\n\t\t})\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const uploadDocToVectorDB = async (token: string, collection_name: string, file: File) => {\n\tconst data = new FormData();\n\tdata.append('file', file);\n\tdata.append('collection_name', collection_name);\n\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/doc`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\tAccept: 'application/json',\n\t\t\tauthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: data\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\terror = err.detail;\n\t\t\tconsole.log(err);\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const uploadWebToVectorDB = async (token: string, collection_name: string, url: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/web`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\tAccept: 'application/json',\n\t\t\t'Content-Type': 'application/json',\n\t\t\tauthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: JSON.stringify({\n\t\t\turl: url,\n\t\t\tcollection_name: collection_name\n\t\t})\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\terror = err.detail;\n\t\t\tconsole.log(err);\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const uploadYoutubeTranscriptionToVectorDB = async (token: string, url: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/youtube`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\tAccept: 'application/json',\n\t\t\t'Content-Type': 'application/json',\n\t\t\tauthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: JSON.stringify({\n\t\t\turl: url\n\t\t})\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\terror = err.detail;\n\t\t\tconsole.log(err);\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const queryDoc = async (\n\ttoken: string,\n\tcollection_name: string,\n\tquery: string,\n\tk: number | null = null\n) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/query/doc`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\tAccept: 'application/json',\n\t\t\t'Content-Type': 'application/json',\n\t\t\tauthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: JSON.stringify({\n\t\t\tcollection_name: collection_name,\n\t\t\tquery: query,\n\t\t\tk: k\n\t\t})\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const queryCollection = async (\n\ttoken: string,\n\tcollection_names: string,\n\tquery: string,\n\tk: number | null = null\n) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/query/collection`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\tAccept: 'application/json',\n\t\t\t'Content-Type': 'application/json',\n\t\t\tauthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: JSON.stringify({\n\t\t\tcollection_names: collection_names,\n\t\t\tquery: query,\n\t\t\tk: k\n\t\t})\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const scanDocs = async (token: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/scan`, {\n\t\tmethod: 'GET',\n\t\theaders: {\n\t\t\tAccept: 'application/json',\n\t\t\tauthorization: `Bearer ${token}`\n\t\t}\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const resetUploadDir = async (token: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/reset/uploads`, {\n\t\tmethod: 'GET',\n\t\theaders: {\n\t\t\tAccept: 'application/json',\n\t\t\tauthorization: `Bearer ${token}`\n\t\t}\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const resetVectorDB = async (token: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/reset`, {\n\t\tmethod: 'GET',\n\t\theaders: {\n\t\t\tAccept: 'application/json',\n\t\t\tauthorization: `Bearer ${token}`\n\t\t}\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const getEmbeddingConfig = async (token: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/embedding`, {\n\t\tmethod: 'GET',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t}\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\ntype OpenAIConfigForm = {\n\tkey: string;\n\turl: string;\n\tbatch_size: number;\n};\n\ntype EmbeddingModelUpdateForm = {\n\topenai_config?: OpenAIConfigForm;\n\tembedding_engine: string;\n\tembedding_model: string;\n};\n\nexport const updateEmbeddingConfig = async (token: string, payload: EmbeddingModelUpdateForm) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/embedding/update`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: JSON.stringify({\n\t\t\t...payload\n\t\t})\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const getRerankingConfig = async (token: string) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/reranking`, {\n\t\tmethod: 'GET',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t}\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\ntype RerankingModelUpdateForm = {\n\treranking_model: string;\n};\n\nexport const updateRerankingConfig = async (token: string, payload: RerankingModelUpdateForm) => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/reranking/update`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: JSON.stringify({\n\t\t\t...payload\n\t\t})\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport const runWebSearch = async (\n\ttoken: string,\n\tquery: string,\n\tcollection_name?: string\n): Promise<SearchDocument | null> => {\n\tlet error = null;\n\n\tconst res = await fetch(`${RAG_API_BASE_URL}/web/search`, {\n\t\tmethod: 'POST',\n\t\theaders: {\n\t\t\t'Content-Type': 'application/json',\n\t\t\tAuthorization: `Bearer ${token}`\n\t\t},\n\t\tbody: JSON.stringify({\n\t\t\tquery,\n\t\t\tcollection_name: collection_name ?? ''\n\t\t})\n\t})\n\t\t.then(async (res) => {\n\t\t\tif (!res.ok) throw await res.json();\n\t\t\treturn res.json();\n\t\t})\n\t\t.catch((err) => {\n\t\t\tconsole.log(err);\n\t\t\terror = err.detail;\n\t\t\treturn null;\n\t\t});\n\n\tif (error) {\n\t\tthrow error;\n\t}\n\n\treturn res;\n};\n\nexport interface SearchDocument {\n\tstatus: boolean;\n\tcollection_name: string;\n\tfilenames: 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