forked from open-webui/open-webui
		
	feat: editable rag template
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					 6 changed files with 122 additions and 16 deletions
				
			
		|  | @ -62,6 +62,7 @@ from config import ( | |||
|     CHROMA_CLIENT, | ||||
|     CHUNK_SIZE, | ||||
|     CHUNK_OVERLAP, | ||||
|     RAG_TEMPLATE, | ||||
| ) | ||||
| from constants import ERROR_MESSAGES | ||||
| 
 | ||||
|  | @ -73,6 +74,8 @@ app = FastAPI() | |||
| 
 | ||||
| app.state.CHUNK_SIZE = CHUNK_SIZE | ||||
| app.state.CHUNK_OVERLAP = CHUNK_OVERLAP | ||||
| app.state.RAG_TEMPLATE = RAG_TEMPLATE | ||||
| 
 | ||||
| 
 | ||||
| origins = ["*"] | ||||
| 
 | ||||
|  | @ -154,6 +157,25 @@ async def update_chunk_params( | |||
|     } | ||||
| 
 | ||||
| 
 | ||||
| @app.get("/template") | ||||
| async def get_rag_template(user=Depends(get_current_user)): | ||||
|     return { | ||||
|         "status": True, | ||||
|         "template": app.state.RAG_TEMPLATE, | ||||
|     } | ||||
| 
 | ||||
| 
 | ||||
| class RAGTemplateForm(BaseModel): | ||||
|     template: str | ||||
| 
 | ||||
| 
 | ||||
| @app.post("/template/update") | ||||
| async def update_rag_template(form_data: RAGTemplateForm, user=Depends(get_admin_user)): | ||||
|     # TODO: check template requirements | ||||
|     app.state.RAG_TEMPLATE = form_data.template | ||||
|     return {"status": True, "template": app.state.RAG_TEMPLATE} | ||||
| 
 | ||||
| 
 | ||||
| class QueryDocForm(BaseModel): | ||||
|     collection_name: str | ||||
|     query: str | ||||
|  |  | |||
|  | @ -144,6 +144,21 @@ CHROMA_CLIENT = chromadb.PersistentClient( | |||
| CHUNK_SIZE = 1500 | ||||
| CHUNK_OVERLAP = 100 | ||||
| 
 | ||||
| 
 | ||||
| RAG_TEMPLATE = """Use the following context as your learned knowledge, inside <context></context> XML tags. | ||||
| <context> | ||||
|     [context] | ||||
| </context> | ||||
| 
 | ||||
| When answer to user: | ||||
| - If you don't know, just say that you don't know. | ||||
| - If you don't know when you are not sure, ask for clarification. | ||||
| Avoid mentioning that you obtained the information from the context. | ||||
| And answer according to the language of the user's question. | ||||
|          | ||||
| Given the context information, answer the query. | ||||
| Query: [query]""" | ||||
| 
 | ||||
| #################################### | ||||
| # Transcribe | ||||
| #################################### | ||||
|  |  | |||
|  | @ -58,6 +58,63 @@ export const updateChunkParams = async (token: string, size: number, overlap: nu | |||
| 	return res; | ||||
| }; | ||||
| 
 | ||||
| export const getRAGTemplate = async (token: string) => { | ||||
| 	let error = null; | ||||
| 
 | ||||
| 	const res = await fetch(`${RAG_API_BASE_URL}/template`, { | ||||
| 		method: 'GET', | ||||
| 		headers: { | ||||
| 			'Content-Type': 'application/json', | ||||
| 			Authorization: `Bearer ${token}` | ||||
| 		} | ||||
| 	}) | ||||
| 		.then(async (res) => { | ||||
| 			if (!res.ok) throw await res.json(); | ||||
| 			return res.json(); | ||||
| 		}) | ||||
| 		.catch((err) => { | ||||
| 			console.log(err); | ||||
| 			error = err.detail; | ||||
| 			return null; | ||||
| 		}); | ||||
| 
 | ||||
| 	if (error) { | ||||
| 		throw error; | ||||
| 	} | ||||
| 
 | ||||
| 	return res; | ||||
| }; | ||||
| 
 | ||||
| export const updateRAGTemplate = async (token: string, template: string) => { | ||||
| 	let error = null; | ||||
| 
 | ||||
| 	const res = await fetch(`${RAG_API_BASE_URL}/template/update`, { | ||||
| 		method: 'POST', | ||||
| 		headers: { | ||||
| 			'Content-Type': 'application/json', | ||||
| 			Authorization: `Bearer ${token}` | ||||
| 		}, | ||||
| 		body: JSON.stringify({ | ||||
| 			template: template | ||||
| 		}) | ||||
| 	}) | ||||
| 		.then(async (res) => { | ||||
| 			if (!res.ok) throw await res.json(); | ||||
| 			return res.json(); | ||||
| 		}) | ||||
| 		.catch((err) => { | ||||
| 			console.log(err); | ||||
| 			error = err.detail; | ||||
| 			return null; | ||||
| 		}); | ||||
| 
 | ||||
| 	if (error) { | ||||
| 		throw error; | ||||
| 	} | ||||
| 
 | ||||
| 	return res; | ||||
| }; | ||||
| 
 | ||||
| export const uploadDocToVectorDB = async (token: string, collection_name: string, file: File) => { | ||||
| 	const data = new FormData(); | ||||
| 	data.append('file', file); | ||||
|  |  | |||
|  | @ -1,17 +1,21 @@ | |||
| export const RAGTemplate = (context: string, query: string) => { | ||||
| 	let template = `Use the following context as your learned knowledge, inside <context></context> XML tags.
 | ||||
| 	<context> | ||||
| 	  [context] | ||||
| 	</context> | ||||
| 	 | ||||
| 	When answer to user: | ||||
| 	- If you don't know, just say that you don't know. | ||||
| 	- If you don't know when you are not sure, ask for clarification. | ||||
| 	Avoid mentioning that you obtained the information from the context. | ||||
| 	And answer according to the language of the user's question. | ||||
| 			 | ||||
| 	Given the context information, answer the query. | ||||
| 	Query: [query]`;
 | ||||
| import { getRAGTemplate } from '$lib/apis/rag'; | ||||
| 
 | ||||
| export const RAGTemplate = async (token: string, context: string, query: string) => { | ||||
| 	let template = await getRAGTemplate(token).catch(() => { | ||||
| 		return `Use the following context as your learned knowledge, inside <context></context> XML tags.
 | ||||
| 		<context> | ||||
| 		  [context] | ||||
| 		</context> | ||||
| 		 | ||||
| 		When answer to user: | ||||
| 		- If you don't know, just say that you don't know. | ||||
| 		- If you don't know when you are not sure, ask for clarification. | ||||
| 		Avoid mentioning that you obtained the information from the context. | ||||
| 		And answer according to the language of the user's question. | ||||
| 				 | ||||
| 		Given the context information, answer the query. | ||||
| 		Query: [query]`;
 | ||||
| 	}); | ||||
| 
 | ||||
| 	template = template.replace(/\[context\]/g, context); | ||||
| 	template = template.replace(/\[query\]/g, query); | ||||
|  |  | |||
|  | @ -266,7 +266,11 @@ | |||
| 
 | ||||
| 			console.log(contextString); | ||||
| 
 | ||||
| 			history.messages[parentId].raContent = RAGTemplate(contextString, query); | ||||
| 			history.messages[parentId].raContent = await RAGTemplate( | ||||
| 				localStorage.token, | ||||
| 				contextString, | ||||
| 				query | ||||
| 			); | ||||
| 			history.messages[parentId].contexts = relevantContexts; | ||||
| 			await tick(); | ||||
| 			processing = ''; | ||||
|  |  | |||
|  | @ -280,7 +280,11 @@ | |||
| 
 | ||||
| 			console.log(contextString); | ||||
| 
 | ||||
| 			history.messages[parentId].raContent = RAGTemplate(contextString, query); | ||||
| 			history.messages[parentId].raContent = await RAGTemplate( | ||||
| 				localStorage.token, | ||||
| 				contextString, | ||||
| 				query | ||||
| 			); | ||||
| 			history.messages[parentId].contexts = relevantContexts; | ||||
| 			await tick(); | ||||
| 			processing = ''; | ||||
|  |  | |||
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	 Timothy J. Baek
						Timothy J. Baek