src/lib/apis/rag/index.ts

import { RAG_API_BASE_URL } from '$lib/constants';

export const getRAGConfig = async (token: string) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/config`, {
		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;
};

type ChunkConfigForm = {
	chunk_size: number;
	chunk_overlap: number;
};

type YoutubeConfigForm = {
	language: string[];
	translation?: string | null;
};

type RAGConfigForm = {
	pdf_extract_images?: boolean;
	chunk?: ChunkConfigForm;
	web_loader_ssl_verification?: boolean;
	youtube?: YoutubeConfigForm;
};

export const updateRAGConfig = async (token: string, payload: RAGConfigForm) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/config/update`, {
		method: 'POST',
		headers: {
			'Content-Type': 'application/json',
			Authorization: `Bearer ${token}`
		},
		body: JSON.stringify({
			...payload
		})
	})
		.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 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?.template ?? '';
};

export const getQuerySettings = async (token: string) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/query/settings`, {
		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;
};

type QuerySettings = {
	k: number | null;
	r: number | null;
	template: string | null;
};

export const updateQuerySettings = async (token: string, settings: QuerySettings) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/query/settings/update`, {
		method: 'POST',
		headers: {
			'Content-Type': 'application/json',
			Authorization: `Bearer ${token}`
		},
		body: JSON.stringify({
			...settings
		})
	})
		.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);
	data.append('collection_name', collection_name);

	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/doc`, {
		method: 'POST',
		headers: {
			Accept: 'application/json',
			authorization: `Bearer ${token}`
		},
		body: data
	})
		.then(async (res) => {
			if (!res.ok) throw await res.json();
			return res.json();
		})
		.catch((err) => {
			error = err.detail;
			console.log(err);
			return null;
		});

	if (error) {
		throw error;
	}

	return res;
};

export const uploadWebToVectorDB = async (token: string, collection_name: string, url: string) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/web`, {
		method: 'POST',
		headers: {
			Accept: 'application/json',
			'Content-Type': 'application/json',
			authorization: `Bearer ${token}`
		},
		body: JSON.stringify({
			url: url,
			collection_name: collection_name
		})
	})
		.then(async (res) => {
			if (!res.ok) throw await res.json();
			return res.json();
		})
		.catch((err) => {
			error = err.detail;
			console.log(err);
			return null;
		});

	if (error) {
		throw error;
	}

	return res;
};

export const uploadYoutubeTranscriptionToVectorDB = async (token: string, url: string) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/youtube`, {
		method: 'POST',
		headers: {
			Accept: 'application/json',
			'Content-Type': 'application/json',
			authorization: `Bearer ${token}`
		},
		body: JSON.stringify({
			url: url
		})
	})
		.then(async (res) => {
			if (!res.ok) throw await res.json();
			return res.json();
		})
		.catch((err) => {
			error = err.detail;
			console.log(err);
			return null;
		});

	if (error) {
		throw error;
	}

	return res;
};

export const queryDoc = async (
	token: string,
	collection_name: string,
	query: string,
	k: number | null = null
) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/query/doc`, {
		method: 'POST',
		headers: {
			Accept: 'application/json',
			'Content-Type': 'application/json',
			authorization: `Bearer ${token}`
		},
		body: JSON.stringify({
			collection_name: collection_name,
			query: query,
			k: k
		})
	})
		.then(async (res) => {
			if (!res.ok) throw await res.json();
			return res.json();
		})
		.catch((err) => {
			error = err.detail;
			return null;
		});

	if (error) {
		throw error;
	}

	return res;
};

export const queryCollection = async (
	token: string,
	collection_names: string,
	query: string,
	k: number | null = null
) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/query/collection`, {
		method: 'POST',
		headers: {
			Accept: 'application/json',
			'Content-Type': 'application/json',
			authorization: `Bearer ${token}`
		},
		body: JSON.stringify({
			collection_names: collection_names,
			query: query,
			k: k
		})
	})
		.then(async (res) => {
			if (!res.ok) throw await res.json();
			return res.json();
		})
		.catch((err) => {
			error = err.detail;
			return null;
		});

	if (error) {
		throw error;
	}

	return res;
};

export const scanDocs = async (token: string) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/scan`, {
		method: 'GET',
		headers: {
			Accept: 'application/json',
			authorization: `Bearer ${token}`
		}
	})
		.then(async (res) => {
			if (!res.ok) throw await res.json();
			return res.json();
		})
		.catch((err) => {
			error = err.detail;
			return null;
		});

	if (error) {
		throw error;
	}

	return res;
};

export const resetUploadDir = async (token: string) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/reset/uploads`, {
		method: 'GET',
		headers: {
			Accept: 'application/json',
			authorization: `Bearer ${token}`
		}
	})
		.then(async (res) => {
			if (!res.ok) throw await res.json();
			return res.json();
		})
		.catch((err) => {
			error = err.detail;
			return null;
		});

	if (error) {
		throw error;
	}

	return res;
};

export const resetVectorDB = async (token: string) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/reset`, {
		method: 'GET',
		headers: {
			Accept: 'application/json',
			authorization: `Bearer ${token}`
		}
	})
		.then(async (res) => {
			if (!res.ok) throw await res.json();
			return res.json();
		})
		.catch((err) => {
			error = err.detail;
			return null;
		});

	if (error) {
		throw error;
	}

	return res;
};

export const getEmbeddingConfig = async (token: string) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/embedding`, {
		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;
};

type OpenAIConfigForm = {
	key: string;
	url: string;
	batch_size: number;
};

type EmbeddingModelUpdateForm = {
	openai_config?: OpenAIConfigForm;
	embedding_engine: string;
	embedding_model: string;
};

export const updateEmbeddingConfig = async (token: string, payload: EmbeddingModelUpdateForm) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/embedding/update`, {
		method: 'POST',
		headers: {
			'Content-Type': 'application/json',
			Authorization: `Bearer ${token}`
		},
		body: JSON.stringify({
			...payload
		})
	})
		.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 getRerankingConfig = async (token: string) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/reranking`, {
		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;
};

type RerankingModelUpdateForm = {
	reranking_model: string;
};

export const updateRerankingConfig = async (token: string, payload: RerankingModelUpdateForm) => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/reranking/update`, {
		method: 'POST',
		headers: {
			'Content-Type': 'application/json',
			Authorization: `Bearer ${token}`
		},
		body: JSON.stringify({
			...payload
		})
	})
		.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 runWebSearch = async (
	token: string,
	query: string,
	collection_name?: string
): Promise<SearchDocument | null> => {
	let error = null;

	const res = await fetch(`${RAG_API_BASE_URL}/web/search`, {
		method: 'POST',
		headers: {
			'Content-Type': 'application/json',
			Authorization: `Bearer ${token}`
		},
		body: JSON.stringify({
			query,
			collection_name: collection_name ?? ''
		})
	})
		.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 interface SearchDocument {
	status: boolean;
	collection_name: string;
	filenames: string[];
}