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change alpaca format to include citations and system prompt

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This commit is contained in:
timothycarambat 2024-07-15 16:05:53 -07:00
parent d037ab27f4
commit 86a66ba569
1 changed files with 32 additions and 13 deletions
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45
server/utils/helpers/chat/convertTo.js
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@ -3,6 +3,7 @@
const { Workspace } = require("../../../models/workspace");
const { WorkspaceChats } = require("../../../models/workspaceChats");
const { safeJsonParse } = require("../../http");
async function convertToCSV(preparedData) {
const rows = ["id,username,workspace,prompt,response,sent_at,rating"];
@ -66,12 +67,24 @@ async function prepareWorkspaceChatsForExport(format = "jsonl") {
return preparedData;
}
const workspaceIds = [...new Set(chats.map((chat) => chat.workspaceId))];
const workspacesWithPrompts = await Promise.all(
workspaceIds.map((id) => Workspace.get({ id: Number(id) }))
);
const workspacePromptsMap = workspacesWithPrompts.reduce((acc, workspace) => {
acc[workspace.id] = workspace.openAiPrompt;
return acc;
}, {});
if (format === "jsonAlpaca") {
const preparedData = chats.map((chat) => {
const responseJson = JSON.parse(chat.response);
return {
instruction: chat.prompt,
input: "",
instruction: buildSystemPrompt(
chat,
workspacePromptsMap[chat.workspaceId]
),
input: chat.prompt,
output: responseJson.text,
};
});
@ -79,17 +92,6 @@ async function prepareWorkspaceChatsForExport(format = "jsonl") {
return preparedData;
}
const workspaceIds = [...new Set(chats.map((chat) => chat.workspaceId))];
const workspacesWithPrompts = await Promise.all(
workspaceIds.map((id) => Workspace.get({ id: Number(id) }))
);
const workspacePromptsMap = workspacesWithPrompts.reduce((acc, workspace) => {
acc[workspace.id] = workspace.openAiPrompt;
return acc;
}, {});
const workspaceChatsMap = chats.reduce((acc, chat) => {
const { prompt, response, workspaceId } = chat;
const responseJson = JSON.parse(response);
@ -157,6 +159,23 @@ async function exportChatsAsType(workspaceChatsMap, format = "jsonl") {
};
}
const STANDARD_PROMPT =
"Given the following conversation, relevant context, and a follow up question, reply with an answer to the current question the user is asking. Return only your response to the question given the above information following the users instructions as needed.";
function buildSystemPrompt(chat, prompt = null) {
const sources = safeJsonParse(chat.response)?.sources || [];
const contextTexts = sources.map((source) => source.text);
const context =
sources.length > 0
? "\nContext:\n" +
contextTexts
.map((text, i) => {
return `[CONTEXT ${i}]:\n${text}\n[END CONTEXT ${i}]\n\n`;
})
.join("")
: "";
return `${prompt ?? STANDARD_PROMPT}${context}`;
}
module.exports = {
prepareWorkspaceChatsForExport,
exportChatsAsType,