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import { | |
PARQUET_EXPORT_DATASET, | |
PARQUET_EXPORT_HF_TOKEN, | |
PARQUET_EXPORT_SECRET, | |
} from "$env/static/private"; | |
import { collections } from "$lib/server/database"; | |
import type { Message } from "$lib/types/Message"; | |
import { error } from "@sveltejs/kit"; | |
import { pathToFileURL } from "node:url"; | |
import { unlink } from "node:fs/promises"; | |
import { uploadFile } from "@huggingface/hub"; | |
import parquet from "parquetjs"; | |
import { z } from "zod"; | |
// Triger like this: | |
// curl -X POST "http://localhost:5173/chat/admin/export" -H "Authorization: Bearer <PARQUET_EXPORT_SECRET>" -H "Content-Type: application/json" -d '{"model": "OpenAssistant/oasst-sft-6-llama-30b-xor"}' | |
export async function POST({ request }) { | |
if (!PARQUET_EXPORT_SECRET || !PARQUET_EXPORT_DATASET || !PARQUET_EXPORT_HF_TOKEN) { | |
throw error(500, "Parquet export is not configured."); | |
} | |
if (request.headers.get("Authorization") !== `Bearer ${PARQUET_EXPORT_SECRET}`) { | |
throw error(403); | |
} | |
const { model } = z | |
.object({ | |
model: z.string(), | |
}) | |
.parse(await request.json()); | |
const schema = new parquet.ParquetSchema({ | |
title: { type: "UTF8" }, | |
created_at: { type: "TIMESTAMP_MILLIS" }, | |
updated_at: { type: "TIMESTAMP_MILLIS" }, | |
messages: { | |
repeated: true, | |
fields: { | |
from: { type: "UTF8" }, | |
content: { type: "UTF8" }, | |
score: { type: "INT_8", optional: true }, | |
}, | |
}, | |
}); | |
const fileName = `/tmp/conversations-${new Date().toJSON().slice(0, 10)}-${Date.now()}.parquet`; | |
const writer = await parquet.ParquetWriter.openFile(schema, fileName); | |
let count = 0; | |
console.log("Exporting conversations for model", model); | |
for await (const conversation of collections.settings.aggregate<{ | |
title: string; | |
created_at: Date; | |
updated_at: Date; | |
messages: Message[]; | |
}>([ | |
{ | |
$match: { | |
shareConversationsWithModelAuthors: true, | |
sessionId: { $exists: true }, | |
userId: { $exists: false }, | |
}, | |
}, | |
{ | |
$lookup: { | |
from: "conversations", | |
localField: "sessionId", | |
foreignField: "sessionId", | |
as: "conversations", | |
pipeline: [{ $match: { model, userId: { $exists: false } } }], | |
}, | |
}, | |
{ $unwind: "$conversations" }, | |
{ | |
$project: { | |
title: "$conversations.title", | |
created_at: "$conversations.createdAt", | |
updated_at: "$conversations.updatedAt", | |
messages: "$conversations.messages", | |
}, | |
}, | |
])) { | |
await writer.appendRow({ | |
title: conversation.title, | |
created_at: conversation.created_at, | |
updated_at: conversation.updated_at, | |
messages: conversation.messages.map((message: Message) => ({ | |
from: message.from, | |
content: message.content, | |
...(message.score ? { score: message.score } : undefined), | |
})), | |
}); | |
++count; | |
if (count % 1_000 === 0) { | |
console.log("Exported", count, "conversations"); | |
} | |
} | |
console.log("exporting convos with userId"); | |
for await (const conversation of collections.settings.aggregate<{ | |
title: string; | |
created_at: Date; | |
updated_at: Date; | |
messages: Message[]; | |
}>([ | |
{ $match: { shareConversationsWithModelAuthors: true, userId: { $exists: true } } }, | |
{ | |
$lookup: { | |
from: "conversations", | |
localField: "userId", | |
foreignField: "userId", | |
as: "conversations", | |
pipeline: [{ $match: { model } }], | |
}, | |
}, | |
{ $unwind: "$conversations" }, | |
{ | |
$project: { | |
title: "$conversations.title", | |
created_at: "$conversations.createdAt", | |
updated_at: "$conversations.updatedAt", | |
messages: "$conversations.messages", | |
}, | |
}, | |
])) { | |
await writer.appendRow({ | |
title: conversation.title, | |
created_at: conversation.created_at, | |
updated_at: conversation.updated_at, | |
messages: conversation.messages.map((message: Message) => ({ | |
from: message.from, | |
content: message.content, | |
...(message.score ? { score: message.score } : undefined), | |
})), | |
}); | |
++count; | |
if (count % 1_000 === 0) { | |
console.log("Exported", count, "conversations"); | |
} | |
} | |
await writer.close(); | |
console.log("Uploading", fileName, "to Hugging Face Hub"); | |
await uploadFile({ | |
file: pathToFileURL(fileName), | |
credentials: { accessToken: PARQUET_EXPORT_HF_TOKEN }, | |
repo: { | |
type: "dataset", | |
name: PARQUET_EXPORT_DATASET, | |
}, | |
}); | |
console.log("Upload done"); | |
await unlink(fileName); | |
return new Response(); | |
} | |