Files
supabase/apps/studio/pages/api/ai/sql/title.ts
T
Ivan VasilovandGreg Richardson 33f617a6cc Migrate all apps and packages to use OpenAI v4 lib (#19270)
* Migrate all apps and packages to use OpenAI v4 lib.

* Minor fix.

* refactor: improve types for completion chunks

---------

Co-authored-by: Greg Richardson <greg.nmr@gmail.com>
2023-11-30 09:01:51 +00:00

144 lines
4.3 KiB
TypeScript

import { SchemaBuilder } from '@serafin/schema-builder'
import { stripIndent } from 'common-tags'
import { isError } from 'data/utils/error-check'
import { jsonrepair } from 'jsonrepair'
import apiWrapper from 'lib/api/apiWrapper'
import { NextApiRequest, NextApiResponse } from 'next'
import { OpenAI } from 'openai'
const openAiKey = process.env.OPENAI_KEY
const generateTitleSchema = SchemaBuilder.emptySchema()
.addString('title', {
description: stripIndent`
The generated title for the SQL snippet (short and concise).
- Omit these words: 'SQL', 'Postgres', 'Query', 'Database'
`,
})
.addString('description', {
description: stripIndent`
The generated description for the SQL snippet (longer and more detailed than title).
- Read the SQL line by line and summarize it
`,
})
type GenerateTitleResult = typeof generateTitleSchema.T
const completionFunctions: Record<string, OpenAI.ChatCompletionCreateParams.Function> = {
generateTitle: {
name: 'generateTitle',
description: 'Generates a short title and detailed description for a Postgres SQL snippet',
parameters: generateTitleSchema.schema as Record<string, unknown>,
},
}
async function handler(req: NextApiRequest, res: NextApiResponse) {
if (!openAiKey) {
return res.status(500).json({
error: 'No OPENAI_KEY set. Create this environment variable to use AI features.',
})
}
const { method } = req
switch (method) {
case 'POST':
return handlePost(req, res)
default:
res.setHeader('Allow', ['POST'])
res.status(405).json({ data: null, error: { message: `Method ${method} Not Allowed` } })
}
}
export async function handlePost(req: NextApiRequest, res: NextApiResponse) {
const openAI = new OpenAI({ apiKey: openAiKey })
const {
body: { sql },
} = req
const model = 'gpt-3.5-turbo-0613'
const maxCompletionTokenCount = 1024
const completionMessages: OpenAI.Chat.Completions.ChatCompletionMessageParam[] = [
{
role: 'user',
content: sql,
},
]
const completionOptions: OpenAI.Chat.Completions.ChatCompletionCreateParamsNonStreaming = {
model,
messages: completionMessages,
max_tokens: maxCompletionTokenCount,
temperature: 0,
function_call: {
name: completionFunctions.generateTitle.name,
},
functions: [completionFunctions.generateTitle],
stream: false,
}
let completionResponse: OpenAI.Chat.Completions.ChatCompletion
try {
completionResponse = await openAI.chat.completions.create(completionOptions)
} catch (error: any) {
console.error(`AI title generation failed: ${error.message}`)
if ('code' in error && error.code === 'context_length_exceeded') {
return res.status(400).json({
error:
'Your SQL query is too large for Supabase AI to ingest. Try splitting it into smaller queries.',
})
}
return res.status(500).json({
error: 'There was an unknown error generating the snippet title. Please try again.',
})
}
const [firstChoice] = completionResponse.choices
const titleResponseString = firstChoice.message?.function_call?.arguments
if (!titleResponseString) {
console.error(
`AI title generation failed: OpenAI response succeeded, but response format was incorrect`
)
return res.status(500).json({
error: 'There was an unknown error generating the snippet title. Please try again.',
})
}
try {
// Attempt to repair broken JSON from OpenAI (eg. multiline strings)
const repairedJsonString = jsonrepair(titleResponseString)
const generateTitleResult: GenerateTitleResult = JSON.parse(repairedJsonString)
if (!generateTitleResult.title) {
console.error(`AI title generation failed: Unable to generate title for the given SQL`)
res.status(400).json({
error: 'Unable to generate title',
})
}
return res.json(generateTitleResult)
} catch (error) {
console.error(
`AI SQL editing failed: ${
isError(error) ? error.message : 'An unknown error occurred'
}, titleResponseString: ${titleResponseString}`
)
return res.status(500).json({
error: 'There was an unknown error editing the SQL snippet. Please try again.',
})
}
}
const wrapper = (req: NextApiRequest, res: NextApiResponse) => apiWrapper(req, res, handler)
export default wrapper