Files
veridian/server/api/chat/generate.post.ts
T
zoeissleeping 59bb7fbc12 Performance enhancements galore! New themining system
This is once again a huge commit, but its mostly performance
improvements along with some bug fixes and refactoring. It also includes
changes to the theming systems. I'm still not 100% happy with the
theming system, but its better than before.

Model fetching has been dramatically improved! Nearly all the important
computation and pre-processing has been moved to the server. This has
also somehow fixed the way model details are loaded, which was causing
many models to be missing their details despite models.dev having them.

The markdown renderer has once again been changed, but I'm mostly
certain that this is the last time major changes will be made to it. The
renderer is not spamming components, bloating memory usage, and its not
using a bug prone custom written chunking system.

There's also a lot more that I haven't mentioned and honestly forgot. I
need to get better commit hygiene tbh.
2026-02-20 00:20:50 -06:00

910 lines
33 KiB
TypeScript

import type { Entity } from '@triplit/client';
import { type ModelMessage, modelMessageSchema, streamText, type StreamTextTransform, tool } from 'ai';
import { promises as fs } from 'fs';
import { glob } from 'glob';
import { nanoid } from 'nanoid';
import path from 'path';
import * as z from 'zod';
import { httpClient } from '~~/server/lib/triplit';
import { addPendingGeneration, completeGeneration } from '~~/server/utils/generations';
import type { schema } from '~~/triplit/schema';
import { spawn } from 'child_process';
import { GatewayFetchError, getProviderDetails, type ModelGateway } from '~~/server/utils/ai-provider';
import { assert } from '~~/utils/assert';
export const messagesSchema = z.array(modelMessageSchema);
export default defineEventHandler(async (event) => {
await protectRoute(event);
const result = await readValidatedBody(event, (body) =>
z
.object({
messages: messagesSchema.min(1),
topicId: z.string(),
parentMessageId: z.string().nullable(),
model: z.object({
providerId: z.string(),
modelId: z.string(),
args: z.record(z.string(), z.any()),
}),
providerApiKey: z.string().optional(),
})
.safeParse(body),
);
if (!result.success) {
throw createError({
statusCode: 400,
message: result.error.issues[0]!.message,
});
}
const userId = event.context.user!.id;
const { messages, topicId, parentMessageId, model: { modelId, providerId, args }, providerApiKey } = result.data;
const fetchPromises = [];
fetchPromises.push(httpClient.fetchOne(httpClient.query('providers').Where('id', '=', providerId)));
fetchPromises.push(httpClient.fetchOne(httpClient.query('models').Where('id', '=', modelId)));
fetchPromises.push(httpClient.fetchOne(
httpClient.query('generations').Where('topicId', '=', topicId).Where('status', '=', 'pending'),
));
const [provider, model, existingPendingGenerations] = await Promise.all(fetchPromises) as [Entity<typeof schema, 'providers'> | null, Entity<typeof schema, 'models'> | null, Entity<typeof schema, 'generations'> | null];
if (provider === null || provider.userId !== userId) {
throw createError({
statusCode: 400,
message: 'Invalid provider',
});
}
if (model === null || model.providerId !== model.providerId || model.userId !== userId) {
throw createError({
statusCode: 400,
message: 'Invalid model',
});
}
if (existingPendingGenerations !== null) {
throw createError({
statusCode: 400,
message: 'There cannot be more than one active generation per topic',
});
}
const providerDetails = await getProviderDetails(provider, providerApiKey, model);
if (!providerDetails.ok) {
switch (providerDetails.error) {
case GatewayFetchError.NoProviderApiKey: {
throw createError({
statusCode: 400,
message: `${provider.type} provider requires an API key`,
});
}
case GatewayFetchError.NoProviderBaseUrl: {
throw createError({
statusCode: 400,
message: 'Invalid provider URL',
});
}
}
}
const { gateway } = providerDetails.data;
assert(gateway !== null, 'Invalid gateway');
const generationId = nanoid();
const message = await httpClient.insert('messages', {
topicId,
userId,
focusedIndex: parentMessageId ? null : 0,
generationId,
parentMessageId,
content: '',
role: 'assistant',
});
await httpClient.insert('generations', {
id: generationId,
userId,
topicId,
modelId: model.externalId,
status: 'pending',
messageId: message.id,
});
let logFile: fs.FileHandle | undefined;
let logMessage: ((message: string) => void) | undefined;
if (process.env.GENERATION_DEBUG) {
if (process.env.LOG_DIR) {
await fs.mkdir(process.env.LOG_DIR!, { recursive: true });
logFile = await fs.open(path.join(process.env.LOG_DIR!, `${Date.now()}-${generationId}.log`), 'w');
logMessage = (message: string) => {
logFile!.write(message + '\n');
};
} else {
console.warn('Generation debug logging is enabled but GENERATION_DEBUG is not set');
}
}
event.waitUntil(
generateResponse(message, { gateway: gateway.gateway, model, parameters: args }, generationId, userId, topicId, messages, gateway.streamTransformer, logMessage, logFile),
);
return {
generationId,
messageId: message.id,
};
});
const INTERNAL_ERROR = 'An internal error occurred';
// todo message takes in variadics like console.log
const todo = (...args: any[]) => {
console.error('TODO', ...args);
throw new Error('TODO');
};
const evalPython = async (code: string) => {
// This is the wrapper logic from above, minified or stored as a string
// Or you can save the wrapper script to a file and call that.
const wrapper = `
import ast
import sys
code = sys.stdin.read()
tree = ast.parse(code)
last_node = tree.body[-1] if tree.body else None
namespace = {}
if len(tree.body) > 1:
exec(compile(ast.Module(tree.body[:-1], []), "<ast>", "exec"), namespace)
if isinstance(last_node, ast.Expr):
res = eval(compile(ast.Expression(last_node.value), "<ast>", "eval"), namespace)
if res is not None: print(res)
elif last_node:
exec(compile(ast.Module([last_node], []), "<ast>", "exec"), namespace)
`.trim();
return new Promise<string>((resolve, reject) => {
const child = spawn('python3', ['-c', wrapper]);
let output = '';
let errorOutput = '';
child.stdout.on('data', (data) => {
output += data.toString();
});
child.stderr.on('data', (data) => {
errorOutput += data.toString();
});
child.on('close', (exitCode) => {
if (exitCode !== 0) {
reject(errorOutput || `Exit code ${exitCode}`);
} else {
resolve(output.trim());
}
});
// Send the agent's code to the wrapper via stdin
child.stdin.write(code);
child.stdin.end();
});
};
// TODO: obviously come up with a better way for the user to define their own tools
const { listDirectoryTool, globTool, readFileTool, readFilesTool, fetchUrlTool, pythonTool, bashTool } = {
listDirectoryTool: tool({
description: 'Lists the contents of a directory',
inputSchema: z.object({
path: z.string(),
}),
outputSchema: z.object({
files: z.array(z.object({ name: z.string(), type: z.string() })),
}),
execute: async ({ path }) => {
const rawFiles = await fs.readdir(path, { withFileTypes: true });
const files = rawFiles.map((file) => ({
name: file.name,
type: file.isFile() ? 'file' : 'directory',
}));
return {
files,
};
},
}),
globTool: tool({
description: 'Lists files matching a glob pattern',
inputSchema: z.object({
pattern: z.string(),
}),
outputSchema: z.object({
files: z.array(z.object({ path: z.string(), type: z.string() })),
}),
execute: async ({ pattern }) => {
const rawFiles = await glob(pattern, { withFileTypes: true });
const files = rawFiles.map((file) => ({
path: file.parentPath + '/' + file.name,
type: file.isFile() ? 'file' : 'directory',
}));
return {
files,
};
},
}),
readFileTool: tool({
description: 'Reads the contents of a file',
inputSchema: z.object({
path: z.string(),
}),
outputSchema: z.object({
path: z.string(),
content: z.string(),
}),
execute: async ({ path }) => {
const file = await fs.readFile(path);
return {
path,
content: file.toString(),
};
},
}),
readFilesTool: tool({
description: 'Reads the contents of multiple files',
inputSchema: z.object({
paths: z.array(z.string()).describe('The file paths to read'),
}),
outputSchema: z.object({
files: z.array(
z.object({
path: z.string(),
content: z.string(),
}),
),
}),
execute: async ({ paths }) => {
const files = await Promise.all(
paths.map(async (path) => {
const file = await fs.readFile(path);
return {
path: path,
content: file.toString(),
};
}),
);
return {
files,
};
},
}),
fetchUrlTool: tool({
description: 'Fetches the content of a URL',
inputSchema: z.object({
url: z.string(),
}),
outputSchema: z.object({
content: z.string(),
}),
execute: async ({ url }) => {
const response = await fetch(url);
const content = await response.text();
return {
content,
};
},
}),
pythonTool: tool({
description: 'Executes a Python code snippet',
inputSchema: z.object({
code: z.string(),
}),
outputSchema: z.object({
output: z.string(),
}),
execute: async ({ code }) => {
const output = await evalPython(code);
return {
output,
};
},
}),
bashTool: tool({
description: 'Executes a Bash command',
inputSchema: z.object({
code: z.string(),
}),
outputSchema: z.object({
output: z.string(),
}),
execute: async ({ code }) => {
const { exec } = await import('child_process');
const { promisify } = await import('util');
const execAsync = promisify(exec);
async function runCommand(command: string) {
const { stdout, stderr } = await execAsync(command);
if (stderr) {
console.error(`Error: ${stderr}`);
return stderr;
} else {
return stdout;
}
}
const output = await runCommand(code);
return {
output,
};
},
}),
}
async function generateResponse(
message: Entity<typeof schema, 'messages'>,
model: {
gateway: ModelGateway,
model: Entity<typeof schema, 'models'>,
parameters: Record<string, any>,
},
generationId: string,
userId: string,
topicId: string,
messages: ModelMessage[],
streamTransoforms: StreamTextTransform<{}> | StreamTextTransform<{}>[] | undefined,
log?: (message: string) => void,
logFile?: fs.FileHandle,
) {
const controller = new AbortController();
addPendingGeneration(generationId, controller);
let requestStart = undefined;
let ttft = undefined;
const activeParts = new Map<string, { id: string; accumulatedContent: string; providerOptions?: any }>();
const activeToolCalls = new Map<string, void>();
const tools = {
// writeFile: tool({
// inputSchema: z.object({
// path: z.string(),
// content: z.string(),
// }),
// outputSchema: z.object({
// success: z.boolean(),
// }),
// execute: async ({ path, content }) => {
// await fs.writeFile(path, content);
// return {
// success: true,
// };
// }
// }),
listDirectory: listDirectoryTool,
glob: globTool,
readFile: readFileTool,
readFiles: readFilesTool,
// fetchUrl: fetchUrlTool,
python: pythonTool,
bash: bashTool,
};
const response = streamText({
model: model.gateway(model.model.externalId),
messages,
providerOptions: {
openrouter: {
debug: {
echo_upstream_body: true,
},
}
},
experimental_transform: streamTransoforms,
// a little trick that makes it so that the stream doesnt stop because of tool calls, and will continue an unbounded amount of time and steps
stopWhen: [],
tools: [...model.model.attributes.capabilities].includes('tools') ? tools : undefined,
onError: async (error: any) => {
console.error('generation error', error);
log?.(error);
// TODO: the docs say "The stream processing will pause until the callback promise is resolved." Suggesting that this error might not be fatal?
for (const activePart of activeParts.values()) {
await httpClient.update('message_parts', activePart.id, {
finished: true,
lastUpdatedAt: new Date(),
});
}
for (const toolCallId of activeToolCalls.keys()) {
await httpClient.update('tool_calls', toolCallId, {
status: 'failed',
error: {
type: 'text',
value: 'An unknown error occurred',
},
});
activeToolCalls.delete(toolCallId);
}
let errValue = error.message || error;
if (typeof errValue === 'object') {
errValue = JSON.stringify(errValue, null, 2);
}
await httpClient.update('generations', generationId, {
status: 'failed',
error: errValue,
});
},
abortSignal: controller.signal,
});
let curStepIdx = -1;
let key, part, type;
const pendingUpdates = new Map<string, NodeJS.Timeout>();
const TARGET_UPDATES_PER_SECOND = 24;
const scheduleUpdate = (key: string) => {
const part = activeParts.get(key);
if (!part || pendingUpdates.has(part.id)) return;
pendingUpdates.set(part.id, setTimeout(async () => {
const currentPart = activeParts.get(key);
// Only update if the part is still active and we haven't deleted it at 'text-end'
if (currentPart) {
try {
await httpClient.update('message_parts', currentPart.id, {
content: currentPart.accumulatedContent,
providerOptions: currentPart.providerOptions,
lastUpdatedAt: new Date(),
});
} catch (error) {
// the update failed, but it doesnt matter because the full message will be updated on step finish
console.warn('Failed to update message part', error);
}
}
pendingUpdates.delete(part.id);
}, 1000 / TARGET_UPDATES_PER_SECOND));
};
try {
for await (const token of response.fullStream) {
log?.(JSON.stringify(token, null, 2));
switch (token.type) {
case 'start': {
requestStart = Date.now();
} break;
case 'start-step': {
curStepIdx++;
} break;
case 'tool-input-start': {
key = `tool-call-${curStepIdx}`;
const toolCallId = token.id;
part = await httpClient.insert('message_parts', {
topicId,
messageId: message.id,
userId,
toolCallId,
type: 'tool-call',
content: '',
finished: false,
createdAt: new Date(),
lastUpdatedAt: new Date(),
});
await httpClient.insert('tool_calls', {
id: toolCallId,
userId: userId,
toolName: token.toolName,
status: 'pending',
input: null,
output: null,
error: null,
createdAt: new Date(),
});
activeToolCalls.set(toolCallId);
activeParts.set(key, { id: part.id, accumulatedContent: '' });
} break;
case 'text-start':
case 'reasoning-start': {
type = token.type.split('-')[0];
key = `${type}-${curStepIdx}`;
part = await httpClient.insert('message_parts', {
topicId,
messageId: message.id,
userId,
type: type as 'text' | 'reasoning',
content: '',
finished: false,
createdAt: new Date(),
lastUpdatedAt: new Date(),
});
activeParts.set(key, { id: part.id, accumulatedContent: '' });
} break;
case 'text-delta':
case 'reasoning-delta': {
if (ttft === undefined) {
ttft = Date.now() - requestStart!;
}
type = token.type.split('-')[0] as 'text' | 'reasoning';
key = `${type}-${curStepIdx}`;
part = activeParts.get(key);
if (part === undefined) {
console.error('Received delta without a start');
break;
}
let shouldUpdate = false;
// TODO: we should potentially merge providerOptions, but for now, just overwrite them
if (token.providerMetadata !== undefined) {
shouldUpdate = true;
part.providerOptions = token.providerMetadata;
}
// OpenRouter sometimes puts [REDACTED] in thinking if reasoning is encrypted, so we need to remove it and hide it;
// do not trim or else we lose intentional whitespace and newlines potentially breaking the UI and having words comebined e.g. "the" "\n\n" "assistant" would become "theassistant"
const text = token.text.replaceAll('[REDACTED]', '');
if (text !== '') {
shouldUpdate = true;
part.accumulatedContent += token.text;
}
if (shouldUpdate) {
scheduleUpdate(key);
}
}
break;
case 'text-end':
case 'reasoning-end': {
type = token.type.split('-')[0];
key = `${type}-${curStepIdx}`;
part = activeParts.get(key);
if (part === undefined) {
console.error('Received end without a start');
break;
}
activeParts.delete(key);
if (part.accumulatedContent === '' && part.providerOptions === undefined) {
// completely empty, delete it
await httpClient.delete('message_parts', part.id);
break;
}
await httpClient.update('message_parts', part.id, {
content: part.accumulatedContent,
providerOptions: part.providerOptions,
finished: true,
lastUpdatedAt: new Date(),
});
} break;
case 'tool-call': {
let inputType: 'text' | 'json' = 'text';
let inputValue: string = '';
switch (typeof token.input) {
case 'string':
inputType = 'text';
inputValue = token.input;
break;
case 'object':
inputType = 'json';
inputValue = JSON.stringify(token.input);
break;
default:
console.error('Unknown input type', token.input);
break;
}
if (activeToolCalls.has(token.toolCallId)) {
await httpClient.update('tool_calls', token.toolCallId, {
status: 'pending',
input: {
type: inputType,
value: inputValue,
},
});
} else {
key = `tool-call-${curStepIdx}`;
const toolCallId = token.toolCallId;
part = await httpClient.insert('message_parts', {
topicId,
messageId: message.id,
userId,
toolCallId,
type: 'tool-call',
content: '',
finished: false,
createdAt: new Date(),
lastUpdatedAt: new Date(),
});
await httpClient.insert('tool_calls', {
id: toolCallId,
userId: userId,
toolName: token.toolName,
status: 'pending',
input: {
type: inputType,
value: inputValue,
},
output: null,
error: null,
createdAt: new Date(),
});
activeToolCalls.set(toolCallId);
activeParts.set(key, { id: part.id, accumulatedContent: '' });
}
} break;
case 'tool-result': {
let outputType: 'text' | 'json' = 'text';
let outputValue: string = '';
switch (typeof token.output) {
case 'string':
outputType = 'text';
outputValue = token.output;
break;
case 'object':
outputType = 'json';
outputValue = JSON.stringify(token.output);
break;
default:
console.error('Unknown output type', token.output);
await httpClient.update('tool_calls', token.toolCallId, {
status: 'failed',
error: {
type: 'text',
value: 'Tool returned invalid output',
},
});
activeToolCalls.delete(token.toolCallId);
break;
}
await httpClient.update('tool_calls', token.toolCallId, {
status: 'completed',
output: {
type: outputType,
value: outputValue,
},
});
activeToolCalls.delete(token.toolCallId);
} break;
case 'tool-error': {
console.error('Tool error:', token);
let outputType: 'text' | 'json';
let outputValue: string;
switch (typeof token.error) {
case 'string':
outputType = 'text';
outputValue = token.error;
break;
case 'object':
outputType = 'json';
outputValue = JSON.stringify(token.error);
break;
default:
console.error('Unknown error type', token.error);
outputType = 'text';
outputValue = 'Tool returned invalid output';
break;
}
if (activeToolCalls.has(token.toolCallId)) {
await httpClient.update('tool_calls', token.toolCallId, {
status: 'failed',
error: {
type: outputType,
value: outputValue,
},
});
} else {
key = `tool-call-${curStepIdx}`;
const toolCallId = token.toolCallId;
part = await httpClient.insert('message_parts', {
topicId,
messageId: message.id,
userId,
toolCallId: token.toolCallId,
type: 'tool-call',
content: '',
finished: false,
createdAt: new Date(),
lastUpdatedAt: new Date(),
});
await httpClient.insert('tool_calls', {
id: toolCallId,
userId: userId,
toolName: token.toolName,
status: 'failed',
input: null,
output: null,
error: {
type: outputType,
value: outputValue,
},
createdAt: new Date(),
});
activeParts.set(key, { id: part.id, accumulatedContent: '' });
}
activeToolCalls.delete(token.toolCallId);
} break;
case 'error': {
console.error('Error:', token);
for (const activePart of activeParts.values()) {
await httpClient.update('message_parts', activePart.id, {
finished: true,
lastUpdatedAt: new Date(),
});
}
let error = INTERNAL_ERROR;
if (typeof token.error === 'string') {
error = token.error;
} else if (typeof token.error === 'object') {
error = JSON.stringify(token.error);
}
await httpClient.update('generations', generationId, {
status: 'failed',
error,
});
} break;
case 'finish': {
let tps;
if (ttft !== undefined && token.totalUsage.outputTokens !== undefined) {
const tokenStreamStart = requestStart! + ttft;
// this is the *real* request duration, excluding the
// TTFT
const requestDuration = Date.now() - tokenStreamStart;
tps = token.totalUsage.outputTokens / (requestDuration / 1000);
}
for (const activePart of activeParts.values()) {
await httpClient.update('message_parts', activePart.id, {
finished: true,
lastUpdatedAt: new Date(),
});
}
switch (token.finishReason) {
case 'error':
await httpClient.update('generations', generationId, {
status: 'failed',
error: INTERNAL_ERROR,
});
break;
case 'content-filter':
await httpClient.update('generations', generationId, {
status: 'failed',
error: 'Content was filtered',
});
break;
}
const generation = await httpClient.fetchOne(httpClient.query('generations').Where('id', '=', generationId));
if (generation === null || generation.status === 'failed') return;
await httpClient.update('generations', generationId, {
status: 'completed',
tokens: {
input: token.totalUsage.inputTokens,
cache: {
read: token.totalUsage.inputTokenDetails.cacheReadTokens,
write: token.totalUsage.inputTokenDetails.cacheWriteTokens,
},
output: token.totalUsage.outputTokens,
thinking: token.totalUsage.outputTokenDetails.reasoningTokens,
ttft,
tps,
},
});
// I hate you switch fallthroughs
} break;
case 'abort': {
for (const activePart of activeParts.values()) {
await httpClient.update('message_parts', activePart.id, {
finished: true,
lastUpdatedAt: new Date(),
});
}
for (const toolCallId of activeToolCalls.keys()) {
await httpClient.update('tool_calls', toolCallId, {
status: 'cancelled',
});
}
await httpClient.update('generations', generationId, {
status: 'cancelled',
});
} break;
case 'file':
todo('file token type', token);
break;
case 'raw':
todo('raw token type', token);
break;
case 'source':
todo('source token type', token);
break;
case 'tool-approval-request':
todo('tool-approval-request token type', token);
break;
// typescript thinks this is not a real token type?
// case 'tool-output-denied':
// todo('tool-output-denied token type', token);
// break;
case 'finish-step':
case 'tool-input-delta':
case 'tool-input-end':
// handled or irrelevant
break;
}
}
} catch (error: any) {
console.error(error);
for (const activePart of activeParts.values()) {
await httpClient.update('message_parts', activePart.id, {
finished: true,
lastUpdatedAt: new Date(),
});
}
for (const toolCallId of activeToolCalls.keys()) {
await httpClient.update('tool_calls', toolCallId, {
status: 'failed',
error: {
type: 'text',
value: 'An unknown error occurred',
},
});
activeToolCalls.delete(toolCallId);
}
await httpClient.update('generations', generationId, {
status: 'failed',
error: error.message,
});
} finally {
completeGeneration(generationId);
if (logFile !== undefined) logFile.close();
}
}