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import build, { buildMemory } from '@/build';
import { OLLAMA } from '@/dev/data/models';
import { dlog } from '@/dev/utils/dlog';
import { cyan, dim, dimItalic, green } from '@/utils/formatting';
import { heading } from '@/utils/heading';
import { compareDocumentLists } from '@/utils/memory/compare-docs-list';
import { MEMORYSETS } from '@/utils/memory/constants';
import {
getMemoryFileNames,
loadMemoryFiles,
type MemoryDocumentI
} from '@/utils/memory/load-memory-files';
import { printDiffTable } from '@/utils/memory/print-diff-table';
import * as p from '@clack/prompts';
import fs from 'fs/promises';
import fetch from 'node-fetch';
import path from 'path';
import color from 'picocolors';
import { type MemoryI } from 'types/memory';
import type { Pipe, PipeOld } from 'types/pipe';
import {
handleGitSyncMemories,
updateDeployedCommitHash
} from '@/utils/memory/git-sync/handle-git-sync-memories';
import { handleSingleDocDeploy } from './document';
import {
generateUpgradeInstructions,
isOldMemoryConfigFormat
} from '@/utils/memory/handle-old-memory-config';
import {
retrieveAuthentication,
type Account
} from '@/utils/retrieve-credentials';
interface ErrorResponse {
error?: { message: string };
}
type Spinner = ReturnType<typeof p.spinner>;
async function deploy({
overwrite = false
}: {
overwrite: boolean;
}): Promise<void> {
const spinner = p.spinner();
p.intro(heading({ text: 'DEPLOY', sub: 'Deploy your BaseAI project' }));
try {
// Build Pipes and Memory.
await build({ calledAsCommand: false });
const buildDir = path.join(process.cwd(), '.baseai');
const pipesDir = path.join(buildDir, 'pipes');
const pipes = await readPipesDirectory({ spinner, pipesDir });
if (!pipes) {
p.outro(
`No pipes found. Skipping deployment of pipes. \nAdd a pipe by running: ${cyan(`npx baseai@latest pipe`)} command`
);
}
const memoryDir = path.join(buildDir, 'memory');
const memory = await readMemoryDirectory({
spinner,
memoryDir
});
const toolsDir = path.join(buildDir, 'tools');
const tools = await readToolsDirectory({ spinner, toolsDir });
const account = await retrieveAuthentication({ spinner });
if (!account) {
p.outro(
`No account found. Skipping deployment. \n Run: ${cyan('npx baseai@latest auth')}`
);
process.exit(1);
}
if (memory && memory.length > 0) {
await deployMemories({
spinner,
memory,
memoryDir,
account,
overwrite
});
}
if (pipes) await deployPipes({ spinner, pipes, pipesDir, account });
p.outro(
heading({ text: 'DEPLOYED', sub: 'successfully', green: true })
);
p.log.warning(
dimItalic(
`Make sure ${cyan(`LANGBASE_API_KEY`)} exists in your production environment.`
)
);
p.log.info(
`${dim(`Successfully deployed:`)}
${dim(`- ${green(pipes?.length)} pipe${pipes?.length !== 1 ? 's' : ''}
- ${green(tools?.length ?? 0)} tool${tools?.length !== 1 ? 's' : ''}
- ${green(memory?.length ?? 0)} memory${memory?.length !== 1 ? 'sets' : ''}`)}`
);
} catch (error) {
handleError({
spinner,
message: 'An unexpected error occurred',
error
});
}
}
async function readPipesDirectory({
spinner,
pipesDir
}: {
spinner: Spinner;
pipesDir: string;
}): Promise<string[] | null> {
spinner.start('Reading pipes directory');
try {
const files = await fs.readdir(pipesDir);
// Filter out non-json files
const pipes = files.filter(file => path.extname(file) === '.json');
spinner.stop(
`Found ${pipes.length} pipe${pipes.length !== 1 ? 's' : ''}`
);
return pipes;
} catch (error) {
handleDirectoryReadError({ spinner, dir: pipesDir, error });
return null;
}
}
async function readToolsDirectory({
spinner,
toolsDir
}: {
spinner: Spinner;
toolsDir: string;
}): Promise<string[] | null> {
spinner.start('Reading tools directory');
try {
const files = await fs.readdir(toolsDir);
// Filter out non-json files
const tools = files.filter(file => path.extname(file) === '.json');
spinner.stop(
`Found ${tools.length} tool${tools.length !== 1 ? 's' : ''}`
);
return tools;
} catch (error) {
handleDirectoryReadError({ spinner, dir: toolsDir, error });
return null;
}
}
async function deployPipes({
spinner,
pipes,
pipesDir,
account
}: {
spinner: Spinner;
pipes: string[];
pipesDir: string;
account: Account;
}): Promise<void> {
for (const pipe of pipes) {
if (path.extname(pipe) === '.json') {
await new Promise(resolve => setTimeout(resolve, 500)); // To avoid rate limiting
await deployPipe({ spinner, pipe, pipesDir, account });
}
}
}
async function deployPipe({
spinner,
pipe,
pipesDir,
account
}: {
spinner: Spinner;
pipe: string;
pipesDir: string;
account: Account;
}): Promise<void> {
const filePath = path.join(pipesDir, pipe);
spinner.start(`Processing pipe: ${pipe}`);
try {
const pipeContent = await fs.readFile(filePath, 'utf-8');
const pipeObject = JSON.parse(pipeContent) as Pipe;
if (!pipeObject) {
handleInvalidConfig({ spinner, name: pipe, type: 'pipe' });
return;
}
spinner.stop(`Processed pipe: ${pipe}`);
spinner.start(`Deploying pipe: ${pipeObject.name}`);
if (pipeObject.model.includes(OLLAMA)) {
spinner.stop(
`Local Ollama model found: ${pipeObject.model}. It can not be deployed.`
);
spinner.start(
`Replacing Ollama model with OpenAI gpt-4o-mini model for deployment.`
);
pipeObject.model = 'openai:gpt-4o-mini';
}
try {
// Wait for 500 ms to avoid rate limiting
await new Promise(resolve => setTimeout(resolve, 500));
const newPipe = await upsertPipe({
pipe: pipeObject,
account
});
spinner.stop(`Successfully deployed pipe: ${newPipe.name}`);
} catch (error) {
handleDeploymentError({
spinner,
name: pipeObject.name,
error,
type: 'pipe'
});
}
} catch (error) {
handleFileProcessingError({ spinner, name: pipe, error });
}
}
function getApiUrls(pipeName: string) {
return {
createUrl: `https://api.langbase.com/v1/pipes`,
updateUrl: `https://api.langbase.com/v1/pipes/${pipeName}`
};
}
async function upsertPipe({ pipe, account }: { pipe: Pipe; account: Account }) {
const { createUrl } = getApiUrls(pipe.name);
try {
const createResponse = await fetch(createUrl, {
method: 'POST',
headers: {
'Content-Type': 'application/json',
Authorization: `Bearer ${account.apiKey}`
},
body: JSON.stringify({
...pipe,
upsert: true
})
});
if (createResponse.ok) {
return (await createResponse.json()) as any;
}
const errorData = (await createResponse.json()) as ErrorResponse;
throw new Error(
`HTTP error! status: ${createResponse.status}, message: ${errorData.error?.message}`
);
} catch (error) {
console.error('Error in createNewPipe:', error);
throw error;
}
}
async function updateExistingPipe({
updateUrl,
pipe,
account
}: {
updateUrl: string;
pipe: PipeOld;
account: Account;
}): Promise<PipeOld> {
p.log.info(`Pipe "${pipe.name}" already exists. Updating instead.`);
const updateResponse = await fetch(updateUrl, {
method: 'POST',
headers: {
'Content-Type': 'application/json',
Authorization: `Bearer ${account.apiKey}`
},
body: JSON.stringify(pipe)
});
if (!updateResponse.ok) {
const error = await updateResponse.text();
throw new Error(
`HTTP error! status: ${updateResponse.status}, message: ${error}`
);
}
return (await updateResponse.json()) as PipeOld;
}
export function handleError({
spinner,
message,
error
}: {
spinner: Spinner;
message: string;
error: unknown;
}): void {
spinner.stop(message);
p.log.error(`${message}: ${(error as Error).message}`);
}
function handleDirectoryReadError({
spinner,
dir,
error
}: {
spinner: Spinner;
dir: string;
error: unknown;
}): void {
spinner.stop('Failed to read build directory');
if ((error as NodeJS.ErrnoException).code === 'ENOENT') {
p.log.error(`BaseAI Directory not found: ${dir}`);
p.log.info(
`Run from the root of your project where the ${color.cyan('baseai')} directory is located.`
);
} else {
p.log.error(`Error reading directory: ${(error as Error).message}`);
}
}
export function handleInvalidConfig({
spinner,
name,
type
}: {
spinner: Spinner;
name: string;
type: 'pipe' | 'memory';
}): void {
spinner.stop(`Failed to extract ${type} configuration from ${name}`);
p.log.error(`Invalid ${type} configuration`);
}
export function handleDeploymentError({
spinner,
error,
name,
type
}: {
spinner: Spinner;
name: string;
error: unknown;
type: 'pipe' | 'memory';
}): void {
spinner.stop(`Failed to deploy ${type}: ${name}`);
p.log.error(`Deployment error: ${(error as Error).message}`);
process.exit(0);
}
function handleFileProcessingError({
spinner,
name,
error
}: {
spinner: Spinner;
name: string;
error: unknown;
}): void {
spinner.stop(`Error processing ${name}`);
p.log.error(`File processing error: ${(error as Error).message}`);
}
export async function readMemoryDirectory({
spinner,
memoryDir
}: {
spinner: Spinner;
memoryDir: string;
}): Promise<string[] | null> {
spinner.start('Reading memory directory');
try {
const memory = await fs.readdir(memoryDir);
spinner.stop();
return memory;
} catch (error) {
handleDirectoryReadError({ spinner, dir: memoryDir, error });
return null;
}
}
async function deployMemories({
spinner,
memory,
memoryDir,
account,
overwrite
}: {
spinner: Spinner;
memory: string[];
memoryDir: string;
account: Account;
overwrite: boolean;
}): Promise<void> {
for (const memoryName of memory) {
await deployMemory({
spinner,
memoryName,
memoryDir,
account,
overwrite
});
}
}
export async function deployMemory({
spinner,
memoryName,
memoryDir,
account,
overwrite
}: {
spinner: Spinner;
memoryName: string;
memoryDir: string;
account: Account;
overwrite: boolean;
}): Promise<void> {
const filePath = path.join(memoryDir, memoryName);
const memoryNameWithoutExt = memoryName.split('.')[0]; // Remove .json extension
spinner.start(`Processing memory: ${memoryNameWithoutExt}`);
try {
const memoryContent = await fs.readFile(filePath, 'utf-8');
const memoryObject = JSON.parse(memoryContent) as MemoryI;
if (!memoryObject) {
handleInvalidConfig({ spinner, name: memoryName, type: 'memory' });
return;
}
p.log.step(`Processing documents for memory: ${memoryNameWithoutExt}`);
if (isOldMemoryConfigFormat(memoryObject)) {
p.note(generateUpgradeInstructions(memoryObject));
p.cancel(
'Deployment cancelled. Please update your memory config file to the new format.'
);
process.exit(1);
}
let filesToDeploy: string[] = [];
let filesToDelete: string[] = [];
let memoryDocs: MemoryDocumentI[] = [];
// Git sync memories
if (memoryObject.git.enabled) {
// Get names of files to deploy, i.e., changed or new files
const {
filesToDeploy: gitFilesToDeploy,
filesToDelete: gitFilesToDelete
} = await handleGitSyncMemories({
memoryName: memoryNameWithoutExt,
config: memoryObject,
account
});
filesToDeploy = gitFilesToDeploy;
filesToDelete = gitFilesToDelete;
// Load all documents contents for the memory
memoryDocs = await loadMemoryFiles(memoryNameWithoutExt);
// Filter memoryDocs to only include documents in filesToDeploy
// i.e., changed or new files
memoryDocs = memoryDocs.filter(doc =>
filesToDeploy.includes(doc.name)
);
} else {
// Non-git sync memories
memoryDocs = await loadMemoryFiles(memoryNameWithoutExt);
filesToDeploy = memoryDocs.map(doc => doc.name);
}
if (filesToDeploy.length === 0) {
spinner.stop(
`No documents to deploy for memory: ${memoryNameWithoutExt}. Skipping.`
);
}
spinner.stop(`Processed memory: ${memoryName.split('.')[0]}`);
spinner.start(`Deploying memory: ${memoryObject.name.split('.')[0]}`);
try {
await upsertMemory({
memory: memoryObject,
documents: memoryDocs,
account,
overwrite,
isGitSync: memoryObject.git.enabled,
docsToDelete: filesToDelete
});
spinner.stop(`Deployment finished memory: ${memoryObject.name}`);
} catch (error) {
dlog('Error in upsertMemory:', error);
throw error;
}
} catch (error) {
handleDeploymentError({
spinner,
name: memoryName,
error,
type: 'memory'
});
spinner.stop(`Error processing memory: ${memoryName}`);
throw error;
}
}
export async function upsertMemory({
memory,
documents,
account,
overwrite,
isGitSync = false,
docsToDelete = []
}: {
memory: MemoryI;
documents: MemoryDocumentI[];
account: Account;
overwrite: boolean;
isGitSync?: boolean;
docsToDelete?: string[];
}): Promise<void> {
const { createMemory } = getMemoryApiUrls({
memoryName: memory.name
});
try {
await new Promise(resolve => setTimeout(resolve, 800)); // To avoid rate limiting
const createResponse = await fetch(createMemory, {
method: 'POST',
headers: {
'Content-Type': 'application/json',
Authorization: `Bearer ${account.apiKey}`
},
body: JSON.stringify(memory)
});
if (!createResponse.ok) {
const errorData = (await createResponse.json()) as ErrorResponse;
// If memory already exists, handle it.
if (errorData.error?.message.includes('already exists')) {
if (!isGitSync) {
// Show that Memory already exists
p.log.info(
`Memory "${memory.name}" already exists in production.`
);
await handleExistingMemoryDeploy({
memory,
account,
documents,
overwrite
});
return;
}
// If Git-sync memory, update the existing memory
if (isGitSync) {
p.log.info(
`Memory "${memory.name}" already exists. Updating changed documents.`
);
if (docsToDelete?.length > 0) {
await deleteDocumentsFromMemory({
documents: docsToDelete,
name: memory.name,
account
});
}
await handleGitSyncMemoryDeploy({
memory,
account,
documents,
overwrite
});
await updateDeployedCommitHash(memory.name);
p.log.info(
`Updated deployed commit hash for memory: ${memory.name}`
);
return;
}
}
// Throw error if not already exists
throw new Error(
`HTTP error! status: ${createResponse.status}, message: ${errorData.error?.message}`
);
}
dlog('Memory created successfully');
// Upload documents
const { name } = (await createResponse.json()) as MemoryI;
await uploadDocumentsToMemory({ documents, name, account });
if (isGitSync) {
if (docsToDelete?.length > 0) {
await deleteDocumentsFromMemory({
documents: docsToDelete,
name: memory.name,
account
});
}
await updateDeployedCommitHash(memory.name);
p.log.info(
`Updated deployed commit hash for memory: ${memory.name}`
);
}
} catch (error) {
dlog('Error in createNewMemory:', error);
throw error;
}
}
export async function uploadDocumentsToMemory({
documents,
name,
account
}: {
documents: MemoryDocumentI[];
name: string;
account: Account;
}) {
const BATCH_SIZE = 5; // Number of concurrent uploads
const RATE_LIMIT_DELAY = 1500; // 1.5 second delay between requests
// Process documents in batches to avoid rate limiting
for (let i = 0; i < documents.length; i += BATCH_SIZE) {
const batch = documents.slice(i, i + BATCH_SIZE);
const batchUploadPromises = batch.map(async (doc, index) => {
try {
// Stagger requests within batch
await new Promise(resolve =>
setTimeout(resolve, index * RATE_LIMIT_DELAY)
);
// p.log.message(`Uploading document: ${doc.name} ....`);
const signedUrl = await getSignedUploadUrl({
documentName: doc.name,
memoryName: name,
account,
meta: doc.meta
});
const uploadResponse = await uploadDocument(
signedUrl,
doc.blob
);
dlog(`Upload response status: ${uploadResponse.status}`);
p.log.message(`Uploaded document: ${doc.name}`);
} catch (error: any) {
throw new Error(
`Failed to upload ${doc.name}: ${error.message ?? error}`
);
}
});
await Promise.all(batchUploadPromises);
}
}
export async function deleteDocumentsFromMemory({
documents,
name,
account
}: {
documents: string[];
name: string;
account: Account;
}) {
const BATCH_SIZE = 5; // Number of concurrent uploads
const RATE_LIMIT_DELAY = 1500; // 1.5 second delay between requests
p.log.info(`Deleting ${documents.length} documents from memory: ${name}`);
for (let i = 0; i < documents.length; i += BATCH_SIZE) {
const batch = documents.slice(i, i + BATCH_SIZE);
const batchPromises = batch.map(async (doc, index) => {
try {
await new Promise(resolve =>
setTimeout(resolve, index * RATE_LIMIT_DELAY)
);
// p.log.message(`Deleting document: ${doc}`);
const deleteResponse = await deleteDocument({
documentName: doc,
memoryName: name,
account
});
dlog(`Delete response status: ${deleteResponse.status}`);
p.log.message(`Deleted document: ${doc}`);
return deleteResponse;
} catch (error: any) {
throw new Error(
`Failed to delete ${doc}: ${error.message ?? error}`
);
}
});
await Promise.all(batchPromises);
}
p.log.info(`Deleted documents from memory: ${name}`);
}
export async function handleExistingMemoryDeploy({
memory,
account,
documents,
overwrite
}: {
memory: MemoryI;
account: Account;
documents: MemoryDocumentI[];
overwrite: boolean;
}) {
p.log.info(`Fetching "${memory.name}" memory documents.`);
// Fetch the existing documents and compare with the local documents
const prodDocs = await listMemoryDocuments({
account,
memoryName: memory.name
});
// Get the list of local document names
const localDocs = await getMemoryFileNames(memory.name);
// Compare the documents
const {
areListsSame,
isProdSubsetOfLocal,
isProdSupersetOfLocal,
areMutuallyExclusive,
areOverlapping
} = compareDocumentLists({
localDocs,
prodDocs
});
// If the user wants to overwrite, overwrite the memory.
if (overwrite) {
await overwriteMemory({ memory, documents, account });
return true;
}
// If the lists are the same, do nothing and skip deployment.
if (areListsSame) {
p.log.info(
`Documents in local and prod are the same. Skipping deployment for memory: "${memory.name}".`
);
return true;
}
// If prod is a subset of local, upload the missing documents.
if (isProdSubsetOfLocal) {
await uploadMissingDocumentsToMemory({
memory,
prodDocs,
documents,
account
});
return true;
}
// If prod is a superset of local or the lists are mutually exclusive, ask the user whether to overwrite.
if (isProdSupersetOfLocal || areMutuallyExclusive || areOverlapping) {
await handleProdSupersetOfLocal({
memory,
localDocs,
prodDocs,
documents,
account
});
return true;
}
}
async function handleProdSupersetOfLocal({
memory,
localDocs,
prodDocs,
documents,
account
}: {
memory: MemoryI;
localDocs: string[];
prodDocs: string[];
documents: MemoryDocumentI[];
account: Account;
}) {
// Show the diff table.
printDiffTable(localDocs, prodDocs);
// Inform user, Memory deploy is currently in beta and can currently only overwrite the prod memory.
p.log.warning(
`Memory deploy is currently in beta. We only support overwriting the prod memory on Langbase.com.`
);
// Ask user to overwrite.
const shouldOverwrite = await p.confirm({
message:
'Do you want to overwrite the prod memory? This will delete all prod documents.',
initialValue: false
});
if (!shouldOverwrite) {
p.log.message(`Skipping memory deployment for "${memory.name}".`);
return;
}
// Overwrite the prod memory
await overwriteMemory({ memory, documents, account });
}
async function uploadMissingDocumentsToMemory({
memory,
prodDocs,
documents,
account
}: {
memory: MemoryI;
prodDocs: string[];
documents: MemoryDocumentI[];
account: Account;
}) {
p.log.info(
`Prod has missing documents. Uploading new documents to ${memory.name}.`
);
const missingDocs = documents.filter(doc => {
const isMissing = !prodDocs.includes(doc.name);
if (!isMissing) {
p.log.message(`Document "${doc.name}" already exists. Skipping.`);
}
return isMissing;
});
// wait for 500 ms to avoid rate limiting
await new Promise(resolve => setTimeout(resolve, 500));
await uploadDocumentsToMemory({
documents: missingDocs,
name: memory.name,
account
});
}
export async function listMemoryDocuments({
account,
memoryName
}: {
account: Account;
memoryName: string;
}) {
const { listDocuments } = getMemoryApiUrls({
memoryName: memoryName
});
// Wait 500 ms to avoid rate limiting
await new Promise(resolve => setTimeout(resolve, 500));
const listResponse = await fetch(listDocuments, {
method: 'GET',
headers: {
'Content-Type': 'application/json',
Authorization: `Bearer ${account.apiKey}`
}
});
if (!listResponse.ok) {
const errorData = (await listResponse.json()) as ErrorResponse;
const errorMsg = errorData.error?.message;
if (errorMsg?.includes('Invalid memory name.')) {
p.log.info(`Memory "${memoryName}" does not exist in production.`);
return [];
}
throw new Error(
`HTTP error! status: ${listResponse.status}, message: ${errorMsg}`
);
}
const res = (await listResponse.json()) as { name: string }[];
const documents = res.map((doc: { name: string }) => doc.name);
return documents;
}
async function getSignedUploadUrl({
documentName,
memoryName,
account,
meta
}: {
documentName: string;
memoryName: string;
account: Account;
meta: Record<string, string>;
}): Promise<string> {
const { uploadDocument } = getMemoryApiUrls({
memoryName
});
try {
const response = await fetch(uploadDocument, {
method: 'POST',
headers: {
'Content-Type': 'application/json',
Authorization: `Bearer ${account.apiKey}`
},
body: JSON.stringify({
meta,
memoryName,
fileName: documentName
})
});
if (!response.ok) {
const errorData = (await response.json()) as ErrorResponse;
throw new Error(
`HTTP error! status: ${response.status}, message: ${errorData.error?.message}`
);
}
const { signedUrl } = (await response.json()) as { signedUrl: string };
if (!signedUrl) {
throw new Error('Invalid signedUrl received from API');
}
return signedUrl;
} catch (error) {
dlog('Error in getSignedUploadUrl:', error);
throw error;
}
}
async function deleteDocument({
documentName,
memoryName,
account
}: {
documentName: string;
memoryName: string;
account: Account;
}) {
const { deleteDocument } = getMemoryApiUrls({
memoryName,
documentName
});
try {
const response = await fetch(deleteDocument, {
method: 'DELETE',
headers: {
'Content-Type': 'application/json',
Authorization: `Bearer ${account.apiKey}`
}
});
if (!response.ok) {
const errorData = (await response.json()) as ErrorResponse;
throw new Error(
`HTTP error! status: ${response.status}, message: ${errorData.error?.message}`
);
}
return response;
} catch (error) {
dlog('Error in deleteDocument:', error);
throw error;
}
}
async function uploadDocument(signedUrl: string, document: Blob) {
let mimeType = document.type;