From caab2308074b1f6fd5e762724465bf9c70e4a7ff Mon Sep 17 00:00:00 2001
From: CJ_Clippy <cj@futureporn.net>
Date: Mon, 25 Aug 2025 20:18:56 -0800
Subject: [PATCH] switch to pino

---
 .gitignore                                    |   4 +
 services/our/src/config/env.ts                |   1 -
 services/our/src/plugins/auth.ts              |  29 +-
 services/our/src/plugins/eventsub.ts          |  27 +-
 services/our/src/plugins/pubsub.ts            |   7 +-
 services/our/src/plugins/streams.ts           |  33 +-
 services/our/src/plugins/uploads.ts           |  33 +-
 services/our/src/plugins/users.ts             |  15 +-
 services/our/src/plugins/vtubers.ts           |  21 +-
 ...ate_twitch_channel_rewards.human.ts.noexec | 296 ------------------
 .../consolidate_twitch_channel_rewards.ts     |  17 +-
 services/our/src/tasks/createIpfsCid.ts       |   2 +-
 .../our/src/tasks/createVideoThumbnail.ts     |   4 +-
 .../tests/createFunscript.integration.test.ts |   9 +-
 .../src/tests/funscripts.integration.test.ts  |   4 +-
 .../inference.integration.test.ts.noexec      | 214 -------------
 .../our/src/tests/vibeui.integration.test.ts  |   8 +-
 services/our/src/utils/authorization.ts       |   6 +-
 services/our/src/utils/cache.ts               |   6 +-
 services/our/src/utils/funscripts.ts          |  27 +-
 services/our/src/utils/python.ts              |  17 +-
 services/our/src/utils/remove-bg.ts           |  12 +-
 services/our/src/utils/storyboard2.ts         |  34 +-
 services/our/src/utils/vibeui.ts              |  41 +--
 services/our/src/worker.ts                    |   4 +-
 25 files changed, 193 insertions(+), 678 deletions(-)
 delete mode 100644 services/our/src/tasks/consolidate_twitch_channel_rewards.human.ts.noexec
 delete mode 100644 services/our/src/tests/inference.integration.test.ts.noexec

diff --git a/.gitignore b/.gitignore
index f212a25..fcf9a65 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,7 @@
+venv/
+
+.direnv/
+
 backups
 
 .kamal/secrets*
diff --git a/services/our/src/config/env.ts b/services/our/src/config/env.ts
index 7f7e258..99bcf07 100644
--- a/services/our/src/config/env.ts
+++ b/services/our/src/config/env.ts
@@ -36,7 +36,6 @@ const EnvSchema = z.object({
 });
 
 const parsed = EnvSchema.safeParse(process.env);
-// console.log(parsed)
 
 if (!parsed.success) {
     console.error('❌ Invalid environment variables:', parsed.error.flatten().fieldErrors);
diff --git a/services/our/src/plugins/auth.ts b/services/our/src/plugins/auth.ts
index b7e28f9..15d7176 100644
--- a/services/our/src/plugins/auth.ts
+++ b/services/our/src/plugins/auth.ts
@@ -9,6 +9,7 @@ import { PatreonUserResponse, PatreonIncluded, RoleName } from '../types/index'
 import {
     getRoles,
 } from '../utils/patreonTiers';
+import logger from '../utils/logger.ts'
 
 
 
@@ -53,17 +54,17 @@ export default async function authRoutes(
 
         generateStateFunction: (request) => {
             const state = random(16)
-            console.log('we are generating a state value. state=' + state)
+            logger.debug('we are generating a state value. state=' + state)
             request.session.set('state', state)
             request.session.set('test', 'hello worldy')
             return state
         },
 
         checkStateFunction: (request: FastifyRequest<OAuthQuery>, callback) => {
-            console.log(`we are checking the state value.`)
+            logger.debug(`we are checking the state value.`)
             const queryState = request.query.state
             const sessionState = request.session.get('state')
-            console.log(`queryState=${queryState} sessionState=${sessionState}`)
+            logger.debug(`queryState=${queryState} sessionState=${sessionState}`)
             if (queryState !== sessionState) {
                 callback(new Error('Invalid state'))
             }
@@ -84,8 +85,8 @@ export default async function authRoutes(
 
         const { token } = await fastify.patreonOAuth2.getAccessTokenFromAuthorizationCodeFlow(request);
 
-        console.log('patreon token as follows')
-        console.log(token)
+        logger.debug('patreon token as follows')
+        logger.debug(token)
 
         // get patreon user data from patreon
 
@@ -98,17 +99,17 @@ export default async function authRoutes(
 
         const data = await res.json() as PatreonUserResponse
 
-        console.log('patreon user data as follows')
-        console.log(JSON.stringify(data))
+        logger.debug('patreon user data as follows')
+        logger.debug(JSON.stringify(data))
 
 
         // request.session.set('patreonAccessToken', token)
         const patreonUserData = data.data
-        console.log(patreonUserData)
+        logger.debug(patreonUserData)
         // request.session.set('patreonUserId', patreonUserData.id)
 
         const roles = getRoles(data)
-        console.log(`patreon user ${patreonUserData.id} is being assigned roles=${JSON.stringify(roles)}`)
+        logger.debug(`patreon user ${patreonUserData.id} is being assigned roles=${JSON.stringify(roles)}`)
 
         // create or update user in db
         const upsertedUser = await prisma.user.upsert({
@@ -120,14 +121,20 @@ export default async function authRoutes(
                 patreonFullName: patreonUserData.attributes.full_name,
                 imageUrl: patreonUserData.attributes.image_url,
                 roles: {
-                    connect: roles.map((role) => ({ name: role }))
+                    connectOrCreate: roles.map((role) => ({
+                        where: { name: role },
+                        create: { name: role },
+                    }))
                 }
             },
             update: {
                 patreonFullName: patreonUserData.attributes.full_name,
                 imageUrl: patreonUserData.attributes.image_url,
                 roles: {
-                    connect: roles.map((role) => ({ name: role }))
+                    connectOrCreate: roles.map((role) => ({
+                        where: { name: role },
+                        create: { name: role },
+                    }))
                 }
             },
         });
diff --git a/services/our/src/plugins/eventsub.ts b/services/our/src/plugins/eventsub.ts
index 2de87cd..b0f99eb 100644
--- a/services/our/src/plugins/eventsub.ts
+++ b/services/our/src/plugins/eventsub.ts
@@ -6,6 +6,7 @@ import { env } from '../config/env'
 import { type FastifyInstance, type FastifyReply, type FastifyRequest } from 'fastify'
 import crypto from 'crypto'
 import { type IncomingHttpHeaders } from 'http';
+import logger from './utils/logger.ts'
 
 
 export interface ChannelPointRedemptionEvent {
@@ -90,13 +91,13 @@ export default async function redeemsRoutes(
 
 
     fastify.post('/eventsub', async (request: FastifyRequest, reply: FastifyReply) => {
-        console.log('eventsub ablagafkadlfijaldf ')
+        logger.debug('eventsub ablagafkadlfijaldf ')
         const secret = getSecret();
         const rawBody = request.body;
         const headers = request.headers;
-        console.log(headers)
+        logger.debug(headers)
 
-        console.log(`twitch_message_timestamp=${getHeader(headers, TWITCH_MESSAGE_TIMESTAMP)}`)
+        logger.debug(`twitch_message_timestamp=${getHeader(headers, TWITCH_MESSAGE_TIMESTAMP)}`)
 
         const message =
             getHeader(headers, TWITCH_MESSAGE_ID) +
@@ -107,7 +108,7 @@ export default async function redeemsRoutes(
         const hmac = HMAC_PREFIX + getHmac(secret, message);
 
         if (verifyMessage(hmac, getHeader(headers, TWITCH_MESSAGE_SIGNATURE))) {
-            console.log('signatures match');
+            logger.debug('signatures match');
 
             if (!(rawBody instanceof Buffer)) {
                 throw new Error("Expected rawBody to be a Buffer");
@@ -118,18 +119,18 @@ export default async function redeemsRoutes(
             const messageType = headers[MESSAGE_TYPE];
 
             if (messageType === MESSAGE_TYPE_NOTIFICATION) {
-                console.log(`Event type: ${notification.subscription.type}`);
-                console.log(JSON.stringify(notification.event, null, 4));
+                logger.debug(`Event type: ${notification.subscription.type}`);
+                logger.debug(JSON.stringify(notification.event, null, 4));
 
                 if (notification.subscription.type === 'channel.channel_points_custom_reward_redemption.add') {
                     const event = notification.event as ChannelPointRedemptionEvent
-                    console.log(`looking for reward id ${event.reward.id}`)
+                    logger.debug(`looking for reward id ${event.reward.id}`)
                     const pick = await prisma.pick.findFirstOrThrow({
                         where: {
                             twitchChannelPointRewardId: event.reward.id
                         }
                     })
-                    console.log(`looking for broadcaster user id =${event.broadcaster_user_id}`)
+                    logger.debug(`looking for broadcaster user id =${event.broadcaster_user_id}`)
                     const user = await prisma.user.findFirstOrThrow({
                         where: {
                             twitchId: event.broadcaster_user_id
@@ -149,16 +150,16 @@ export default async function redeemsRoutes(
             } else if (messageType === MESSAGE_TYPE_VERIFICATION) {
                 return reply.type('text/plain').code(200).send(notification.challenge);
             } else if (messageType === MESSAGE_TYPE_REVOCATION) {
-                console.log(`${notification.subscription.type} notifications revoked!`);
-                console.log(`reason: ${notification.subscription.status}`);
-                console.log(`condition: ${JSON.stringify(notification.subscription.condition, null, 4)}`);
+                logger.debug(`${notification.subscription.type} notifications revoked!`);
+                logger.debug(`reason: ${notification.subscription.status}`);
+                logger.debug(`condition: ${JSON.stringify(notification.subscription.condition, null, 4)}`);
                 return reply.code(204).send();
             } else {
-                console.log(`Unknown message type: ${messageType}`);
+                logger.debug(`Unknown message type: ${messageType}`);
                 return reply.code(204).send();
             }
         } else {
-            console.log('403 - Invalid signature');
+            logger.debug('403 - Invalid signature');
             return reply.code(403).send();
         }
     });
diff --git a/services/our/src/plugins/pubsub.ts b/services/our/src/plugins/pubsub.ts
index 36019bf..105d229 100644
--- a/services/our/src/plugins/pubsub.ts
+++ b/services/our/src/plugins/pubsub.ts
@@ -2,6 +2,7 @@ import fp from 'fastify-plugin'
 import { type FastifyPluginAsync } from 'fastify'
 import { PgPubSub } from '@imqueue/pg-pubsub'
 import { env } from '../config/env'
+import logger from '../utils/logger'
 
 declare module 'fastify' {
     interface FastifyInstance {
@@ -16,7 +17,7 @@ const pubsubPlugin: FastifyPluginAsync = async (fastify) => {
         connectionString: env.DATABASE_URL,
     })
 
-    await pubsub.connect().catch(err => console.error('PubSub error:', err));
+    await pubsub.connect().catch(err => logger.error('PubSub error:', err));
 
     fastify.decorate('pubsub', pubsub)
 
@@ -27,9 +28,9 @@ const pubsubPlugin: FastifyPluginAsync = async (fastify) => {
 
 
     pubsub.on('connect', () => {
-        console.log('✅ PubSub connected');
+        logger.debug('✅ PubSub connected');
     });
-    pubsub.on('end', () => console.warn('pubsub Connection closed!'));
+    pubsub.on('end', () => logger.warn('pubsub Connection closed!'));
 
 }
 // Export plugin with metadata
diff --git a/services/our/src/plugins/streams.ts b/services/our/src/plugins/streams.ts
index 036fe6e..47e57d5 100644
--- a/services/our/src/plugins/streams.ts
+++ b/services/our/src/plugins/streams.ts
@@ -14,6 +14,7 @@ import { slug } from '../utils/formatters'
 import { run } from '../utils/remove-bg'
 import type { OnBehalfQuery } from '../types';
 import { getTargetUser } from '../utils/authorization'
+import logger from "../utils/logger";
 
 
 const prisma = new PrismaClient().$extends(withAccelerate())
@@ -54,7 +55,7 @@ export default async function streamsRoutes(
 
         if (!user?.id) throw new Error('failed to lookup user. please log in and try again.');
 
-        console.log(`Received /image data. filename=${data.filename}, mimetype=${data.mimetype}, waifu-name=${data.fields['waifu-name']}, remove-bg=${data.fields['remove-bg']}`, data);
+        logger.debug(`Received /image data. filename=${data.filename}, mimetype=${data.mimetype}, waifu-name=${data.fields['waifu-name']}, remove-bg=${data.fields['remove-bg']}`, data);
 
         let tmpFile = path.join(tmpdir(), nanoid());
         await pipeline(data.file, fs.createWriteStream(tmpFile));
@@ -77,7 +78,7 @@ export default async function streamsRoutes(
         }
 
         function getS3Key(waifuName: string, filename: string, isWebp: boolean) {
-            console.log(`getS3Key called with ${waifuName} ${filename} ${isWebp}`)
+            logger.debug(`getS3Key called with ${waifuName} ${filename} ${isWebp}`)
             const ext = (isWebp) ? 'webp' : filename.split('.').pop()?.toLowerCase();
             return `img/${nanoid()}/${slug(waifuName).substring(0, 24)}.${ext}`
         }
@@ -92,16 +93,16 @@ export default async function streamsRoutes(
         }
 
         const uploadedAsset = await uploadFile(s3Client, s3Resource, pre, mimetype)
-        console.log('uploadedAsset as follows')
-        console.log(uploadedAsset)
+        logger.debug('uploadedAsset as follows')
+        logger.debug(uploadedAsset)
 
         const idk = await createRecord(waifuName, uploadedAsset.key, user.id)
-        console.log('idk as follows')
-        console.log(idk)
+        logger.debug('idk as follows')
+        logger.debug(idk)
 
         const url = buildUrl(idk.imageS3Key)
-        // console.log('url as follows')
-        // console.log(url)
+        logger.trace('url as follows')
+        logger.trace(url)
 
 
         reply.send({
@@ -120,7 +121,7 @@ export default async function streamsRoutes(
                     authorId
                 },
             })
-            console.log(newWaifu)
+            logger.debug(newWaifu)
             return newWaifu
         }
 
@@ -150,7 +151,7 @@ export default async function streamsRoutes(
 
         const userId = targetUser.id
         const { waifuId } = request.body as { waifuId: number }
-        console.log(`userId=${userId}, waifuId=${waifuId}`)
+        logger.debug(`userId=${userId}, waifuId=${waifuId}`)
 
         if (!userId) {
             return reply.code(400).send({ error: 'Missing userId' })
@@ -174,7 +175,7 @@ export default async function streamsRoutes(
             }
         })
 
-        console.log("~~~~~~ adding graphileWorker job")
+        logger.debug("~~~~~~ adding graphileWorker job")
         await fastify.graphileWorker.addJob('consolidate_twitch_channel_rewards', { userId })
 
 
@@ -184,7 +185,7 @@ export default async function streamsRoutes(
     fastify.delete('/picks', async function (request: FastifyRequest, reply: FastifyReply) {
         const userId = request.session.get('user_id')
         const { pickId } = request.body as { pickId: number }
-        console.log(`userId=${userId}, pickId=${pickId}`)
+        logger.debug(`userId=${userId}, pickId=${pickId}`)
 
         if (!userId || !pickId) {
             return reply.code(400).send({ error: 'Missing userId or pickId' })
@@ -224,7 +225,7 @@ export default async function streamsRoutes(
 
     fastify.post('/redeems', async function (request, reply) {
         const targetUser = await getTargetUser(request, reply);
-        console.log(`we are creating a redeem and the targetuser is id=${targetUser.id}`)
+        logger.debug(`we are creating a redeem and the targetuser is id=${targetUser.id}`)
 
         const { pickId } = request.body as { pickId: number };
 
@@ -250,7 +251,7 @@ export default async function streamsRoutes(
 
     fastify.delete('/redeems', async function (request, reply) {
         const targetUser = await getTargetUser(request, reply);
-        console.log(`we are deleting redeems and the targetuser is id=${targetUser.id}`)
+        logger.debug(`we are deleting redeems and the targetuser is id=${targetUser.id}`)
 
 
         await prisma.user.update({
@@ -399,7 +400,7 @@ export default async function streamsRoutes(
     //     const eventEmitter = new EventEmitter();
 
     //     const interval = setInterval(() => {
-    //         // console.log('> intervalling ' + nanoid())
+    //         // logger.debug('> intervalling ' + nanoid())
     //         eventEmitter.emit('update', {
     //             name: 'tick',
     //             time: new Date(),
@@ -409,7 +410,7 @@ export default async function streamsRoutes(
 
     //     // Async generator producing SSE events
     //     const asyncIterable = (async function* () {
-    //         console.log('iterating!')
+    //         logger.debug('iterating!')
     //         for await (const [event] of on(eventEmitter, 'update', {})) {
     //             yield {
     //                 event: event.name,
diff --git a/services/our/src/plugins/uploads.ts b/services/our/src/plugins/uploads.ts
index 44d4e9c..8138774 100644
--- a/services/our/src/plugins/uploads.ts
+++ b/services/our/src/plugins/uploads.ts
@@ -20,6 +20,7 @@ import { isUnprivilegedUser } from '../utils/privs'
 import { getS3Client } from '../utils/s3'
 import { UppyFile } from '../types/index'
 import mime from 'mime-types'
+import logger from '../utils/logger'
 
 interface MultipartBody {
   type: string
@@ -214,10 +215,10 @@ export default async function uploadsRoutes(
       notes?: string;
       vtuberIds?: string[];
     };
-    console.log(body)
-    console.log('uppyResult as follows')
-    console.log(body.uppyResult)
-    console.log(`Array.isArray(body.vtuberIds)=${Array.isArray(body.vtuberIds)}`)
+    logger.debug(body)
+    logger.debug('uppyResult as follows')
+    logger.debug(body.uppyResult)
+    logger.debug(`Array.isArray(body.vtuberIds)=${Array.isArray(body.vtuberIds)}`)
 
 
     const userId = request.session.get('userId');
@@ -280,8 +281,8 @@ export default async function uploadsRoutes(
 
     if (!userId) return reply.status(401).send('Failed to find userId in session. Please log-in and try again.');
 
-    // console.log('data as fllows')
-    // console.log(data)
+    // logger.debug('data as fllows')
+    // logger.debug(data)
 
     if (isUnprivilegedUser(user)) {
       return reply.status(403).send('Upload failed-- user is not a patron');
@@ -297,8 +298,8 @@ export default async function uploadsRoutes(
     // I *think* the correct behavior for us is to ignore all but the last batch.
     let mostRecentUploadBatch = data.at(-1)
     if (!mostRecentUploadBatch) throw new Error('mostRecentUploadBatch not found');
-    // console.log('mostRecentUploadBatch as follows')
-    // console.log(mostRecentUploadBatch)
+    // logger.debug('mostRecentUploadBatch as follows')
+    // logger.debug(mostRecentUploadBatch)
 
 
     if (mostRecentUploadBatch.failed.length > 0) {
@@ -464,7 +465,7 @@ export default async function uploadsRoutes(
   //     }
   //   })
 
-  //   console.log(`Upload ${uploadId} status updated to ${status}`);
+  //   logger.debug(`Upload ${uploadId} status updated to ${status}`);
   //   return upload
   // }
 
@@ -570,7 +571,7 @@ export default async function uploadsRoutes(
     }
 
     if ((status !== 'pending' && status !== 'ordering') && !userIsModerator) {
-      console.log(`status=${status} and !userIsModerator=${!userIsModerator}`)
+      logger.debug(`status=${status} and !userIsModerator=${!userIsModerator}`)
       return reply.status(403).send('Only moderators can update status.');
     }
 
@@ -625,7 +626,7 @@ export default async function uploadsRoutes(
 
       const { filename, contentType } = extractFileParameters(request)
       validateFileParameters(filename, contentType)
-      console.log(`User ${user.id} is uploading ${filename} (${contentType}).`);
+      logger.debug(`User ${user.id} is uploading ${filename} (${contentType}).`);
       const ext = mime.extension(contentType)
       const Key = generateS3Key(ext)
 
@@ -685,7 +686,7 @@ export default async function uploadsRoutes(
           uploadId: data.UploadId,
         })
     } catch (err) {
-      console.error(err)
+      logger.error(err)
       request.log.error(err)
       reply.code(500).send({ error: 'Failed to create multipart upload' })
     }
@@ -696,7 +697,7 @@ export default async function uploadsRoutes(
     const client = getS3Client()
     const { uploadId } = request.params as { uploadId: string }
     const { key } = request.query as { key?: string }
-    console.log(`s3 multipart with uploadId=${uploadId}, key=${key}`)
+    logger.debug(`s3 multipart with uploadId=${uploadId}, key=${key}`)
 
     if (typeof key !== 'string') {
       reply.status(400).send({
@@ -781,7 +782,7 @@ export default async function uploadsRoutes(
   fastify.post('/s3/multipart/:uploadId/complete', async (request, reply) => {
 
     const userId = request.session.get('userId')
-    console.log(`userId=${userId}`)
+    logger.debug(`userId=${userId}`)
     if (!userId) return reply.status(401).send('User id not found in session. Please log-in.');
 
     const client = getS3Client()
@@ -823,8 +824,8 @@ export default async function uploadsRoutes(
         location: data.Location,
       })
     } catch (err) {
-      console.error('there was an error during CompleteMultipartUploadCommand.')
-      console.error(err)
+      logger.error('there was an error during CompleteMultipartUploadCommand.')
+      logger.error(err)
       reply.send(err)
     }
   })
diff --git a/services/our/src/plugins/users.ts b/services/our/src/plugins/users.ts
index 05cc107..f3cbcc9 100644
--- a/services/our/src/plugins/users.ts
+++ b/services/our/src/plugins/users.ts
@@ -3,6 +3,7 @@ import { isEditorAuthorized } from '../utils/authorization'
 import { OnBehalfQuery } from '../types'
 import { PrismaClient, type User } from '../../generated/prisma'
 import { withAccelerate } from "@prisma/extension-accelerate"
+import logger from "../utils/logger";
 
 const prisma = new PrismaClient().$extends(withAccelerate())
 
@@ -24,12 +25,12 @@ export default async function usersRoutes(
 
         // const results = await api.dbViewRow.create("noco", NOCO_BASE, NOCO_WAIFUS_TABLE, NOCO_DEFAULT_VIEW, waifus)
         //     .catch(err => {
-        //         console.error("Failed to create waifus:", JSON.stringify(waifus), err);
+        //         logger.error("Failed to create waifus:", JSON.stringify(waifus), err);
         //         return null;
         //     })
 
         const user = request.session.get('user')
-        console.log(user)
+        logger.debug(user)
         reply.send(user)
     })
 
@@ -42,7 +43,7 @@ export default async function usersRoutes(
             where: { id: userId }
         });
 
-        console.log('onbehalfof=' + onBehalfOf)
+        logger.debug('onbehalfof=' + onBehalfOf)
 
         // Determine which user is being updated
         const targetUser = onBehalfOf
@@ -71,10 +72,10 @@ export default async function usersRoutes(
             data.modsAreEditors = Boolean(raw.modsAreEditors);
         }
 
-        console.log('>>> data s follows')
-        console.log(data)
-        console.log('target user is as follows')
-        console.log(targetUser)
+        logger.debug('>>> data s follows')
+        logger.debug(data)
+        logger.debug('target user is as follows')
+        logger.debug(targetUser)
 
         await prisma.user.update({
             where: { id: targetUser.id },
diff --git a/services/our/src/plugins/vtubers.ts b/services/our/src/plugins/vtubers.ts
index 691411c..e0ef5e9 100644
--- a/services/our/src/plugins/vtubers.ts
+++ b/services/our/src/plugins/vtubers.ts
@@ -7,6 +7,7 @@ import { isUnprivilegedUser } from "../utils/privs";
 import { slug } from "../utils/formatters";
 import type { UploadResult } from '../types/index'
 import { env } from "../config/env";
+import logger from "../utils/logger";
 
 const prisma = new PrismaClient().$extends(withAccelerate())
 const hexColorRegex = /^#([0-9a-fA-F]{6})$/;
@@ -21,7 +22,7 @@ export default async function vtubersRoutes(
 
   const vtuberIndexHandler = async (request: FastifyRequest, reply: FastifyReply) => {
     const userId = request.session.get('userId')
-    console.log(`userId=${userId}`)
+    logger.debug(`userId=${userId}`)
 
     let user = null
     if (userId !== undefined) {
@@ -60,7 +61,7 @@ export default async function vtubersRoutes(
       include: { roles: true },
     });
 
-    console.log(user)
+    logger.debug(user)
     if (isUnprivilegedUser(user)) {
       return reply.status(403).send('Only patrons and moderators can add new vtubers');
     }
@@ -186,8 +187,8 @@ export default async function vtubersRoutes(
 
     if (!userId) return reply.status(401).send('Failed to find userId in session. Please log-in and try again.');
 
-    // console.log('data as fllows')
-    // console.log(data)
+    // logger.debug('data as fllows')
+    // logger.debug(data)
 
     if (isUnprivilegedUser(user)) {
       return reply.status(403).send('Upload failed-- user does not have contributor privs');
@@ -200,8 +201,8 @@ export default async function vtubersRoutes(
     // Also it's just how Uppy formats the data, so we have to handle the array of upload iterations.
     // I *think* the correct behavior for us is to ignore all but the last batch.
 
-    console.log('data sub negative one as follows')
-    console.log(data.at(-1))
+    logger.debug('data sub negative one as follows')
+    logger.debug(data.at(-1))
 
     const last = data.at(-1);
     if (!last) {
@@ -210,12 +211,12 @@ export default async function vtubersRoutes(
 
 
 
-    console.log('data sub negative dot successful sub zero as follows')
-    console.log(last.successful[0])
+    logger.debug('data sub negative dot successful sub zero as follows')
+    logger.debug(last.successful[0])
 
     if (!last) throw new Error('mostRecentUploadBatch not found');
-    console.log('last as follows')
-    console.log(last)
+    logger.debug('last as follows')
+    logger.debug(last)
     const vtuber = await prisma.vtuber.create({
       data: {
         // segmentKeys: mostRecentUploadBatch.successful.map((d) => ({ key: d.s3Multipart.key, name: d.name })),
diff --git a/services/our/src/tasks/consolidate_twitch_channel_rewards.human.ts.noexec b/services/our/src/tasks/consolidate_twitch_channel_rewards.human.ts.noexec
deleted file mode 100644
index f043bf4..0000000
--- a/services/our/src/tasks/consolidate_twitch_channel_rewards.human.ts.noexec
+++ /dev/null
@@ -1,296 +0,0 @@
-// src/tasks/consolidate_twitch_channel_rewards.ts
-
-import type { Task, Helpers } from "graphile-worker";
-import { PrismaClient, User, type Pick } from '../../generated/prisma'
-import { withAccelerate } from "@prisma/extension-accelerate"
-import { env } from "../config/env";
-import { constants } from "../config/constants";
-import { getRateLimiter } from "../utils/rateLimiter";
-
-const prisma = new PrismaClient().$extends(withAccelerate())
-const cprPath = env.TWITCH_MOCK ? constants.twitch.dev.paths.channelPointRewards : constants.twitch.prod.paths.channelPointRewards
-
-interface Payload {
-    userId: number;
-}
-
-export interface TwitchChannelPointReward {
-    id: string;
-    broadcaster_id: string;
-    broadcaster_login: string;
-    broadcaster_name: string;
-    image: string | null;
-    background_color: string;
-    is_enabled: boolean;
-    cost: number;
-    title: string;
-    prompt: string;
-    is_user_input_required: boolean;
-    max_per_stream_setting: {
-        is_enabled: boolean;
-        max_per_stream: number;
-    };
-    max_per_user_per_stream_setting: {
-        is_enabled: boolean;
-        max_per_user_per_stream: number;
-    };
-    global_cooldown_setting: {
-        is_enabled: boolean;
-        global_cooldown_seconds: number;
-    };
-    is_paused: boolean;
-    is_in_stock: boolean;
-    default_image: {
-        url_1x: string;
-        url_2x: string;
-        url_4x: string;
-    };
-    should_redemptions_skip_request_queue: boolean;
-    redemptions_redeemed_current_stream: number | null;
-    cooldown_expires_at: string | null;
-}
-
-
-function getAuthToken(user: User) {
-    const authToken = env.TWITCH_MOCK ? env.TWITCH_MOCK_USER_ACCESS_TOKEN : user.twitchToken?.accessToken
-    return authToken
-}
-
-
-function assertPayload(payload: any): asserts payload is Payload {
-    if (typeof payload !== "object" || !payload) throw new Error("invalid payload");
-    if (typeof payload.userId !== "number") throw new Error("invalid payload.userId");
-}
-
-
-async function getTwitchChannelPointRewards(user: User) {
-    if (!user) throw new Error(`getTwitchChannelPointRewards called with falsy user`);
-    if (!user.twitchToken) throw new Error(`user.twitchToken is not existing, when it needs to.`);
-
-    const authToken = getAuthToken(user)
-    const limiter = getRateLimiter()
-    await limiter.consume('twitch', 1)
-    // Create the custom Channel Point Reward on Twitch.
-    // @see https://dev.twitch.tv/docs/api/reference/#create-custom-rewards
-    // POST https://api.twitch.tv/helix/channel_points/custom_rewards
-    const query = new URLSearchParams({
-        broadcaster_id: user.twitchId
-    })
-    const res = await fetch(`${env.TWITCH_API_ORIGIN}${cprPath}?${query}`, {
-        headers: {
-            'Authorization': `Bearer ${authToken}`,
-            'Client-Id': env.TWITCH_CLIENT_ID
-        }
-    })
-
-    if (!res.ok) {
-        console.error(`failed to get a custom channel point rewards for user id=${user.id}`)
-        console.error(res.statusText)
-        throw new Error(res.statusText);
-    }
-
-    const data = await res.json()
-    return data
-}
-
-async function postTwitchChannelPointRewards(user: User, pick: Pick) {
-
-    const authToken = getAuthToken(user)
-    const limiter = getRateLimiter()
-    await limiter.consume('twitch', 1)
-    // Create the custom Channel Point Reward on Twitch.
-    // @see https://dev.twitch.tv/docs/api/reference/#create-custom-rewards
-    // POST https://api.twitch.tv/helix/channel_points/custom_rewards
-    const query = new URLSearchParams({
-        broadcaster_id: user.twitchId
-    })
-    const res = await fetch(`${env.TWITCH_API_ORIGIN}${cprPath}?${query}`, {
-        method: 'POST',
-        headers: {
-            'Authorization': `Bearer ${authToken}`,
-            'Client-Id': env.TWITCH_CLIENT_ID
-        },
-        body: JSON.stringify({
-            cost: user.redeemCost,
-            title: pick.waifu.name
-        })
-    })
-
-    if (!res.ok) {
-        console.error(`failed to create a custom channel point reward for userId=${user.id}`)
-        console.error(res.statusText)
-        throw new Error(res.statusText);
-    }
-
-    // Associate the twitch channel point reward with our Pick
-    const data = await res.json()
-    const twitchChannelPointRewardId = data.data.at(0).id
-
-    await prisma.pick.update({
-        where: {
-            id: pick.id
-        },
-        data: {
-            twitchChannelPointRewardId
-        }
-    })
-}
-
-
-//   * filter rewards which we previously created
-const isWaifusChannelPointReward = (reward: TwitchChannelPointReward, picks: Pick[]) => {
-    return picks.some((pick) => pick.twitchChannelPointRewardId === reward.id)
-}
-
-//     * filter rewards which should no longer be displayed
-//       * delete
-//     * filter rewards which have the wrong redeemCost
-//       * update so they have the correct redeemCost
-
-const isOutOfDateReward = (
-    reward: TwitchChannelPointReward,
-    picks: Pick[],
-    waifuChoicePoolSize: number
-): boolean => {
-    const currentPicks = picks.slice(0, waifuChoicePoolSize);
-    console.log('currentPicks as follows')
-    console.log(currentPicks)
-    return !currentPicks.some(pick => pick.twitchChannelPointRewardId === reward.id);
-};
-
-const isWrongRedeemCost = (reward: TwitchChannelPointReward, redeemCost: number) => reward.cost !== redeemCost
-
-
-// @see https://dev.twitch.tv/docs/api/reference/#delete-custom-reward
-// DELETE https://api.twitch.tv/helix/channel_points/custom_rewards
-async function deleteTwitchChannelPointReward(user: User, reward: TwitchChannelPointReward) {
-    const limiter = getRateLimiter()
-    await limiter.consume('twitch', 1)
-
-    const authToken = getAuthToken(user)
-    const query = new URLSearchParams({
-        broadcaster_id: user.twitchId,
-        id: reward.id
-    })
-    const res = await fetch(`${env.TWITCH_API_ORIGIN}${cprPath}?${query}`, {
-        method: 'DELETE',
-        headers: {
-            'Authorization': `Bearer ${authToken}`,
-            'Client-Id': env.TWITCH_CLIENT_ID
-        }
-    })
-    if (!res.ok) {
-        throw new Error(`Failed to delete twitch channel point reward.id=${reward.id} for user.id=${user.id} (user.twitchId=${user.twitchId}) `);
-
-    }
-
-}
-
-// @see https://dev.twitch.tv/docs/api/reference/#update-custom-reward
-async function updateTwitchChannelPointReward(user: User, reward: TwitchChannelPointReward) {
-    const limiter = getRateLimiter()
-    await limiter.consume('twitch', 1)
-
-    const authToken = getAuthToken(user)
-    const query = new URLSearchParams({
-        broadcaster_id: user.twitchId,
-        id: reward.id
-    })
-    const res = await fetch(`${env.TWITCH_API_ORIGIN}${cprPath}?${query}`, {
-        method: 'PATCH',
-        headers: {
-            'Authorization': `Bearer ${authToken}`,
-            'Client-Id': env.TWITCH_CLIENT_ID
-        },
-        body: JSON.stringify({
-            cost: user.redeemCost
-        })
-    })
-    if (!res.ok) {
-        throw new Error(`Failed to update twitch channel point reward.id=${reward.id} with redeemCost=${user.redeemCost} for user.id=${user.id} (user.twitchId=${user.twitchId}) `);
-    }
-
-}
-
-/**
- * 
- * consolidate_twitch_channel_rewards
- * 
- * This script is meant to run via crontab.
- * It finds Users with Picks that lack a twitchChannelPointRewardId, then 
- * 
- * 
- * @param payload 
- * @param helpers 
- */
-export default async function consolidate_twitch_channel_rewards(payload: any, helpers: Helpers) {
-    assertPayload(payload);
-    const { userId } = payload;
-    // logger.info(`Hello, ${name}`);
-
-    const user = await prisma.user.findFirstOrThrow({
-        where: {
-            id: userId
-        },
-        include: {
-            twitchToken: true
-        }
-    })
-
-    // * get the current number of picks
-    const picks = await prisma.pick.findMany({
-        where: {
-            userId
-        },
-        take: constants.twitch.maxChannelPointRewards,
-        orderBy: {
-            createdAt: 'desc'
-        }
-    })
-
-
-
-    // * get the user's configured redeemCost
-    const redeemCost = user.redeemCost
-    const twitchId = user.twitchId
-
-
-    // * get the user's currently configured twitch channel point rewards
-    const twitchChannelPointRewards = await getTwitchChannelPointRewards(user)
-    const tcpr = twitchChannelPointRewards.data.map((cpr) => ({ id: cpr.id, cost: cpr.cost, is_in_stock: cpr.is_in_stock, title: cpr.title }))
-
-    // * identify the actions we need to do to get the channel point rewards up-to-date
-    const twitchRewards = await getTwitchChannelPointRewards(user);
-    const twitchRewardsData = twitchRewards.data;
-    console.log(`User ${userId} has ${picks.length} picks. And ${twitchRewardsData.length} twitch rewards. waifuChoicePoolSize=${user.waifuChoicePoolSize}, maxOnScreenWaifus=${user.maxOnScreenWaifus}`)
-
-
-    const currentPicks = picks.slice(0, user.waifuChoicePoolSize);
-
-    const outOfDate = twitchRewardsData.filter((reward: TwitchChannelPointReward) =>
-        picks.some(p => p.twitchChannelPointRewardId === reward.id) &&
-        !currentPicks.some(p => p.twitchChannelPointRewardId === reward.id)
-    );
-
-    console.log(`outOfDate as follows`)
-    console.log(outOfDate)
-
-    const costMismatched = twitchRewardsData
-        .filter((r: TwitchChannelPointReward) => isWrongRedeemCost(r, user.redeemCost));
-
-    logger.info(`There are ${outOfDate.length} out of date Channel Point Rewards. outOfDate=${JSON.stringify(outOfDate.map((ood) => ({ title: ood.title, cost: ood.cost, id: ood.id })))}`)
-    logger.info(`costMismatched=${JSON.stringify(costMismatched)}`)
-
-    // * make the REST request(s) to get the twitch channel point rewards up-to-date
-    for (const reward of outOfDate) {
-        console.log(`deleting reward.id=${reward.id} with reward.title=${reward.title}`)
-        await deleteTwitchChannelPointReward(user, reward)
-    }
-
-    for (const reward of costMismatched) {
-        console.log(`updating reward.id=${reward.id} with reward.title=${reward.title}`)
-        await updateTwitchChannelPointReward(user, reward)
-    }
-
-};
-
diff --git a/services/our/src/tasks/consolidate_twitch_channel_rewards.ts b/services/our/src/tasks/consolidate_twitch_channel_rewards.ts
index 1d71ce5..037a7e2 100644
--- a/services/our/src/tasks/consolidate_twitch_channel_rewards.ts
+++ b/services/our/src/tasks/consolidate_twitch_channel_rewards.ts
@@ -6,6 +6,7 @@ import { withAccelerate } from "@prisma/extension-accelerate";
 import { env } from "../config/env";
 import { constants } from "../config/constants";
 import { getRateLimiter } from "../utils/rateLimiter";
+import logger from '../utils/logger';
 
 const prisma = new PrismaClient().$extends(withAccelerate());
 const cprPath = env.TWITCH_MOCK ? constants.twitch.dev.paths.channelPointRewards : constants.twitch.prod.paths.channelPointRewards;
@@ -55,10 +56,10 @@ const createTwitchReward = async (user: User, pick: Pick) => {
     const authToken = getAuthToken(user);
     const limiter = getRateLimiter();
     await limiter.consume('twitch', 1);
-    console.log('pick as follows')
-    console.log(pick)
+    logger.debug('pick as follows')
+    logger.debug(pick)
 
-    console.log(`pick?.waifu?.name=${pick?.waifu?.name}`)
+    logger.debug(`pick?.waifu?.name=${pick?.waifu?.name}`)
 
     const query = new URLSearchParams({ broadcaster_id: user.twitchId });
     const res = await fetch(`${env.TWITCH_API_ORIGIN}${cprPath}?${query}`, {
@@ -136,7 +137,7 @@ const consolidateTwitchRewards = async (userId: number) => {
     // Ensure every pick has a reward before processing Twitch side
     for (const pick of picks) {
         if (!pick.twitchChannelPointRewardId) {
-            console.log(`Creating new reward for pick: ${pick.id}`);
+            logger.debug(`Creating new reward for pick: ${pick.id}`);
             await createTwitchReward(user, pick);
         }
     }
@@ -153,8 +154,8 @@ const consolidateTwitchRewards = async (userId: number) => {
         updatedPicks.slice(0, user.waifuChoicePoolSize).map(p => p.twitchChannelPointRewardId)
     );
 
-    console.log('currentPickIds as follows');
-    console.log(currentPickIds);
+    logger.debug('currentPickIds as follows');
+    logger.debug(currentPickIds);
 
     // Fetch Twitch-side rewards
     const twitchData = await getTwitchChannelPointRewards(user);
@@ -165,10 +166,10 @@ const consolidateTwitchRewards = async (userId: number) => {
         if (!updatedPicks.some(p => p.twitchChannelPointRewardId === reward.id)) continue;
 
         if (!currentPickIds.has(reward.id)) {
-            console.log(`Deleting out-of-date reward: ${reward.id}`);
+            logger.debug(`Deleting out-of-date reward: ${reward.id}`);
             await deleteTwitchReward(user, reward.id);
         } else if (reward.cost !== user.redeemCost) {
-            console.log(`Updating reward cost for: ${reward.id}`);
+            logger.debug(`Updating reward cost for: ${reward.id}`);
             await updateTwitchReward(user, reward.id, user.redeemCost);
         }
     }
diff --git a/services/our/src/tasks/createIpfsCid.ts b/services/our/src/tasks/createIpfsCid.ts
index 16023e3..b5a530a 100644
--- a/services/our/src/tasks/createIpfsCid.ts
+++ b/services/our/src/tasks/createIpfsCid.ts
@@ -41,7 +41,7 @@ async function hash(helpers: Helpers, inputFilePath: string) {
 
   // const exitCode = await subprocess;
   // if (exitCode !== 0) {
-  //   console.error(`vcsi failed with exit code ${exitCode}`);
+  //   logger.error(`vcsi failed with exit code ${exitCode}`);
   //   process.exit(exitCode);
   // }
   logger.info(JSON.stringify(result))
diff --git a/services/our/src/tasks/createVideoThumbnail.ts b/services/our/src/tasks/createVideoThumbnail.ts
index de358e1..4f66dcf 100644
--- a/services/our/src/tasks/createVideoThumbnail.ts
+++ b/services/our/src/tasks/createVideoThumbnail.ts
@@ -99,11 +99,11 @@ export default async function createVideoThumbnail(payload: any, helpers: Helper
 
   // * [x] download video segments from pull-thru cache
   const videoFilePath = await getOrDownloadAsset(s3Client, env.S3_BUCKET, vod.sourceVideo)
-  console.log(`videoFilePath=${videoFilePath}`)
+  logger.debug(`videoFilePath=${videoFilePath}`)
 
   // * [x] run vcsi
   const thumbnailPath = await createThumbnail(helpers, videoFilePath)
-  console.log(`thumbnailPath=${thumbnailPath}`)
+  logger.debug(`thumbnailPath=${thumbnailPath}`)
 
   // * [x] generate thumbnail s3 key
   const slug = vod.vtubers[0].slug
diff --git a/services/our/src/tests/createFunscript.integration.test.ts b/services/our/src/tests/createFunscript.integration.test.ts
index b3c0899..a3a1ff7 100644
--- a/services/our/src/tests/createFunscript.integration.test.ts
+++ b/services/our/src/tests/createFunscript.integration.test.ts
@@ -8,6 +8,7 @@ import { DataYaml, writeFunscript, generateActions1, classPositionMap, buildFuns
 import { nanoid } from 'nanoid';
 import { getNanoSpawn } from '../utils/nanoSpawn';
 import { preparePython } from '../utils/python';
+import logger from '../utils/logger';
 
 interface Detection {
   startFrame: number;
@@ -38,19 +39,19 @@ const sampleVideoPath = join(fixturesDir, 'sample.mp4')
  */
 async function processLabelFiles(labelDir: string, data: DataYaml): Promise<Detection[]> {
   const labelFiles = (await readdir(labelDir)).filter(file => file.endsWith('.txt'));
-  console.log("Label files found:", labelFiles);
+  logger.debug("Label files found:", labelFiles);
   const detections: Map<number, Detection[]> = new Map();
   const names = data.names;
 
   for (const file of labelFiles) {
     const match = file.match(/(\d+)\.txt$/);
     if (!match) {
-      console.log(`Skipping invalid filename: ${file}`);
+      logger.debug(`Skipping invalid filename: ${file}`);
       continue;
     }
     const frameIndex = parseInt(match[1], 10);
     if (isNaN(frameIndex)) {
-      console.log(`Skipping invalid frame index from filename: ${file}`);
+      logger.debug(`Skipping invalid frame index from filename: ${file}`);
       continue;
     }
 
@@ -123,7 +124,7 @@ describe('createFunscript', () => {
     const videoPath = join(__dirname, 'fixtures', 'sample.mp4');
 
     const funscriptPath = await buildFunscript(predictionOutputPath, videoPath);
-    console.log(`built funscript at ${funscriptPath}`)
+    logger.debug(`built funscript at ${funscriptPath}`)
 
 
     const content = JSON.parse(await readFile(funscriptPath, 'utf8') as string);
diff --git a/services/our/src/tests/funscripts.integration.test.ts b/services/our/src/tests/funscripts.integration.test.ts
index 7fd6d07..6922a87 100644
--- a/services/our/src/tests/funscripts.integration.test.ts
+++ b/services/our/src/tests/funscripts.integration.test.ts
@@ -6,7 +6,7 @@ import {
 import { readFile, mkdir, rm } from 'fs-extra';
 import { join } from 'node:path';
 import { tmpdir } from 'node:os';
-
+import logger from '../utils/logger';
 
 describe('[integration] buildFunscript', () => {
   const TMP_DIR = join(tmpdir(), 'funscript-test');
@@ -26,7 +26,7 @@ describe('[integration] buildFunscript', () => {
     const dataYamlPath = join(__dirname, 'fixtures', 'data.yaml');
 
     const outputPath = await buildFunscript(dataYamlPath, predictionOutput, videoPath);
-    console.log(`built funscript at ${outputPath}`)
+    logger.info(`built funscript at ${outputPath}`)
 
 
     const content = JSON.parse(await readFile(outputPath, 'utf8') as string);
diff --git a/services/our/src/tests/inference.integration.test.ts.noexec b/services/our/src/tests/inference.integration.test.ts.noexec
deleted file mode 100644
index 46b705e..0000000
--- a/services/our/src/tests/inference.integration.test.ts.noexec
+++ /dev/null
@@ -1,214 +0,0 @@
-// inference.integration.test.ts
-
-// this idea was to use onnx, so we could run inference via node.
-// I couldn't figure it out-- the detection bounding boxes were in the wrong place.
-// I'm going back to shelling out to pytorch. saving this for reference.
-
-import { describe, it, expect, vi, beforeEach, afterEach, beforeAll } from 'vitest';
-import { InferenceSession, Tensor } from 'onnxruntime-node';
-import { join } from 'node:path';
-import { preprocessImage } from '../utils/vibeui';
-import { createCanvas, loadImage } from 'canvas';
-import { writeFileSync } from 'fs';
-import sharp from 'sharp';
-
-const __dirname = import.meta.dirname;
-
-const distDir = join(__dirname, '../../dist')
-const fixturesDir = join(__dirname, '..', 'tests', 'fixtures')
-const modelPath = join(distDir, 'vibeui', 'vibeui.onnx')
-const sampleFrame = join(fixturesDir, 'prediction', 'frames', '000001.jpg')
-
-const NUM_BOXES = 8400;
-const NUM_CLASSES = 19;
-const CONFIDENCE_THRESHOLD = 0.9; // tune as needed
-const IMAGE_WIDTH = 640;
-const IMAGE_HEIGHT = 640;
-
-type Detection = {
-  x1: number;
-  y1: number;
-  x2: number;
-  y2: number;
-  confidence: number;
-  classIndex: number;
-  classScore: number;
-};
-
-function iou(a: Detection, b: Detection): number {
-  const x1 = Math.max(a.x1, b.x1);
-  const y1 = Math.max(a.y1, b.y1);
-  const x2 = Math.min(a.x2, b.x2);
-  const y2 = Math.min(a.y2, b.y2);
-
-  const intersection = Math.max(0, x2 - x1) * Math.max(0, y2 - y1);
-  const areaA = (a.x2 - a.x1) * (a.y2 - a.y1);
-  const areaB = (b.x2 - b.x1) * (b.y2 - b.y1);
-  const union = areaA + areaB - intersection;
-
-  return intersection / union;
-}
-
-function nms(detections: Detection[], iouThreshold = 0.45, topK = 50): Detection[] {
-  const sorted = [...detections].sort((a, b) => b.confidence - a.confidence);
-  const selected: Detection[] = [];
-
-  while (sorted.length > 0 && selected.length < topK) {
-    const best = sorted.shift()!;
-    selected.push(best);
-
-    for (let i = sorted.length - 1; i >= 0; i--) {
-      if (iou(best, sorted[i]) > iouThreshold) {
-        sorted.splice(i, 1); // remove overlapping box
-      }
-    }
-  }
-
-  return selected;
-}
-
-function softmax(logits: Float32Array): number[] {
-  const max = Math.max(...logits);
-  const exps = logits.map(x => Math.exp(x - max));
-  const sum = exps.reduce((a, b) => a + b, 0);
-  return exps.map(e => e / sum);
-}
-
-function sigmoid(x: number): number {
-  return 1 / (1 + Math.exp(-x));
-}
-
-function postprocessTensor(tensor: Tensor): Detection[] {
-  const results: Detection[] = [];
-  const data = tensor.cpuData;
-
-  for (let i = 0; i < NUM_BOXES; i++) {
-    const offset = i * 24;
-
-    const cx = data[offset + 0]; // already in pixel coords
-    const cy = data[offset + 1];
-    const w = data[offset + 2];
-    const h = data[offset + 3];
-
-    const objectness = sigmoid(data[offset + 4]);
-    if (objectness < CONFIDENCE_THRESHOLD) continue;
-
-    const classLogits = data.slice(offset + 5, offset + 24);
-    const classScores = softmax(classLogits as Float32Array);
-
-    const maxClassScore = Math.max(...classScores);
-    const classIndex = classScores.findIndex(score => score === maxClassScore);
-
-    const confidence = objectness * maxClassScore;
-    if (confidence < CONFIDENCE_THRESHOLD) continue;
-
-    const x1 = cx - w / 2;
-    const y1 = cy - h / 2;
-    const x2 = cx + w / 2;
-    const y2 = cy + h / 2;
-
-    results.push({
-      x1,
-      y1,
-      x2,
-      y2,
-      confidence,
-      classIndex,
-      classScore: maxClassScore,
-    });
-  }
-
-  return results;
-}
-
-
-async function renderDetectionsSharp(
-  imagePath: string,
-  detections: Detection[],
-  outputPath: string,
-  classNames?: string[]
-) {
-  const baseImage = sharp(imagePath);
-  const { width, height } = await baseImage.metadata();
-
-  if (!width || !height) throw new Error('Image must have width and height');
-
-  const svg = createSvgOverlay(width, height, detections, classNames);
-  const overlay = Buffer.from(svg);
-
-  await baseImage
-    .composite([{ input: overlay, blend: 'over' }])
-    .toFile(outputPath);
-}
-
-function createSvgOverlay(
-  width: number,
-  height: number,
-  detections: Detection[],
-  classNames?: string[]
-): string {
-  const elements = detections.map(det => {
-    const x = det.x1;
-    const y = det.y1;
-    const w = det.x2 - det.x1;
-    const h = det.y2 - det.y1;
-    const className = classNames?.[det.classIndex] ?? `cls ${det.classIndex}`;
-    const confPct = (det.confidence * 100).toFixed(1);
-
-    return `
-      <g>
-        <rect x="${x}" y="${y}" width="${w}" height="${h}"
-              fill="none" stroke="red" stroke-width="2"/>
-        <text x="${x + 4}" y="${y + 16}" fill="red" font-size="16"
-              font-family="sans-serif">${className} (${confPct}%)</text>
-      </g>
-    `;
-  });
-
-  return `
-    <svg width="${width}" height="${height}" xmlns="http://www.w3.org/2000/svg">
-      ${elements.join('\n')}
-    </svg>
-  `;
-}
-
-
-
-describe('inference', () => {
-  it('pytorch', async () => {
-    const session = await InferenceSession.create(modelPath)
-    const imageTensor = await preprocessImage(sampleFrame);
-    console.log(session.inputNames)
-    console.log(session.outputNames)
-    const feeds = {
-      images: imageTensor
-    }
-
-    const res = await session.run(feeds)
-
-    const { output0 } = res
-
-    const detections = postprocessTensor(output0);
-    // console.log(detections)
-    // console.log(detections.length)
-    // console.log(detections.slice(0, 5)); // first 5 predictions
-
-    const finalDetections = nms(detections, undefined, 3);
-    console.log(finalDetections);
-    console.log(`there were ${finalDetections.length} detections`)
-
-    const classNames = Array.from({ length: 19 }, (_, i) => `class${i}`);
-    await renderDetectionsSharp(
-      sampleFrame,
-      finalDetections,
-      join(fixturesDir, 'prediction', 'output-sharp.png'),
-      classNames
-    );
-
-
-    expect(output0.dims).toEqual([1, 24, 8400]);
-    expect(output0.type).toBe('float32');
-    expect(output0.cpuData[0]).toBeGreaterThan(0); // or some expected value
-
-  })
-})
\ No newline at end of file
diff --git a/services/our/src/tests/vibeui.integration.test.ts b/services/our/src/tests/vibeui.integration.test.ts
index 304e287..d673d0c 100644
--- a/services/our/src/tests/vibeui.integration.test.ts
+++ b/services/our/src/tests/vibeui.integration.test.ts
@@ -4,7 +4,7 @@ import { resolve, join } from 'node:path';
 import { readdir, readFile, rm } from 'node:fs/promises';
 import { readJson } from 'fs-extra';
 import { DataYaml } from '../utils/funscripts';
-
+import logger from '../utils/logger';
 
 const __dirname = import.meta.dirname;
 const FIXTURE_DIR = resolve(__dirname, 'fixtures');
@@ -20,12 +20,12 @@ describe('[integration] vibeuiInference', () => {
 
   beforeAll(async () => {
     outputPath = await vibeuiInference(MODEL, VIDEO);
-    console.log(`outputPath=${outputPath}`)
+    logger.info(`outputPath=${outputPath}`)
   }, 35_000);
 
   afterAll(async () => {
     // await rm(outputPath, { recursive: true, force: true });
-    console.log('@todo cleanup')
+    logger.info('@todo cleanup')
   });
 
   it('outputs detection labels and frames', async () => {
@@ -40,7 +40,7 @@ describe('[integration] vibeuiInference', () => {
     const content = await readFile(labelFile, 'utf8');
 
     const firstLine = content.split('\n')[0].trim().replace(/\r/g, '');
-    console.log('First line content:', JSON.stringify(firstLine));
+    logger.info('First line content:', JSON.stringify(firstLine));
 
     // Expect initial class number + exactly 5 floats/ints after it (6 total numbers)
     expect(firstLine).toMatch(/^\d+( (-?\d+(\.\d+)?)){5}$/);
diff --git a/services/our/src/utils/authorization.ts b/services/our/src/utils/authorization.ts
index ec0092e..590147a 100644
--- a/services/our/src/utils/authorization.ts
+++ b/services/our/src/utils/authorization.ts
@@ -3,7 +3,7 @@ import { PrismaClient } from '../../generated/prisma'
 import { withAccelerate } from "@prisma/extension-accelerate"
 import type { FastifyRequest, FastifyReply } from 'fastify';
 import type { OnBehalfQuery } from '../types';
-
+import logger from './logger';
 
 const prisma = new PrismaClient().$extends(withAccelerate())
 
@@ -45,10 +45,10 @@ export async function getTargetUser(
   });
 
   if (!onBehalfOf) {
-    console.log(`we have found the condition where onBehalfOf not set`)
+    logger.warn(`we have found the condition where onBehalfOf not set`)
     return requester
   } else if (onBehalfOf === requester.twitchName) {
-    console.log(`we have found the condtion where onBehalfOf is the same name as requester.twitchName`)
+    logger.warn(`we have found the condtion where onBehalfOf is the same name as requester.twitchName`)
     return requester;
   }
 
diff --git a/services/our/src/utils/cache.ts b/services/our/src/utils/cache.ts
index 8884995..bfc8890 100644
--- a/services/our/src/utils/cache.ts
+++ b/services/our/src/utils/cache.ts
@@ -11,8 +11,8 @@ import logger from './logger';
 
 const keyv = new Keyv(new KeyvPostgres({ uri: env.DATABASE_URL, schema: 'keyv' }));
 keyv.on('error', (err) => {
-  console.error('keyv error encountered.')
-  console.error(err)
+  logger.error('keyv error encountered.')
+  logger.error(err)
 });
 
 const cache = createCache({ stores: [keyv] });
@@ -126,7 +126,7 @@ export async function cleanExpiredFiles(): Promise<number> {
         deletedCount++;
         logger.debug(`Deleted expired file: ${fullPath}`);
       } catch (err) {
-        console.warn(`Failed to delete file ${fullPath}:`, err);
+        logger.warn(`Failed to delete file ${fullPath}:`, err);
       }
     }
   }
diff --git a/services/our/src/utils/funscripts.ts b/services/our/src/utils/funscripts.ts
index 1abbd49..630b7f7 100644
--- a/services/our/src/utils/funscripts.ts
+++ b/services/our/src/utils/funscripts.ts
@@ -3,6 +3,7 @@ import { writeJson } from "fs-extra";
 import { env } from "../config/env";
 import { nanoid } from "nanoid";
 import { loadDataYaml, loadVideoMetadata, processLabelFiles } from "./vibeui";
+import logger from "./logger";
 
 export interface FunscriptAction {
   at: number;
@@ -160,10 +161,10 @@ export function generateActions2(
 
 
 
-  console.debug('[generateActions] Total duration (ms):', totalDurationMs);
-  console.debug('[generateActions] FPS:', fps);
-  console.debug('[generateActions] Detection segments:', detectionSegments);
-  console.debug('[generateActions] Class position map:', classPositionMap);
+  logger.debug('[generateActions] Total duration (ms):', totalDurationMs);
+  logger.debug('[generateActions] FPS:', fps);
+  logger.debug('[generateActions] Detection segments:', detectionSegments);
+  logger.debug('[generateActions] Class position map:', classPositionMap);
 
   // Generate static position actions
   for (let timeMs = 0; timeMs <= totalDurationMs; timeMs += intervalMs) {
@@ -180,13 +181,13 @@ export function generateActions2(
           position = classPositionMap[className];
           break;
         } else {
-          console.warn(`[generateActions] Static class not mapped to number: ${className}`);
+          logger.warn(`[generateActions] Static class not mapped to number: ${className}`);
         }
       }
     }
 
     if (!matchedSegment) {
-      console.debug(`[generateActions] No matching segment for time ${timeMs} (frame ${frameIndex})`);
+      logger.debug(`[generateActions] No matching segment for time ${timeMs} (frame ${frameIndex})`);
     }
 
     actions.push({ at: timeMs, pos: position });
@@ -200,10 +201,10 @@ export function generateActions2(
       const startMs = Math.floor((segment.startFrame / fps) * 1000);
       const durationMs = Math.floor(((segment.endFrame - segment.startFrame + 1) / fps) * 1000);
 
-      console.debug(`[generateActions] Generating pattern for class "${className}" from ${startMs}ms for ${durationMs}ms`);
+      logger.debug(`[generateActions] Generating pattern for class "${className}" from ${startMs}ms for ${durationMs}ms`);
       const patternActions = generatePatternPositions(startMs, durationMs, className, fps);
 
-      console.debug(`[generateActions] Generated ${patternActions.length} pattern actions for class "${className}"`);
+      logger.debug(`[generateActions] Generated ${patternActions.length} pattern actions for class "${className}"`);
       actions.push(...patternActions);
     }
   }
@@ -219,7 +220,7 @@ export function generateActions2(
     }
   }
 
-  console.debug(`[generateActions] Final action count: ${uniqueActions.length}`);
+  logger.debug(`[generateActions] Final action count: ${uniqueActions.length}`);
 
   return uniqueActions;
 }
@@ -229,7 +230,7 @@ export function generateActions2(
  *
  * - Wraps the provided actions in a Funscript object with version `1.0`.
  * - Saves the JSON to the specified output path.
- * - Logs the file path and action count to the console.
+ * - Logs the file path and action count to the logger.
  *
  * @param outputPath - Destination file path for the .funscript output.
  * @param actions - Array of `FunscriptAction` entries to include.
@@ -239,8 +240,8 @@ export async function writeFunscript(outputPath: string, actions: FunscriptActio
   const funscript: Funscript = { version: '1.0', actions };
 
   await writeJson(outputPath, funscript);
-  console.log(`Funscript generated: ${outputPath} (${actions.length} actions)`);
-  console.log(funscript)
+  logger.debug(`Funscript generated: ${outputPath} (${actions.length} actions)`);
+  logger.debug(funscript)
 }
 
 
@@ -276,7 +277,7 @@ export async function buildFunscript(
 
     return outputPath;
   } catch (error) {
-    console.error(`Error generating Funscript: ${error instanceof Error ? error.message : 'Unknown error'}`);
+    logger.error(`Error generating Funscript: ${error instanceof Error ? error.message : 'Unknown error'}`);
     throw error;
   }
 }
diff --git a/services/our/src/utils/python.ts b/services/our/src/utils/python.ts
index 516de28..8ddb149 100644
--- a/services/our/src/utils/python.ts
+++ b/services/our/src/utils/python.ts
@@ -3,6 +3,7 @@ import { join } from "node:path";
 import { env } from "../config/env";
 import which from "which";
 import { existsSync } from "fs-extra";
+import logger from "./logger";
 
 export async function preparePython() {
   const spawn = await getNanoSpawn();
@@ -19,30 +20,30 @@ export async function preparePython() {
 
   // 2. Create venv if missing
   if (!existsSync(venvPath)) {
-    console.log("Creating Python venv...");
+    logger.debug("Creating Python venv...");
     await spawn(pythonCmd, ["-m", "venv", venvPath], {
       cwd: env.APP_DIR,
     });
-    console.log("Python venv created.");
+    logger.debug("Python venv created.");
   } else {
-    console.log("Using existing Python venv.");
+    logger.debug("Using existing Python venv.");
   }
 
   // 3. Install requirements.txt
   const pipCmd = join(venvBin, "pip");
-  console.log("Installing requirements.txt...");
+  logger.debug("Installing requirements.txt...");
   await spawn(pipCmd, ["install", "-r", "requirements.txt"], {
     cwd: env.APP_DIR,
   });
-  console.log("requirements.txt installed.");
+  logger.debug("requirements.txt installed.");
 
   // 4. Confirm vcsi CLI binary exists
   const vcsiBinary = join(venvBin, "vcsi");
   if (!existsSync(vcsiBinary)) {
-    console.error("vcsi binary not found in venv after installing requirements.");
-    console.error("Make sure 'vcsi' is listed in requirements.txt and that it installs a CLI.");
+    logger.error("vcsi binary not found in venv after installing requirements.");
+    logger.error("Make sure 'vcsi' is listed in requirements.txt and that it installs a CLI.");
     throw new Error("vcsi installation failed or did not expose CLI.");
   }
 
-  console.log("vcsi CLI is available at", vcsiBinary);
+  logger.debug("vcsi CLI is available at", vcsiBinary);
 }
diff --git a/services/our/src/utils/remove-bg.ts b/services/our/src/utils/remove-bg.ts
index a860f3c..e7c7051 100644
--- a/services/our/src/utils/remove-bg.ts
+++ b/services/our/src/utils/remove-bg.ts
@@ -5,17 +5,17 @@ import {
 } from '@imgly/background-removal-node';
 import { nanoid } from 'nanoid';
 import fs from 'node:fs';
-
+import logger from './logger';
 
 export async function run(imageFilePath: string): Promise<string> {
 
-    console.log(`imageFilePath=${imageFilePath}`);
+    logger.info(`imageFilePath=${imageFilePath}`);
     const config = {
         debug: false,
         // publicPath: ...,
         progress: (key, current, total) => {
             const [type, subtype] = key.split(':');
-            console.log(
+            logger.info(
                 `progress:: ${type} ${subtype} ${((current / total) * 100).toFixed(0)}%`
             );
         },
@@ -25,19 +25,19 @@ export async function run(imageFilePath: string): Promise<string> {
             format: 'image/webp' //image/jpeg, image/webp
         }
     };
-    console.time();
+
     const blob = await removeBackground(imageFilePath, config);
 
+
     // const mask = await segmentForeground(randomImage, config);
     // const blob = await applySegmentationMask(randomImage, mask, config);
-    console.timeEnd();
     const buffer = await blob.arrayBuffer();
 
     const format = config.output.format.split('/').pop();
     const outFile = `tmp/${nanoid()}.${format}`;
     await fs.promises.mkdir('tmp', { recursive: true });
     await fs.promises.writeFile(outFile, Buffer.from(buffer));
-    console.log(`Image saved to ${outFile}`);
+    logger.info(`Image saved to ${outFile}`);
     return outFile
 
 
diff --git a/services/our/src/utils/storyboard2.ts b/services/our/src/utils/storyboard2.ts
index a8ca00b..51502a0 100644
--- a/services/our/src/utils/storyboard2.ts
+++ b/services/our/src/utils/storyboard2.ts
@@ -4,6 +4,8 @@
 import { existsSync, mkdirSync, readdirSync, rmSync, writeFileSync } from 'fs';
 import { join } from 'path';
 import { getNanoSpawn } from './nanoSpawn';
+import logger from './logger';
+
 
 // Entry point
 (async function main() {
@@ -16,7 +18,7 @@ import { getNanoSpawn } from './nanoSpawn';
   const outputDir = process.argv[4];
 
   if (isNaN(fps) || fps <= 0) {
-    console.error('Error: Invalid FPS value. Please provide a positive integer.');
+    logger.error('Error: Invalid FPS value. Please provide a positive integer.');
     process.exit(1);
   }
 
@@ -34,12 +36,12 @@ import { getNanoSpawn } from './nanoSpawn';
   cleanup(thumbnailsDir);
 
   const elapsed = (Date.now() - startTime) / 1000;
-  console.log(`Process completed in ${elapsed.toFixed(2)} seconds.`);
+  logger.debug(`Process completed in ${elapsed.toFixed(2)} seconds.`);
 })();
 
 function showUsage(): never {
-  console.log('Usage: ts-node storyboard.ts <fps> <input_file> <output_dir>');
-  console.log('Example: ts-node storyboard.ts 1 example.mp4 ./output');
+  logger.debug('Usage: ts-node storyboard.ts <fps> <input_file> <output_dir>');
+  logger.debug('Example: ts-node storyboard.ts 1 example.mp4 ./output');
   process.exit(1);
 }
 
@@ -51,26 +53,26 @@ function ensureDirectoryExists(path: string) {
 
 export async function generateThumbnails(fps: number, inputFile: string, thumbnailsDir: string) {
   const spawn = await getNanoSpawn()
-  console.log('Generating thumbnails...');
+  logger.debug('Generating thumbnails...');
   try {
     spawn('ffmpeg', [
       '-i', inputFile,
       '-vf', `fps=1/${fps},scale=384:160`,
       join(thumbnailsDir, 'thumb%05d.jpg'),
     ], { stdio: 'inherit' });
-    console.log('Thumbnails generated successfully.');
+    logger.debug('Thumbnails generated successfully.');
   } catch (err) {
-    console.error('Error generating thumbnails:', err);
+    logger.error('Error generating thumbnails:', err);
     process.exit(1);
   }
 }
 
 export async function generateStoryboard(thumbnailsDir: string, storyboardImage: string) {
   const spawn = await getNanoSpawn()
-  console.log('Creating storyboard.jpg...');
+  logger.debug('Creating storyboard.jpg...');
   const thumbnails = readdirSync(thumbnailsDir).filter(f => f.endsWith('.jpg'));
   if (thumbnails.length === 0) {
-    console.error('No thumbnails found. Exiting.');
+    logger.error('No thumbnails found. Exiting.');
     process.exit(1);
   }
 
@@ -85,15 +87,15 @@ export async function generateStoryboard(thumbnailsDir: string, storyboardImage:
       '-filter_complex', tileFilter,
       storyboardImage,
     ], { stdio: 'inherit' });
-    console.log('Storyboard image created successfully.');
+    logger.debug('Storyboard image created successfully.');
   } catch (err) {
-    console.error('Error creating storyboard image:', err);
+    logger.error('Error creating storyboard image:', err);
     process.exit(1);
   }
 }
 
 function generateVTT(fps: number, thumbnailsDir: string, vttFile: string) {
-  console.log('Generating storyboard.vtt...');
+  logger.debug('Generating storyboard.vtt...');
   const thumbnails = readdirSync(thumbnailsDir).filter(f => f.startsWith('thumb') && f.endsWith('.jpg'));
   const durationPerThumb = fps;
   let vttContent = 'WEBVTT\n\n';
@@ -111,19 +113,19 @@ function generateVTT(fps: number, thumbnailsDir: string, vttFile: string) {
 
   try {
     writeFileSync(vttFile, vttContent, 'utf8');
-    console.log('Storyboard VTT file generated successfully.');
+    logger.debug('Storyboard VTT file generated successfully.');
   } catch (err) {
-    console.error('Error writing VTT file:', err);
+    logger.error('Error writing VTT file:', err);
     process.exit(1);
   }
 }
 
 function cleanup(thumbnailsDir: string) {
-  console.log('Cleaning up temporary files...');
+  logger.debug('Cleaning up temporary files...');
   try {
     rmSync(thumbnailsDir, { recursive: true, force: true });
   } catch (err) {
-    console.error('Error cleaning up thumbnails:', err);
+    logger.error('Error cleaning up thumbnails:', err);
     process.exit(1);
   }
 }
diff --git a/services/our/src/utils/vibeui.ts b/services/our/src/utils/vibeui.ts
index c275fbb..d174c4d 100644
--- a/services/our/src/utils/vibeui.ts
+++ b/services/our/src/utils/vibeui.ts
@@ -11,6 +11,7 @@ import { env } from '../config/env';
 import fs from 'fs/promises';
 import { readJson } from 'fs-extra';
 import { preparePython } from './python';
+import logger from './logger';
 
 interface Detection {
   startFrame: number;
@@ -192,7 +193,7 @@ export async function inference(videoFilePath: string): Promise<string> {
 //   })
 
 //   return outputPath // contains labels/ folder and predictions
-//   console.log(`prediction output ${predictionOutput}`);
+//   logger.info(`prediction output ${predictionOutput}`);
 
 
 //   const funscriptFilePath = await buildFunscript(helpers, predictionOutput, videoFilePath)
@@ -201,10 +202,10 @@ export async function inference(videoFilePath: string): Promise<string> {
 //   const s3Key = `funscripts/${vodId}.funscript`;
 //   const s3Url = await uploadFile(s3Client, env.S3_BUCKET, s3Key, funscriptFilePath, "application/json");
 
-//   console.log(`Uploaded funscript to S3: ${s3Url}`);
+//   logger.info(`Uploaded funscript to S3: ${s3Url}`);
 
 
-//   console.log(`Funscript saved to database for vod ${vodId}`);
+//   logger.info(`Funscript saved to database for vod ${vodId}`);
 
 // }
 
@@ -217,11 +218,11 @@ export async function inference(videoFilePath: string): Promise<string> {
 //   if (!videoFilePath) throw new Error('missing videoFilePath, arg1');
 
 //   // Load ONNX model
-//   console.log(`Loading ONNX model from ${modelPath}`);
+//   logger.info(`Loading ONNX model from ${modelPath}`);
 
 //   const session = await ort.InferenceSession.create(modelPath);
 
-//   console.log(`inputNames=${session.inputNames} outputNames=${session.outputNames}`)
+//   logger.info(`inputNames=${session.inputNames} outputNames=${session.outputNames}`)
 
 //   // Prepare output dir
 //   // const videoExt = extname(videoFilePath);
@@ -233,7 +234,7 @@ export async function inference(videoFilePath: string): Promise<string> {
 //   // Extract frames
 //   const framesDir = join(outputPath, 'frames');
 //   mkdirSync(framesDir, { recursive: true })
-//   console.log(`Extracting video frames from ${videoFilePath} to ${framesDir}...`);
+//   logger.info(`Extracting video frames from ${videoFilePath} to ${framesDir}...`);
 //   await extractFrames(videoFilePath, framesDir);
 
 //   // Load class names from data.yaml
@@ -245,12 +246,12 @@ export async function inference(videoFilePath: string): Promise<string> {
 //     .filter(f => f.endsWith('.jpg'))
 //     .sort();
 
-//   // console.log(`frameFiles=${JSON.stringify(frameFiles)}`)
+//   // logger.info(`frameFiles=${JSON.stringify(frameFiles)}`)
 //   const detectionsByFrame = new Map<number, DetectionOutput[]>();
 
 //   if (frameFiles.length === 0) throw new Error(`No frames extracted! This is likely a bug.`);
 
-//   console.log(`Running inference on ${frameFiles.length} frames...`);
+//   logger.info(`Running inference on ${frameFiles.length} frames...`);
 
 
 //   for (const file of frameFiles) {
@@ -258,7 +259,7 @@ export async function inference(videoFilePath: string): Promise<string> {
 //     const imagePath = join(framesDir, file);
 //     const inputTensor = await preprocessImage(imagePath);
 //     const detections = await runModelInference(session, inputTensor)
-//     console.log(`[frame ${frameIndex}] detections.length = ${detections.length}`);
+//     logger.info(`[frame ${frameIndex}] detections.length = ${detections.length}`);
 //     detectionsByFrame.set(frameIndex, detections);
 
 //   }
@@ -323,7 +324,7 @@ export async function ffprobe(videoPath: string): Promise<{ fps: number; frames:
 //       throw new Error('Invalid labels format in JSON');
 //     }
 //   } catch (err) {
-//     console.error(`Failed to read labels from ${jsonPath}:`, err);
+//     logger.error(`Failed to read labels from ${jsonPath}:`, err);
 //     throw err;
 //   }
 // }
@@ -333,7 +334,7 @@ export async function ffprobe(videoPath: string): Promise<{ fps: number; frames:
  * Loads basic metadata from a video file using ffprobe.
  *
  * - Retrieves the video's frame rate (fps) and total frame count.
- * - Logs the extracted metadata to the console.
+ * - Logs the extracted metadata
  *
  * @param videoPath - Path to the video file to analyze.
  * @returns An object containing `fps` and `totalFrames`.
@@ -341,14 +342,14 @@ export async function ffprobe(videoPath: string): Promise<{ fps: number; frames:
  */
 export async function loadVideoMetadata(videoPath: string) {
   const { fps, frames: totalFrames } = await ffprobe(videoPath);
-  console.log(`Video metadata: fps=${fps}, frames=${totalFrames}`);
+  logger.info(`Video metadata: fps=${fps}, frames=${totalFrames}`);
   return { fps, totalFrames };
 }
 
 export async function processLabelFiles(labelDir: string, data: DataYaml): Promise<Detection[]> {
   const labelFiles = (await readdir(labelDir)).filter(file => file.endsWith('.txt'));
-  console.log(`[processLabelFiles] Found label files: ${labelFiles.length}`);
-  if (labelFiles.length === 0) console.warn(`⚠️⚠️⚠️ no label files found! this should normally NOT happen unless the video contained no lovense overlay. ⚠️⚠️⚠️`);
+  logger.info(`[processLabelFiles] Found label files: ${labelFiles.length}`);
+  if (labelFiles.length === 0) logger.warn(`⚠️⚠️⚠️ no label files found! this should normally NOT happen unless the video contained no lovense overlay. ⚠️⚠️⚠️`);
 
   const detections: Map<number, Detection[]> = new Map();
   const names = data.names;
@@ -356,13 +357,13 @@ export async function processLabelFiles(labelDir: string, data: DataYaml): Promi
   for (const file of labelFiles) {
     const match = file.match(/(\d+)\.txt$/);
     if (!match) {
-      console.log(`[processLabelFiles] Skipping invalid filename: ${file}`);
+      logger.info(`[processLabelFiles] Skipping invalid filename: ${file}`);
       continue;
     }
 
     const frameIndex = parseInt(match[1], 10);
     if (isNaN(frameIndex)) {
-      console.log(`[processLabelFiles] Skipping invalid frame index: ${file}`);
+      logger.info(`[processLabelFiles] Skipping invalid frame index: ${file}`);
       continue;
     }
 
@@ -391,10 +392,10 @@ export async function processLabelFiles(labelDir: string, data: DataYaml): Promi
     if (maxConfidence > 0 && selectedClassIndex !== -1) {
       const className = names[selectedClassIndex.toString()];
       if (className) {
-        console.log(`[processLabelFiles] Frame ${frameIndex}: detected class "${className}" with confidence ${maxConfidence}`);
+        logger.info(`[processLabelFiles] Frame ${frameIndex}: detected class "${className}" with confidence ${maxConfidence}`);
         frameDetections.push({ startFrame: frameIndex, endFrame: frameIndex, className });
       } else {
-        console.log(`[processLabelFiles] Frame ${frameIndex}: class index ${selectedClassIndex} has no name`);
+        logger.info(`[processLabelFiles] Frame ${frameIndex}: class index ${selectedClassIndex} has no name`);
       }
     }
 
@@ -420,9 +421,9 @@ export async function processLabelFiles(labelDir: string, data: DataYaml): Promi
 
   if (currentDetection) detectionSegments.push(currentDetection);
 
-  console.log(`[processLabelFiles] Total detection segments: ${detectionSegments.length}`);
+  logger.info(`[processLabelFiles] Total detection segments: ${detectionSegments.length}`);
   for (const segment of detectionSegments) {
-    console.log(`  - Class "${segment.className}": frames ${segment.startFrame}–${segment.endFrame}`);
+    logger.info(`  - Class "${segment.className}": frames ${segment.startFrame}–${segment.endFrame}`);
   }
 
   return detectionSegments;
diff --git a/services/our/src/worker.ts b/services/our/src/worker.ts
index 39ccd13..b270586 100644
--- a/services/our/src/worker.ts
+++ b/services/our/src/worker.ts
@@ -2,6 +2,8 @@
 
 import { run } from "graphile-worker";
 import preset from '../graphile.config'
+import logger from "./utils/logger";
+
 
 async function main() {
     // Run a worker to execute jobs:
@@ -17,6 +19,6 @@ async function main() {
 }
 
 main().catch((err) => {
-    console.error(err);
+    logger.error(err);
     process.exit(1);
 });