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.obsidian/workspace.json vendored
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"title": "DeepSeek Harness (dsh) Home Lab Setup"
"title": "FAMILY DeepSeek Harness (dsh) Home Lab Setup"
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000 daily/DeepSeek Harness (dsh) Home Lab Setup.md → 000 daily/FAMILY DeepSeek Harness (dsh) Home Lab Setup.md
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created: 2026-08-21 20:08
modified: 2026-08-21 20:08
type: note
tags: []
tags:
- ai
- family
- tools
aliases: []
---
# [[# DeepSeek Harness (dsh) Home Lab Setup]]

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000 daily/FAMILY Enterprise Homelab AI Multimedia Suite. Systems Architecture & Blueprint.md Normal file
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---
created: 2026-08-21 21:37
modified: 2026-08-21 21:37
type: note
tags:
- ai
- family
- tools
aliases: []
---
# [[FAMILY Enterprise Homelab AI Multimedia Suite. Systems Architecture & Blueprint]]
# Enterprise Homelab AI Multimedia Suite: Systems Architecture & Blueprint
This document outlines the deployment strategy for a self-hosted, custom-built multimedia and AI workspace. It features individual family login profiles, an asynchronous RabbitMQ queue, and persistent user understanding via PostgreSQL with pgvector.
## 1. Directory Structure (Managed via Pi)
```text
/home/user/ai-studio/
├── docker-compose.yml
├── caddy/
│ └── Caddyfile
├── gateway-app/ # Custom FastAPI Web Application
│ ├── main.py # Async Web Controller
│ ├── database.py # PostgreSQL Connection Layer
│ ├── tasks.py # Background Worker Tasks (Celery)
│ ├── templates/ # HTMX / Frontend Layouts
│ └── static/
└── storage/
├── shared_media/ # Central Media Asset Pool
├── mum_workspace/
└── son_workspace/
```
## 2. Core Production Infrastructure Stack (`docker-compose.yml`)
```yaml
version: '3.8'
services:
# 1. NETWORK PROXY
caddy:
image: caddy:2-alpine
container_name: network_proxy
restart: unless-stopped
ports:
- "80:80"
- "443:443"
volumes:
- ./caddy/Caddyfile:/etc/caddy/Caddyfile
- caddy_data:/data
- caddy_config:/config
network_mode: host
# 2. THE MASTER ENTRY PORTAL (Custom Gateway UI)
studio-portal:
image: python:3.11-slim
container_name: studio_portal_app
restart: unless-stopped
working_dir: /app
command: >
sh -c "pip install fastapi uvicorn psycopg2-binary celery jinja2 python-multipart &&
uvicorn main:app --host 0.0.0.0 --port 8000"
ports:
- "8000:8000"
volumes:
- ./gateway-app:/app
- ./storage:/app/storage
depends_on:
- studio-db
- studio-rabbitmq
# 3. ASYNCHRONOUS MEDIA WORKER (Fueled by RabbitMQ)
media-worker:
image: python:3.11-slim
container_name: async_media_worker
restart: unless-stopped
working_dir: /app
command: celery -A tasks worker --loglevel=info
volumes:
- ./gateway-app:/app
- ./storage:/app/storage
- /var/run/docker.sock:/var/run/docker.sock # Safe container orchestration loop
depends_on:
- studio-rabbitmq
# 4. INDUSTRIAL MESSAGE BROKER (RabbitMQ)
studio-rabbitmq:
image: rabbitmq:3-management-alpine
container_name: studio_message_broker
restart: unless-stopped
ports:
- "5672:5672" # RabbitMQ message port
- "15672:15672" # Management Web UI dashboard
environment:
- RABBITMQ_DEFAULT_USER=studio_broker
- RABBITMQ_DEFAULT_PASS=broker_secure_pass
# 5. ENTERPRISE COGNITIVE DATABASE
studio-db:
image: pgvector/pgvector:pg16 # PostgreSQL natively equipped with AI Vector support
container_name: studio_cognitive_db
restart: unless-stopped
environment:
- POSTGRES_USER=studio_admin
- POSTGRES_PASSWORD=studio_secure_pass
- POSTGRES_DB=studio_memory_matrix
volumes:
- postgres_data:/var/lib/postgresql/data
# 6. OMNIROUTE GATEWAY
omniroute:
image: omniroute/gateway:latest
container_name: omniroute_gateway
restart: unless-stopped
ports:
- "20128:20128"
environment:
- OPENAI_API_KEY=your_secure_cloud_key
- GEMINI_API_KEY=your_secure_cloud_key
volumes:
- ./omniroute/config:/app/config
# 7. MULTIMEDIA STUDIO CONTAINERS
photopea:
image: shtse8/photopea:1.0
container_name: photopea_studio
ports:
- "8487:8887"
kdenlive-studio:
image: lscr.io/linuxserver/kdenlive:latest # HTML5 Streamed Pro Video Studio
container_name: pro_video_studio
ports:
- "8081:3000"
environment:
- PUID=1000
- PGID=1000
volumes:
- ./storage/shared_media:/config
# AUDIO STUDIO A: Browser-Streamed Audacity
audacity-studio:
image: lscr.io/linuxserver/audacity:latest
container_name: pro_audio_audacity
ports:
- "3000:3000"
environment:
- PUID=1000
- PGID=1000
volumes:
- ./storage/shared_media:/config
# AUDIO STUDIO B: Browser-Streamed Pro DAW (Zrythm)
zrythm-studio:
image: lscr.io/linuxserver/zrythm:latest # Full multi-track timeline automation DAW
container_name: pro_audio_zrythm
ports:
- "3001:3000"
environment:
- PUID=1000
- PGID=1000
volumes:
- ./storage/shared_media:/config
volumes:
postgres_data:
caddy_data:
caddy_config:
```
## 3. Cognitive Engine: Relational Vector Schema (`database.py`)
```python
import psycopg2
def init_db():
conn = psycopg2.connect("host=studio-db dbname=studio_memory_matrix user=studio_admin password=studio_secure_pass")
cur = conn.cursor()
# Enable the Vector extension explicitly
cur.execute("CREATE EXTENSION IF NOT EXISTS vector;")
# User Profile table
cur.execute("""
CREATE TABLE IF NOT EXISTS user_profiles (
user_id VARCHAR PRIMARY KEY,
preference_matrix JSONB,
updated_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);
""")
# Semantic Memory Table with Vector Embeddings
cur.execute("""
CREATE TABLE IF NOT EXISTS user_memories (
memory_id SERIAL PRIMARY KEY,
user_id VARCHAR,
summary TEXT,
embedding vector(1536), -- Standard cloud embedding dimensions
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
);
""")
conn.commit()
cur.close()
conn.close()
```
## 4. Asynchronous Task Routing Backend (`tasks.py`)
```python
from celery import Celery
import subprocess
# Configured to use RabbitMQ as the robust message broker
celery_app = Celery('studio_tasks', broker='amqp://studio_broker:broker_secure_pass@studio-rabbitmq:5672//')
@celery_app.task
def process_video_rotation(input_file, output_file):
"""
Executes a fast, headless FFmpeg run inside RabbitMQ queue context.
Prevents the main FastAPI frontend from lagging during large transfers.
"""
subprocess.run([
"docker", "run", "--rm",
"-v", "/home/user/ai-studio/storage/shared_media:/media",
"jrottenberg/ffmpeg",
"-i", f"/media/{input_file}",
"-vf", "transpose=1",
f"/media/{output_file}"
])
```
## 5. Network Routing Configuration (`Caddyfile`)
```caddy
# Core Application Portal Entry Point
ds.home.lab {
reverse_proxy 127.0.0.1:8000
}
# Image Design Lab
photo.home.lab {
reverse_proxy 127.0.0.1:8487
}
# Pro Video Editor Layout
video.home.lab {
reverse_proxy 127.0.0.1:8081
}
# Pro Audio Station A (Audacity Wrapper)
audacity.home.lab {
reverse_proxy 127.0.0.1:3000
}
# Pro Audio Station B (Zrythm DAW Studio)
zrythm.home.lab {
reverse_proxy 127.0.0.1:3001
}
```