Instructions to use Subject-Emu-5259/NeuralAI with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use Subject-Emu-5259/NeuralAI with PEFT:
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- Notebooks
- Google Colab
- Kaggle
File size: 4,764 Bytes
38b4eff | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 | # NeuralAI Service Architecture
## Podman Quadlet → Zo Service Mapping
| Podman Concept | Zo Equivalent | NeuralAI Implementation |
|----------------|---------------|------------------------|
| `.container` files | `register_user_service()` | 3 registered services |
| systemd `Requires=` | Service startup order | model→webui dependency |
| systemd `After=` | Service health checks | tools→webui dependency |
| NFS volumes | `/home/workspace/NeuralAI/` | Built-in persistent storage |
| `Restart=always` | Zo supervisor | Auto-restart on crash |
| `.network` files | `localhost` networking | Services talk via HTTP |
## Service Definitions (like Quadlets)
### neuralai-model.service (port 7001)
```ini
# Equivalent to: neuralai-model.container
[Service]
Entrypoint=python3 /home/workspace/Projects/NeuralAI/services/model_service.py
Port=7001
Restart=always
Environment=MODEL_PATH=/home/workspace/Projects/NeuralAI/checkpoints/v2_model
[Unit]
Description=NeuralAI Model Inference Service
# Model must be ready before webui
Before=neuralai-webui.service
```
### neuralai-tools.service (port 7002)
```ini
# Equivalent to: neuralai-tools.container
[Service]
Entrypoint=python3 /home/workspace/Projects/NeuralAI/services/tools_service.py
Port=7002
Restart=always
Volume=/home/workspace/NeuralAI:/data:rw
[Unit]
Description=NeuralAI Tools Service (sandbox, storage)
# Tools must be ready before webui
Before=neuralai-webui.service
```
### neuralai-webui.service (port 5000)
```ini
# Equivalent to: neuralai-webui.container
[Service]
Entrypoint=python3 /home/workspace/Projects/NeuralAI/services/webui_service.py
Port=5000
Public=true
Restart=always
[Unit]
Description=NeuralAI Web Interface
Requires=neuralai-model.service
Requires=neuralai-tools.service
After=neuralai-model.service
After=neuralai-tools.service
```
## Dependency Graph
```
┌─────────────────┐
│ neuralai-model │ :7001
│ (inference) │
└────────┬────────┘
│
│ Requires
▼
┌─────────────────┐ ┌─────────────────┐
│ neuralai-tools │───▶│ neuralai-webui │ :5000 (public)
│ (sandbox) │ │ (router) │
└─────────────────┘ └─────────────────┘
:7002 │
│
Public URL:
https://neuralai-webui-deandrewharris.zocomputer.io
```
## Storage (like NFS volume)
```
/home/workspace/NeuralAI/
├── images/ # Generated images (shared)
├── documents/ # User documents for RAG (shared)
├── conversations/ # Chat history (shared)
├── models/ # Model checkpoints (shared)
└── cache/ # Temporary files (shared)
```
All services mount `/home/workspace/NeuralAI/` - like an NFS volume shared across containers.
## Management Commands
### Like systemctl for Podman:
```bash
# Check status
systemctl --user status neuralai-*.service
# In Zo:
service_doctor("neuralai-model")
# Restart a service
systemctl --user restart neuralai-model.service
# In Zo:
update_user_service(service_id)
# View logs
journalctl --user -u neuralai-model.service
# In Zo:
cat /dev/shm/neuralai-model.log
```
### Start/Stop All:
```bash
# Podman quadlet style
./services/start_all.sh # Starts in dependency order
./services/stop_all.sh # Stops in reverse order
./services/status.sh # Shows all service states
```
## Restart Behavior
| Failure Scenario | What Happens |
|------------------|--------------|
| Model OOM crash | Only model service restarts, webui stays up |
| Tools timeout | Only tools service restarts |
| WebUI crash | Only webui restarts, model stays loaded |
| Model unhealthy | Webui returns 503, auto-recovery in progress |
## Benefits (Same as Your Podman Setup)
1. **Isolation**: Each service in its own process
2. **Independence**: Failures don't cascade
3. **Dependencies**: Proper startup ordering
4. **Shared storage**: All services access same `/NeuralAI/`
5. **Declarative**: Service configs are simple Python files
6. **Auto-restart**: Supervisor handles recovery
7. **Observability**: Separate logs per service
## Current Status
```
✅ neuralai-model (7001) - Ready, model loaded
✅ neuralai-tools (7002) - Ready, sandbox active
✅ neuralai-webui (5000) - Ready, public URL live
```
Public: https://neuralai-webui-deandrewharris.zocomputer.io
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