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Dashboard

System overview and quick access

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Script Builder

Drag and drop blocks to create HyperNix workflows

Blocks

Download
⬇️ Download
Training
🔥 Pressure Cooker
📈 Abbicus
💻 Compute Framework
Quantization
📦 Quantize
Data
🔄 Tupperware
💾 Sink
🧩 Drag blocks here to build your workflow

Configuration

Select a block to configure

Training

Configure and monitor model training

Configuration

Telemetry

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Quantize

GGUF quantization studio

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Tupperware

Dataset round splitting with per-round step budgets

Plan your rounds above...

Tvtop Monitor

Real-time process and resource monitoring

Active Processes

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GPU Usage

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Network Manager

Tailscale and network configuration

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Modules

Available HyperNix components

All Modules

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Module Reference

PressureCookerV3

Advanced optimizer with quantization-aware training (QAT), gradient checkpointing, adaptive clipping, EMA shadowing, and distributed awareness.

StovetopV3CookerPlus

Enhanced stovetop variant optimized for stable convergence on consumer hardware.

Abbicus

Dynamic curriculum learning system that automatically adjusts sequence length and padding based on model size and dataset complexity.

ComputeFramework

Hardware abstraction layer supporting CUDA, MPS, CPU, and TPU backends with automatic DDP/ZeRO wrapping.

Tupperware

Dataset round-splitting utility for multi-phase training with per-round step budgets and learning rate schedules.

HyperNixQuantizer

GGUF quantization pipeline supporting 30+ quantization types from F32 to IQ2_XXS.

Assistant Chat

AI-powered help for HyperNix workflows

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Hello! I'm your HyperNix assistant. I can help you with:

  • Building training workflows
  • Configuring quantization jobs
  • Planning dataset rounds with Tupperware
  • Debugging module issues
  • Generating CLI commands

What would you like to work on?

Settings

Server configuration and preferences

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