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From your data
to your own model.

A source-based framework for text and image experiments. Prepare data, configure training, save checkpoints and inspect what your model learns.

For developers who want to work with the training process.

NOIFEX / WORKFLOWOVERVIEW
YOUR DATAYOUR MODELYOUR OUTPUT
01PrepareData & representation
02TrainConfig & checkpoints
03EvaluateInspect & generate
Source included. Every stage is yours to inspect.Illustration

YOUR EXPERIMENT, END TO END

Understand each step.
Change what matters.

NOIFEX brings the core stages of an experiment together. Your model, data and hardware determine the results; the framework gives you a structure to work with.

  1. 01

    Prepare your data

    Use the preprocessing workflows to turn your dataset into the representation needed by your experiment.

  2. 02

    Configure and train

    Choose a model configuration and training settings, then run the training workflow on suitable hardware.

  3. 03

    Save and resume

    Use checkpoints to preserve model state and resume training instead of starting every run from zero.

  4. 04

    Evaluate and generate

    Inspect evaluation results and use generation workflows to explore the model’s output.

INSIDE YOUR DOWNLOAD

A framework you can
read, run and adapt.

Text and image workflows

Work with the included model configurations and examples for supported text and image experiments.

Training and generation tools

Use configuration-driven runs, saved checkpoints, evaluation and output generation.

The implementation behind it

Source code, automated tests and documentation are included so you can inspect and adapt your setup.

BEFORE YOU START

Bring your project.
Know your environment.

Python & hardware

Use Python 3.12 and enough memory and storage for your workload. GPU training requires compatible NVIDIA hardware and drivers. Native Windows GPU is outside the verified release profile.

Your data and model terms

External datasets and pretrained models are not included. Check their licenses and usage terms before training or distributing models.

What the purchase covers

Framework source, documentation and defect reporting. Compute, hosting, personal installation, custom development and managed services are separate.

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