Original model card
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Description
GGUF Format model files for
This project.
GGUF Specs
GGUF is a format based on the existing GGJT, but makes a few changes to the format to make it more extensible and easier to use. The following features are desired:
Single-file deployment: they can be easily distributed and loaded, and do not require any external files for additional information.
Extensible: new features can be added to GGML-based executors/new information can be added to GGUF models without breaking compatibility with existing models.
mmap compatibility: models can be loaded using mmap for fast loading and saving.
Easy to use: models can be easily loaded and saved using a small amount of code, with no need for external libraries, regardless of the language used.
Full information: all information needed to load a model is contained in the model file, and no additional information needs to be provided by the user.
The key difference between GGJT and GGUF is the use of a key-value structure for the hyperparameters (now referred to as metadata), rather than a list of untyped values.
This allows for new metadata to be added without breaking compatibility with existing models, and to annotate the model with additional information that may be useful for
inference or for identifying the model.
inference
User: Tell me story about what is an quantization and what do we need to build.
TDMG: Quantization is the process of mapping continuous values (typically floating point numbers) into discrete sets of values. This may sound weird at first but you already interact with it all the time. When you set the volume knob on your stereo, you are setting a continuous value (the position of the knob), which is then converted into discrete steps (the number of bars or ticks between each mark).
In terms of building things, quantization can be useful when we want to align something with a certain rhythm or beat. For example, if we record a drum solo and want it
Original model card