Free Software Directory talk:Artificial Intelligence Team

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Free software replacements that are missing

  • AI Research Assistant
    • https://elicit.org/ - Elicit uses language models to help you automate research workflows, like parts of literature review.
  • Voice to instrument: Tone Transfer-like
  • Identification
    • Photo
    • Audio
      • Shazam: Shazam is an application that can identify music, movies, advertising, and television shows, based on a short sample played and using the microphone on the device.
      • A free app that functions like midomi.com -- "You can find songs with midomi and your own voice. Forgot the name of a song? Heard a bit of one on the radio? All you need is your computer's microphone."
  • http://design.rxnfinder.org/addictedchem/prediction/

Potential Freedom issues

  • Dependencies need to be checked.
  • Verify whether a workflow requires non-free GPU or if CPU can be used.
  • The training data often contains non-free licensed material.

Testing model viability

Tools are needed to assess the pros/cons of each model.

HuggingFace's Open LLM leaderboard

Ordinal value scales could exist for

Source of model training data

  • amount of data
  • date range (e.g. distinguishing old science from new science for smaller scale models)
  • level of censorship (important to make personal+research use distinct from business use)

Problem solving

  • math
  • creative problem solving (there exists methodology for testing this in humans)

General trends

  • Larger models are more prone to human superstition[1], but also generate more human-like readability.
  • Quantization (a la GPT-Q) allows consumer hardware to run large models.

Extra information

Stable Diffusion

Stable Diffusion model files (.ckpt) are released under a non-free license.

Here's the stable diffusion beginning point: https://huggingface.co/CompVis/stable-diffusion-v1-4 https://huggingface.co/spaces/CompVis/stable-diffusion-license

stable-diffusion-webui

Large Language Models

LLaMa

  • LLaMa is released under the GNU General Public License v3.0: https://github.com/facebookresearch/llama/blob/main/LICENSE
  • LLaMa is comparable to GPT-3, and has been fully released as a torrent and on huggingface.
  • 7B paramenter model has a VRAM requirement of 10GB. The 13B model has a requirement of 20GB, 30B needs 40GB, and 65B needs 80GB.

Unknown license but still noteworthy

External links



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