User Tools

Site Tools


ml:software

Differences

This shows you the differences between two versions of the page.

Link to this comparison view

Both sides previous revisionPrevious revision
Next revision
Previous revision
ml:software [2025/03/14 01:29] – [Current, Recommended Ones] jmflanigml:software [2025/10/09 17:40] (current) – [Current, Recommended Frameworks] jmflanig
Line 4: Line 4:
 ===== Deep Learning ===== ===== Deep Learning =====
  
-==== Current, Recommended Ones ====+==== Current, Recommended Frameworks ====
   * **Pytorch**   * **Pytorch**
     * Huggingface     * Huggingface
-    * [[https://unsloth.ai/|Unsloth]] [[https://github.com/unslothai/unsloth|github]] Incredibly fast. As of March 2025, this is the fastest single GPU framework for LLMs +    * LLMs 
-    * Multi-GPU training+      * [[https://unsloth.ai/|Unsloth]] [[https://github.com/unslothai/unsloth|github]] Incredibly fast. As of March 2025, this is the fastest single GPU framework for LLMs 
 +      * [[https://github.com/ggml-org/llama.cpp|llama.cpp]] 
 +      * LLVM 
 +    * **Multi-GPU training** 
 +      * Note: recommendations can change frequently (every few months it seems)
       * As of March 2025: Nilay recommends DeepSpeed, which is integrated with HuggingFace Accelerate.  See here: [[https://huggingface.co/docs/accelerate/en/usage_guides/deepspeed|HuggingFace Accelerate - DeepSpeed]]       * As of March 2025: Nilay recommends DeepSpeed, which is integrated with HuggingFace Accelerate.  See here: [[https://huggingface.co/docs/accelerate/en/usage_guides/deepspeed|HuggingFace Accelerate - DeepSpeed]]
  
ml/software.1741915767.txt.gz · Last modified: 2025/03/14 01:29 by jmflanig

Donate Powered by PHP Valid HTML5 Valid CSS Driven by DokuWiki