Physics-based simulator for distributed LLM training and inference
Estimates LLM training MFU, memory, timeline across 70 models and parallelism strategies—genuinely useful before GPUs commit.
Post-training Qwen2.5-0.5B-Instruct to talk like GenZ
Spent two dollars to teach a model to say 'vibes' instead of 'feelings'.
ML learners experimenting with post-training techniques
Hugging Face · Axolotl
Estimates LLM training MFU, memory, timeline across 70 models and parallelism strategies—genuinely useful before GPUs commit.
Quick terminal cost compare—but pricing dashboards (Anthropic console, OpenAI API usage) already do this.
Yet another token calculator when OpenAI and dozens of others already exist.
LLM cost calculator buried under a pitch for paid AI workshops.
Yet another LLM data prep tool competing with Label Studio and Scale AI.
Ghost Logit math bypasses 262k vocab OOM without materializing full matrices.