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Tyler Manring

Shayde182

Models in Library1
Datasets in Library0
Models on Hugging Face4
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This profile connects the 1 model and dataset record shown below to their upstream cards and sources. The library counts describe SAVRN's coverage, rather than this publisher's entire output.

Reported licenses: apache-2.0. Open a record to review its specific license and conditions.

Compare model specifications, source dates, and hardware estimates on the individual records. Publisher identity verification is separate from a model's quality, deployment readiness, or suitability for your work.

Models

LoRA fine-tunes of Gemma 4 E2B-it and E4B-it for RhymeAI / Writers Block, a native songwriting app. Trained to follow the app's exact on-device prompt rewrites, single-word rewrites, and synonyms. Runs fully offline via llama.cpp. QLoRA (r=16, alpha=16, 2 epochs, lr 2e-4 cosine, effective batch 16, prompt-masked loss) on 4,947 synthetic examples generated from original seed lyrics and machine-verified for rhyme + format correctness before training (CMU-dictionary rhyme checking). No copyrighted lyrics and no user data. Trained with Unsloth on a Colab L4; merged and quantized with llama.cpp (llama-export-lora + llama-quantize, Q4KM). model\n), stop string.

Open weights apache-2.0