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HRM-Text-1B-sft-code-LoRA – AI Model by josephmayo | AlphaNeural AI

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josephmayo/
HRM-Text-1B-sft-code-LoRA

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text-generation

sapientinc/HRM-Text-1B

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HRM-Text-1B-sft-code-LoRA

LoRA adapter for sapientinc/HRM-Text-1B.

sapientinc/HRM-Text-1B is a pretrained-only HRM text model. This adapter is the code post-training release built on top of it.

The release uses supervised LoRA post-training for coding tasks. It is the adapter artifact; the merged model is:

josephmayo/HRM-Text-1B-sft-code

Training

Base model: sapientinc/HRM-Text-1B
Method: supervised LoRA post-training
Training rows: 384
Max steps: 120
LoRA rank: 64
Learning rate: 8e-6
Final train loss: 0.3275703112284342

Validation

Local code validation:

Base model score: 5/100
Adapter score: 24/100
Absolute improvement: +19/100
Relative improvement: 4.8x over base
HumanEval slice: 14/50
MBPP slice: 10/50

The score above is the local validation result used for this release.

Usage

python

from peft import PeftModel
from transformers import AutoModelForCausalLM, AutoTokenizer

base_id = "sapientinc/HRM-Text-1B"
adapter_id = "josephmayo/HRM-Text-1B-sft-code-LoRA"

tokenizer = AutoTokenizer.from_pretrained(adapter_id)
model = AutoModelForCausalLM.from_pretrained(base_id, trust_remote_code=True)
model = PeftModel.from_pretrained(model, adapter_id)
model.eval()

Notes

This is an adapter, not a standalone merged model.
This is the LoRA adapter. Use the merged model for standalone loading.