Text Generation
PEFT
Safetensors
English
qwen2
qlora
governed-agent
proposal-only
research-only
szl-holdings
khipu
abstain-retrain
conversational
Instructions to use SZLHOLDINGS/KHIPU-R2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/KHIPU-R2 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/KHIPU-R2") - Notebooks
- Google Colab
- Kaggle
card: note byte-identical duplicate weights (provenance)
#2
by betterwithage - opened
README.md
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@@ -167,3 +167,7 @@ Doctrine v11 LOCKED 749/14/163. Λ = Conjecture 1, advisory, never a theorem.
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SZL Orbit artwork: [source](https://github.com/szl-holdings/szl-brand/blob/27d12e77fc0f9f1a0e5fae8b34adf2380d51d070/kit/logos/orbit-v2/suite/szl-icon-32.svg) · [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). Software and artifact licensing remain declared above.
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<!-- SZL-NATIVE-ARTWORK:v1 -->
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SZL Orbit artwork: [source](https://github.com/szl-holdings/szl-brand/blob/27d12e77fc0f9f1a0e5fae8b34adf2380d51d070/kit/logos/orbit-v2/suite/szl-icon-32.svg) · [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). Software and artifact licensing remain declared above.
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## Provenance note: duplicate weights
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The listed weight files in this repository are byte-identical (same LFS SHA-256; `checkpoint-*` excluded) to files in another repository: `SZLHOLDINGS/KHIPU-R2-laptop-lora@e1ca983decec` (shared: `adapter_model.safetensors`) (checked 2026-11-12 at `9f811d92835b`). Identical bytes are one artifact published under more than one name; this repository is not independent evidence of a separate training run, and any results stated for it apply to that same artifact. Existing result lines above are left unchanged.
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