Text Generation
PEFT
Safetensors
English
lora
governed-ai
proposal-only
szl-holdings
chaski
cutting
conversational
Instructions to use SZLHOLDINGS/chaski-5050 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/chaski-5050 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("C:\\Users\\steph\\.cache\\huggingface\\hub\\models--Qwen--Qwen3.5-0.8B\\snapshots\\2fc06364715b967f1860aea9cf38778875588b17") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/chaski-5050") - Notebooks
- Google Colab
- Kaggle
| thumbnail: https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B/resolve/main/og-card.png | |
| license: apache-2.0 | |
| language: | |
| - en | |
| base_model: Qwen/Qwen3.5-0.8B | |
| base_model_relation: adapter | |
| library_name: peft | |
| pipeline_tag: text-generation | |
| tags: | |
| - lora | |
| - peft | |
| - governed-ai | |
| - proposal-only | |
| - szl-holdings | |
| - chaski | |
| - cutting | |
| szl: | |
| doctrine: v11-LOCKED | |
| lean: "749/14/163" | |
| lambda: "Conjecture 1 — advisory, never a theorem" | |
| artifact_class: ADAPTER | |
| originality: FINETUNE_DISCLOSED_BASE | |
| jobs: local-5050 | |
| job_id: local-5050 | |
| weights: AVAILABLE | |
| evals: none-this-run | |
| publication_eligible: false | |
| autonomy_eligible: false | |
| never_overwrite: SZLHOLDINGS/chaski | |
| copied_live_chaski_weights: false | |
| train_loss: 2.228136855544466 | |
| train_loss_label: MEASURED | |
| adapter_sha256: 620b3488fac2ebc6518090424de5b3c6a182293cf52dfd5bd9f886f54aef0df5 | |
| # Chaski-5050 | |
| <p align="center"> | |
| <img src="https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B/resolve/main/og-card.png" alt="CHASKI-5050" width="100%"/> | |
| </p> | |
| `KANCHAY` · Doctrine v11 · Lean `749/14/163` · Λ = Conjecture 1 (advisory) · [a-11-oy.com](https://a-11-oy.com) | |
| Adapters are on this repo. Evals none-this-run. Not MEASURED. | |
| Owner-GPU recut on an RTX 5050 Laptop (bf16 LoRA, not QLoRA). Original SZL cut of disclosed Apache [`Qwen/Qwen3.5-0.8B`](https://huggingface.co/Qwen/Qwen3.5-0.8B). Not a republish of Qwen tensors. Not an Unsloth-default card. CUTTING. | |
| <!-- SZL-ATELIER-CUT:v1:START --> | |
| ## The cut | |
| Mix-ratio is usually a blog footnote. We named the model after the mix. 50/50 is the cut. | |
| Curriculum as identity. The filename is the experiment. | |
| ### Silhouette → leave → SZL | |
| | Leader | Take, then tweak | | |
| |---|---| | |
| | Anthropic | Balanced helpful/harmless mix, as a named checkpoint. | | |
| | NVIDIA | Recipe variant, published. | | |
| | Unsloth | LoRA on Qwen3.5-0.8B, cutting tag. | | |
| Nobody else ships this combination. That is the point of a one-of-one. | |
| ## Intended use | |
| Ablation sibling of chaski. | |
| ## Limitations | |
| - proposal-only | |
| - No signed mix-ablation in this atelier. | |
| Canonical GitHub: [`szl-holdings/szl-forge`](https://github.com/szl-holdings/szl-forge/blob/main/chaski/) | |
| <!-- SZL-ATELIER-CUT:v1:END --> | |
| | | | | |
| |---|---| | |
| | **Artifact** | `adapter_model.safetensors` 25,587,104 bytes **AVAILABLE** (sha256 `620b3488fac2ebc6518090424de5b3c6a182293cf52dfd5bd9f886f54aef0df5`) | | |
| | **Job** | `local-5050` (owner metal, **not** an HF Job) | | |
| | **Does NOT overwrite** | [`SZLHOLDINGS/chaski`](https://huggingface.co/SZLHOLDINGS/chaski) | | |
| | **Dataset** | [`SZLHOLDINGS/szl-1-doctrine-sft`](https://huggingface.co/datasets/SZLHOLDINGS/szl-1-doctrine-sft) · 41 rows · jsonl sha256 `ddc5594b…0611a243` | | |
| | **Publication / autonomy** | false / false | | |
| | **License** | Apache-2.0 | | |
| ## Evaluation | |
| **Status: none-this-run.** No JSON/refusal gate ran. Not 5/5. Not 6/6. Do not load this ID into the Khipu lab. | |
| `train_loss` MEASURED `2.228136855544466` is a **train metric**, not an eval (method: Unsloth trainer log, N=41 rows, 3 epochs, 33 steps, `train_runtime` 883.2224s, 2026-08-28 17:56 UTC). File: `training_receipt.json`. | |
| ## Training (MEASURED this run) | |
| - Recipe: `train_chaski_bf16_5050.py` · Unsloth 2026.7.2 · transformers 5.5.0 · torch 2.10.0+cu128 | |
| - GPU: NVIDIA GeForce RTX 5050 Laptop, 7.96 GB | |
| - LoRA r=16 α=16, bf16, batch 1, ga 4, lr 2e-4, adamw_8bit, seed 11, max_seq 2048 | |
| - `copied_live_chaski_weights: false` | |
| ## What this is NOT | |
| - Not live Chaski | |
| - Not a Qwen rehost | |
| - Not a GGUF of this adapter. Mini GGUFs are LIVE on [`A11OY-MINI`](https://huggingface.co/SZLHOLDINGS/A11OY-MINI) (evals none-this-run; they do not inherit this card) | |
| - Not production. Lab load forbidden. | |
| ## Load | |
| ```python | |
| from peft import PeftModel | |
| from transformers import AutoModelForCausalLM, AutoTokenizer | |
| base_id = "Qwen/Qwen3.5-0.8B" | |
| tok = AutoTokenizer.from_pretrained(base_id) | |
| base = AutoModelForCausalLM.from_pretrained(base_id) | |
| model = PeftModel.from_pretrained(base, "SZLHOLDINGS/chaski-5050") | |
| ``` | |
| Doctrine v11 LOCKED. Λ = Conjecture 1 (advisory, never a theorem). Owner: Stephen Lutar / SZL Holdings. | |