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
KANCHAY · Doctrine v11 · Lean 749/14/163 · Λ = Conjecture 1 (advisory) · 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. Not a republish of Qwen tensors. Not an Unsloth-default card. CUTTING.
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
| 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 |
| Dataset | 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(evals none-this-run; they do not inherit this card) - Not production. Lab load forbidden.
Load
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.