Instructions to use SZLHOLDINGS/chaski with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use SZLHOLDINGS/chaski with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="SZLHOLDINGS/chaski")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("SZLHOLDINGS/chaski")
model = AutoModelForMultimodalLM.from_pretrained("SZLHOLDINGS/chaski", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use SZLHOLDINGS/chaski with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "SZLHOLDINGS/chaski"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SZLHOLDINGS/chaski",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/SZLHOLDINGS/chaski

SGLang

How to use SZLHOLDINGS/chaski with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "SZLHOLDINGS/chaski" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SZLHOLDINGS/chaski",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "SZLHOLDINGS/chaski" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SZLHOLDINGS/chaski",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use SZLHOLDINGS/chaski with Docker Model Runner:
```
docker model run hf.co/SZLHOLDINGS/chaski
```

betterwithage commited on 2 days ago

Commit

5be5fac

verified ·

1 Parent(s): 2974899

Jobs RUNNING 6a91b8ba under SZLHOLDINGS, still no weights

Browse files

Files changed (1) hide show

README.md +8 -3

README.md CHANGED Viewed

@@ -21,13 +21,16 @@ szl:
   originality: FINETUNE_DISCLOSED_BASE
   collection: "SZL Fall 2026 — Original Cuts"
   demo_space: https://huggingface.co/spaces/SZLHOLDINGS/szl-model-inference-lab
 ---
 <!-- SZL-ESTATE-CARD:v2:START -->
 <p align="center"><a href="https://a-11-oy.com/"><img src="https://huggingface.co/spaces/SZLHOLDINGS/README/resolve/main/assets/estate-banner-v2.svg" alt="SZL Holdings — governed, receipted, verifiable" width="100%"></a></p>
 <p align="center">
   <a href="https://github.com/szl-holdings/.github/tree/main/doctrine"><img src="https://img.shields.io/badge/doctrine-v11%20LOCKED-0B1F3A?style=flat-square" alt="doctrine v11"></a>
-  <a href="https://huggingface.co/spaces/SZLHOLDINGS/szl-model-inference-lab"><img src="https://img.shields.io/badge/demo-lab%20LIVE%20%C2%B7%20Chaski%20ROADMAP-3AF4C8?style=flat-square" alt="demo Space"></a>
   <a href="https://a-11-oy.com/"><img src="https://img.shields.io/badge/evidence%20wall-verify%20in%20browser-C9B787?style=flat-square" alt="evidence wall"></a>
 </p>
 <p align="center"><sub>Part of the <a href="https://huggingface.co/SZLHOLDINGS">SZL Holdings</a> governed estate. Verification proves integrity and origin, never accuracy or performance. Λ = Conjecture 1.</sub></p>
@@ -44,7 +47,8 @@ szl:
 | **Base** | `Qwen/Qwen3.5-0.8B` (Apache-2.0, 0.6B–2B lock) |
 | **License** | `apache-2.0` |
 | **House lab** | [szl-model-inference-lab](https://huggingface.co/spaces/SZLHOLDINGS/szl-model-inference-lab) — LIVE on Khipu GGUF. **This repo is not loaded there.** |
-| **Status** | CUTTING · ROADMAP |
 | **Sibling** | [`szl-receiptagent-qwen35-0.8b-v2`](https://huggingface.co/SZLHOLDINGS/szl-receiptagent-qwen35-0.8b-v2) |
 > **Fashion rule.** Silhouette from Qwen3 / Qwen3.5 instruct. Cut is original SZL. We do not republish someone else's tensors.
@@ -74,7 +78,8 @@ szl:
 - **Recipe:** Unsloth QLoRA SFT, receiptagent knobs (seed 11, LoRA r=16 α=32, max_steps 64, lr 2e-4, response-only CE). Script: `train_chaski.py`.
 - **Data:** `SZLHOLDINGS/szl-1-doctrine-sft` (41 MEASURED rows) plus ouroboros identity turns. Brain corpus excluded until rights admission.
-- **Train receipt:** absent until a job finishes. Absence = do not claim signed provenance.
 ## Limitations

   originality: FINETUNE_DISCLOSED_BASE
   collection: "SZL Fall 2026 — Original Cuts"
   demo_space: https://huggingface.co/spaces/SZLHOLDINGS/szl-model-inference-lab
+  jobs: RUNNING
+  job_id: 6a91b8ba984507d9db4ea071
+  job_namespace: SZLHOLDINGS
 ---
 <!-- SZL-ESTATE-CARD:v2:START -->
 <p align="center"><a href="https://a-11-oy.com/"><img src="https://huggingface.co/spaces/SZLHOLDINGS/README/resolve/main/assets/estate-banner-v2.svg" alt="SZL Holdings — governed, receipted, verifiable" width="100%"></a></p>
 <p align="center">
   <a href="https://github.com/szl-holdings/.github/tree/main/doctrine"><img src="https://img.shields.io/badge/doctrine-v11%20LOCKED-0B1F3A?style=flat-square" alt="doctrine v11"></a>
+  <a href="https://huggingface.co/spaces/SZLHOLDINGS/szl-model-inference-lab"><img src="https://img.shields.io/badge/demo-lab%20LIVE%20%C2%B7%20Chaski%20not%20loaded-3AF4C8?style=flat-square" alt="demo Space"></a>
   <a href="https://a-11-oy.com/"><img src="https://img.shields.io/badge/evidence%20wall-verify%20in%20browser-C9B787?style=flat-square" alt="evidence wall"></a>
 </p>
 <p align="center"><sub>Part of the <a href="https://huggingface.co/SZLHOLDINGS">SZL Holdings</a> governed estate. Verification proves integrity and origin, never accuracy or performance. Λ = Conjecture 1.</sub></p>
 | **Base** | `Qwen/Qwen3.5-0.8B` (Apache-2.0, 0.6B–2B lock) |
 | **License** | `apache-2.0` |
 | **House lab** | [szl-model-inference-lab](https://huggingface.co/spaces/SZLHOLDINGS/szl-model-inference-lab) — LIVE on Khipu GGUF. **This repo is not loaded there.** |
+| **HF Jobs** | RUNNING `6a91b8ba984507d9db4ea071` under `SZLHOLDINGS`. Not MEASURED until the job finishes and a receipt exists. |
+| **Status** | CUTTING · train in flight · weights ROADMAP |
 | **Sibling** | [`szl-receiptagent-qwen35-0.8b-v2`](https://huggingface.co/SZLHOLDINGS/szl-receiptagent-qwen35-0.8b-v2) |
 > **Fashion rule.** Silhouette from Qwen3 / Qwen3.5 instruct. Cut is original SZL. We do not republish someone else's tensors.
 - **Recipe:** Unsloth QLoRA SFT, receiptagent knobs (seed 11, LoRA r=16 α=32, max_steps 64, lr 2e-4, response-only CE). Script: `train_chaski.py`.
 - **Data:** `SZLHOLDINGS/szl-1-doctrine-sft` (41 MEASURED rows) plus ouroboros identity turns. Brain corpus excluded until rights admission.
+- **Job:** `6a91b8ba984507d9db4ea071` namespace `SZLHOLDINGS`. Label: RUNNING. Not a finished receipt.
+- **Train receipt:** absent until the job finishes. Absence = do not claim signed provenance.
 ## Limitations