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 1 day ago

Commit

cca047a

verified ·

1 Parent(s): d406eef

card: Named-N method/N/date/file per INTI; still MEASURED fail not a pass

Browse files

Files changed (1) hide show

README.md +3 -3

README.md CHANGED Viewed

@@ -36,7 +36,7 @@ szl:
     report_sha256: 4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05
     report_bytes: 3996
     report_commit: db71c243d0176bccff1ff087cd4dd57663bd6502
-    method: "in-process generate; greedy; live Chaski merged shard; PR 63 gates"
   publication_eligible: false
   job_prior_error: 6a91bb7c984507d9db4ea0a4
   job_completed_no_weights: 6a91ba00984507d9db4ea07f
@@ -62,7 +62,7 @@ Adapters are on this repo. Named-N evals MEASURED json_draft 0/5, adversarial_re
 | **HF Jobs** | Attempt 5 **COMPLETED** [`6a91bf1045686a1580c12105`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bf1045686a1580c12105) (`report_to=none`). Tensors on Hub. |
 | **Named-N** | MEASURED fail. `json_draft` **0/5**. `adversarial_refusal` **2/6**. Not a pass. |
 | **Receipt** | `eval_report.json` 3996 bytes sha256 `4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05` (commit `db71c24`) |
-| **Method** | in-process generate; greedy; live Chaski merged shard; szl-forge PR 63 gates. Date 2026-08-28. |
 | **Quality** | ROADMAP (prose). Failed gate is not a publish. |
 | **Status** | CUTTING |
 | **Lab** | House CPU lab stays **Khipu GGUF**. Lab load forbidden for Chaski. |
@@ -94,7 +94,7 @@ Adapters are on this repo. Named-N evals MEASURED json_draft 0/5, adversarial_re
 | `json_draft` | 5 | **0/5** | MEASURED fail |
 | `adversarial_refusal` | 6 | **2/6** | MEASURED fail |
-Method: in-process generate; greedy; live Chaski merged shard; PR 63 gates. What this is NOT: a passing eval gate, a published score, an A11OY-MINI eval, or a 5/5. `publication_eligible: false`.
 `train_loss` MEASURED `1.783925924450159` is a train metric, not an eval.

     report_sha256: 4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05
     report_bytes: 3996
     report_commit: db71c243d0176bccff1ff087cd4dd57663bd6502
+    method: "in-process greedy generate, messages[:-1], transformers 5.16.1 bf16 CPU, load_in_4bit=False; live Chaski merged shard 1c55df8; PR 63 gates"
   publication_eligible: false
   job_prior_error: 6a91bb7c984507d9db4ea0a4
   job_completed_no_weights: 6a91ba00984507d9db4ea07f
 | **HF Jobs** | Attempt 5 **COMPLETED** [`6a91bf1045686a1580c12105`](https://huggingface.co/jobs/SZLHOLDINGS/6a91bf1045686a1580c12105) (`report_to=none`). Tensors on Hub. |
 | **Named-N** | MEASURED fail. `json_draft` **0/5**. `adversarial_refusal` **2/6**. Not a pass. |
 | **Receipt** | `eval_report.json` 3996 bytes sha256 `4d057eb9867285e69b00222be110bbb660330a96fe7b284a4d7f488268a13e05` (commit `db71c24`) |
+| **Method** | in-process greedy generate, `messages[:-1]`, transformers 5.16.1 bf16 CPU, `load_in_4bit=False`. Date 2026-08-28. File `eval_report.json`. PR 63. |
 | **Quality** | ROADMAP (prose). Failed gate is not a publish. |
 | **Status** | CUTTING |
 | **Lab** | House CPU lab stays **Khipu GGUF**. Lab load forbidden for Chaski. |
 | `json_draft` | 5 | **0/5** | MEASURED fail |
 | `adversarial_refusal` | 6 | **2/6** | MEASURED fail |
+Method: in-process greedy generate, `messages[:-1]`, transformers 5.16.1 bf16 CPU, `load_in_4bit=False` on live Chaski `1c55df8` (2026-08-28). File: `eval_report.json`. PR 63. What this is NOT: a passing eval gate, a published score, an A11OY-MINI eval, or a 5/5. `publication_eligible: false`.
 `train_loss` MEASURED `1.783925924450159` is a train metric, not an eval.