Text Generation
Transformers
Safetensors
English
qwen3_5
image-text-to-text
szl-holdings
doctrine-v11
governed-ai
proposal-only
research
conversational
Instructions to use SZLHOLDINGS/chaski with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
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)# pip install -U transformers accelerate # 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=256) 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
Commit History
10 days ago
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docs: publish Chaski card from szl-forge@87c94cf421ab875afc5a963479c4abedbc6fdb26
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.fb1caab -
docs: publish Chaski card from szl-forge@cd66836ac2df83ecbebb101d40047a63ad3de463
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.8bae866
15 days ago
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docs: publish Chaski card from szl-forge@156b8e9dc63948d9f079f62c92837acb49983b3b
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.00a8bb5
19 days ago
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docs: publish Chaski card from szl-forge@5daef16de6e0cfb55daf0ff86ba3281bac1fc821
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.f4c8ca2
20 days ago
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docs: publish Chaski card from szl-forge@0560b5055f981141d7ef0841298e864a44348714
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.375330c
22 days ago
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docs: publish Chaski card from szl-forge@614ffdf0d788978da1bdb44daf585fcb642c0271
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.9b2c93e -
docs: publish Chaski card from szl-forge@edfac67c43138c5e8c5ccf90fe007658718569eb
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.dab9699 -
docs: publish Chaski card from szl-forge@e0a3d38de603148d13a3969a153235f066616a35
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.e6f9a52
23 days ago
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docs: publish Chaski card from szl-forge@880b2ddd170784f09e093b8cb7c8dceeeae0da4c
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.3b3e5ef -
docs: publish Chaski card from szl-forge@72544fd0be1c8a312660c57d8460648c87df2d47
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.70a125a
24 days ago
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docs: publish Chaski card from szl-forge@cddba1ad9887211d6fd87386e98bb6707f16dbf5
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.90b9906
25 days ago
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docs: publish Chaski card from szl-forge@a2480040b37e0ee2cc036eda175ccd096aefb93f
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.d43654f
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docs: publish Chaski card from szl-forge@47436ebbb049edb2e92dc022d6c4b6bc1081d552
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.174c834
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docs: publish Chaski card from szl-forge@620f68b318a1757d8735f6a4d09cd1f42d68a136
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.705a1c5 -
docs: publish Chaski card from szl-forge@a64a35969218bf0735b24249e6580ed9ec954b43
Verified signatureExact-source Chaski card publication. Named-N remains a measured failed gate, publication_eligible and autonomy_eligible remain false, and no model or provider state is promoted. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.2e8c262