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
Yesterday
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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
6 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
10 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
11 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
13 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
14 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
15 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
16 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 -
docs(card): estate audit 2026-09-25 — honest labels, dead links, metadata (#1)
- docs(card): estate audit 2026-09-25 — honest labels, dead links, metadata (edfa4b337b652495dedbbd2208c4659130799685)292ebdd
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honesty: stamp NON-RELEASE / RESEARCH banner
Verified signatured2790fc
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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
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docs: publish Chaski card from szl-forge@c36ded6210296b1e943bb5eb368cde144ae7087a
Verified signatureExact-source card publication. Named-N remains a measured failed gate and publication_eligible remains false. No weights, configs, evals, visibility, or hardware changed.b39877c
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honesty: stamp NON-RELEASE / RESEARCH banner
Verified signature1de1588
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Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)
Verified signatureba010b8 -
Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)
Verified signatureacc0922
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fix: this is a merged finetune, not an adapter — plus unambiguous loading guidance
Verified signatureThe card declared base_model_relation: adapter and artifact_class: ADAPTER while also declaring weights: AVAILABLE and shipping a 1.75 GB merged shard; its own originality field already said FINETUNE_DISCLOSED_BASE. Corrected to finetune / MERGED_FINETUNE. Adds a loading section because three loadable artifacts co-exist here: config.json and adapter_config.json both sit at the repo root so a bare from_pretrained is ambiguous with peft installed, the merged shard uses the non-standard filename model.safetensors-00001-of-00001.safetensors which conventional globs miss, and config.json carries a vision_config whose tower loads even for text-only use. No eval, weight or receipt claim was touched; the MEASURED failing gate stands unchanged.a2adbec -
security(model): replace pickle training arguments with JSON
Verified signatureRemove executable serialized Trainer metadata; preserve only text-sourced, non-executable provenance. No pickle deserialization.8964fb9
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chore(receipt): MEASURED unique Unsloth chaski (eval none-this-run)
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feat(adapter): unique Unsloth chaski Courier. Attention-only LoRA — MLP frozen so the runner cannot author the payload.
Verified signaturee236438 -
feat(train): unique Unsloth GPU trainer (adapter-unsloth/, does not clobber R1 signed khipu)
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weights(atelier): CPU NumPy silhouette seed=20260721 — not a GPU retrain
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atelier: one-of-one card — cut, silhouette, GitHub Python. YAML preserved.
Verified signature50b4514
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card: estate-banner-v2 + KANCHAY chips; KEEP Named-N fail; GPU UNAVAILABLE
Verified signature6f021ec -
card: estate-banner-v2 + KANCHAY chips; KEEP Named-N fail; GPU UNAVAILABLE
Verified signature51ad011 -
card: Named-N method/N/date/file per INTI; still MEASURED fail not a pass
Verified signaturecca047a -
card: hash eval_report.json; Named-N MEASURED 0/5 and 2/6, not a pass
Verified signatured406eef -
eval: MEASURED fail receipt json_draft 0/5 adversarial_refusal 2/6; publication_eligible false
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eval: MEASURED fail json_draft 0/5 adversarial_refusal 2/6; publication_eligible false
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card: Named-N SNAPSHOT MEASURED fail on 1c55df8, not inherited by A11OY-MINI
Verified signature9943a51 -
docs: drop roadmap tag; first sentence adapters+evals none-this-run; tensors untouched
Verified signature1c55df8 -
docs: drop stray ROADMAP. line after YAML; tensors untouched
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docs(card): INTI copy contract — ROADMAP. first sentence (keep Messenger LLM one-line)
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docs: restore Series A card; tensors AVAILABLE; evals ROADMAP; job 6a91bf10 COMPLETED
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docs: attempt 5 COMPLETED, weights AVAILABLE, evals ROADMAP none-this-run
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docs(card): INTI copy contract — ROADMAP. first sentence + roadmap tag
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docs(card): MEASURED attempt4 ERROR but adapters+merged on Hub
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chore(receipt): MEASURED Chaski training receipt (eval none-this-run)
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feat(weights): merged 16-bit Chaski (disclosed Qwen3.5-0.8B base)
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feat(adapter): Unsloth QLoRA Chaski Qwen3.5-0.8B (receiptagent pattern)
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Training in progress, step 64
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docs: attempt 5 RUNNING 6a91bf10; attempt 4 ERROR after train, Trackio 404 ate upload
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fix(train): report_to none so Trackio 404 cannot poison adapter upload
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docs: add job_retry 6a91bb7c next to job_id
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docs: jobs RUNNING attempt 4 6a91bb7c; attempt 3 completed no weights
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