Text Generation
PEFT
Safetensors
Transformers
English
qwen3_5_text
lora
sft
trl
unsloth
proposal-only
research-only
conversational
Instructions to use SZLHOLDINGS/chaski-r2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/chaski-r2 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.5-0.8B") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/chaski-r2") - Transformers
How to use SZLHOLDINGS/chaski-r2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="SZLHOLDINGS/chaski-r2") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("SZLHOLDINGS/chaski-r2") model = AutoModelForCausalLM.from_pretrained("SZLHOLDINGS/chaski-r2", device_map="auto") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.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(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use SZLHOLDINGS/chaski-r2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "SZLHOLDINGS/chaski-r2" # 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-r2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/SZLHOLDINGS/chaski-r2
- SGLang
How to use SZLHOLDINGS/chaski-r2 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-r2" \ --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-r2", "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-r2" \ --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-r2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Unsloth Desktop
- Docker Model Runner
How to use SZLHOLDINGS/chaski-r2 with Docker Model Runner:
docker model run hf.co/SZLHOLDINGS/chaski-r2
Commit History
7 days ago
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docs: publish Chaski-R2 card from szl-forge@87c94cf421ab875afc5a963479c4abedbc6fdb26
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.ca7165f -
docs: publish Chaski-R2 card from szl-forge@cd66836ac2df83ecbebb101d40047a63ad3de463
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.214d28c
12 days ago
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docs: publish Chaski-R2 card from szl-forge@156b8e9dc63948d9f079f62c92837acb49983b3b
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.d1a5558
16 days ago
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docs: publish Chaski-R2 card from szl-forge@5daef16de6e0cfb55daf0ff86ba3281bac1fc821
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.fc01424
17 days ago
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docs: publish Chaski-R2 card from szl-forge@0560b5055f981141d7ef0841298e864a44348714
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.83734cf
19 days ago
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docs: publish Chaski-R2 card from szl-forge@614ffdf0d788978da1bdb44daf585fcb642c0271
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.fa00391 -
docs: publish Chaski-R2 card from szl-forge@edfac67c43138c5e8c5ccf90fe007658718569eb
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.1b0bf15 -
docs: publish Chaski-R2 card from szl-forge@e0a3d38de603148d13a3969a153235f066616a35
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.552647f
20 days ago
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docs: publish Chaski-R2 card from szl-forge@880b2ddd170784f09e093b8cb7c8dceeeae0da4c
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.698ed35 -
docs: publish Chaski-R2 card from szl-forge@72544fd0be1c8a312660c57d8460648c87df2d47
Verified signatureExact-source Chaski-R2 card publication. Historical training had no evaluation; the separate historical 1/5 held-out gate FAIL remains a release blocker. Later adapter-only reused-fixture results do not erase that failure or qualify the merged checkpoint. Publication and autonomy eligibility remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.07eb6b0
21 days ago
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docs: publish Chaski-R2 card from szl-forge@cddba1ad9887211d6fd87386e98bb6707f16dbf5
Verified signatureExact-source Chaski-R2 card publication with proposal-only search metadata. Evaluation remains none-this-run; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.a5fbffc -
docs(card): restore audit-PASS card from 01e806429c
Verified signatureReverts today's card publish back to 01e806429c; the published card failed the szl-forge HF evidence audit (CONFLICT). Restores README.md, szl-source-binding.json exactly as at 01e806429c, which passed the 2026-09-28 15:29Z audit. Text files only; no weights touched.97c3764
22 days ago
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docs: publish Chaski-R2 card from szl-forge@a2480040b37e0ee2cc036eda175ccd096aefb93f
Verified signatureExact-source Chaski-R2 card publication with proposal-only search metadata. Evaluation remains none-this-run; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.9a01724
24 days ago
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evidence: adapter-only 2026-09-25 evaluation binding (exact szl-forge@3a2ad95a LF blobs) + README scope (HOLD, no promotion)
Verified signature01e8064
26 days ago
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docs: clarify chaski-r2 evidence and release boundary (#1)
- docs: clarify chaski-r2 evidence and release boundary (f82a0df341816ea81c63d880657cfd946197082b)661f8ee
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MEASURED merged-checkpoint eval: 5/5 drafts, 6/6 refusals
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fix: corrected merge receipt (manual LoRA merge, 96/96 modules)
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fix: replace empty merge (base copy) with verified LoRA merge - audit 2026-09-14
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Merged full-precision checkpoint (receipted) + config fixes
Verified signature9e37ff0
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docs: publish Chaski-R2 card from szl-forge@47436ebbb049edb2e92dc022d6c4b6bc1081d552
Verified signatureExact-source Chaski-R2 card publication with proposal-only search metadata. Evaluation remains none-this-run; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, collection, or runtime state changed.db97e3e
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Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)
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Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)
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Materialize declared Apache-2.0 license
Verified signatureMaterializes the repository card's existing Apache-2.0 declaration. Ownership, lineage, consent, privacy, deployment, and production readiness remain unverified.c4544bf
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security(model): replace pickle training arguments with JSON
Verified signatureRemove executable serialized Trainer metadata; preserve only text-sourced, non-executable provenance. No pickle deserialization.1ef68d7
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chore(receipt): MEASURED unique Unsloth chaski-r2 (eval none-this-run)
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feat(adapter): unique Unsloth chaski-r2 R2 refinement. packing=false + lower lr. Attention-only. R1 stays.
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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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Upload frontier_gpu_summary.json with huggingface_hub
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Upload eval_named_n_generate.json with huggingface_hub
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atelier: one-of-one card — cut, silhouette, GitHub Python. YAML preserved.
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Upload README.md with huggingface_hub
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Upload training_receipt.local.json with huggingface_hub
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Upload folder using huggingface_hub
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card: replace Unsloth stub; KANCHAY; evals none-this-run; never overwrite live Chaski
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chore(receipt): Chaski-R2 train receipt evals none-this-run
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feat(adapter): Chaski-R2 Unsloth QLoRA r=16 a=32 full JSON+REFUSE (not live Chaski)
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Training in progress, step 45
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docs: stamp WEIGHTS UNAVAILABLE — reserved SKU, not a checkpoint
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feat(train): silhouette lock QLoRA r=16 a=32 seed 11; 7-key JSON gold + REFUSE; not live Chaski; not gate jsonl
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feat(train): Chaski-R2 Unsloth full JSON+REFUSE (separate SKU, never live Chaski)
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initial commit
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