Text Generation
Transformers
Safetensors
trustworthy-ml
model-verification
model-substitution
research-fixture
gpt2
Instructions to use NagaYu/assay-tiny-pair with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use NagaYu/assay-tiny-pair with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="NagaYu/assay-tiny-pair")# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("NagaYu/assay-tiny-pair", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use NagaYu/assay-tiny-pair with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "NagaYu/assay-tiny-pair" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "NagaYu/assay-tiny-pair", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/NagaYu/assay-tiny-pair
- SGLang
How to use NagaYu/assay-tiny-pair 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 "NagaYu/assay-tiny-pair" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "NagaYu/assay-tiny-pair", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'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 "NagaYu/assay-tiny-pair" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "NagaYu/assay-tiny-pair", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use NagaYu/assay-tiny-pair with Docker Model Runner:
docker model run hf.co/NagaYu/assay-tiny-pair
Download calibration.json from NagaYu/assay-tiny-pair: direct link, hf CLI and curl.
- Browser
- Download file 869 Bytes
-
https://huggingface.co/NagaYu/assay-tiny-pair/resolve/main/calibration.json
- Command line
-
hf download hf://NagaYu/assay-tiny-pair/calibration.json
-
curl -L -o calibration.json https://huggingface.co/NagaYu/assay-tiny-pair/resolve/main/calibration.json
869 Bytes
| { | |
| "sketch": { | |
| "seed": 20260718, | |
| "layers": [ | |
| 3, | |
| 6, | |
| 8, | |
| 11 | |
| ], | |
| "n_positions": 6, | |
| "sketch_dim": 32, | |
| "rank_top_m": 8 | |
| }, | |
| "calibration": { | |
| "mu": { | |
| "3": -7.309343497798924, | |
| "6": -5.587953915026016, | |
| "8": -5.450299438360374, | |
| "11": -5.6453210104866685 | |
| }, | |
| "sigma": { | |
| "3": 0.212757760417348, | |
| "6": 0.1316980161516204, | |
| "8": 0.0888338944598564, | |
| "11": 0.11255746540264383 | |
| }, | |
| "n_samples": 48, | |
| "gen_mismatch_rate": 0.01 | |
| }, | |
| "verifier": { | |
| "deep_check_rate": 0.25, | |
| "alpha": 0.01 | |
| }, | |
| "generation": { | |
| "gen_len": 12, | |
| "decoding": "greedy", | |
| "jitter_sigma_rel": 0.0003 | |
| }, | |
| "model_m": "gpt2", | |
| "hmac_demo_key": "assay-demo-key-0123456789abcdef!", | |
| "signature_note": "HMAC-SHA256 over Receipt.canonical_bytes(); simulates a TEE attestation" | |
| } |