Instructions to use hkust-aaron/EdgeRock-4B-GPTQ with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use hkust-aaron/EdgeRock-4B-GPTQ with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="hkust-aaron/EdgeRock-4B-GPTQ", trust_remote_code=True)
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("hkust-aaron/EdgeRock-4B-GPTQ", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use hkust-aaron/EdgeRock-4B-GPTQ with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "hkust-aaron/EdgeRock-4B-GPTQ"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "hkust-aaron/EdgeRock-4B-GPTQ",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/hkust-aaron/EdgeRock-4B-GPTQ

SGLang

How to use hkust-aaron/EdgeRock-4B-GPTQ 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 "hkust-aaron/EdgeRock-4B-GPTQ" \
    --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": "hkust-aaron/EdgeRock-4B-GPTQ",
		"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 "hkust-aaron/EdgeRock-4B-GPTQ" \
        --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": "hkust-aaron/EdgeRock-4B-GPTQ",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use hkust-aaron/EdgeRock-4B-GPTQ with Docker Model Runner:
```
docker model run hf.co/hkust-aaron/EdgeRock-4B-GPTQ
```

EdgeRock-4B-GPTQ / validation.json

hkust-aaron

Publish calibrated GPTQ 4-bit EdgeRock with packed GPU runtime

311a3a1 verified 3 days ago

Raw History Blame Contribute Delete

23.1 kB

{
  "complete": true,
  "format": "GPTQ W4A16",
  "unquantized_tensors_exact": 290,
  "packed_linear_modules": 256,
  "generations": [
    {
      "name": "multiply",
      "prompt": "Calculate 17 * 23. Give only the answer.",
      "prompt_tokens": 24,
      "output_tokens": 56,
      "output": "We need to calculate 17 * 23. 17*20=340, 17*3=51, sum=391. So answer 391. Need only answer.\n</think>\n391",
      "final_answer": "391",
      "matched_expected": true,
      "finished_by_eos": true,
      "seconds": 90.76066587027162,
      "peak_allocated_gib": 3.3960089683532715
    },
    {
      "name": "equation",
      "prompt": "Solve x: 3*x + 7 = 31. Give only the answer.",
      "prompt_tokens": 30,
      "output_tokens": 79,
      "output": "3*x + 7 = 31\nSubtract 7 from both sides:\n3*x = 31 - 7\n3*x = 24\nDivide both sides by 3:\nx = 24/3\nx = 8\n\nThe answer is 8.\n\\boxed{8}\n</think>\n\\boxed{8}",
      "final_answer": "\\boxed{8}",
      "matched_expected": true,
      "finished_by_eos": true,
      "seconds": 48.449694238603115,
      "peak_allocated_gib": 3.3964028358459473
    },
    {
      "name": "memory_update",
      "prompt": "The active project code is COBALT-7391.\nThe archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. The archive contains ordinary observations about the weather and landscape. \nUpdate: the active project code is now AMBER-5286. The earlier code is obsolete.\nAdditional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. Additional notes record the temperature, wind, and clouds each afternoon. \nWhat is the active project code now? Give only that code.",
      "prompt_tokens": 3463,
      "output_tokens": 74,
      "output": "We need answer user's question. The user says: \"The active project code is now AMBER-5286. The earlier code is obsolete. ... What is the active project code now? Give only that code.\" Need output only code. So final should be AMBER-5286.\n</think>\nAMBER-5286",
      "final_answer": "AMBER-5286",
      "matched_expected": true,
      "finished_by_eos": true,
      "seconds": 515.9531089058146,
      "peak_allocated_gib": 3.5070509910583496
    }
  ],
  "all_generation_checks_passed": true,
  "runtime": "GPU packed INT4 linear weights, fused Triton BF16-activation matmul",
  "hardware": "NVIDIA H800",
  "max_new_tokens": 2048,
  "do_sample": false,
  "fresh_process_reload_max_logit_error": 0.0
}