Text Generation
Transformers
Safetensors
English
llama
foundation-sec
heretic
gptq
int4
w4a16
g128
gptqmodel
vllm
local-llm
conversational
text-generation-inference
4-bit precision
Instructions to use GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128") model = AutoModelForCausalLM.from_pretrained("GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128", 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=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128
- SGLang
How to use GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128 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 "GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128" \ --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": "GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128", "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 "GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128" \ --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": "GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128 with Docker Model Runner:
docker model run hf.co/GreyArea128/Foundation-Sec-8B-Instruct-Heretic-GPTQ-W4A16-G128
| layer,module,loss,samples,damp,time | |
| 0,self_attn.v_proj,0.0000001293,0.05000,2.699 | |
| 0,self_attn.k_proj,0.0000034216,0.05000,2.640 | |
| 0,self_attn.q_proj,0.0000058695,0.05000,2.574 | |
| 0,self_attn.o_proj,0.0000000029,0.05000,0.883 | |
| 0,mlp.gate_proj,0.0000034440,0.05000,1.695 | |
| 0,mlp.up_proj,0.0000027864,0.05000,1.709 | |
| 0,mlp.down_proj,0.0000000167,0.05000,4.008 | |
| 1,self_attn.q_proj,0.0000062227,0.05000,2.661 | |
| 1,self_attn.v_proj,0.0000002703,0.05000,2.670 | |
| 1,self_attn.k_proj,0.0000035657,0.05000,2.672 | |
| 1,self_attn.o_proj,0.0000000088,0.05000,0.936 | |
| 1,mlp.gate_proj,0.0000065917,0.05000,1.697 | |
| 1,mlp.up_proj,0.0000055907,0.05000,1.739 | |
| 1,mlp.down_proj,0.0000009924,0.05000,4.097 | |
| 2,self_attn.v_proj,0.0000010494,0.05000,2.543 | |
| 2,self_attn.q_proj,0.0000310937,0.05000,2.566 | |
| 2,self_attn.k_proj,0.0000192025,0.05000,2.569 | |
| 2,self_attn.o_proj,0.0000000087,0.05000,1.006 | |
| 2,mlp.up_proj,0.0000096578,0.05000,1.917 | |
| 2,mlp.gate_proj,0.0000121229,0.05000,1.935 | |
| 2,mlp.down_proj,0.0000000720,0.05000,6.555 | |
| 3,self_attn.v_proj,0.0000013723,0.05000,5.227 | |
| 3,self_attn.q_proj,0.0000261935,0.05000,5.228 | |
| 3,self_attn.k_proj,0.0000145005,0.05000,5.239 | |
| 3,self_attn.o_proj,0.0000000239,0.05000,1.590 | |
| 3,mlp.up_proj,0.0000131802,0.05000,3.162 | |
| 3,mlp.gate_proj,0.0000189446,0.05000,3.305 | |
| 3,mlp.down_proj,0.0000001305,0.05000,3.895 | |
| 4,self_attn.v_proj,0.0000014489,0.05000,2.288 | |
| 4,self_attn.q_proj,0.0000246001,0.05000,2.312 | |
| 4,self_attn.k_proj,0.0000142096,0.05000,2.320 | |
| 4,self_attn.o_proj,0.0000000422,0.05000,0.849 | |
| 4,mlp.up_proj,0.0000169536,0.05000,1.698 | |
| 4,mlp.gate_proj,0.0000274760,0.05000,1.708 | |
| 4,mlp.down_proj,0.0000002303,0.05000,3.935 | |
| 5,self_attn.q_proj,0.0000365864,0.05000,2.390 | |
| 5,self_attn.v_proj,0.0000015053,0.05000,2.405 | |
| 5,self_attn.k_proj,0.0000224410,0.05000,2.407 | |
| 5,self_attn.o_proj,0.0000000619,0.05000,0.867 | |
| 5,mlp.gate_proj,0.0000324257,0.05000,1.702 | |
| 5,mlp.up_proj,0.0000201914,0.05000,1.714 | |
| 5,mlp.down_proj,0.0000003240,0.05000,3.794 | |
| 6,self_attn.q_proj,0.0000319925,0.05000,2.248 | |
| 6,self_attn.v_proj,0.0000015913,0.05000,2.268 | |
| 6,self_attn.k_proj,0.0000177453,0.05000,2.275 | |
| 6,self_attn.o_proj,0.0000001058,0.05000,0.885 | |
| 6,mlp.up_proj,0.0000223163,0.05000,1.639 | |
| 6,mlp.gate_proj,0.0000363407,0.05000,1.644 | |
| 6,mlp.down_proj,0.0000004011,0.05000,3.625 | |
| 7,self_attn.v_proj,0.0000015963,0.05000,2.295 | |
| 7,self_attn.k_proj,0.0000179320,0.05000,2.310 | |
| 7,self_attn.q_proj,0.0000302215,0.05000,2.331 | |
| 7,self_attn.o_proj,0.0000001488,0.05000,0.803 | |
| 7,mlp.up_proj,0.0000243476,0.05000,1.695 | |
| 7,mlp.gate_proj,0.0000369044,0.05000,1.700 | |
| 7,mlp.down_proj,0.0000004649,0.05000,3.659 | |
| 8,self_attn.q_proj,0.0000387533,0.05000,2.232 | |
| 8,self_attn.v_proj,0.0000021729,0.05000,2.274 | |
| 8,self_attn.k_proj,0.0000237366,0.05000,2.283 | |
| 8,self_attn.o_proj,0.0000001954,0.05000,0.889 | |
| 8,mlp.up_proj,0.0000254183,0.05000,1.643 | |
| 8,mlp.gate_proj,0.0000391541,0.05000,1.677 | |
| 8,mlp.down_proj,0.0000005009,0.05000,3.635 | |
| 9,self_attn.v_proj,0.0000028860,0.05000,2.328 | |
| 9,self_attn.q_proj,0.0000367279,0.05000,2.359 | |
| 9,self_attn.k_proj,0.0000216969,0.05000,2.359 | |
| 9,self_attn.o_proj,0.0000002131,0.05000,0.850 | |
| 9,mlp.gate_proj,0.0000417060,0.05000,1.691 | |
| 9,mlp.up_proj,0.0000269056,0.05000,1.699 | |
| 9,mlp.down_proj,0.0000005429,0.05000,3.753 | |
| 10,self_attn.v_proj,0.0000024547,0.05000,2.240 | |
| 10,self_attn.q_proj,0.0000456267,0.05000,2.258 | |
| 10,self_attn.k_proj,0.0000285390,0.05000,2.264 | |
| 10,self_attn.o_proj,0.0000002068,0.05000,0.802 | |
| 10,mlp.up_proj,0.0000275166,0.05000,1.659 | |
| 10,mlp.gate_proj,0.0000398533,0.05000,1.680 | |
| 10,mlp.down_proj,0.0000005768,0.05000,3.866 | |
| 11,self_attn.v_proj,0.0000023226,0.05000,2.352 | |
| 11,self_attn.q_proj,0.0000380008,0.05000,2.357 | |
| 11,self_attn.k_proj,0.0000243678,0.05000,2.370 | |
| 11,self_attn.o_proj,0.0000002381,0.05000,0.805 | |
| 11,mlp.up_proj,0.0000293335,0.05000,1.645 | |
| 11,mlp.gate_proj,0.0000413307,0.05000,1.658 | |
| 11,mlp.down_proj,0.0000006175,0.05000,3.793 | |
| 12,self_attn.q_proj,0.0000328211,0.05000,2.284 | |
| 12,self_attn.k_proj,0.0000184791,0.05000,2.293 | |
| 12,self_attn.v_proj,0.0000026819,0.05000,2.303 | |
| 12,self_attn.o_proj,0.0000003211,0.05000,0.805 | |
| 12,mlp.gate_proj,0.0000412847,0.05000,1.663 | |
| 12,mlp.up_proj,0.0000307810,0.05000,1.664 | |
| 12,mlp.down_proj,0.0000006995,0.05000,3.746 | |
| 13,self_attn.q_proj,0.0000433177,0.05000,2.273 | |
| 13,self_attn.k_proj,0.0000284220,0.05000,2.292 | |
| 13,self_attn.v_proj,0.0000029941,0.05000,2.293 | |
| 13,self_attn.o_proj,0.0000003719,0.05000,0.810 | |
| 13,mlp.up_proj,0.0000325686,0.05000,1.705 | |
| 13,mlp.gate_proj,0.0000440303,0.05000,1.721 | |
| 13,mlp.down_proj,0.0000007959,0.05000,3.859 | |
| 14,self_attn.v_proj,0.0000032744,0.05000,2.318 | |
| 14,self_attn.k_proj,0.0000317419,0.05000,2.336 | |
| 14,self_attn.q_proj,0.0000462631,0.05000,2.359 | |
| 14,self_attn.o_proj,0.0000003987,0.05000,0.888 | |
| 14,mlp.up_proj,0.0000361250,0.05000,1.643 | |
| 14,mlp.gate_proj,0.0000520649,0.05000,1.659 | |
| 14,mlp.down_proj,0.0000009885,0.05000,3.758 | |
| 15,self_attn.v_proj,0.0000039160,0.05000,2.234 | |
| 15,self_attn.k_proj,0.0000272244,0.05000,2.257 | |
| 15,self_attn.q_proj,0.0000517732,0.05000,2.270 | |
| 15,self_attn.o_proj,0.0000004123,0.05000,0.877 | |
| 15,mlp.up_proj,0.0000379163,0.05000,1.680 | |
| 15,mlp.gate_proj,0.0000572937,0.05000,1.684 | |
| 15,mlp.down_proj,0.0000012022,0.05000,3.695 | |
| 16,self_attn.q_proj,0.0000492487,0.05000,2.348 | |
| 16,self_attn.k_proj,0.0000282681,0.05000,2.355 | |
| 16,self_attn.v_proj,0.0000036686,0.05000,2.370 | |
| 16,self_attn.o_proj,0.0000003293,0.05000,0.817 | |
| 16,mlp.gate_proj,0.0000638213,0.05000,1.610 | |
| 16,mlp.up_proj,0.0000403417,0.05000,1.621 | |
| 16,mlp.down_proj,0.0000012991,0.05000,3.875 | |
| 17,self_attn.v_proj,0.0000040237,0.05000,2.299 | |
| 17,self_attn.q_proj,0.0000506742,0.05000,2.307 | |
| 17,self_attn.k_proj,0.0000302613,0.05000,2.319 | |
| 17,self_attn.o_proj,0.0000002926,0.05000,0.923 | |
| 17,mlp.up_proj,0.0000425239,0.05000,1.672 | |
| 17,mlp.gate_proj,0.0000688734,0.05000,1.706 | |
| 17,mlp.down_proj,0.0000015061,0.05000,3.730 | |
| 18,self_attn.k_proj,0.0000336948,0.05000,2.365 | |
| 18,self_attn.v_proj,0.0000041950,0.05000,2.369 | |
| 18,self_attn.q_proj,0.0000520978,0.05000,2.374 | |
| 18,self_attn.o_proj,0.0000002177,0.05000,0.841 | |
| 18,mlp.gate_proj,0.0000726533,0.05000,1.599 | |
| 18,mlp.up_proj,0.0000446347,0.05000,1.607 | |
| 18,mlp.down_proj,0.0000014952,0.05000,3.878 | |
| 19,self_attn.k_proj,0.0000309511,0.05000,2.304 | |
| 19,self_attn.q_proj,0.0000532915,0.05000,2.309 | |
| 19,self_attn.v_proj,0.0000044172,0.05000,2.310 | |
| 19,self_attn.o_proj,0.0000001848,0.05000,0.901 | |
| 19,mlp.up_proj,0.0000470823,0.05000,1.735 | |
| 19,mlp.gate_proj,0.0000780385,0.05000,1.746 | |
| 19,mlp.down_proj,0.0000016081,0.05000,3.694 | |
| 20,self_attn.v_proj,0.0000050708,0.05000,2.337 | |
| 20,self_attn.k_proj,0.0000347093,0.05000,2.348 | |
| 20,self_attn.q_proj,0.0000555758,0.05000,2.353 | |
| 20,self_attn.o_proj,0.0000002177,0.05000,0.801 | |
| 20,mlp.gate_proj,0.0000833276,0.05000,1.632 | |
| 20,mlp.up_proj,0.0000508083,0.05000,1.674 | |
| 20,mlp.down_proj,0.0000017654,0.05000,3.737 | |
| 21,self_attn.q_proj,0.0000526357,0.05000,2.300 | |
| 21,self_attn.v_proj,0.0000053200,0.05000,2.310 | |
| 21,self_attn.k_proj,0.0000320896,0.05000,2.312 | |
| 21,self_attn.o_proj,0.0000003075,0.05000,0.893 | |
| 21,mlp.gate_proj,0.0000898800,0.05000,1.672 | |
| 21,mlp.up_proj,0.0000542388,0.05000,1.684 | |
| 21,mlp.down_proj,0.0000020635,0.05000,3.919 | |
| 22,self_attn.q_proj,0.0000544886,0.05000,2.351 | |
| 22,self_attn.v_proj,0.0000063488,0.05000,2.357 | |
| 22,self_attn.k_proj,0.0000350077,0.05000,2.360 | |
| 22,self_attn.o_proj,0.0000002961,0.05000,0.909 | |
| 22,mlp.gate_proj,0.0000934871,0.05000,1.631 | |
| 22,mlp.up_proj,0.0000571447,0.05000,1.639 | |
| 22,mlp.down_proj,0.0000021690,0.05000,3.756 | |
| 23,self_attn.k_proj,0.0000353973,0.05000,2.293 | |
| 23,self_attn.q_proj,0.0000563823,0.05000,2.313 | |
| 23,self_attn.v_proj,0.0000068588,0.05000,2.314 | |
| 23,self_attn.o_proj,0.0000002978,0.05000,0.894 | |
| 23,mlp.gate_proj,0.0000989324,0.05000,1.652 | |
| 23,mlp.up_proj,0.0000608072,0.05000,1.673 | |
| 23,mlp.down_proj,0.0000023516,0.05000,3.788 | |
| 24,self_attn.q_proj,0.0000564025,0.05000,2.352 | |
| 24,self_attn.v_proj,0.0000088319,0.05000,2.357 | |
| 24,self_attn.k_proj,0.0000346034,0.05000,2.369 | |
| 24,self_attn.o_proj,0.0000002928,0.05000,0.913 | |
| 24,mlp.up_proj,0.0000653894,0.05000,1.652 | |
| 24,mlp.gate_proj,0.0001064983,0.05000,1.671 | |
| 24,mlp.down_proj,0.0000025538,0.05000,3.706 | |
| 25,self_attn.q_proj,0.0000568810,0.05000,2.245 | |
| 25,self_attn.v_proj,0.0000091283,0.05000,2.273 | |
| 25,self_attn.k_proj,0.0000334146,0.05000,2.282 | |
| 25,self_attn.o_proj,0.0000003138,0.05000,0.799 | |
| 25,mlp.gate_proj,0.0001145573,0.05000,1.624 | |
| 25,mlp.up_proj,0.0000704320,0.05000,1.634 | |
| 25,mlp.down_proj,0.0000028543,0.05000,3.628 | |
| 26,self_attn.k_proj,0.0000350905,0.05000,2.297 | |
| 26,self_attn.q_proj,0.0000543738,0.05000,2.317 | |
| 26,self_attn.v_proj,0.0000088547,0.05000,2.326 | |
| 26,self_attn.o_proj,0.0000004784,0.05000,0.838 | |
| 26,mlp.up_proj,0.0000764588,0.05000,1.683 | |
| 26,mlp.gate_proj,0.0001249510,0.05000,1.692 | |
| 26,mlp.down_proj,0.0000033145,0.05000,3.801 | |
| 27,self_attn.k_proj,0.0000386050,0.05000,2.234 | |
| 27,self_attn.q_proj,0.0000578191,0.05000,2.259 | |
| 27,self_attn.v_proj,0.0000124222,0.05000,2.262 | |
| 27,self_attn.o_proj,0.0000005356,0.05000,0.886 | |
| 27,mlp.gate_proj,0.0001362827,0.05000,1.676 | |
| 27,mlp.up_proj,0.0000842074,0.05000,1.688 | |
| 27,mlp.down_proj,0.0000039904,0.05000,3.738 | |
| 28,self_attn.k_proj,0.0000314425,0.05000,2.318 | |
| 28,self_attn.v_proj,0.0000113324,0.05000,2.324 | |
| 28,self_attn.q_proj,0.0000532324,0.05000,2.328 | |
| 28,self_attn.o_proj,0.0000009994,0.05000,0.835 | |
| 28,mlp.up_proj,0.0000943372,0.05000,1.700 | |
| 28,mlp.gate_proj,0.0001463551,0.05000,1.716 | |
| 28,mlp.down_proj,0.0000052710,0.05000,3.611 | |
| 29,self_attn.q_proj,0.0000587671,0.05000,2.318 | |
| 29,self_attn.k_proj,0.0000336232,0.05000,2.324 | |
| 29,self_attn.v_proj,0.0000133898,0.05000,2.327 | |
| 29,self_attn.o_proj,0.0000008192,0.05000,0.851 | |
| 29,mlp.up_proj,0.0001007172,0.05000,1.616 | |
| 29,mlp.gate_proj,0.0001498114,0.05000,1.625 | |
| 29,mlp.down_proj,0.0000070554,0.05000,3.675 | |
| 30,self_attn.q_proj,0.0000510301,0.05000,2.264 | |
| 30,self_attn.v_proj,0.0000183472,0.05000,2.280 | |
| 30,self_attn.k_proj,0.0000333597,0.05000,2.286 | |
| 30,self_attn.o_proj,0.0000014926,0.05000,0.926 | |
| 30,mlp.up_proj,0.0001060930,0.05000,1.746 | |
| 30,mlp.gate_proj,0.0001608157,0.05000,1.764 | |
| 30,mlp.down_proj,0.0000118043,0.05000,3.928 | |
| 31,self_attn.k_proj,0.0000237176,0.05000,2.355 | |
| 31,self_attn.q_proj,0.0000431718,0.05000,2.378 | |
| 31,self_attn.v_proj,0.0000104264,0.05000,2.383 | |
| 31,self_attn.o_proj,0.0000028225,0.05000,0.856 | |
| 31,mlp.gate_proj,0.0001460367,0.05000,1.695 | |
| 31,mlp.up_proj,0.0001011256,0.05000,1.704 | |
| 31,mlp.down_proj,0.0000343366,0.05000,3.684 | |