Text Generation
Safetensors
English
brumby
gptqmodel
modelcloud
chat
marin
instruct
int4
gptq
4bit
w4a16
conversational
custom_code
4-bit precision
Instructions to use ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Local Apps Settings
- vLLM
How to use ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2
- SGLang
How to use ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2 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 "ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2" \ --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": "ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2", "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 "ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2" \ --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": "ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2 with Docker Model Runner:
docker model run hf.co/ModelCloud/Brumby-14B-Base-GPTQMODEL-W4A16-v2
| layer,module,loss,samples,damp,time | |
| 0,self_attn.k_proj,0.0000000035,0.05000,4.429 | |
| 0,self_attn.v_proj,0.0000000028,0.05000,4.469 | |
| 0,self_attn.q_proj,0.0000000126,0.05000,4.483 | |
| 0,self_attn.o_proj,0.0000000522,0.05000,1.480 | |
| 0,mlp.up_proj,0.0000006146,0.05000,3.229 | |
| 0,mlp.gate_proj,0.0000007551,0.05000,3.261 | |
| 0,mlp.down_proj,0.0000003744,0.05000,5.631 | |
| 1,self_attn.q_proj,0.0000000261,0.05000,4.994 | |
| 1,self_attn.v_proj,0.0000000071,0.05000,5.094 | |
| 1,self_attn.k_proj,0.0000000065,0.05000,5.207 | |
| 1,self_attn.o_proj,0.0000000518,0.05000,1.426 | |
| 1,mlp.gate_proj,0.0000342102,0.05000,3.708 | |
| 1,mlp.up_proj,0.0000118209,0.05000,3.772 | |
| 1,mlp.down_proj,0.0000005584,0.05000,5.533 | |
| 2,self_attn.q_proj,0.0000000717,0.05000,5.231 | |
| 2,self_attn.v_proj,0.0000000196,0.05000,5.287 | |
| 2,self_attn.k_proj,0.0000000184,0.05000,5.303 | |
| 2,self_attn.o_proj,0.0000001162,0.05000,1.525 | |
| 2,mlp.up_proj,0.0000247408,0.05000,3.494 | |
| 2,mlp.gate_proj,0.0000492217,0.05000,3.521 | |
| 2,mlp.down_proj,0.0000004353,0.05000,5.879 | |
| 3,self_attn.k_proj,0.0000000407,0.05000,5.232 | |
| 3,self_attn.v_proj,0.0000000455,0.05000,5.302 | |
| 3,self_attn.q_proj,0.0000001613,0.05000,5.352 | |
| 3,self_attn.o_proj,0.0000001130,0.05000,1.348 | |
| 3,mlp.up_proj,0.0000374881,0.05000,3.600 | |
| 3,mlp.gate_proj,0.0000746428,0.05000,3.631 | |
| 3,mlp.down_proj,0.0000007178,0.05000,5.593 | |
| 4,self_attn.v_proj,0.0000000687,0.05000,5.156 | |
| 4,self_attn.q_proj,0.0000002534,0.05000,5.244 | |
| 4,self_attn.k_proj,0.0000000621,0.05000,5.270 | |
| 4,self_attn.o_proj,0.0000001898,0.05000,1.323 | |
| 4,mlp.gate_proj,0.0001065123,0.05000,3.401 | |
| 4,mlp.up_proj,0.0000646019,0.05000,3.487 | |
| 4,mlp.down_proj,0.0000007895,0.05000,5.838 | |
| 5,self_attn.v_proj,0.0000000703,0.05000,4.869 | |
| 5,self_attn.k_proj,0.0000000632,0.05000,4.889 | |
| 5,self_attn.q_proj,0.0000002558,0.05000,4.920 | |
| 5,self_attn.o_proj,0.0000001949,0.05000,1.492 | |
| 5,mlp.up_proj,0.0000436631,0.05000,3.247 | |
| 5,mlp.gate_proj,0.0000999271,0.05000,3.297 | |
| 5,mlp.down_proj,0.0000019690,0.05000,5.616 | |
| 6,self_attn.k_proj,0.0000001072,0.05000,5.237 | |
| 6,self_attn.q_proj,0.0000004528,0.05000,5.311 | |
| 6,self_attn.v_proj,0.0000001259,0.05000,5.315 | |
| 6,self_attn.o_proj,0.0000002708,0.05000,1.434 | |
| 6,mlp.gate_proj,0.0001572081,0.05000,3.376 | |
| 6,mlp.up_proj,0.0000882239,0.05000,3.405 | |
| 6,mlp.down_proj,0.0000237208,0.05000,5.853 | |
| 7,self_attn.v_proj,0.0000004379,0.05000,4.817 | |
| 7,self_attn.k_proj,0.0000003841,0.05000,4.829 | |
| 7,self_attn.q_proj,0.0000016699,0.05000,4.836 | |
| 7,self_attn.o_proj,0.0000005906,0.05000,1.444 | |
| 7,mlp.gate_proj,0.0001302236,0.05000,3.336 | |
| 7,mlp.up_proj,0.0000659340,0.05000,3.349 | |
| 7,mlp.down_proj,0.0000029088,0.05000,5.758 | |
| 8,self_attn.v_proj,0.0000004237,0.05000,4.661 | |
| 8,self_attn.k_proj,0.0000003643,0.05000,4.671 | |
| 8,self_attn.q_proj,0.0000015555,0.05000,4.684 | |
| 8,self_attn.o_proj,0.0000007065,0.05000,1.411 | |
| 8,mlp.up_proj,0.0000236861,0.05000,3.223 | |
| 8,mlp.gate_proj,0.0000399664,0.05000,3.252 | |
| 8,mlp.down_proj,0.0000038029,0.05000,5.928 | |
| 9,self_attn.k_proj,0.0000003140,0.05000,5.486 | |
| 9,self_attn.v_proj,0.0000003469,0.05000,5.573 | |
| 9,self_attn.q_proj,0.0000013030,0.05000,5.597 | |
| 9,self_attn.o_proj,0.0000006702,0.05000,1.541 | |
| 9,mlp.gate_proj,0.0000219283,0.05000,2.935 | |
| 9,mlp.up_proj,0.0000197996,0.05000,2.947 | |
| 9,mlp.down_proj,0.0000050857,0.05000,5.863 | |
| 10,self_attn.k_proj,0.0000004528,0.05000,4.454 | |
| 10,self_attn.v_proj,0.0000005228,0.05000,4.460 | |
| 10,self_attn.q_proj,0.0000019937,0.05000,4.491 | |
| 10,self_attn.o_proj,0.0000012235,0.05000,1.455 | |
| 10,mlp.gate_proj,0.0000244642,0.05000,2.937 | |
| 10,mlp.up_proj,0.0000225248,0.05000,2.941 | |
| 10,mlp.down_proj,0.0000053014,0.05000,5.858 | |
| 11,self_attn.q_proj,0.0000031243,0.05000,5.278 | |
| 11,self_attn.v_proj,0.0000008468,0.05000,5.363 | |
| 11,self_attn.k_proj,0.0000007199,0.05000,5.415 | |
| 11,self_attn.o_proj,0.0000017994,0.05000,1.542 | |
| 11,mlp.gate_proj,0.0000303684,0.05000,3.461 | |
| 11,mlp.up_proj,0.0000281514,0.05000,3.478 | |
| 11,mlp.down_proj,0.0000072563,0.05000,5.875 | |
| 12,self_attn.k_proj,0.0000007844,0.05000,4.809 | |
| 12,self_attn.v_proj,0.0000009068,0.05000,4.829 | |
| 12,self_attn.q_proj,0.0000032781,0.05000,4.847 | |
| 12,self_attn.o_proj,0.0000013512,0.05000,1.484 | |
| 12,mlp.up_proj,0.0000340840,0.05000,3.234 | |
| 12,mlp.gate_proj,0.0000370082,0.05000,3.249 | |
| 12,mlp.down_proj,0.0000088281,0.05000,5.977 | |
| 13,self_attn.q_proj,0.0000065315,0.05000,4.600 | |
| 13,self_attn.k_proj,0.0000015156,0.05000,4.644 | |
| 13,self_attn.v_proj,0.0000018011,0.05000,4.656 | |
| 13,self_attn.o_proj,0.0000020989,0.05000,1.518 | |
| 13,mlp.up_proj,0.0000372289,0.05000,3.224 | |
| 13,mlp.gate_proj,0.0000431657,0.05000,3.241 | |
| 13,mlp.down_proj,0.0000100392,0.05000,5.764 | |
| 14,self_attn.q_proj,0.0000043667,0.05000,4.419 | |
| 14,self_attn.v_proj,0.0000012426,0.05000,4.435 | |
| 14,self_attn.k_proj,0.0000010370,0.05000,4.442 | |
| 14,self_attn.o_proj,0.0000021200,0.05000,1.480 | |
| 14,mlp.up_proj,0.0000369924,0.05000,2.995 | |
| 14,mlp.gate_proj,0.0000412319,0.05000,3.037 | |
| 14,mlp.down_proj,0.0000103081,0.05000,5.915 | |
| 15,self_attn.v_proj,0.0000012322,0.05000,4.467 | |
| 15,self_attn.k_proj,0.0000010977,0.05000,4.485 | |
| 15,self_attn.q_proj,0.0000047298,0.05000,4.496 | |
| 15,self_attn.o_proj,0.0000023633,0.05000,1.456 | |
| 15,mlp.up_proj,0.0000387800,0.05000,2.790 | |
| 15,mlp.gate_proj,0.0000403860,0.05000,2.802 | |
| 15,mlp.down_proj,0.0000111879,0.05000,5.826 | |
| 16,self_attn.k_proj,0.0000012173,0.05000,4.828 | |
| 16,self_attn.v_proj,0.0000014267,0.05000,4.867 | |
| 16,self_attn.q_proj,0.0000051717,0.05000,4.882 | |
| 16,self_attn.o_proj,0.0000032226,0.05000,1.598 | |
| 16,mlp.up_proj,0.0000386027,0.05000,3.330 | |
| 16,mlp.gate_proj,0.0000375230,0.05000,3.355 | |
| 16,mlp.down_proj,0.0000116310,0.05000,5.806 | |
| 17,self_attn.q_proj,0.0000064869,0.05000,4.756 | |
| 17,self_attn.v_proj,0.0000016774,0.05000,4.765 | |
| 17,self_attn.k_proj,0.0000014465,0.05000,4.786 | |
| 17,self_attn.o_proj,0.0000031564,0.05000,1.525 | |
| 17,mlp.gate_proj,0.0000412716,0.05000,3.089 | |
| 17,mlp.up_proj,0.0000431592,0.05000,3.096 | |
| 17,mlp.down_proj,0.0000130106,0.05000,5.811 | |
| 18,self_attn.v_proj,0.0000024383,0.05000,4.644 | |
| 18,self_attn.q_proj,0.0000094526,0.05000,4.660 | |
| 18,self_attn.k_proj,0.0000021406,0.05000,4.694 | |
| 18,self_attn.o_proj,0.0000033012,0.05000,1.496 | |
| 18,mlp.up_proj,0.0000471241,0.05000,3.148 | |
| 18,mlp.gate_proj,0.0000433849,0.05000,3.156 | |
| 18,mlp.down_proj,0.0000145161,0.05000,5.681 | |
| 19,self_attn.q_proj,0.0000111032,0.05000,4.831 | |
| 19,self_attn.k_proj,0.0000025177,0.05000,4.840 | |
| 19,self_attn.v_proj,0.0000028434,0.05000,4.874 | |
| 19,self_attn.o_proj,0.0000042668,0.05000,1.469 | |
| 19,mlp.gate_proj,0.0000481927,0.05000,3.425 | |
| 19,mlp.up_proj,0.0000520141,0.05000,3.475 | |
| 19,mlp.down_proj,0.0000171162,0.05000,5.752 | |
| 20,self_attn.v_proj,0.0000056172,0.05000,4.607 | |
| 20,self_attn.q_proj,0.0000207342,0.05000,4.613 | |
| 20,self_attn.k_proj,0.0000044296,0.05000,4.632 | |
| 20,self_attn.o_proj,0.0000054125,0.05000,1.421 | |
| 20,mlp.gate_proj,0.0000512895,0.05000,3.189 | |
| 20,mlp.up_proj,0.0000561526,0.05000,3.199 | |
| 20,mlp.down_proj,0.0000216731,0.05000,5.764 | |
| 21,self_attn.k_proj,0.0000060196,0.05000,4.600 | |
| 21,self_attn.q_proj,0.0000263358,0.05000,4.678 | |
| 21,self_attn.v_proj,0.0000071903,0.05000,4.692 | |
| 21,self_attn.o_proj,0.0000077707,0.05000,1.525 | |
| 21,mlp.gate_proj,0.0000559619,0.05000,3.329 | |
| 21,mlp.up_proj,0.0000600193,0.05000,3.386 | |
| 21,mlp.down_proj,0.0000251010,0.05000,5.745 | |
| 22,self_attn.v_proj,0.0000059910,0.05000,4.647 | |
| 22,self_attn.q_proj,0.0000226087,0.05000,4.666 | |
| 22,self_attn.k_proj,0.0000048546,0.05000,4.690 | |
| 22,self_attn.o_proj,0.0000097494,0.05000,1.647 | |
| 22,mlp.up_proj,0.0000702140,0.05000,3.222 | |
| 22,mlp.gate_proj,0.0000647412,0.05000,3.263 | |
| 22,mlp.down_proj,0.0000330940,0.05000,6.001 | |
| 23,self_attn.v_proj,0.0000105673,0.05000,4.910 | |
| 23,self_attn.k_proj,0.0000080855,0.05000,4.916 | |
| 23,self_attn.q_proj,0.0000393356,0.05000,4.957 | |
| 23,self_attn.o_proj,0.0000082358,0.05000,1.518 | |
| 23,mlp.gate_proj,0.0000710659,0.05000,3.148 | |
| 23,mlp.up_proj,0.0000779257,0.05000,3.175 | |
| 23,mlp.down_proj,0.0000446522,0.05000,5.868 | |
| 24,self_attn.v_proj,0.0000169130,0.05000,4.595 | |
| 24,self_attn.k_proj,0.0000121924,0.05000,4.620 | |
| 24,self_attn.q_proj,0.0000624486,0.05000,4.621 | |
| 24,self_attn.o_proj,0.0000114362,0.05000,1.483 | |
| 24,mlp.up_proj,0.0000900306,0.05000,3.219 | |
| 24,mlp.gate_proj,0.0000839609,0.05000,3.250 | |
| 24,mlp.down_proj,0.0000496562,0.05000,5.966 | |
| 25,self_attn.q_proj,0.0000487182,0.05000,4.525 | |
| 25,self_attn.v_proj,0.0000130162,0.05000,4.578 | |
| 25,self_attn.k_proj,0.0000103368,0.05000,4.597 | |
| 25,self_attn.o_proj,0.0000121647,0.05000,1.529 | |
| 25,mlp.up_proj,0.0001043118,0.05000,3.573 | |
| 25,mlp.gate_proj,0.0000989178,0.05000,3.618 | |
| 25,mlp.down_proj,0.0000667101,0.05000,6.089 | |
| 26,self_attn.v_proj,0.0000151558,0.05000,4.408 | |
| 26,self_attn.k_proj,0.0000115892,0.05000,4.422 | |
| 26,self_attn.q_proj,0.0000568785,0.05000,4.448 | |
| 26,self_attn.o_proj,0.0000137847,0.05000,1.482 | |
| 26,mlp.up_proj,0.0001201800,0.05000,3.433 | |
| 26,mlp.gate_proj,0.0001168139,0.05000,3.474 | |
| 26,mlp.down_proj,0.0000996944,0.05000,5.937 | |
| 27,self_attn.q_proj,0.0000839549,0.05000,4.810 | |
| 27,self_attn.v_proj,0.0000221097,0.05000,4.855 | |
| 27,self_attn.k_proj,0.0000174891,0.05000,4.879 | |
| 27,self_attn.o_proj,0.0000255151,0.05000,1.397 | |
| 27,mlp.gate_proj,0.0001438545,0.05000,3.005 | |
| 27,mlp.up_proj,0.0001478985,0.05000,3.032 | |
| 27,mlp.down_proj,0.0001441680,0.05000,5.841 | |
| 28,self_attn.v_proj,0.0000416198,0.05000,4.211 | |
| 28,self_attn.k_proj,0.0000289706,0.05000,4.262 | |
| 28,self_attn.q_proj,0.0001528148,0.05000,4.293 | |
| 28,self_attn.o_proj,0.0000238940,0.05000,1.514 | |
| 28,mlp.up_proj,0.0001881244,0.05000,2.963 | |
| 28,mlp.gate_proj,0.0001805323,0.05000,2.969 | |
| 28,mlp.down_proj,0.0001827817,0.05000,5.756 | |
| 29,self_attn.q_proj,0.0001905113,0.05000,4.705 | |
| 29,self_attn.v_proj,0.0000506184,0.05000,4.732 | |
| 29,self_attn.k_proj,0.0000404506,0.05000,4.742 | |
| 29,self_attn.o_proj,0.0000264735,0.05000,1.468 | |
| 29,mlp.up_proj,0.0002093221,0.05000,3.143 | |
| 29,mlp.gate_proj,0.0001993192,0.05000,3.163 | |
| 29,mlp.down_proj,0.0002572072,0.05000,5.980 | |
| 30,self_attn.v_proj,0.0000784846,0.05000,4.963 | |
| 30,self_attn.k_proj,0.0000588215,0.05000,5.071 | |
| 30,self_attn.q_proj,0.0002789979,0.05000,5.090 | |
| 30,self_attn.o_proj,0.0000400291,0.05000,1.473 | |
| 30,mlp.gate_proj,0.0002482555,0.05000,2.952 | |
| 30,mlp.up_proj,0.0002597603,0.05000,3.003 | |
| 30,mlp.down_proj,0.0003048233,0.05000,5.876 | |
| 31,self_attn.q_proj,0.0002830838,0.05000,5.058 | |
| 31,self_attn.v_proj,0.0000725576,0.05000,5.104 | |
| 31,self_attn.k_proj,0.0000585851,0.05000,5.158 | |
| 31,self_attn.o_proj,0.0000351200,0.05000,1.509 | |
| 31,mlp.up_proj,0.0002881415,0.05000,3.035 | |
| 31,mlp.gate_proj,0.0002699276,0.05000,3.082 | |
| 31,mlp.down_proj,0.0003812449,0.05000,5.858 | |
| 32,self_attn.v_proj,0.0001448176,0.05000,5.045 | |
| 32,self_attn.q_proj,0.0004930770,0.05000,5.054 | |
| 32,self_attn.k_proj,0.0001052173,0.05000,5.097 | |
| 32,self_attn.o_proj,0.0000480592,0.05000,1.469 | |
| 32,mlp.up_proj,0.0003226302,0.05000,3.218 | |
| 32,mlp.gate_proj,0.0002977631,0.05000,3.242 | |
| 32,mlp.down_proj,0.0004227286,0.05000,5.783 | |
| 33,self_attn.q_proj,0.0006827972,0.05000,5.025 | |
| 33,self_attn.v_proj,0.0001982427,0.05000,5.085 | |
| 33,self_attn.k_proj,0.0001375182,0.05000,5.127 | |
| 33,self_attn.o_proj,0.0000519165,0.05000,1.498 | |
| 33,mlp.gate_proj,0.0003186946,0.05000,3.022 | |
| 33,mlp.up_proj,0.0003537780,0.05000,3.034 | |
| 33,mlp.down_proj,0.0004678854,0.05000,5.642 | |
| 34,self_attn.v_proj,0.0003485657,0.05000,4.927 | |
| 34,self_attn.k_proj,0.0002394640,0.05000,4.943 | |
| 34,self_attn.q_proj,0.0011361296,0.05000,4.957 | |
| 34,self_attn.o_proj,0.0000726475,0.05000,1.407 | |
| 34,mlp.gate_proj,0.0003510068,0.05000,3.362 | |
| 34,mlp.up_proj,0.0003971143,0.05000,3.371 | |
| 34,mlp.down_proj,0.0005530838,0.05000,5.820 | |
| 35,self_attn.v_proj,0.0004826008,0.05000,4.921 | |
| 35,self_attn.q_proj,0.0014406098,0.05000,4.967 | |
| 35,self_attn.k_proj,0.0003059452,0.05000,4.973 | |
| 35,self_attn.o_proj,0.0000715807,0.05000,1.433 | |
| 35,mlp.up_proj,0.0004173415,0.05000,3.257 | |
| 35,mlp.gate_proj,0.0003625945,0.05000,3.278 | |
| 35,mlp.down_proj,0.0006526254,0.05000,5.945 | |
| 36,self_attn.v_proj,0.0004137660,0.05000,4.484 | |
| 36,self_attn.k_proj,0.0002802727,0.05000,4.501 | |
| 36,self_attn.q_proj,0.0012534013,0.05000,4.518 | |
| 36,self_attn.o_proj,0.0001348069,0.05000,1.534 | |
| 36,mlp.gate_proj,0.0003664020,0.05000,3.467 | |
| 36,mlp.up_proj,0.0004354527,0.05000,3.496 | |
| 36,mlp.down_proj,0.0008418005,0.05000,6.026 | |
| 37,self_attn.v_proj,0.0006298477,0.05000,4.879 | |
| 37,self_attn.q_proj,0.0018008618,0.05000,4.916 | |
| 37,self_attn.k_proj,0.0003659987,0.05000,4.936 | |
| 37,self_attn.o_proj,0.0001522858,0.05000,1.597 | |
| 37,mlp.gate_proj,0.0003644817,0.05000,3.127 | |
| 37,mlp.up_proj,0.0004408166,0.05000,3.151 | |
| 37,mlp.down_proj,0.0011751895,0.05000,5.794 | |
| 38,self_attn.v_proj,0.0006066528,0.05000,4.743 | |
| 38,self_attn.k_proj,0.0003449951,0.05000,4.755 | |
| 38,self_attn.q_proj,0.0016319431,0.05000,4.782 | |
| 38,self_attn.o_proj,0.0002050424,0.05000,1.468 | |
| 38,mlp.gate_proj,0.0004139584,0.05000,3.048 | |
| 38,mlp.up_proj,0.0004731343,0.05000,3.074 | |
| 38,mlp.down_proj,0.0018093835,0.05000,5.919 | |
| 39,self_attn.v_proj,0.0001905375,0.05000,4.611 | |
| 39,self_attn.k_proj,0.0001304515,0.05000,4.714 | |
| 39,self_attn.q_proj,0.0006211786,0.05000,4.725 | |
| 39,self_attn.o_proj,0.0001972665,0.05000,1.468 | |
| 39,mlp.gate_proj,0.0004676424,0.05000,3.081 | |
| 39,mlp.up_proj,0.0005172084,0.05000,3.097 | |
| 39,mlp.down_proj,0.0034415917,0.05000,5.785 | |