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
File size: 12,967 Bytes
14d6878 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 | 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
|