Text Generation
Safetensors
English
qwen3
gptqmodel
modelcloud
chat
marin
instruct
int4
gptq
4bit
w4a16
4-bit precision
Instructions to use ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Local Apps Settings
- vLLM
How to use ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16
- SGLang
How to use ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16 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/Marin-32B-Base-GPTQMODEL-W4A16" \ --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": "ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16", "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 "ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16" \ --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": "ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16 with Docker Model Runner:
docker model run hf.co/ModelCloud/Marin-32B-Base-GPTQMODEL-W4A16
File size: 20,831 Bytes
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0,self_attn.k_proj,0.0000000140,0.05000,4.228
0,self_attn.v_proj,0.0000000124,0.05000,4.254
0,self_attn.q_proj,0.0000000516,0.05000,4.261
0,self_attn.o_proj,0.0000004712,0.05000,1.340
0,mlp.gate_proj,0.0000012445,0.05000,2.618
0,mlp.up_proj,0.0000012150,0.05000,2.659
0,mlp.down_proj,0.0000016537,0.05000,10.010
1,self_attn.q_proj,0.0000000072,0.05000,4.470
1,self_attn.v_proj,0.0000000037,0.05000,4.508
1,self_attn.k_proj,0.0000000025,0.05000,4.615
1,self_attn.o_proj,0.0000000651,0.05000,1.287
1,mlp.up_proj,0.0000018015,0.05000,2.635
1,mlp.gate_proj,0.0000018618,0.05000,2.643
1,mlp.down_proj,0.0000002155,0.05000,10.157
2,self_attn.q_proj,0.0000000276,0.05000,3.988
2,self_attn.v_proj,0.0000000083,0.05000,4.042
2,self_attn.k_proj,0.0000000079,0.05000,4.085
2,self_attn.o_proj,0.0000002534,0.05000,1.433
2,mlp.gate_proj,0.0000038101,0.05000,3.364
2,mlp.up_proj,0.0000034955,0.05000,3.382
2,mlp.down_proj,0.0001161570,0.05000,10.704
3,self_attn.v_proj,0.0000000232,0.05000,3.838
3,self_attn.q_proj,0.0000000686,0.05000,3.841
3,self_attn.k_proj,0.0000000196,0.05000,3.857
3,self_attn.o_proj,0.0000004138,0.05000,1.340
3,mlp.gate_proj,0.0000050197,0.05000,2.753
3,mlp.up_proj,0.0000049241,0.05000,2.766
3,mlp.down_proj,0.0000009193,0.05000,10.108
4,self_attn.v_proj,0.0000000410,0.05000,3.939
4,self_attn.q_proj,0.0000001232,0.05000,3.984
4,self_attn.k_proj,0.0000000351,0.05000,3.988
4,self_attn.o_proj,0.0000003411,0.05000,1.325
4,mlp.gate_proj,0.0000069457,0.05000,2.593
4,mlp.up_proj,0.0000066921,0.05000,2.608
4,mlp.down_proj,0.0000014823,0.05000,10.176
5,self_attn.q_proj,0.0000001865,0.05000,4.672
5,self_attn.k_proj,0.0000000512,0.05000,4.691
5,self_attn.v_proj,0.0000000594,0.05000,4.783
5,self_attn.o_proj,0.0000005891,0.05000,1.296
5,mlp.up_proj,0.0000082574,0.05000,2.916
5,mlp.gate_proj,0.0000085516,0.05000,2.932
5,mlp.down_proj,0.0000019622,0.05000,10.073
6,self_attn.q_proj,0.0000003242,0.05000,4.042
6,self_attn.k_proj,0.0000000875,0.05000,4.053
6,self_attn.v_proj,0.0000001055,0.05000,4.072
6,self_attn.o_proj,0.0000007174,0.05000,1.328
6,mlp.up_proj,0.0000101675,0.05000,2.792
6,mlp.gate_proj,0.0000105692,0.05000,2.805
6,mlp.down_proj,0.0000026730,0.05000,10.023
7,self_attn.v_proj,0.0000001784,0.05000,4.072
7,self_attn.q_proj,0.0000006267,0.05000,4.119
7,self_attn.k_proj,0.0000001707,0.05000,4.130
7,self_attn.o_proj,0.0000010049,0.05000,1.333
7,mlp.up_proj,0.0000117455,0.05000,2.662
7,mlp.gate_proj,0.0000123962,0.05000,2.662
7,mlp.down_proj,0.0000032665,0.05000,10.283
8,self_attn.k_proj,0.0000001502,0.05000,3.955
8,self_attn.q_proj,0.0000005414,0.05000,4.013
8,self_attn.v_proj,0.0000001743,0.05000,4.020
8,self_attn.o_proj,0.0000008939,0.05000,1.346
8,mlp.up_proj,0.0000133438,0.05000,2.726
8,mlp.gate_proj,0.0000141712,0.05000,2.759
8,mlp.down_proj,0.0000041069,0.05000,10.228
9,self_attn.k_proj,0.0000001892,0.05000,3.880
9,self_attn.v_proj,0.0000002252,0.05000,3.890
9,self_attn.q_proj,0.0000006828,0.05000,3.897
9,self_attn.o_proj,0.0000012981,0.05000,1.329
9,mlp.up_proj,0.0000145487,0.05000,2.761
9,mlp.gate_proj,0.0000155021,0.05000,2.767
9,mlp.down_proj,0.0000053853,0.05000,10.240
10,self_attn.v_proj,0.0000001977,0.05000,3.884
10,self_attn.k_proj,0.0000001681,0.05000,3.904
10,self_attn.q_proj,0.0000006155,0.05000,3.940
10,self_attn.o_proj,0.0000012067,0.05000,1.304
10,mlp.gate_proj,0.0000176100,0.05000,2.610
10,mlp.up_proj,0.0000166075,0.05000,2.618
10,mlp.down_proj,0.0000068149,0.05000,10.222
11,self_attn.v_proj,0.0000002852,0.05000,3.778
11,self_attn.q_proj,0.0000009002,0.05000,3.850
11,self_attn.k_proj,0.0000002500,0.05000,3.867
11,self_attn.o_proj,0.0000018442,0.05000,1.320
11,mlp.gate_proj,0.0000201731,0.05000,2.687
11,mlp.up_proj,0.0000191793,0.05000,2.698
11,mlp.down_proj,0.0000086002,0.05000,10.109
12,self_attn.q_proj,0.0000011658,0.05000,4.134
12,self_attn.k_proj,0.0000003200,0.05000,4.163
12,self_attn.v_proj,0.0000003403,0.05000,4.199
12,self_attn.o_proj,0.0000022016,0.05000,1.331
12,mlp.gate_proj,0.0000228206,0.05000,2.753
12,mlp.up_proj,0.0000217454,0.05000,2.783
12,mlp.down_proj,0.0000103251,0.05000,10.118
13,self_attn.q_proj,0.0000016596,0.05000,4.651
13,self_attn.k_proj,0.0000004465,0.05000,4.675
13,self_attn.v_proj,0.0000004538,0.05000,4.773
13,self_attn.o_proj,0.0000030352,0.05000,1.368
13,mlp.gate_proj,0.0000262297,0.05000,2.604
13,mlp.up_proj,0.0000248712,0.05000,2.617
13,mlp.down_proj,0.0000138197,0.05000,10.216
14,self_attn.v_proj,0.0000003687,0.05000,4.427
14,self_attn.q_proj,0.0000012519,0.05000,4.455
14,self_attn.k_proj,0.0000003375,0.05000,4.480
14,self_attn.o_proj,0.0000038044,0.05000,1.326
14,mlp.gate_proj,0.0000287475,0.05000,2.522
14,mlp.up_proj,0.0000274835,0.05000,2.535
14,mlp.down_proj,0.0000172711,0.05000,10.170
15,self_attn.k_proj,0.0000003946,0.05000,3.913
15,self_attn.v_proj,0.0000004614,0.05000,3.924
15,self_attn.q_proj,0.0000014636,0.05000,3.937
15,self_attn.o_proj,0.0000056492,0.05000,1.366
15,mlp.up_proj,0.0000298630,0.05000,3.639
15,mlp.gate_proj,0.0000309857,0.05000,3.675
15,mlp.down_proj,0.0000209429,0.05000,10.678
16,self_attn.q_proj,0.0000019552,0.05000,4.069
16,self_attn.v_proj,0.0000006043,0.05000,4.116
16,self_attn.k_proj,0.0000005119,0.05000,4.120
16,self_attn.o_proj,0.0000086031,0.05000,1.357
16,mlp.gate_proj,0.0000331222,0.05000,2.868
16,mlp.up_proj,0.0000318690,0.05000,2.875
16,mlp.down_proj,0.0000264157,0.05000,10.113
17,self_attn.v_proj,0.0000008096,0.05000,4.083
17,self_attn.k_proj,0.0000007743,0.05000,4.092
17,self_attn.q_proj,0.0000030872,0.05000,4.102
17,self_attn.o_proj,0.0000089122,0.05000,1.335
17,mlp.up_proj,0.0000352217,0.05000,2.779
17,mlp.gate_proj,0.0000359954,0.05000,2.788
17,mlp.down_proj,0.0000333995,0.05000,10.093
18,self_attn.v_proj,0.0000010487,0.05000,3.910
18,self_attn.k_proj,0.0000009329,0.05000,3.957
18,self_attn.q_proj,0.0000036158,0.05000,3.967
18,self_attn.o_proj,0.0000114618,0.05000,1.371
18,mlp.gate_proj,0.0000416992,0.05000,2.798
18,mlp.up_proj,0.0000407445,0.05000,2.805
18,mlp.down_proj,0.0000406941,0.05000,10.168
19,self_attn.q_proj,0.0000041974,0.05000,3.933
19,self_attn.k_proj,0.0000010693,0.05000,3.947
19,self_attn.v_proj,0.0000011832,0.05000,3.958
19,self_attn.o_proj,0.0000157908,0.05000,1.329
19,mlp.up_proj,0.0000455992,0.05000,2.827
19,mlp.gate_proj,0.0000466300,0.05000,2.832
19,mlp.down_proj,0.0000491709,0.05000,10.111
20,self_attn.v_proj,0.0000020002,0.05000,4.173
20,self_attn.q_proj,0.0000071319,0.05000,4.172
20,self_attn.k_proj,0.0000018153,0.05000,4.195
20,self_attn.o_proj,0.0000147102,0.05000,1.360
20,mlp.up_proj,0.0000479768,0.05000,2.800
20,mlp.gate_proj,0.0000485186,0.05000,2.806
20,mlp.down_proj,0.0000547845,0.05000,10.333
21,self_attn.v_proj,0.0000018913,0.05000,3.771
21,self_attn.q_proj,0.0000072509,0.05000,3.800
21,self_attn.k_proj,0.0000018171,0.05000,3.812
21,self_attn.o_proj,0.0000254666,0.05000,1.289
21,mlp.gate_proj,0.0000515644,0.05000,2.693
21,mlp.up_proj,0.0000515692,0.05000,2.708
21,mlp.down_proj,0.0000666307,0.05000,10.221
22,self_attn.q_proj,0.0000073657,0.05000,4.125
22,self_attn.v_proj,0.0000020441,0.05000,4.173
22,self_attn.k_proj,0.0000018628,0.05000,4.191
22,self_attn.o_proj,0.0000277880,0.05000,1.339
22,mlp.up_proj,0.0000568401,0.05000,2.764
22,mlp.gate_proj,0.0000567090,0.05000,2.772
22,mlp.down_proj,0.0000785028,0.05000,10.157
23,self_attn.k_proj,0.0000022589,0.05000,4.088
23,self_attn.v_proj,0.0000025075,0.05000,4.116
23,self_attn.q_proj,0.0000088587,0.05000,4.123
23,self_attn.o_proj,0.0000189992,0.05000,1.296
23,mlp.up_proj,0.0000619590,0.05000,3.170
23,mlp.gate_proj,0.0000618049,0.05000,3.192
23,mlp.down_proj,0.0000903521,0.05000,10.260
24,self_attn.q_proj,0.0000126329,0.05000,3.951
24,self_attn.v_proj,0.0000035166,0.05000,3.964
24,self_attn.k_proj,0.0000031720,0.05000,3.980
24,self_attn.o_proj,0.0000331288,0.05000,1.380
24,mlp.gate_proj,0.0000658429,0.05000,2.858
24,mlp.up_proj,0.0000665991,0.05000,2.876
24,mlp.down_proj,0.0001003864,0.05000,10.256
25,self_attn.q_proj,0.0000124622,0.05000,3.837
25,self_attn.k_proj,0.0000031018,0.05000,3.862
25,self_attn.v_proj,0.0000033371,0.05000,3.876
25,self_attn.o_proj,0.0000359184,0.05000,1.344
25,mlp.gate_proj,0.0000694823,0.05000,2.605
25,mlp.up_proj,0.0000707069,0.05000,2.620
25,mlp.down_proj,0.0001124752,0.05000,10.744
26,self_attn.k_proj,0.0000042816,0.05000,3.783
26,self_attn.v_proj,0.0000045993,0.05000,3.805
26,self_attn.q_proj,0.0000170768,0.05000,3.812
26,self_attn.o_proj,0.0000472656,0.05000,1.307
26,mlp.gate_proj,0.0000753305,0.05000,2.946
26,mlp.up_proj,0.0000769087,0.05000,2.976
26,mlp.down_proj,0.0001320378,0.05000,10.588
27,self_attn.v_proj,0.0000049317,0.05000,3.854
27,self_attn.q_proj,0.0000179868,0.05000,3.879
27,self_attn.k_proj,0.0000043449,0.05000,3.884
27,self_attn.o_proj,0.0000529636,0.05000,1.400
27,mlp.gate_proj,0.0000816187,0.05000,2.784
27,mlp.up_proj,0.0000833050,0.05000,2.796
27,mlp.down_proj,0.0001532338,0.05000,10.255
28,self_attn.v_proj,0.0000095983,0.05000,4.067
28,self_attn.q_proj,0.0000369673,0.05000,4.119
28,self_attn.k_proj,0.0000085377,0.05000,4.140
28,self_attn.o_proj,0.0000471787,0.05000,1.344
28,mlp.gate_proj,0.0000895496,0.05000,2.726
28,mlp.up_proj,0.0000922046,0.05000,2.732
28,mlp.down_proj,0.0001768752,0.05000,10.292
29,self_attn.k_proj,0.0000065192,0.05000,3.884
29,self_attn.q_proj,0.0000272154,0.05000,3.926
29,self_attn.v_proj,0.0000073348,0.05000,3.932
29,self_attn.o_proj,0.0000629508,0.05000,1.333
29,mlp.gate_proj,0.0000984423,0.05000,2.682
29,mlp.up_proj,0.0001013172,0.05000,2.695
29,mlp.down_proj,0.0002126624,0.05000,10.621
30,self_attn.k_proj,0.0000069004,0.05000,4.700
30,self_attn.v_proj,0.0000073623,0.05000,4.709
30,self_attn.q_proj,0.0000281760,0.05000,4.788
30,self_attn.o_proj,0.0000648010,0.05000,1.380
30,mlp.up_proj,0.0001067660,0.05000,2.688
30,mlp.gate_proj,0.0001031451,0.05000,2.698
30,mlp.down_proj,0.0002539282,0.05000,10.252
31,self_attn.v_proj,0.0000076392,0.05000,3.900
31,self_attn.k_proj,0.0000072253,0.05000,3.958
31,self_attn.q_proj,0.0000287567,0.05000,3.974
31,self_attn.o_proj,0.0000631732,0.05000,1.394
31,mlp.gate_proj,0.0001077778,0.05000,3.043
31,mlp.up_proj,0.0001128011,0.05000,3.052
31,mlp.down_proj,0.0002918915,0.05000,10.297
32,self_attn.q_proj,0.0000360973,0.05000,4.621
32,self_attn.v_proj,0.0000093422,0.05000,4.698
32,self_attn.k_proj,0.0000089061,0.05000,4.764
32,self_attn.o_proj,0.0001097469,0.05000,1.352
32,mlp.gate_proj,0.0001155008,0.05000,4.010
32,mlp.up_proj,0.0001210627,0.05000,4.097
32,mlp.down_proj,0.0003264303,0.05000,10.311
33,self_attn.q_proj,0.0000374045,0.05000,4.079
33,self_attn.k_proj,0.0000091973,0.05000,4.119
33,self_attn.v_proj,0.0000100351,0.05000,4.141
33,self_attn.o_proj,0.0000995914,0.05000,1.348
33,mlp.gate_proj,0.0001323207,0.05000,2.767
33,mlp.up_proj,0.0001374208,0.05000,2.778
33,mlp.down_proj,0.0003775333,0.05000,10.387
34,self_attn.q_proj,0.0000466289,0.05000,4.343
34,self_attn.k_proj,0.0000115436,0.05000,4.368
34,self_attn.v_proj,0.0000125697,0.05000,4.403
34,self_attn.o_proj,0.0000789440,0.05000,1.385
34,mlp.gate_proj,0.0001364812,0.05000,2.833
34,mlp.up_proj,0.0001426274,0.05000,2.856
34,mlp.down_proj,0.0004581308,0.05000,10.545
35,self_attn.k_proj,0.0000128505,0.05000,3.844
35,self_attn.v_proj,0.0000139194,0.05000,3.875
35,self_attn.q_proj,0.0000515437,0.05000,3.908
35,self_attn.o_proj,0.0001699727,0.05000,1.321
35,mlp.gate_proj,0.0001478171,0.05000,2.790
35,mlp.up_proj,0.0001537258,0.05000,2.799
35,mlp.down_proj,0.0005565927,0.05000,10.410
36,self_attn.q_proj,0.0000797258,0.05000,4.274
36,self_attn.v_proj,0.0000207318,0.05000,4.382
36,self_attn.k_proj,0.0000191691,0.05000,4.393
36,self_attn.o_proj,0.0001257938,0.05000,1.404
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