Image-Text-to-Text
Safetensors
qwen3_5
qwen3.8
quantized
gptq-int4-g32
conversational
4-bit precision
gptq
Instructions to use Chungulus/Qwen3.8-27B-GPTQ-INT4-G32 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Local Apps Settings
- vLLM
How to use Chungulus/Qwen3.8-27B-GPTQ-INT4-G32 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Chungulus/Qwen3.8-27B-GPTQ-INT4-G32" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Chungulus/Qwen3.8-27B-GPTQ-INT4-G32", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/Chungulus/Qwen3.8-27B-GPTQ-INT4-G32
- SGLang
How to use Chungulus/Qwen3.8-27B-GPTQ-INT4-G32 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 "Chungulus/Qwen3.8-27B-GPTQ-INT4-G32" \ --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": "Chungulus/Qwen3.8-27B-GPTQ-INT4-G32", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'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 "Chungulus/Qwen3.8-27B-GPTQ-INT4-G32" \ --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": "Chungulus/Qwen3.8-27B-GPTQ-INT4-G32", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Docker Model Runner
How to use Chungulus/Qwen3.8-27B-GPTQ-INT4-G32 with Docker Model Runner:
docker model run hf.co/Chungulus/Qwen3.8-27B-GPTQ-INT4-G32
File size: 19,429 Bytes
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0,linear_attn.in_proj_qkv,0.0000465595,0.01000,4.838
0,linear_attn.in_proj_z,0.0000305803,0.01000,3.571
0,linear_attn.out_proj,0.0000000691,0.01000,3.946
0,mlp.up_proj,0.0000002992,0.01000,9.341
0,mlp.gate_proj,0.0000003201,0.01000,9.540
0,mlp.down_proj,0.0000000011,0.01000,13.401
1,linear_attn.in_proj_qkv,0.0000048377,0.01000,3.311
1,linear_attn.in_proj_z,0.0000029758,0.01000,3.544
1,linear_attn.out_proj,0.0000000068,0.01000,4.353
1,mlp.up_proj,0.0000006274,0.01000,9.839
1,mlp.gate_proj,0.0000006530,0.01000,9.897
1,mlp.down_proj,0.0000000016,0.01000,13.298
2,linear_attn.in_proj_qkv,0.0000065660,0.01000,3.461
2,linear_attn.in_proj_z,0.0000039966,0.01000,3.271
2,linear_attn.out_proj,0.0000000109,0.01000,4.008
2,mlp.up_proj,0.0000011682,0.01000,10.524
2,mlp.gate_proj,0.0000012390,0.01000,10.542
2,mlp.down_proj,0.0000000053,0.01000,12.445
3,self_attn.k_proj,0.0000071029,0.01000,17.450
3,self_attn.q_proj,0.0001030882,0.01000,17.632
3,self_attn.v_proj,0.0000068607,0.01000,17.771
3,self_attn.o_proj,0.0000000149,0.01000,3.971
3,mlp.up_proj,0.0000013900,0.01000,9.998
3,mlp.gate_proj,0.0000014284,0.01000,10.084
3,mlp.down_proj,0.0000000040,0.01000,13.235
4,linear_attn.in_proj_qkv,0.0000068506,0.01000,4.197
4,linear_attn.in_proj_z,0.0000043613,0.01000,3.714
4,linear_attn.out_proj,0.0000000150,0.01000,3.891
4,mlp.gate_proj,0.0000019025,0.01000,8.847
4,mlp.up_proj,0.0000018767,0.01000,8.865
4,mlp.down_proj,0.0000000052,0.01000,14.583
5,linear_attn.in_proj_qkv,0.0000096762,0.01000,3.360
5,linear_attn.in_proj_z,0.0000063109,0.01000,3.823
5,linear_attn.out_proj,0.0000000166,0.01000,4.406
5,mlp.up_proj,0.0000023280,0.01000,9.872
5,mlp.gate_proj,0.0000024457,0.01000,9.909
5,mlp.down_proj,0.0000000076,0.01000,12.991
6,linear_attn.in_proj_qkv,0.0000172638,0.01000,3.553
6,linear_attn.in_proj_z,0.0000103571,0.01000,3.410
6,linear_attn.out_proj,0.0000000315,0.01000,3.838
6,mlp.up_proj,0.0000034171,0.01000,10.269
6,mlp.gate_proj,0.0000036210,0.01000,10.413
6,mlp.down_proj,0.0000000134,0.01000,13.372
7,self_attn.k_proj,0.0000059113,0.01000,17.050
7,self_attn.q_proj,0.0000787790,0.01000,17.114
7,self_attn.v_proj,0.0000055630,0.01000,17.235
7,self_attn.o_proj,0.0000000369,0.01000,3.965
7,mlp.up_proj,0.0000038006,0.01000,9.871
7,mlp.gate_proj,0.0000040251,0.01000,9.951
7,mlp.down_proj,0.0000000171,0.01000,13.071
8,linear_attn.in_proj_qkv,0.0000140466,0.01000,3.524
8,linear_attn.in_proj_z,0.0000088766,0.01000,3.591
8,linear_attn.out_proj,0.0000000424,0.01000,3.995
8,mlp.up_proj,0.0000042088,0.01000,8.027
8,mlp.gate_proj,0.0000044353,0.01000,8.224
8,mlp.down_proj,0.0000000186,0.01000,12.656
9,linear_attn.in_proj_qkv,0.0000146743,0.01000,3.415
9,linear_attn.in_proj_z,0.0000090112,0.01000,3.189
9,linear_attn.out_proj,0.0000000407,0.01000,4.258
9,mlp.up_proj,0.0000044021,0.01000,9.325
9,mlp.gate_proj,0.0000046012,0.01000,9.398
9,mlp.down_proj,0.0000000203,0.01000,11.828
10,linear_attn.in_proj_qkv,0.0000148848,0.01000,3.323
10,linear_attn.in_proj_z,0.0000089107,0.01000,3.390
10,linear_attn.out_proj,0.0000000605,0.01000,4.166
10,mlp.up_proj,0.0000044844,0.01000,9.541
10,mlp.gate_proj,0.0000046451,0.01000,9.599
10,mlp.down_proj,0.0000000244,0.01000,12.810
11,self_attn.k_proj,0.0000049339,0.01000,16.118
11,self_attn.q_proj,0.0000630472,0.01000,16.206
11,self_attn.v_proj,0.0000047324,0.01000,16.319
11,self_attn.o_proj,0.0000001008,0.01000,4.058
11,mlp.up_proj,0.0000052183,0.01000,8.230
11,mlp.gate_proj,0.0000054071,0.01000,8.277
11,mlp.down_proj,0.0000000347,0.01000,12.730
12,linear_attn.in_proj_qkv,0.0000193344,0.01000,4.267
12,linear_attn.in_proj_z,0.0000115214,0.01000,4.999
12,linear_attn.out_proj,0.0000000890,0.01000,5.844
12,mlp.up_proj,0.0000054587,0.01000,10.800
12,mlp.gate_proj,0.0000056580,0.01000,10.822
12,mlp.down_proj,0.0000000387,0.01000,17.711
13,linear_attn.in_proj_qkv,0.0000205298,0.01000,4.015
13,linear_attn.in_proj_z,0.0000116700,0.01000,4.442
13,linear_attn.out_proj,0.0000001050,0.01000,5.942
13,mlp.up_proj,0.0000060140,0.01000,11.864
13,mlp.gate_proj,0.0000062457,0.01000,11.944
13,mlp.down_proj,0.0000000448,0.01000,17.853
14,linear_attn.in_proj_qkv,0.0000228385,0.01000,3.808
14,linear_attn.in_proj_z,0.0000134632,0.01000,4.232
14,linear_attn.out_proj,0.0000001706,0.01000,6.292
14,mlp.gate_proj,0.0000068234,0.01000,11.267
14,mlp.up_proj,0.0000065948,0.01000,11.368
14,mlp.down_proj,0.0000000568,0.01000,17.929
15,self_attn.k_proj,0.0000042516,0.01000,20.526
15,self_attn.v_proj,0.0000042227,0.01000,20.863
15,self_attn.q_proj,0.0000498335,0.01000,20.935
15,self_attn.o_proj,0.0000001376,0.01000,5.051
15,mlp.up_proj,0.0000080230,0.01000,11.382
15,mlp.gate_proj,0.0000082196,0.01000,11.410
15,mlp.down_proj,0.0000000800,0.01000,16.850
16,linear_attn.in_proj_qkv,0.0000244958,0.01000,4.882
16,linear_attn.in_proj_z,0.0000139996,0.01000,4.429
16,linear_attn.out_proj,0.0000001649,0.01000,4.950
16,mlp.up_proj,0.0000090578,0.01000,11.231
16,mlp.gate_proj,0.0000093029,0.01000,11.275
16,mlp.down_proj,0.0000001030,0.01000,16.792
17,linear_attn.in_proj_qkv,0.0000282585,0.01000,5.239
17,linear_attn.in_proj_z,0.0000146324,0.01000,4.718
17,linear_attn.out_proj,0.0000002194,0.01000,5.066
17,mlp.gate_proj,0.0000110414,0.01000,11.310
17,mlp.up_proj,0.0000107577,0.01000,11.355
17,mlp.down_proj,0.0000001347,0.01000,16.906
18,linear_attn.in_proj_qkv,0.0000304728,0.01000,4.571
18,linear_attn.in_proj_z,0.0000170016,0.01000,4.615
18,linear_attn.out_proj,0.0000003511,0.01000,5.093
18,mlp.up_proj,0.0000138877,0.01000,11.130
18,mlp.gate_proj,0.0000143212,0.01000,11.158
18,mlp.down_proj,0.0000002540,0.01000,17.289
19,self_attn.k_proj,0.0000044707,0.01000,19.904
19,self_attn.q_proj,0.0000538362,0.01000,20.042
19,self_attn.v_proj,0.0000048465,0.01000,20.141
19,self_attn.o_proj,0.0000008460,0.01000,4.935
19,mlp.gate_proj,0.0000218919,0.01000,12.212
19,mlp.up_proj,0.0000211867,0.01000,12.329
19,mlp.down_proj,0.0000004457,0.01000,16.790
20,linear_attn.in_proj_qkv,0.0000626688,0.01000,3.637
20,linear_attn.in_proj_z,0.0000359357,0.01000,4.110
20,linear_attn.out_proj,0.0000007770,0.01000,5.139
20,mlp.gate_proj,0.0000283249,0.01000,12.657
20,mlp.up_proj,0.0000268738,0.01000,12.850
20,mlp.down_proj,0.0000006253,0.01000,16.270
21,linear_attn.in_proj_qkv,0.0000755664,0.01000,4.286
21,linear_attn.in_proj_z,0.0000491567,0.01000,3.860
21,linear_attn.out_proj,0.0000008459,0.01000,5.031
21,mlp.up_proj,0.0000305040,0.01000,12.990
21,mlp.gate_proj,0.0000320680,0.01000,13.029
21,mlp.down_proj,0.0000005691,0.01000,15.314
22,linear_attn.in_proj_qkv,0.0000670322,0.01000,4.261
22,linear_attn.in_proj_z,0.0000417217,0.01000,4.178
22,linear_attn.out_proj,0.0000006635,0.01000,5.132
22,mlp.gate_proj,0.0000388471,0.01000,12.702
22,mlp.up_proj,0.0000351618,0.01000,12.860
22,mlp.down_proj,0.0000006516,0.01000,15.353
23,self_attn.k_proj,0.0000069196,0.01000,19.722
23,self_attn.v_proj,0.0000077916,0.01000,19.821
23,self_attn.q_proj,0.0000793075,0.01000,19.915
23,self_attn.o_proj,0.0000011365,0.01000,5.853
23,mlp.up_proj,0.0000435874,0.01000,12.105
23,mlp.gate_proj,0.0000463842,0.01000,12.134
23,mlp.down_proj,0.0000008425,0.01000,16.878
24,linear_attn.in_proj_qkv,0.0000698582,0.01000,5.795
24,linear_attn.in_proj_z,0.0000404147,0.01000,3.633
24,linear_attn.out_proj,0.0000012276,0.01000,5.637
24,mlp.gate_proj,0.0000538200,0.01000,12.149
24,mlp.up_proj,0.0000504490,0.01000,12.406
24,mlp.down_proj,0.0000010879,0.01000,17.926
25,linear_attn.in_proj_qkv,0.0000758185,0.01000,4.323
25,linear_attn.in_proj_z,0.0000412498,0.01000,4.245
25,linear_attn.out_proj,0.0000013347,0.01000,5.787
25,mlp.gate_proj,0.0000522937,0.01000,11.877
25,mlp.up_proj,0.0000513961,0.01000,11.993
25,mlp.down_proj,0.0000012097,0.01000,17.317
26,linear_attn.in_proj_qkv,0.0000698884,0.01000,4.032
26,linear_attn.in_proj_z,0.0000367971,0.01000,4.119
26,linear_attn.out_proj,0.0000021574,0.01000,5.719
26,mlp.gate_proj,0.0000521411,0.01000,11.782
26,mlp.up_proj,0.0000537349,0.01000,11.866
26,mlp.down_proj,0.0000015733,0.01000,17.857
27,self_attn.k_proj,0.0000077329,0.01000,20.770
27,self_attn.q_proj,0.0000883736,0.01000,21.046
27,self_attn.v_proj,0.0000080222,0.01000,21.144
27,self_attn.o_proj,0.0000039121,0.01000,4.788
27,mlp.up_proj,0.0000675765,0.01000,11.633
27,mlp.gate_proj,0.0000635203,0.01000,11.692
27,mlp.down_proj,0.0000022758,0.01000,17.126
28,linear_attn.in_proj_qkv,0.0000878155,0.01000,4.772
28,linear_attn.in_proj_z,0.0000424791,0.01000,4.331
28,linear_attn.out_proj,0.0000027610,0.01000,5.341
28,mlp.gate_proj,0.0000662915,0.01000,11.470
28,mlp.up_proj,0.0000719431,0.01000,11.574
28,mlp.down_proj,0.0000024675,0.01000,17.238
29,linear_attn.in_proj_qkv,0.0001030115,0.01000,4.945
29,linear_attn.in_proj_z,0.0000482778,0.01000,4.953
29,linear_attn.out_proj,0.0000029918,0.01000,5.085
29,mlp.gate_proj,0.0000713329,0.01000,11.608
29,mlp.up_proj,0.0000777051,0.01000,11.647
29,mlp.down_proj,0.0000029918,0.01000,17.246
30,linear_attn.in_proj_qkv,0.0001099097,0.01000,5.325
30,linear_attn.in_proj_z,0.0000528073,0.01000,4.685
30,linear_attn.out_proj,0.0000046937,0.01000,4.467
30,mlp.gate_proj,0.0000766497,0.01000,11.782
30,mlp.up_proj,0.0000854201,0.01000,11.896
30,mlp.down_proj,0.0000040538,0.01000,17.052
31,self_attn.k_proj,0.0000117875,0.01000,20.046
31,self_attn.v_proj,0.0000146597,0.01000,20.150
31,self_attn.q_proj,0.0001238897,0.01000,20.185
31,self_attn.o_proj,0.0000079213,0.01000,5.054
31,mlp.gate_proj,0.0000901246,0.01000,12.966
31,mlp.up_proj,0.0001026148,0.01000,12.995
31,mlp.down_proj,0.0000054125,0.01000,15.526
32,linear_attn.in_proj_qkv,0.0001411392,0.01000,4.297
32,linear_attn.in_proj_z,0.0000633579,0.01000,4.290
32,linear_attn.out_proj,0.0000059818,0.01000,4.378
32,mlp.gate_proj,0.0001081419,0.01000,13.008
32,mlp.up_proj,0.0001243875,0.01000,13.039
32,mlp.down_proj,0.0000065014,0.01000,16.164
33,linear_attn.in_proj_qkv,0.0001823122,0.01000,4.205
33,linear_attn.in_proj_z,0.0000766750,0.01000,4.380
33,linear_attn.out_proj,0.0000079385,0.01000,4.661
33,mlp.gate_proj,0.0001244953,0.01000,12.917
33,mlp.up_proj,0.0001456266,0.01000,12.994
33,mlp.down_proj,0.0000071197,0.01000,16.185
34,linear_attn.in_proj_qkv,0.0001931272,0.01000,4.665
34,linear_attn.in_proj_z,0.0000884646,0.01000,4.202
34,linear_attn.out_proj,0.0000076319,0.01000,5.294
34,mlp.gate_proj,0.0001349536,0.01000,11.966
34,mlp.up_proj,0.0001622027,0.01000,12.144
34,mlp.down_proj,0.0000092788,0.01000,17.727
35,self_attn.v_proj,0.0000297213,0.01000,20.105
35,self_attn.k_proj,0.0000202671,0.01000,20.288
35,self_attn.q_proj,0.0002131211,0.01000,20.312
35,self_attn.o_proj,0.0000165856,0.01000,6.004
35,mlp.gate_proj,0.0001520905,0.01000,11.776
35,mlp.up_proj,0.0001754468,0.01000,11.835
35,mlp.down_proj,0.0000088191,0.01000,17.986
36,linear_attn.in_proj_qkv,0.0002695622,0.01000,4.256
36,linear_attn.in_proj_z,0.0001382797,0.01000,4.288
36,linear_attn.out_proj,0.0000042044,0.01000,5.340
36,mlp.gate_proj,0.0001673946,0.01000,11.956
36,mlp.up_proj,0.0001709744,0.01000,12.124
36,mlp.down_proj,0.0000069419,0.01000,19.004
37,linear_attn.in_proj_qkv,0.0002804669,0.01000,4.277
37,linear_attn.in_proj_z,0.0001635379,0.01000,5.277
37,linear_attn.out_proj,0.0000043134,0.01000,5.981
37,mlp.up_proj,0.0001598896,0.01000,11.962
37,mlp.gate_proj,0.0001610927,0.01000,12.038
37,mlp.down_proj,0.0000061502,0.01000,18.387
38,linear_attn.in_proj_qkv,0.0002559712,0.01000,4.407
38,linear_attn.in_proj_z,0.0001519346,0.01000,5.260
38,linear_attn.out_proj,0.0000033474,0.01000,5.072
38,mlp.gate_proj,0.0002102250,0.01000,11.566
38,mlp.up_proj,0.0001819107,0.01000,11.609
38,mlp.down_proj,0.0000064125,0.01000,17.788
39,self_attn.v_proj,0.0000256012,0.01000,20.503
39,self_attn.q_proj,0.0002164532,0.01000,20.587
39,self_attn.k_proj,0.0000195338,0.01000,20.718
39,self_attn.o_proj,0.0000100446,0.01000,5.098
39,mlp.up_proj,0.0001702656,0.01000,12.953
39,mlp.gate_proj,0.0001858761,0.01000,13.025
39,mlp.down_proj,0.0000053651,0.01000,15.871
40,linear_attn.in_proj_qkv,0.0002165669,0.01000,6.048
40,linear_attn.in_proj_z,0.0001219398,0.01000,4.178
40,linear_attn.out_proj,0.0000043043,0.01000,4.662
40,mlp.gate_proj,0.0002016520,0.01000,12.306
40,mlp.up_proj,0.0001809801,0.01000,12.418
40,mlp.down_proj,0.0000061339,0.01000,16.490
41,linear_attn.in_proj_qkv,0.0002043740,0.01000,5.530
41,linear_attn.in_proj_z,0.0001144006,0.01000,4.321
41,linear_attn.out_proj,0.0000034344,0.01000,4.390
41,mlp.up_proj,0.0001675813,0.01000,12.233
41,mlp.gate_proj,0.0001684914,0.01000,12.310
41,mlp.down_proj,0.0000066101,0.01000,16.020
42,linear_attn.in_proj_qkv,0.0001864982,0.01000,5.811
42,linear_attn.in_proj_z,0.0001013298,0.01000,4.442
42,linear_attn.out_proj,0.0000060871,0.01000,5.023
42,mlp.gate_proj,0.0001540212,0.01000,11.552
42,mlp.up_proj,0.0001637856,0.01000,11.681
42,mlp.down_proj,0.0000082843,0.01000,17.642
43,self_attn.k_proj,0.0000194965,0.01000,20.762
43,self_attn.v_proj,0.0000267600,0.01000,20.900
43,self_attn.q_proj,0.0002105088,0.01000,21.024
43,self_attn.o_proj,0.0000190630,0.01000,4.308
43,mlp.up_proj,0.0001904914,0.01000,13.082
43,mlp.gate_proj,0.0001721011,0.01000,13.195
43,mlp.down_proj,0.0000101658,0.01000,17.366
44,linear_attn.in_proj_qkv,0.0002125827,0.01000,4.503
44,linear_attn.in_proj_z,0.0001049343,0.01000,4.503
44,linear_attn.out_proj,0.0000073438,0.01000,5.065
44,mlp.gate_proj,0.0001767046,0.01000,12.428
44,mlp.up_proj,0.0001980982,0.01000,12.561
44,mlp.down_proj,0.0000107053,0.01000,16.416
45,linear_attn.in_proj_qkv,0.0002301205,0.01000,4.100
45,linear_attn.in_proj_z,0.0001133411,0.01000,4.269
45,linear_attn.out_proj,0.0000067958,0.01000,5.488
45,mlp.gate_proj,0.0001815128,0.01000,12.960
45,mlp.up_proj,0.0002038248,0.01000,12.999
45,mlp.down_proj,0.0000117689,0.01000,17.039
46,linear_attn.in_proj_qkv,0.0002410166,0.01000,4.602
46,linear_attn.in_proj_z,0.0001195199,0.01000,4.756
46,linear_attn.out_proj,0.0000106593,0.01000,6.061
46,mlp.gate_proj,0.0001838977,0.01000,13.260
46,mlp.up_proj,0.0002108314,0.01000,13.330
46,mlp.down_proj,0.0000135484,0.01000,19.642
47,self_attn.k_proj,0.0000272281,0.01000,16.301
47,self_attn.v_proj,0.0000459376,0.01000,16.311
47,self_attn.q_proj,0.0002806311,0.01000,16.431
47,self_attn.o_proj,0.0000264252,0.01000,4.321
47,mlp.gate_proj,0.0002192224,0.01000,9.299
47,mlp.up_proj,0.0002510076,0.01000,9.386
47,mlp.down_proj,0.0000174404,0.01000,12.689
48,linear_attn.in_proj_qkv,0.0002837483,0.01000,3.622
48,linear_attn.in_proj_z,0.0001363739,0.01000,2.871
48,linear_attn.out_proj,0.0000098116,0.01000,3.461
48,mlp.up_proj,0.0002761787,0.01000,9.404
48,mlp.gate_proj,0.0002389715,0.01000,9.490
48,mlp.down_proj,0.0000191603,0.01000,11.944
49,linear_attn.in_proj_qkv,0.0003382158,0.01000,3.781
49,linear_attn.in_proj_z,0.0001466734,0.01000,2.962
49,linear_attn.out_proj,0.0000118660,0.01000,3.948
49,mlp.up_proj,0.0002787075,0.01000,8.931
49,mlp.gate_proj,0.0002376087,0.01000,8.958
49,mlp.down_proj,0.0000217703,0.01000,12.872
50,linear_attn.in_proj_qkv,0.0003170064,0.01000,3.242
50,linear_attn.in_proj_z,0.0001498102,0.01000,3.053
50,linear_attn.out_proj,0.0000222148,0.01000,3.818
50,mlp.gate_proj,0.0002705110,0.01000,9.625
50,mlp.up_proj,0.0003089729,0.01000,9.685
50,mlp.down_proj,0.0000379229,0.01000,12.234
51,self_attn.q_proj,0.0003904938,0.01000,16.188
51,self_attn.k_proj,0.0000367747,0.01000,16.288
51,self_attn.v_proj,0.0000770984,0.01000,16.317
51,self_attn.o_proj,0.0000675822,0.01000,3.936
51,mlp.up_proj,0.0003886414,0.01000,9.197
51,mlp.gate_proj,0.0003319729,0.01000,9.223
51,mlp.down_proj,0.0000452783,0.01000,12.002
52,linear_attn.in_proj_qkv,0.0004915262,0.01000,3.585
52,linear_attn.in_proj_z,0.0002357129,0.01000,3.747
52,linear_attn.out_proj,0.0000185822,0.01000,4.429
52,mlp.gate_proj,0.0003765633,0.01000,7.676
52,mlp.up_proj,0.0003840524,0.01000,7.829
52,mlp.down_proj,0.0000358539,0.01000,12.909
53,linear_attn.in_proj_qkv,0.0004868115,0.01000,2.499
53,linear_attn.in_proj_z,0.0002424216,0.01000,3.313
53,linear_attn.out_proj,0.0000161716,0.01000,3.860
53,mlp.gate_proj,0.0004000879,0.01000,9.965
53,mlp.up_proj,0.0003850227,0.01000,10.024
53,mlp.down_proj,0.0000381373,0.01000,12.209
54,linear_attn.in_proj_qkv,0.0004595161,0.01000,3.252
54,linear_attn.in_proj_z,0.0002529994,0.01000,3.525
54,linear_attn.out_proj,0.0000212727,0.01000,4.330
54,mlp.up_proj,0.0004466511,0.01000,8.232
54,mlp.gate_proj,0.0004936524,0.01000,8.393
54,mlp.down_proj,0.0000530516,0.01000,13.039
55,self_attn.q_proj,0.0004352777,0.01000,15.776
55,self_attn.v_proj,0.0000914873,0.01000,15.829
55,self_attn.k_proj,0.0000395639,0.01000,15.901
55,self_attn.o_proj,0.0000424179,0.01000,4.714
55,mlp.up_proj,0.0004478328,0.01000,9.086
55,mlp.gate_proj,0.0004768694,0.01000,9.150
55,mlp.down_proj,0.0000382846,0.01000,12.185
56,linear_attn.in_proj_qkv,0.0004960684,0.01000,3.595
56,linear_attn.in_proj_z,0.0002529142,0.01000,3.049
56,linear_attn.out_proj,0.0000178074,0.01000,3.998
56,mlp.gate_proj,0.0004939634,0.01000,10.351
56,mlp.up_proj,0.0004486849,0.01000,10.394
56,mlp.down_proj,0.0000280172,0.01000,12.913
57,linear_attn.in_proj_qkv,0.0005098134,0.01000,3.675
57,linear_attn.in_proj_z,0.0002639756,0.01000,6.484
57,linear_attn.out_proj,0.0000143255,0.01000,4.131
57,mlp.up_proj,0.0005055156,0.01000,8.871
57,mlp.gate_proj,0.0005675868,0.01000,8.919
57,mlp.down_proj,0.0000293966,0.01000,13.795
58,linear_attn.in_proj_qkv,0.0004955187,0.01000,3.365
58,linear_attn.in_proj_z,0.0002751105,0.01000,2.776
58,linear_attn.out_proj,0.0000218265,0.01000,2.988
58,mlp.up_proj,0.0006015578,0.01000,9.663
58,mlp.gate_proj,0.0006751317,0.01000,9.741
58,mlp.down_proj,0.0000488076,0.01000,12.374
59,self_attn.k_proj,0.0000493040,0.01000,17.238
59,self_attn.q_proj,0.0005161758,0.01000,17.711
59,self_attn.v_proj,0.0001953404,0.01000,17.753
59,self_attn.o_proj,0.0001022928,0.01000,4.176
59,mlp.gate_proj,0.0006658686,0.01000,8.717
59,mlp.up_proj,0.0006093653,0.01000,8.902
59,mlp.down_proj,0.0000679011,0.01000,12.651
60,linear_attn.in_proj_qkv,0.0005593422,0.01000,3.221
60,linear_attn.in_proj_z,0.0002729036,0.01000,2.679
60,linear_attn.out_proj,0.0000513208,0.01000,4.113
60,mlp.up_proj,0.0005944245,0.01000,9.187
60,mlp.gate_proj,0.0006348773,0.01000,9.241
60,mlp.down_proj,0.0000745988,0.01000,12.303
61,linear_attn.in_proj_qkv,0.0004403089,0.01000,3.552
61,linear_attn.in_proj_z,0.0002546274,0.01000,3.195
61,linear_attn.out_proj,0.0000778997,0.01000,4.322
61,mlp.gate_proj,0.0006772048,0.01000,9.103
61,mlp.up_proj,0.0006411800,0.01000,9.131
61,mlp.down_proj,0.0001109535,0.01000,12.444
62,linear_attn.in_proj_qkv,0.0004666405,0.01000,3.666
62,linear_attn.in_proj_z,0.0002469899,0.01000,2.752
62,linear_attn.out_proj,0.0002129779,0.01000,3.847
62,mlp.gate_proj,0.0006328930,0.01000,8.672
62,mlp.up_proj,0.0006014320,0.01000,8.837
62,mlp.down_proj,0.0001837080,0.01000,12.573
63,self_attn.q_proj,0.0005039408,0.01000,16.709
63,self_attn.k_proj,0.0000442387,0.01000,16.856
63,self_attn.v_proj,0.0001613512,0.01000,16.868
63,self_attn.o_proj,0.0002461547,0.01000,4.187
63,mlp.gate_proj,0.0005901742,0.01000,9.777
63,mlp.up_proj,0.0005432940,0.01000,9.816
63,mlp.down_proj,0.0004097096,0.01000,12.570
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