Image-Text-to-Text
Transformers
Safetensors
qwen3_5
quantized
gptq
int4
qwen3.6
mtp
speculative-decoding
conversational
4-bit precision
Instructions to use palmfuture/Qwen3.6-27B-GPTQ-Int4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use palmfuture/Qwen3.6-27B-GPTQ-Int4 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="palmfuture/Qwen3.6-27B-GPTQ-Int4") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForImageTextToText processor = AutoProcessor.from_pretrained("palmfuture/Qwen3.6-27B-GPTQ-Int4") model = AutoModelForImageTextToText.from_pretrained("palmfuture/Qwen3.6-27B-GPTQ-Int4") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.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(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use palmfuture/Qwen3.6-27B-GPTQ-Int4 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "palmfuture/Qwen3.6-27B-GPTQ-Int4" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "palmfuture/Qwen3.6-27B-GPTQ-Int4", "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/palmfuture/Qwen3.6-27B-GPTQ-Int4
- SGLang
How to use palmfuture/Qwen3.6-27B-GPTQ-Int4 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 "palmfuture/Qwen3.6-27B-GPTQ-Int4" \ --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": "palmfuture/Qwen3.6-27B-GPTQ-Int4", "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 "palmfuture/Qwen3.6-27B-GPTQ-Int4" \ --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": "palmfuture/Qwen3.6-27B-GPTQ-Int4", "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 palmfuture/Qwen3.6-27B-GPTQ-Int4 with Docker Model Runner:
docker model run hf.co/palmfuture/Qwen3.6-27B-GPTQ-Int4
File size: 19,240 Bytes
bfc56ac | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 | layer,module,loss,samples,damp,time
0,linear_attn.in_proj_qkv,0.0003197445,0.05000,2.228
0,linear_attn.in_proj_z,0.0002064770,0.05000,2.027
0,linear_attn.out_proj,0.0000001519,0.05000,2.319
0,mlp.up_proj,0.0000019669,0.05000,2.673
0,mlp.gate_proj,0.0000021337,0.05000,2.799
0,mlp.down_proj,0.0000000202,0.05000,9.369
1,linear_attn.in_proj_qkv,0.0000158468,0.05000,1.846
1,linear_attn.in_proj_z,0.0000097547,0.05000,1.875
1,linear_attn.out_proj,0.0000000610,0.05000,2.394
1,mlp.up_proj,0.0000043260,0.05000,2.832
1,mlp.gate_proj,0.0000045451,0.05000,2.806
1,mlp.down_proj,0.0000000292,0.05000,9.841
2,linear_attn.in_proj_qkv,0.0000236378,0.05000,1.961
2,linear_attn.in_proj_z,0.0000143486,0.05000,1.805
2,linear_attn.out_proj,0.0000000818,0.05000,2.354
2,mlp.gate_proj,0.0000083266,0.05000,2.744
2,mlp.up_proj,0.0000078148,0.05000,2.820
2,mlp.down_proj,0.0000001103,0.05000,9.239
3,self_attn.k_proj,0.0000168175,0.05000,3.962
3,self_attn.v_proj,0.0000166043,0.05000,4.016
3,self_attn.q_proj,0.0002342821,0.05000,4.118
3,self_attn.o_proj,0.0000000840,0.05000,2.620
3,mlp.gate_proj,0.0000101265,0.05000,2.768
3,mlp.up_proj,0.0000097521,0.05000,2.807
3,mlp.down_proj,0.0000000773,0.05000,9.705
4,linear_attn.in_proj_qkv,0.0000327987,0.05000,2.108
4,linear_attn.in_proj_z,0.0000209418,0.05000,1.814
4,linear_attn.out_proj,0.0000001242,0.05000,2.427
4,mlp.gate_proj,0.0000135747,0.05000,2.789
4,mlp.up_proj,0.0000131227,0.05000,2.835
4,mlp.down_proj,0.0000001075,0.05000,9.531
5,linear_attn.in_proj_qkv,0.0000415633,0.05000,1.970
5,linear_attn.in_proj_z,0.0000271475,0.05000,1.920
5,linear_attn.out_proj,0.0000001655,0.05000,2.505
5,mlp.gate_proj,0.0000173205,0.05000,2.811
5,mlp.up_proj,0.0000162889,0.05000,2.830
5,mlp.down_proj,0.0000001692,0.05000,9.587
6,linear_attn.in_proj_qkv,0.0000621110,0.05000,2.009
6,linear_attn.in_proj_z,0.0000372702,0.05000,1.874
6,linear_attn.out_proj,0.0000002171,0.05000,2.481
6,mlp.up_proj,0.0000213310,0.05000,2.764
6,mlp.gate_proj,0.0000229309,0.05000,3.045
6,mlp.down_proj,0.0000002675,0.05000,9.538
7,self_attn.v_proj,0.0000145466,0.05000,3.755
7,self_attn.k_proj,0.0000158137,0.05000,3.900
7,self_attn.q_proj,0.0002015561,0.05000,4.001
7,self_attn.o_proj,0.0000001460,0.05000,2.417
7,mlp.gate_proj,0.0000258102,0.05000,2.853
7,mlp.up_proj,0.0000240012,0.05000,3.144
7,mlp.down_proj,0.0000003147,0.05000,9.532
8,linear_attn.in_proj_qkv,0.0000642539,0.05000,1.999
8,linear_attn.in_proj_z,0.0000405329,0.05000,1.941
8,linear_attn.out_proj,0.0000003066,0.05000,2.422
8,mlp.up_proj,0.0000270153,0.05000,2.813
8,mlp.gate_proj,0.0000288301,0.05000,2.838
8,mlp.down_proj,0.0000003754,0.05000,9.611
9,linear_attn.in_proj_qkv,0.0000657042,0.05000,1.955
9,linear_attn.in_proj_z,0.0000400837,0.05000,1.924
9,linear_attn.out_proj,0.0000003402,0.05000,2.335
9,mlp.up_proj,0.0000296260,0.05000,2.857
9,mlp.gate_proj,0.0000313970,0.05000,2.860
9,mlp.down_proj,0.0000004274,0.05000,9.500
10,linear_attn.in_proj_qkv,0.0000685984,0.05000,2.139
10,linear_attn.in_proj_z,0.0000406228,0.05000,2.094
10,linear_attn.out_proj,0.0000003843,0.05000,2.428
10,mlp.gate_proj,0.0000321583,0.05000,2.752
10,mlp.up_proj,0.0000305340,0.05000,2.788
10,mlp.down_proj,0.0000004743,0.05000,9.580
11,self_attn.k_proj,0.0000151571,0.05000,3.848
11,self_attn.v_proj,0.0000136842,0.05000,3.913
11,self_attn.q_proj,0.0001796321,0.05000,3.993
11,self_attn.o_proj,0.0000002628,0.05000,2.350
11,mlp.gate_proj,0.0000343429,0.05000,2.815
11,mlp.up_proj,0.0000327367,0.05000,2.870
11,mlp.down_proj,0.0000005578,0.05000,9.701
12,linear_attn.in_proj_qkv,0.0000775487,0.05000,1.976
12,linear_attn.in_proj_z,0.0000459151,0.05000,1.951
12,linear_attn.out_proj,0.0000005732,0.05000,2.360
12,mlp.gate_proj,0.0000356221,0.05000,2.867
12,mlp.up_proj,0.0000339428,0.05000,2.894
12,mlp.down_proj,0.0000006371,0.05000,9.814
13,linear_attn.in_proj_qkv,0.0000816816,0.05000,2.078
13,linear_attn.in_proj_z,0.0000461836,0.05000,2.012
13,linear_attn.out_proj,0.0000006304,0.05000,2.461
13,mlp.up_proj,0.0000364391,0.05000,2.754
13,mlp.gate_proj,0.0000382620,0.05000,3.088
13,mlp.down_proj,0.0000007334,0.05000,9.365
14,linear_attn.in_proj_qkv,0.0000896298,0.05000,1.918
14,linear_attn.in_proj_z,0.0000520888,0.05000,1.939
14,linear_attn.out_proj,0.0000007492,0.05000,2.463
14,mlp.up_proj,0.0000385812,0.05000,2.837
14,mlp.gate_proj,0.0000403974,0.05000,2.985
14,mlp.down_proj,0.0000008201,0.05000,9.448
15,self_attn.v_proj,0.0000131611,0.05000,3.857
15,self_attn.k_proj,0.0000135512,0.05000,3.920
15,self_attn.q_proj,0.0001546285,0.05000,4.023
15,self_attn.o_proj,0.0000004657,0.05000,2.425
15,mlp.gate_proj,0.0000461728,0.05000,2.800
15,mlp.up_proj,0.0000445283,0.05000,2.873
15,mlp.down_proj,0.0000009885,0.05000,9.419
16,linear_attn.in_proj_qkv,0.0000963353,0.05000,2.028
16,linear_attn.in_proj_z,0.0000548140,0.05000,2.275
16,linear_attn.out_proj,0.0000008343,0.05000,2.233
16,mlp.gate_proj,0.0000508629,0.05000,2.775
16,mlp.up_proj,0.0000487897,0.05000,2.822
16,mlp.down_proj,0.0000011787,0.05000,9.420
17,linear_attn.in_proj_qkv,0.0001095097,0.05000,2.049
17,linear_attn.in_proj_z,0.0000560735,0.05000,2.012
17,linear_attn.out_proj,0.0000011213,0.05000,2.254
17,mlp.gate_proj,0.0000583781,0.05000,2.725
17,mlp.up_proj,0.0000559772,0.05000,2.836
17,mlp.down_proj,0.0000015447,0.05000,9.683
18,linear_attn.in_proj_qkv,0.0001184729,0.05000,2.019
18,linear_attn.in_proj_z,0.0000651775,0.05000,1.983
18,linear_attn.out_proj,0.0000013323,0.05000,2.491
18,mlp.gate_proj,0.0000716857,0.05000,2.830
18,mlp.up_proj,0.0000672247,0.05000,2.852
18,mlp.down_proj,0.0000024226,0.05000,9.683
19,self_attn.k_proj,0.0000173523,0.05000,3.986
19,self_attn.v_proj,0.0000194091,0.05000,4.015
19,self_attn.q_proj,0.0001928319,0.05000,4.043
19,self_attn.o_proj,0.0000018063,0.05000,2.361
19,mlp.gate_proj,0.0000900986,0.05000,2.658
19,mlp.up_proj,0.0000849859,0.05000,2.772
19,mlp.down_proj,0.0000033498,0.05000,9.764
20,linear_attn.in_proj_qkv,0.0002139989,0.05000,2.011
20,linear_attn.in_proj_z,0.0001198187,0.05000,1.909
20,linear_attn.out_proj,0.0000021942,0.05000,2.544
20,mlp.gate_proj,0.0001100951,0.05000,2.911
20,mlp.up_proj,0.0001016944,0.05000,2.926
20,mlp.down_proj,0.0000038367,0.05000,9.316
21,linear_attn.in_proj_qkv,0.0002620370,0.05000,2.017
21,linear_attn.in_proj_z,0.0001673315,0.05000,1.818
21,linear_attn.out_proj,0.0000027516,0.05000,2.425
21,mlp.up_proj,0.0001115360,0.05000,2.836
21,mlp.gate_proj,0.0001198745,0.05000,2.846
21,mlp.down_proj,0.0000041294,0.05000,9.817
22,linear_attn.in_proj_qkv,0.0002282727,0.05000,2.019
22,linear_attn.in_proj_z,0.0001399470,0.05000,1.863
22,linear_attn.out_proj,0.0000025874,0.05000,2.483
22,mlp.up_proj,0.0001239583,0.05000,2.856
22,mlp.gate_proj,0.0001402319,0.05000,2.877
22,mlp.down_proj,0.0000046557,0.05000,9.638
23,self_attn.k_proj,0.0000247198,0.05000,3.962
23,self_attn.v_proj,0.0000262281,0.05000,3.982
23,self_attn.q_proj,0.0002511130,0.05000,4.052
23,self_attn.o_proj,0.0000022185,0.05000,2.408
23,mlp.up_proj,0.0001334481,0.05000,2.686
23,mlp.gate_proj,0.0001454333,0.05000,2.801
23,mlp.down_proj,0.0000048433,0.05000,9.444
24,linear_attn.in_proj_qkv,0.0002210956,0.05000,1.948
24,linear_attn.in_proj_z,0.0001247617,0.05000,1.858
24,linear_attn.out_proj,0.0000031194,0.05000,2.483
24,mlp.up_proj,0.0001440041,0.05000,2.787
24,mlp.gate_proj,0.0001577180,0.05000,2.968
24,mlp.down_proj,0.0000056242,0.05000,9.495
25,linear_attn.in_proj_qkv,0.0002246287,0.05000,2.023
25,linear_attn.in_proj_z,0.0001186763,0.05000,1.911
25,linear_attn.out_proj,0.0000031973,0.05000,2.360
25,mlp.up_proj,0.0001451803,0.05000,2.870
25,mlp.gate_proj,0.0001504104,0.05000,2.889
25,mlp.down_proj,0.0000056412,0.05000,9.788
26,linear_attn.in_proj_qkv,0.0002032605,0.05000,2.094
26,linear_attn.in_proj_z,0.0001032550,0.05000,1.979
26,linear_attn.out_proj,0.0000033678,0.05000,2.544
26,mlp.gate_proj,0.0001398861,0.05000,2.824
26,mlp.up_proj,0.0001431139,0.05000,2.828
26,mlp.down_proj,0.0000059178,0.05000,9.702
27,self_attn.v_proj,0.0000209463,0.05000,3.962
27,self_attn.k_proj,0.0000228403,0.05000,4.013
27,self_attn.q_proj,0.0002288074,0.05000,4.068
27,self_attn.o_proj,0.0000044184,0.05000,2.295
27,mlp.up_proj,0.0001511458,0.05000,2.871
27,mlp.gate_proj,0.0001433983,0.05000,2.919
27,mlp.down_proj,0.0000063376,0.05000,9.524
28,linear_attn.in_proj_qkv,0.0001990004,0.05000,2.131
28,linear_attn.in_proj_z,0.0000942670,0.05000,1.998
28,linear_attn.out_proj,0.0000041844,0.05000,2.418
28,mlp.up_proj,0.0001480044,0.05000,2.869
28,mlp.gate_proj,0.0001377359,0.05000,2.896
28,mlp.down_proj,0.0000064281,0.05000,9.705
29,linear_attn.in_proj_qkv,0.0002153540,0.05000,1.966
29,linear_attn.in_proj_z,0.0001002709,0.05000,2.028
29,linear_attn.out_proj,0.0000037770,0.05000,2.416
29,mlp.up_proj,0.0001485866,0.05000,2.798
29,mlp.gate_proj,0.0001374452,0.05000,3.063
29,mlp.down_proj,0.0000064556,0.05000,9.480
30,linear_attn.in_proj_qkv,0.0002151987,0.05000,1.994
30,linear_attn.in_proj_z,0.0001021870,0.05000,1.998
30,linear_attn.out_proj,0.0000047097,0.05000,2.726
30,mlp.gate_proj,0.0001347883,0.05000,2.856
30,mlp.up_proj,0.0001493319,0.05000,2.911
30,mlp.down_proj,0.0000066001,0.05000,9.961
31,self_attn.k_proj,0.0000226690,0.05000,3.858
31,self_attn.v_proj,0.0000261192,0.05000,3.924
31,self_attn.q_proj,0.0002197505,0.05000,4.045
31,self_attn.o_proj,0.0000056364,0.05000,2.382
31,mlp.up_proj,0.0001621095,0.05000,2.591
31,mlp.gate_proj,0.0001435794,0.05000,2.934
31,mlp.down_proj,0.0000072634,0.05000,9.668
32,linear_attn.in_proj_qkv,0.0002293290,0.05000,1.991
32,linear_attn.in_proj_z,0.0001018995,0.05000,1.925
32,linear_attn.out_proj,0.0000049107,0.05000,2.322
32,mlp.up_proj,0.0001718162,0.05000,2.772
32,mlp.gate_proj,0.0001514548,0.05000,2.775
32,mlp.down_proj,0.0000077587,0.05000,9.593
33,linear_attn.in_proj_qkv,0.0002702387,0.05000,1.989
33,linear_attn.in_proj_z,0.0001137513,0.05000,2.022
33,linear_attn.out_proj,0.0000057096,0.05000,2.358
33,mlp.gate_proj,0.0001562763,0.05000,2.871
33,mlp.up_proj,0.0001783576,0.05000,2.878
33,mlp.down_proj,0.0000078964,0.05000,9.727
34,linear_attn.in_proj_qkv,0.0002623729,0.05000,2.051
34,linear_attn.in_proj_z,0.0001201794,0.05000,2.045
34,linear_attn.out_proj,0.0000058287,0.05000,2.418
34,mlp.gate_proj,0.0001680708,0.05000,2.780
34,mlp.up_proj,0.0001894957,0.05000,2.798
34,mlp.down_proj,0.0000102192,0.05000,9.354
35,self_attn.k_proj,0.0000276489,0.05000,3.962
35,self_attn.v_proj,0.0000388686,0.05000,3.962
35,self_attn.q_proj,0.0002702927,0.05000,3.983
35,self_attn.o_proj,0.0000094047,0.05000,2.309
35,mlp.gate_proj,0.0001789629,0.05000,2.753
35,mlp.up_proj,0.0001953928,0.05000,2.763
35,mlp.down_proj,0.0000115370,0.05000,9.672
36,linear_attn.in_proj_qkv,0.0003655588,0.05000,2.060
36,linear_attn.in_proj_z,0.0001855907,0.05000,1.984
36,linear_attn.out_proj,0.0000057162,0.05000,2.465
36,mlp.up_proj,0.0001925602,0.05000,2.874
36,mlp.gate_proj,0.0001991262,0.05000,2.885
36,mlp.down_proj,0.0000104420,0.05000,9.674
37,linear_attn.in_proj_qkv,0.0003918287,0.05000,1.928
37,linear_attn.in_proj_z,0.0002275343,0.05000,2.004
37,linear_attn.out_proj,0.0000059617,0.05000,2.311
37,mlp.gate_proj,0.0002017582,0.05000,2.795
37,mlp.up_proj,0.0001917516,0.05000,2.853
37,mlp.down_proj,0.0000098027,0.05000,9.710
38,linear_attn.in_proj_qkv,0.0003525520,0.05000,2.006
38,linear_attn.in_proj_z,0.0002091738,0.05000,1.879
38,linear_attn.out_proj,0.0000046830,0.05000,2.345
38,mlp.gate_proj,0.0002641791,0.05000,2.838
38,mlp.up_proj,0.0002142234,0.05000,3.150
38,mlp.down_proj,0.0000099394,0.05000,9.727
39,self_attn.v_proj,0.0000394056,0.05000,4.145
39,self_attn.k_proj,0.0000318873,0.05000,4.213
39,self_attn.q_proj,0.0003112402,0.05000,4.256
39,self_attn.o_proj,0.0000060011,0.05000,2.287
39,mlp.gate_proj,0.0002393658,0.05000,2.810
39,mlp.up_proj,0.0002080120,0.05000,2.840
39,mlp.down_proj,0.0000092458,0.05000,9.717
40,linear_attn.in_proj_qkv,0.0003310422,0.05000,2.307
40,linear_attn.in_proj_z,0.0001864410,0.05000,1.976
40,linear_attn.out_proj,0.0000053041,0.05000,2.429
40,mlp.up_proj,0.0002204887,0.05000,2.837
40,mlp.gate_proj,0.0002607984,0.05000,2.884
40,mlp.down_proj,0.0000098098,0.05000,9.740
41,linear_attn.in_proj_qkv,0.0003050378,0.05000,1.945
41,linear_attn.in_proj_z,0.0001696298,0.05000,1.996
41,linear_attn.out_proj,0.0000046962,0.05000,2.688
41,mlp.up_proj,0.0002130802,0.05000,2.855
41,mlp.gate_proj,0.0002247281,0.05000,2.862
41,mlp.down_proj,0.0000096282,0.05000,9.423
42,linear_attn.in_proj_qkv,0.0002849892,0.05000,2.075
42,linear_attn.in_proj_z,0.0001530167,0.05000,1.877
42,linear_attn.out_proj,0.0000052826,0.05000,2.569
42,mlp.gate_proj,0.0002039032,0.05000,2.780
42,mlp.up_proj,0.0002093354,0.05000,2.879
42,mlp.down_proj,0.0000104336,0.05000,9.630
43,self_attn.k_proj,0.0000311214,0.05000,3.924
43,self_attn.v_proj,0.0000381165,0.05000,4.046
43,self_attn.q_proj,0.0002958142,0.05000,4.107
43,self_attn.o_proj,0.0000087401,0.05000,2.359
43,mlp.up_proj,0.0002176778,0.05000,2.853
43,mlp.gate_proj,0.0002034712,0.05000,2.874
43,mlp.down_proj,0.0000114969,0.05000,10.142
44,linear_attn.in_proj_qkv,0.0002739369,0.05000,2.060
44,linear_attn.in_proj_z,0.0001355589,0.05000,1.968
44,linear_attn.out_proj,0.0000074509,0.05000,2.427
44,mlp.up_proj,0.0002208027,0.05000,2.832
44,mlp.gate_proj,0.0002033508,0.05000,2.878
44,mlp.down_proj,0.0000129796,0.05000,9.866
45,linear_attn.in_proj_qkv,0.0002792265,0.05000,2.067
45,linear_attn.in_proj_z,0.0001384729,0.05000,2.072
45,linear_attn.out_proj,0.0000065496,0.05000,2.394
45,mlp.up_proj,0.0002234423,0.05000,2.918
45,mlp.gate_proj,0.0002046250,0.05000,2.939
45,mlp.down_proj,0.0000134076,0.05000,9.396
46,linear_attn.in_proj_qkv,0.0002909530,0.05000,2.012
46,linear_attn.in_proj_z,0.0001456825,0.05000,2.002
46,linear_attn.out_proj,0.0000095057,0.05000,2.464
46,mlp.gate_proj,0.0002010068,0.05000,2.793
46,mlp.up_proj,0.0002256891,0.05000,2.816
46,mlp.down_proj,0.0000143541,0.05000,9.666
47,self_attn.v_proj,0.0000506427,0.05000,3.942
47,self_attn.q_proj,0.0003168942,0.05000,4.071
47,self_attn.k_proj,0.0000321328,0.05000,4.077
47,self_attn.o_proj,0.0000101120,0.05000,2.398
47,mlp.gate_proj,0.0002227599,0.05000,2.660
47,mlp.up_proj,0.0002490375,0.05000,2.815
47,mlp.down_proj,0.0000175623,0.05000,9.421
48,linear_attn.in_proj_qkv,0.0003186905,0.05000,1.999
48,linear_attn.in_proj_z,0.0001540790,0.05000,1.970
48,linear_attn.out_proj,0.0000110738,0.05000,2.431
48,mlp.gate_proj,0.0002386876,0.05000,2.867
48,mlp.up_proj,0.0002675655,0.05000,2.881
48,mlp.down_proj,0.0000212672,0.05000,9.621
49,linear_attn.in_proj_qkv,0.0003820718,0.05000,2.009
49,linear_attn.in_proj_z,0.0001642076,0.05000,1.910
49,linear_attn.out_proj,0.0000149738,0.05000,2.275
49,mlp.gate_proj,0.0002584349,0.05000,2.741
49,mlp.up_proj,0.0002866655,0.05000,2.790
49,mlp.down_proj,0.0000272903,0.05000,9.620
50,linear_attn.in_proj_qkv,0.0003893767,0.05000,2.039
50,linear_attn.in_proj_z,0.0001826149,0.05000,1.886
50,linear_attn.out_proj,0.0000220006,0.05000,2.407
50,mlp.up_proj,0.0003265009,0.05000,2.806
50,mlp.gate_proj,0.0003083456,0.05000,2.852
50,mlp.down_proj,0.0000455937,0.05000,9.704
51,self_attn.k_proj,0.0000418068,0.05000,3.974
51,self_attn.q_proj,0.0004121897,0.05000,4.004
51,self_attn.v_proj,0.0000925749,0.05000,4.031
51,self_attn.o_proj,0.0000293543,0.05000,2.477
51,mlp.gate_proj,0.0003434407,0.05000,2.824
51,mlp.up_proj,0.0003731706,0.05000,2.881
51,mlp.down_proj,0.0000584166,0.05000,9.791
52,linear_attn.in_proj_qkv,0.0005982841,0.05000,2.058
52,linear_attn.in_proj_z,0.0002757637,0.05000,2.004
52,linear_attn.out_proj,0.0000300584,0.05000,2.357
52,mlp.gate_proj,0.0004216733,0.05000,2.768
52,mlp.up_proj,0.0004031492,0.05000,3.058
52,mlp.down_proj,0.0000588965,0.05000,9.417
53,linear_attn.in_proj_qkv,0.0005947312,0.05000,1.999
53,linear_attn.in_proj_z,0.0002927151,0.05000,2.049
53,linear_attn.out_proj,0.0000332334,0.05000,2.384
53,mlp.up_proj,0.0004268191,0.05000,2.878
53,mlp.gate_proj,0.0004694973,0.05000,2.915
53,mlp.down_proj,0.0000641496,0.05000,9.748
54,linear_attn.in_proj_qkv,0.0005754633,0.05000,2.075
54,linear_attn.in_proj_z,0.0003124722,0.05000,1.922
54,linear_attn.out_proj,0.0000333667,0.05000,2.403
54,mlp.up_proj,0.0005059157,0.05000,2.791
54,mlp.gate_proj,0.0005929848,0.05000,2.831
54,mlp.down_proj,0.0000913851,0.05000,9.517
55,self_attn.q_proj,0.0005465929,0.05000,3.951
55,self_attn.v_proj,0.0001239293,0.05000,3.981
55,self_attn.k_proj,0.0000579751,0.05000,4.000
55,self_attn.o_proj,0.0000298551,0.05000,2.327
55,mlp.gate_proj,0.0005700416,0.05000,2.823
55,mlp.up_proj,0.0005092237,0.05000,2.834
55,mlp.down_proj,0.0000769449,0.05000,9.598
56,linear_attn.in_proj_qkv,0.0006624743,0.05000,1.882
56,linear_attn.in_proj_z,0.0003330500,0.05000,1.871
56,linear_attn.out_proj,0.0000457990,0.05000,2.365
56,mlp.gate_proj,0.0006302628,0.05000,2.915
56,mlp.up_proj,0.0005478271,0.05000,3.194
56,mlp.down_proj,0.0000767774,0.05000,9.813
57,linear_attn.in_proj_qkv,0.0007052206,0.05000,2.025
57,linear_attn.in_proj_z,0.0003543249,0.05000,2.000
57,linear_attn.out_proj,0.0000407313,0.05000,2.426
57,mlp.up_proj,0.0006268600,0.05000,2.788
57,mlp.gate_proj,0.0007333108,0.05000,2.868
57,mlp.down_proj,0.0000806746,0.05000,9.734
58,linear_attn.in_proj_qkv,0.0006764381,0.05000,2.249
58,linear_attn.in_proj_z,0.0003702752,0.05000,1.827
58,linear_attn.out_proj,0.0000439231,0.05000,2.325
58,mlp.up_proj,0.0007224930,0.05000,2.771
58,mlp.gate_proj,0.0008458127,0.05000,2.851
58,mlp.down_proj,0.0001073471,0.05000,9.706
59,self_attn.v_proj,0.0002534219,0.05000,3.880
59,self_attn.k_proj,0.0000720708,0.05000,3.934
59,self_attn.q_proj,0.0006471389,0.05000,4.061
59,self_attn.o_proj,0.0000865519,0.05000,2.479
59,mlp.up_proj,0.0007308760,0.05000,2.750
59,mlp.gate_proj,0.0008335251,0.05000,2.801
59,mlp.down_proj,0.0001261923,0.05000,9.394
60,linear_attn.in_proj_qkv,0.0008105025,0.05000,2.106
60,linear_attn.in_proj_z,0.0003880060,0.05000,2.010
60,linear_attn.out_proj,0.0001007381,0.05000,2.189
60,mlp.gate_proj,0.0008283832,0.05000,2.740
60,mlp.up_proj,0.0007406551,0.05000,2.780
60,mlp.down_proj,0.0001567032,0.05000,9.783
61,linear_attn.in_proj_qkv,0.0006010910,0.05000,1.947
61,linear_attn.in_proj_z,0.0003464860,0.05000,1.794
61,linear_attn.out_proj,0.0000901399,0.05000,2.424
61,mlp.up_proj,0.0007882093,0.05000,2.968
61,mlp.gate_proj,0.0008725039,0.05000,2.987
61,mlp.down_proj,0.0002059536,0.05000,9.399
62,linear_attn.in_proj_qkv,0.0006572308,0.05000,2.043
62,linear_attn.in_proj_z,0.0003461558,0.05000,2.032
62,linear_attn.out_proj,0.0002392242,0.05000,2.488
62,mlp.up_proj,0.0007274505,0.05000,2.755
62,mlp.gate_proj,0.0008007132,0.05000,2.820
62,mlp.down_proj,0.0003095795,0.05000,9.611
63,self_attn.v_proj,0.0002023079,0.05000,3.974
63,self_attn.k_proj,0.0000646610,0.05000,3.993
63,self_attn.q_proj,0.0005759815,0.05000,4.071
63,self_attn.o_proj,0.0002338829,0.05000,2.411
63,mlp.gate_proj,0.0006730167,0.05000,2.771
63,mlp.up_proj,0.0005922088,0.05000,2.782
63,mlp.down_proj,0.0006151453,0.05000,9.336
|