timm_inference_benchmark / tmp /timm_inference_results_cpu_latest.csv
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timm_index,model_name,params_mil,inference_ms
1,beit_base_patch16_224,86.530984,1031.654577
3,beit_large_patch16_224,304.430568,3763.431823
6,beitv2_base_patch16_224,86.530984,755.558914
7,beitv2_large_patch16_224,304.430568,2427.587096
10,caformer_b36,98.753614,957.603304
11,caformer_m36,56.204878,555.574142
12,caformer_s18,26.341656,319.680693
13,caformer_s36,39.297102,583.463215
16,cait_s24_224,46.9162,716.081992
20,cait_xxs24_224,11.956264,168.346096
22,cait_xxs36_224,17.29972,252.766187
24,coat_lite_medium,44.571048,492.726667
26,coat_lite_mini,11.01156,128.139938
27,coat_lite_small,19.838504,229.761724
28,coat_lite_tiny,5.72196,111.105854
29,coat_mini,10.337004,424.465558
30,coat_small,21.693908,928.182805
31,coat_tiny,5.49854,483.722447
32,coatnet_0_224,25.03682,410.938662
33,coatnet_0_rw_224,27.435562,231.281168
34,coatnet_1_224,42.225776,460.81174
35,coatnet_1_rw_224,41.721502,409.629617
36,coatnet_2_224,74.684744,743.558553
37,coatnet_2_rw_224,73.8684,682.002742
38,coatnet_3_224,166.966264,1868.878723
39,coatnet_3_rw_224,181.805305,1509.485047
40,coatnet_4_224,275.425288,7041.234678
41,coatnet_5_224,687.472008,5285.586032
42,coatnet_bn_0_rw_224,27.435562,365.258042
43,coatnet_nano_cc_224,13.757328,153.976851
44,coatnet_nano_rw_224,15.141244,156.36166
45,coatnet_pico_rw_224,10.851364,222.975477
46,coatnet_rmlp_0_rw_224,27.446074,412.565411
47,coatnet_rmlp_1_rw2_224,41.724622,567.220439
48,coatnet_rmlp_1_rw_224,41.691982,440.468546
49,coatnet_rmlp_2_rw_224,73.881264,720.576188
51,coatnet_rmlp_3_rw_224,165.152788,1366.37196
52,coatnet_rmlp_nano_rw_224,15.145116,180.430115
53,coatnext_nano_rw_224,14.701244,144.19049
54,convformer_b36,99.882616,1033.900699
55,convformer_m36,57.05164,553.333743
56,convformer_s18,26.774448,197.628758
57,convformer_s36,40.012152,373.338975
58,convit_base,86.54004,785.621644
59,convit_small,27.777322,317.285692
60,convit_tiny,5.710512,116.560431
61,convmixer_768_32,21.110248,785.6167
62,convmixer_1024_20_ks9_p14,24.383464,340.416821
63,convmixer_1536_20,51.62596,2569.01833
64,convnext_atto,3.69552,44.721162
65,convnext_atto_ols,3.702912,43.718567
66,convnext_base,88.591464,631.619233
67,convnext_femto,5.217784,59.156477
68,convnext_femto_ols,5.22652,55.851427
69,convnext_large,197.767336,1290.081337
71,convnext_nano,15.59356,138.55911
72,convnext_nano_ols,15.64956,133.848407
73,convnext_pico,9.045672,84.858516
74,convnext_pico_ols,9.061928,79.892076
75,convnext_small,50.223688,361.632633
76,convnext_tiny,28.589128,208.880341
77,convnext_tiny_hnf,28.589128,198.647012
78,convnext_xlarge,350.196968,2276.879801
80,convnextv2_atto,3.7084,92.296916
81,convnextv2_base,88.7178,1992.346025
82,convnextv2_femto,5.23324,101.936035
84,convnextv2_large,197.95684,1606.864034
85,convnextv2_nano,15.6238,236.012017
86,convnextv2_pico,9.06628,143.102165
87,convnextv2_small,50.31844,600.105922
88,convnextv2_tiny,28.635496,253.265121
122,davit_base,87.954408,637.825892
123,davit_giant,1406.47012,7169.772769
124,davit_huge,348.922856,2450.916031
125,davit_large,196.811752,1313.525191
126,davit_small,49.745896,641.286583
127,davit_tiny,28.360168,337.689047
128,deit3_base_patch16_224,86.58532,590.062039
130,deit3_huge_patch14_224,632.12644,5098.436181
131,deit3_large_patch16_224,304.37476,2063.870309
133,deit3_medium_patch16_224,38.849512,291.72418
134,deit3_small_patch16_224,22.059496,289.112148
136,deit_base_distilled_patch16_224,87.338192,576.356751
138,deit_base_patch16_224,86.567656,568.975332
140,deit_small_distilled_patch16_224,22.436432,172.911945
141,deit_small_patch16_224,22.050664,181.460508
142,deit_tiny_distilled_patch16_224,5.9108,64.926841
143,deit_tiny_patch16_224,5.717416,59.062467
144,densenet121,7.978856,169.139926
145,densenet161,28.681,359.735224
146,densenet169,14.14948,280.037935
147,densenet201,20.013928,382.278453
148,densenet264d,72.736216,653.745391
149,densenetblur121d,7.998088,208.776708
150,dla34,15.742104,133.317492
151,dla46_c,1.3014,46.502349
152,dla46x_c,1.06844,119.924938
153,dla60,22.036632,190.53294
154,dla60_res2net,20.848072,207.777246
155,dla60_res2next,17.032984,198.363273
156,dla60x,17.352344,209.771223
157,dla60x_c,1.319832,65.547973
158,dla102,33.268888,314.265742
159,dla102x,26.309272,286.620548
160,dla102x2,41.2822,429.157128
161,dla169,53.38972,768.401631
163,dm_nfnet_f1,132.634256,1060.18865
169,dpn48b,9.126226,119.116971
170,dpn68,12.611602,144.201709
171,dpn68b,12.611602,141.957208
172,dpn92,37.668392,338.524109
173,dpn98,61.570728,510.305329
174,dpn107,86.9178,762.765675
175,dpn131,79.254504,1060.40087
178,eca_nfnet_l0,24.143924,299.695109
184,eca_vovnet39b,22.600316,278.591068
186,ecaresnet50d,25.57635,205.316442
187,ecaresnet50d_pruned,19.939713,158.210542
189,ecaresnet101d,44.568563,354.209547
190,ecaresnet101d_pruned,24.87604,248.406177
193,ecaresnetlight,30.162046,197.13305
194,ecaresnext26t_32x4d,15.40622,143.887281
195,ecaresnext50t_32x4d,15.40622,143.348617
201,efficientformer_l1,12.289928,102.511493
202,efficientformer_l3,31.406,242.372081
203,efficientformer_l7,82.229328,534.534259
204,efficientformerv2_l,26.322288,272.603214
205,efficientformerv2_s0,3.600256,94.629168
206,efficientformerv2_s1,6.18556,91.296262
207,efficientformerv2_s2,12.710112,164.179677
208,efficientnet_b0,5.288548,65.485975
209,efficientnet_b0_g8_gn,6.56266,88.841415
210,efficientnet_b0_g16_evos,8.107756,115.603744
211,efficientnet_b0_gn,5.288548,58.560354
212,efficientnet_b1,7.794184,81.561833
225,efficientnet_cc_b0_4e,13.314116,65.45088
226,efficientnet_cc_b0_8e,24.013284,67.787076
231,efficientnet_es,5.438392,94.791095
232,efficientnet_es_pruned,5.438392,85.165418
234,efficientnet_lite0,4.652008,39.494478
243,efficientnetv2_rw_t,13.649388,129.774043
246,efficientvit_b0,3.410008,29.751895
247,efficientvit_b1,9.102024,59.675009
248,efficientvit_b2,24.330712,128.69591
249,efficientvit_b3,48.646056,255.04323
250,efficientvit_l1,52.654088,294.364955
251,efficientvit_l2,63.707016,377.96153
252,efficientvit_l3,246.037288,1161.809152
253,efficientvit_m0,2.349436,41.993679
254,efficientvit_m1,2.98056,49.805561
255,efficientvit_m2,4.187554,40.75151
256,efficientvit_m3,6.900722,54.428579
257,efficientvit_m4,8.804228,56.406473
258,efficientvit_m5,12.473772,77.703069
259,ese_vovnet19b_dw,6.54308,101.649899
260,ese_vovnet19b_slim,3.166136,163.9845
261,ese_vovnet19b_slim_dw,1.897752,59.610613
262,ese_vovnet39b,24.568936,432.522317
263,ese_vovnet39b_evos,24.579144,370.463459
264,ese_vovnet57b,38.608936,337.51338
265,ese_vovnet99b,63.199272,608.214362
266,eva02_base_patch14_224,85.75872,783.024612
268,eva02_base_patch16_clip_224,86.26304,610.801046
270,eva02_large_patch14_224,303.2688,3018.038647
272,eva02_large_patch14_clip_224,304.105152,3062.722442
274,eva02_small_patch14_224,21.62112,270.386054
276,eva02_tiny_patch14_224,5.502144,93.971732
278,eva_giant_patch14_224,1012.555112,10172.602329
281,eva_giant_patch14_clip_224,1012.588928,10438.125358
291,fbnetc_100,5.5722,120.806198
292,fbnetv3_b,8.598464,78.153982
293,fbnetv3_d,10.306272,76.29229
298,focalnet_base_lrf,88.749768,651.183258
299,focalnet_base_srf,88.148144,614.586962
300,focalnet_huge_fl3,745.276338,4295.937656
301,focalnet_huge_fl4,686.460664,5439.20864
304,focalnet_small_lrf,50.34244,422.266254
305,focalnet_small_srf,49.891216,376.075116
306,focalnet_tiny_lrf,28.647928,230.868265
307,focalnet_tiny_srf,28.427116,213.33832
310,gc_efficientnetv2_rw_t,13.677713,165.734514
315,gcvit_base,90.320836,1193.030604
316,gcvit_small,51.092173,744.12061
317,gcvit_tiny,28.221974,342.9704
318,gcvit_xtiny,19.981294,207.48467
319,gcvit_xxtiny,11.995428,172.309213
321,gernet_m,21.14292,146.752384
322,gernet_s,8.173761,59.220805
323,ghostnet_050,2.587292,51.708395
324,ghostnet_100,5.182508,65.591314
325,ghostnet_130,7.35882,67.673145
326,ghostnetv2_100,6.156908,82.942069
327,ghostnetv2_130,8.960404,97.569331
328,ghostnetv2_160,12.392698,118.283884
329,gmixer_12_224,12.70108,111.827317
330,gmixer_24_224,24.721096,207.366298
331,gmlp_b16_224,73.075392,615.308464
332,gmlp_s16_224,19.422656,194.000594
333,gmlp_ti16_224,5.867328,78.933239
338,haloregnetz_b,11.680072,239.277074
339,hardcorenas_a,5.260232,56.714212
340,hardcorenas_b,5.176544,36.862001
341,hardcorenas_c,5.521224,36.412163
342,hardcorenas_d,7.500208,57.400281
343,hardcorenas_e,8.070992,57.568721
344,hardcorenas_f,8.199688,49.54608
345,hgnet_base,71.578184,828.112709
346,hgnet_small,24.360872,322.94213
347,hgnet_tiny,14.735864,190.626447
348,hgnetv2_b0,5.99655,45.326454
349,hgnetv2_b1,6.343158,57.303624
350,hgnetv2_b2,11.221356,86.344475
351,hgnetv2_b3,16.292216,105.205678
352,hgnetv2_b4,19.79668,152.037676
353,hgnetv2_b5,39.569064,289.307212
354,hgnetv2_b6,75.256776,935.629982
355,hiera_base_224,51.524968,408.637032
356,hiera_base_plus_224,69.896616,501.119133
357,hiera_huge_224,672.779752,4197.93485
358,hiera_large_224,213.739912,1804.86554
359,hiera_small_224,35.008072,404.001688
360,hiera_tiny_224,27.910216,196.543336
361,hrnet_w18,21.299004,322.211797
362,hrnet_w18_small,13.187464,110.594226
363,hrnet_w18_small_v2,15.597464,187.771124
364,hrnet_w18_ssld,21.295164,298.525495
365,hrnet_w30,37.71222,445.535667
366,hrnet_w32,41.23268,451.603323
367,hrnet_w40,57.55716,591.457822
368,hrnet_w44,67.064984,963.188401
369,hrnet_w48,77.469864,926.236055
370,hrnet_w48_ssld,77.466024,764.579817
371,hrnet_w64,128.059944,1140.037877
372,inception_next_base,86.672136,608.219339
373,inception_next_small,49.374016,436.596574
374,inception_next_tiny,28.05568,1219.449276
382,lcnet_035,1.64437,16.518742
383,lcnet_050,1.880856,15.101231
384,lcnet_075,2.358288,20.115212
385,lcnet_100,2.9538,25.813148
386,lcnet_150,4.501112,31.019424
387,legacy_senet154,115.088984,870.926081
388,legacy_seresnet18,11.778592,104.4253
389,legacy_seresnet34,21.958868,160.234826
390,legacy_seresnet50,28.088024,195.804614
391,legacy_seresnet101,49.326872,336.373522
392,legacy_seresnet152,66.821848,791.675231
393,legacy_seresnext26_32x4d,16.79028,209.145714
394,legacy_seresnext50_32x4d,27.559896,317.841731
395,legacy_seresnext101_32x4d,48.955416,372.109779
397,levit_128,9.213936,47.094688
398,levit_128s,7.777058,34.45656
399,levit_192,10.947069,69.346763
400,levit_256,18.893876,83.078451
401,levit_256d,26.210788,97.595867
402,levit_384,39.128836,139.981573
403,levit_384_s8,39.11896,494.446819
404,levit_512,95.1737,264.208272
405,levit_512_s8,74.046696,920.649096
406,levit_512d,92.497538,278.798645
407,levit_conv_128,9.213936,41.190484
408,levit_conv_128s,7.777058,30.869834
409,levit_conv_192,10.947069,83.179189
410,levit_conv_256,18.893876,109.789524
411,levit_conv_256d,26.210788,136.158519
412,levit_conv_384,39.128836,209.027657
413,levit_conv_384_s8,39.11896,493.620695
414,levit_conv_512,95.1737,255.087519
415,levit_conv_512_s8,74.046696,878.250337
416,levit_conv_512d,92.497538,261.724226
417,maxvit_base_tf_224,119.467708,1509.676092
420,maxvit_large_tf_224,211.78556,2283.446368
425,maxvit_rmlp_base_rw_224,116.135788,1496.460143
429,maxvit_rmlp_small_rw_224,64.895044,788.919697
432,maxvit_small_tf_224,68.927956,702.271444
436,maxvit_tiny_rw_224,29.057312,302.715792