Add MetaCLIP models

docs/PRETRAINED.md

@@ -146,3 +146,22 @@ Additional models and more information can be found at [/docs/datacomp_models.md
 * `commonpool_xl_s13b_b90k`: A ViT-L/14 trained on CommonPool-XL without any filtering, for 12.8B steps and batch size 90k. Achieves 72.3% zero-shot accuracy on ImageNet. Available at https://huggingface.co/laion/CLIP-ViT-L-14-CommonPool.XL-s13B-b90K.
 
 
+### MetaCLIP
+
+MetaCLIP models are described in the paper [Demystifying CLIP Data](https://arxiv.org/abs/2309.16671).
+These models were developed by Hu Xu, Saining Xie, Xiaoqing Ellen Tan, Po-Yao Huang, Russell Howes, Vasu Sharma, Shang-Wen Li, Gargi Ghosh, Luke Zettlemoyer and Christoph Feichtenhofer from Meta, New York University and the University of Washington.
+
+Models and are licensed under CC-BY-NC.
+More details are available at https://github.com/facebookresearch/MetaCLIP. 
+
+
+If you use MetaCLIP models, please cite the following:
+
+```bibtex
+@inproceedings{xu2023metaclip,
+   title={Demystifying CLIP Data},
+   author={Hu Xu, Saining Xie, Xiaoqing Ellen Tan, Po-Yao Huang, Russell Howes, Vasu, Sharma, Shang-Wen Li, Gargi Ghosh, Luke Zettlemoyer and Christoph Feichtenhofer},
+   journal={arXiv preprint arXiv:2309.16671},
+   year={2023}
+}
+```

docs/openclip_results.csv

@@ -1,9 +1,11 @@
 name,pretrained,Average perf. on 38 datasets,ImageNet 1k,Caltech-101,CIFAR-10,CIFAR-100,CLEVR Counts,CLEVR Distance,Country211,Describable Textures,EuroSAT,FGVC Aircraft,Food-101,GTSRB,ImageNet Sketch,ImageNet v2,ImageNet-A,ImageNet-O,ImageNet-R,KITTI Vehicle Distance,MNIST,ObjectNet,Oxford Flowers-102,Oxford-IIIT Pet,Pascal VOC 2007,PatchCamelyon,Rendered SST2,RESISC45,Stanford Cars,STL-10,SUN397,SVHN,Flickr,MSCOCO,WinoGAViL,iWildCam,Camelyon17,FMoW,Dollar Street,GeoDE
 EVA02-E-14-plus,laion2b_s9b_b144k,0.6930,0.8201,0.9535,0.9934,0.9316,0.2991,0.1998,0.3564,0.6777,0.7574,0.5360,0.9496,0.6740,0.7162,0.7564,0.8223,0.3540,0.9456,0.1842,0.7463,0.7937,0.8433,0.9567,0.8569,0.6442,0.6271,0.7490,0.9457,0.9926,0.7510,0.7560,0.8648,0.5991,0.4403,0.2591,0.6948,0.2668,0.6951,0.9244
 EVA02-E-14,laion2b_s4b_b115k,0.6690,0.8196,0.9541,0.9925,0.9258,0.1632,0.2499,0.3482,0.6878,0.7446,0.4892,0.9523,0.6729,0.7151,0.7566,0.8044,0.3340,0.9407,0.1294,0.7581,0.7674,0.8210,0.9569,0.8136,0.4972,0.5859,0.7324,0.9438,0.9926,0.7658,0.6381,0.8515,0.5892,0.4429,0.2289,0.4894,0.2801,0.6682,0.9182
+ViT-H-14-quickgelu,metaclip_fullcc,0.6671,0.8051,0.9536,0.9804,0.8634,0.2115,0.1881,0.3716,0.7271,0.6450,0.5114,0.9423,0.6257,0.7052,0.7417,0.7533,0.3040,0.9342,0.2771,0.7266,0.7642,0.8448,0.9561,0.7495,0.6222,0.6925,0.7024,0.8990,0.9944,0.7440,0.5910,0.8507,0.5752,0.5312,0.1680,0.5782,0.2314,0.6811,0.9077
 ViT-bigG-14,laion2b_s39b_b160k,0.6667,0.8009,0.9484,0.9824,0.8752,0.2989,0.2002,0.3379,0.6867,0.6919,0.4953,0.9309,0.6244,0.6894,0.7359,0.6933,0.3785,0.9213,0.1308,0.7157,0.7284,0.8163,0.9529,0.8077,0.6364,0.6535,0.7235,0.9460,0.9850,0.7450,0.6961,0.8623,0.5938,0.4488,0.1760,0.5905,0.2352,0.6857,0.9127
 ViT-L-14,datacomp_xl_s13b_b90k,0.6627,0.7921,0.9465,0.9824,0.8736,0.3555,0.2443,0.3157,0.6649,0.7124,0.4750,0.9452,0.5853,0.6795,0.7205,0.6959,0.3255,0.9083,0.2785,0.8661,0.7425,0.8262,0.9506,0.8247,0.5118,0.6101,0.6941,0.9305,0.9925,0.7427,0.6769,0.8119,0.5451,0.4666,0.1614,0.5089,0.2403,0.6624,0.9152
 EVA01-g-14-plus,merged2b_s11b_b114k,0.6624,0.7933,0.9506,0.9910,0.9008,0.2302,0.2293,0.3087,0.6734,0.7280,0.3947,0.9366,0.6644,0.6814,0.7214,0.7416,0.3415,0.9246,0.1491,0.7176,0.7491,0.7959,0.9490,0.8285,0.6244,0.5854,0.7079,0.9073,0.9949,0.7426,0.5951,0.8535,0.5925,0.4684,0.1882,0.7100,0.2283,0.6589,0.9148
+ViT-L-14-quickgelu,metaclip_fullcc,0.6592,0.7917,0.9527,0.9759,0.8410,0.3107,0.2260,0.3394,0.6862,0.5894,0.4537,0.9352,0.5623,0.6896,0.7256,0.7231,0.3010,0.9205,0.2785,0.6444,0.7457,0.8143,0.9461,0.8030,0.6197,0.6678,0.7360,0.8868,0.9933,0.7355,0.4681,0.8326,0.5576,0.5357,0.1581,0.7551,0.2592,0.6752,0.9140
 EVA02-L-14-336,merged2b_s6b_b61k,0.6583,0.8039,0.9525,0.9892,0.8980,0.3635,0.2485,0.3354,0.6473,0.7139,0.3758,0.9421,0.5759,0.6891,0.7380,0.8289,0.2850,0.9324,0.2377,0.6421,0.7789,0.7645,0.9424,0.8267,0.5487,0.6463,0.6910,0.9158,0.9966,0.7480,0.4575,0.8381,0.5605,0.5053,0.2105,0.5691,0.2198,0.6811,0.9136
 convnext_xxlarge,laion2b_s34b_b82k_augreg_soup,0.6530,0.7947,0.9448,0.9822,0.8687,0.1454,0.2365,0.3170,0.7053,0.6128,0.4434,0.9321,0.5508,0.6840,0.7260,0.6719,0.4060,0.9160,0.2363,0.8277,0.7273,0.8241,0.9445,0.8090,0.5142,0.6952,0.7190,0.9409,0.9810,0.7458,0.6254,0.8521,0.5867,0.4702,0.1730,0.6071,0.0000,0.6764,0.9215
 convnext_xxlarge,laion2b_s34b_b82k_augreg_rewind,0.6521,0.7931,0.9452,0.9823,0.8686,0.1651,0.2534,0.3155,0.7016,0.6331,0.4398,0.9308,0.5491,0.6825,0.7228,0.6657,0.3975,0.9139,0.2419,0.7930,0.7252,0.8241,0.9438,0.8100,0.5014,0.6897,0.7168,0.9406,0.9801,0.7459,0.6137,0.8498,0.5871,0.4741,0.1735,0.6071,0.0000,0.6799,0.9228
@@ -21,20 +23,23 @@ coca_ViT-L-14,laion2b_s13b_b90k,0.6305,0.7564,0.9433,0.9717,0.8318,0.3565,0.2365
 ViT-g-14,laion2b_s12b_b42k,0.6299,0.7663,0.9415,0.9706,0.8392,0.3317,0.2225,0.2878,0.6824,0.6469,0.3768,0.9155,0.4985,0.6516,0.6956,0.5716,0.3785,0.8869,0.1350,0.6840,0.6761,0.7800,0.9431,0.8108,0.5624,0.6425,0.7176,0.9292,0.9865,0.7541,0.3930,0.8366,0.5647,0.4427,0.1486,0.4948,0.2040,0.6542,0.9132
 convnext_large_d,laion2b_s26b_b102k_augreg,0.6294,0.7591,0.9365,0.9655,0.8309,0.3461,0.1997,0.2525,0.6739,0.6959,0.3610,0.9055,0.5299,0.6430,0.6826,0.5352,0.4425,0.8767,0.1027,0.8063,0.6618,0.7667,0.9282,0.7891,0.5309,0.5612,0.6768,0.9316,0.9829,0.7307,0.6812,0.8384,0.5550,0.4646,0.1549,0.3964,0.1793,0.6402,0.9019
 ViT-L-14-336,openai,0.6284,0.7656,0.9225,0.9493,0.7436,0.2003,0.1895,0.3445,0.5559,0.6144,0.3346,0.9386,0.5239,0.6100,0.7089,0.7748,0.3265,0.8905,0.2616,0.7916,0.7183,0.7852,0.9369,0.7815,0.6073,0.7057,0.6379,0.7932,0.9943,0.6865,0.5560,0.7730,0.4751,0.4145,0.1490,0.6456,0.2325,0.6390,0.9015
+ViT-L-14-quickgelu,metaclip_400m,0.6252,0.7620,0.9464,0.9544,0.7727,0.2271,0.2514,0.3085,0.6245,0.6033,0.3983,0.9073,0.4755,0.6505,0.6977,0.6640,0.2895,0.8889,0.2419,0.6186,0.6923,0.7648,0.9381,0.7440,0.7039,0.6551,0.6848,0.8477,0.9928,0.7073,0.3239,0.7981,0.5191,0.5175,0.1408,0.6916,0.1874,0.6741,0.8931
 ViT-L-14,commonpool_xl_s13b_b90k,0.6207,0.7229,0.9327,0.9801,0.8410,0.1985,0.2461,0.2962,0.6202,0.6889,0.1957,0.9107,0.5467,0.6118,0.6511,0.5625,0.2855,0.8594,0.3390,0.9084,0.7022,0.6966,0.9060,0.8076,0.5248,0.5953,0.5756,0.8939,0.9890,0.7103,0.6589,0.7339,0.4652,0.5072,0.1229,0.5246,0.1948,0.6811,0.8990
 ViT-L-14,laion2b_s32b_b82k,0.6205,0.7525,0.9388,0.9662,0.8332,0.3123,0.2234,0.2631,0.6293,0.6459,0.3652,0.9100,0.5618,0.6328,0.6780,0.5385,0.3870,0.8742,0.2293,0.5410,0.6529,0.7479,0.9309,0.8053,0.5641,0.5925,0.6687,0.9263,0.9885,0.7434,0.4087,0.8251,0.5493,0.4385,0.1257,0.5972,0.2007,0.6402,0.8919
 ViT-L-14,openai,0.6173,0.7554,0.9249,0.9559,0.7582,0.1943,0.2021,0.3187,0.5537,0.6263,0.3181,0.9305,0.5055,0.5959,0.6983,0.7075,0.3235,0.8784,0.2180,0.7634,0.6889,0.7923,0.9323,0.7828,0.5204,0.6881,0.6337,0.7788,0.9936,0.6756,0.5840,0.7508,0.4642,0.4136,0.1211,0.6741,0.2229,0.6297,0.8839
 ViT-B-16,datacomp_xl_s13b_b90k,0.6147,0.7349,0.9380,0.9624,0.8212,0.3267,0.2461,0.2215,0.5793,0.5883,0.2970,0.9047,0.5523,0.6044,0.6598,0.4840,0.4285,0.8362,0.2883,0.7649,0.6350,0.7701,0.9254,0.8178,0.6002,0.5162,0.6535,0.8883,0.9811,0.7051,0.6272,0.7633,0.4880,0.4832,0.1181,0.4799,0.1504,0.6168,0.8990
 coca_ViT-L-14,mscoco_finetuned_laion2b_s13b_b90k,0.6138,0.7210,0.9459,0.9626,0.7966,0.3649,0.2488,0.1810,0.6218,0.5904,0.2344,0.8449,0.5532,0.6116,0.6486,0.4568,0.3905,0.8579,0.3502,0.8220,0.6257,0.7078,0.9104,0.8127,0.4687,0.6134,0.6232,0.8875,0.9864,0.7377,0.5317,0.8373,0.6038,0.5178,0.1309,0.4097,0.1682,0.6729,0.8768
 ViT-B-32-256,datacomp_s34b_b86k,0.6087,0.7281,0.9348,0.9653,0.8287,0.2489,0.2271,0.1968,0.6064,0.6469,0.3645,0.8909,0.5152,0.6065,0.6481,0.3757,0.4635,0.8344,0.2658,0.7939,0.5960,0.7822,0.9115,0.7880,0.5880,0.5294,0.6505,0.8990,0.9731,0.7021,0.6708,0.7486,0.4892,0.4300,0.0910,0.6252,0.0000,0.6238,0.8923
 RN50x64,openai,0.6061,0.7391,0.9026,0.8510,0.5985,0.2254,0.1994,0.2981,0.5314,0.5765,0.3103,0.9205,0.4792,0.5593,0.6706,0.7077,0.3830,0.8441,0.3094,0.8583,0.6820,0.7745,0.9360,0.7398,0.5387,0.7106,0.6265,0.7581,0.9829,0.6661,0.6044,0.7794,0.4683,0.3936,0.1469,0.5280,0.1939,0.6472,0.8898
+ViT-B-16-quickgelu,metaclip_fullcc,0.6041,0.7212,0.9328,0.9572,0.7891,0.2935,0.2260,0.2271,0.6223,0.5265,0.3059,0.8882,0.4659,0.6016,0.6505,0.4953,0.4150,0.8423,0.1871,0.6610,0.6138,0.7358,0.9175,0.7818,0.5915,0.5898,0.6744,0.8302,0.9841,0.6879,0.3909,0.7811,0.5035,0.5221,0.1227,0.6993,0.1932,0.6402,0.8868
 ViT-L-14,laion400m_e32,0.5971,0.7277,0.9266,0.9464,0.7741,0.2421,0.2452,0.2302,0.6053,0.6233,0.2490,0.9007,0.4989,0.5964,0.6545,0.4647,0.4190,0.8467,0.1997,0.7612,0.5969,0.7306,0.9170,0.7561,0.4968,0.5601,0.6741,0.8962,0.9808,0.7258,0.4955,0.7891,0.5137,0.3932,0.1254,0.4555,0.1708,0.6168,0.8839
 ViT-L-14,laion400m_e31,0.5964,0.7271,0.9259,0.9465,0.7738,0.2420,0.2452,0.2290,0.5973,0.6322,0.2462,0.9002,0.4965,0.5944,0.6547,0.4596,0.4225,0.8466,0.1997,0.7668,0.5962,0.7323,0.9154,0.7585,0.4877,0.5651,0.6710,0.8964,0.9804,0.7247,0.4956,0.7885,0.5129,0.3949,0.1239,0.4595,0.1651,0.6075,0.8831
 EVA02-B-16,merged2b_s8b_b131k,0.5890,0.7472,0.9302,0.9846,0.8773,0.2125,0.2254,0.2136,0.5282,0.6635,0.2506,0.8943,0.4630,0.5771,0.6701,0.5396,0.3410,0.8244,0.2208,0.4729,0.6214,0.7245,0.9211,0.8019,0.5091,0.5415,0.6037,0.7855,0.9949,0.7064,0.2497,0.7873,0.5044,0.4722,0.1515,0.7095,0.1724,0.6086,0.8810
 convnext_base_w_320,laion_aesthetic_s13b_b82k_augreg,0.5869,0.7128,0.9255,0.8823,0.6515,0.2825,0.2225,0.2243,0.6074,0.5124,0.2632,0.8947,0.4365,0.5646,0.6362,0.4157,0.5075,0.8136,0.2180,0.7219,0.5237,0.7524,0.9239,0.7530,0.5696,0.5508,0.6421,0.8918,0.9755,0.7037,0.4443,0.8009,0.5142,0.4293,0.1392,0.5502,0.1215,0.6297,0.8935
 ViT-B-16,laion2b_s34b_b88k,0.5866,0.7023,0.9287,0.9494,0.7684,0.2149,0.2455,0.2029,0.5633,0.5346,0.2695,0.8663,0.4826,0.5608,0.6228,0.3823,0.4625,0.8061,0.1730,0.6577,0.5598,0.7084,0.9048,0.7886,0.5639,0.5969,0.6275,0.8848,0.9786,0.7085,0.5002,0.7807,0.5087,0.4601,0.1217,0.6249,0.1211,0.5841,0.8735
 convnext_base_w,laion2b_s13b_b82k_augreg,0.5835,0.7147,0.9258,0.9561,0.8021,0.3307,0.2450,0.2016,0.6144,0.4828,0.2235,0.8675,0.4654,0.5890,0.6329,0.3817,0.5110,0.8253,0.2068,0.6441,0.5732,0.7017,0.9191,0.7979,0.4823,0.5925,0.6056,0.9126,0.9705,0.7113,0.5376,0.7985,0.5222,0.4390,0.1285,0.3801,0.0000,0.5935,0.8881
 ViT-B-32,datacomp_xl_s13b_b90k,0.5795,0.6917,0.9230,0.9561,0.8031,0.1294,0.2423,0.1756,0.5713,0.5746,0.2463,0.8632,0.5185,0.5676,0.6075,0.3035,0.4975,0.7818,0.1632,0.8124,0.5510,0.7353,0.9002,0.8151,0.5284,0.4849,0.6343,0.8728,0.9654,0.6780,0.6240,0.7004,0.4534,0.4594,0.0863,0.6656,0.0000,0.5643,0.8731
+ViT-B-16-quickgelu,metaclip_400m,0.5785,0.7080,0.9341,0.9014,0.6657,0.3010,0.2245,0.2260,0.5590,0.5572,0.2839,0.8725,0.4375,0.5789,0.6261,0.4700,0.3920,0.8177,0.2419,0.4794,0.5916,0.7229,0.9035,0.7217,0.6203,0.6046,0.6619,0.7421,0.9724,0.6678,0.2523,0.7668,0.4822,0.5113,0.1122,0.6769,0.1991,0.6063,0.8894
 convnext_base_w,laion_aesthetic_s13b_b82k,0.5766,0.7099,0.9061,0.8305,0.6116,0.2960,0.1956,0.2228,0.6229,0.4519,0.2938,0.8847,0.4016,0.5546,0.6342,0.4123,0.4750,0.7986,0.2630,0.6739,0.5559,0.7170,0.9199,0.7548,0.5517,0.5579,0.6162,0.8661,0.9709,0.7143,0.2802,0.8093,0.5238,0.4764,0.1378,0.5859,0.1284,0.6343,0.8722
 convnext_base_w,laion2b_s13b_b82k,0.5761,0.7078,0.9222,0.9383,0.7519,0.2385,0.1866,0.2018,0.5957,0.5678,0.2825,0.8711,0.4930,0.5712,0.6234,0.3993,0.4815,0.8070,0.1505,0.5435,0.5795,0.6955,0.9189,0.8038,0.4154,0.6041,0.6284,0.8957,0.9775,0.7128,0.3459,0.7992,0.5171,0.4706,0.1181,0.4812,0.1072,0.6075,0.8802
 ViT-B-16-plus-240,laion400m_e32,0.5724,0.6919,0.9239,0.9273,0.7377,0.2387,0.2348,0.1894,0.5548,0.5820,0.1852,0.8734,0.4944,0.5442,0.6148,0.3689,0.4980,0.8049,0.2813,0.5709,0.5384,0.6886,0.9015,0.7636,0.5524,0.5799,0.6137,0.8448,0.9698,0.6985,0.3777,0.7730,0.4979,0.4069,0.1163,0.4876,0.1616,0.5923,0.8697
@@ -46,16 +51,18 @@ xlm-roberta-base-ViT-B-32,laion5b_s13b_b90k,0.5643,0.6236,0.9079,0.9366,0.7654,0
 ViT-B-16,openai,0.5626,0.6834,0.8901,0.9077,0.6695,0.2123,0.2231,0.2282,0.4495,0.5594,0.2421,0.8872,0.4339,0.4824,0.6188,0.4995,0.4230,0.7770,0.2644,0.5135,0.5531,0.6907,0.8886,0.7831,0.5072,0.6068,0.5822,0.6477,0.9825,0.6435,0.5190,0.7218,0.4275,0.4316,0.1099,0.6808,0.1888,0.5876,0.8614
 ViT-B-16,laion400m_e32,0.5621,0.6705,0.9131,0.9172,0.7116,0.2869,0.2451,0.1810,0.5133,0.5019,0.1765,0.8613,0.4346,0.5238,0.5963,0.3324,0.5075,0.7793,0.1814,0.6624,0.5152,0.6691,0.8917,0.7684,0.5960,0.5437,0.5852,0.8373,0.9698,0.6961,0.3413,0.7458,0.4688,0.4326,0.1028,0.5999,0.1546,0.5935,0.8534
 ViT-B-16,laion400m_e31,0.5617,0.6698,0.9159,0.9169,0.7130,0.2889,0.2451,0.1804,0.5138,0.5033,0.1742,0.8587,0.4353,0.5233,0.5943,0.3327,0.5035,0.7777,0.1997,0.6531,0.5128,0.6693,0.8911,0.7678,0.5925,0.5459,0.5849,0.8365,0.9703,0.6958,0.3388,0.7451,0.4674,0.4225,0.1056,0.5976,0.1546,0.5946,0.8534
+ViT-B-32-quickgelu,metaclip_fullcc,0.5577,0.6766,0.9290,0.9518,0.7767,0.1871,0.2307,0.1764,0.5883,0.4991,0.2705,0.8309,0.3922,0.5599,0.5957,0.2993,0.4825,0.7805,0.1871,0.4272,0.5286,0.6935,0.9087,0.7652,0.5596,0.5310,0.6124,0.7738,0.9630,0.6689,0.3447,0.7295,0.4662,0.5238,0.0915,0.5656,0.1588,0.6051,0.8610
 convnext_base,laion400m_s13b_b51k,0.5576,0.6627,0.9151,0.8899,0.6462,0.2386,0.2209,0.1700,0.5404,0.4850,0.1556,0.8515,0.4551,0.5196,0.5859,0.3092,0.4925,0.7575,0.2925,0.6114,0.5058,0.6900,0.8853,0.7528,0.6116,0.5376,0.5683,0.8409,0.9656,0.6845,0.4038,0.7438,0.4615,0.4045,0.1095,0.6565,0.1589,0.5537,0.8530
 coca_ViT-B-32,laion2b_s13b_b90k,0.5547,0.6359,0.9115,0.9389,0.7396,0.1889,0.2057,0.1444,0.5388,0.4615,0.1882,0.7901,0.4474,0.5139,0.5569,0.2160,0.4995,0.7352,0.2686,0.7148,0.4518,0.6296,0.8875,0.7805,0.5974,0.5772,0.6010,0.8414,0.9634,0.6751,0.5519,0.7297,0.4560,0.4588,0.0943,0.5609,0.1088,0.5736,0.8447
 ViT-B-32,laion2b_e16,0.5483,0.6565,0.9104,0.9403,0.7544,0.1923,0.2310,0.1652,0.5383,0.5030,0.2298,0.8166,0.3655,0.5287,0.5739,0.2615,0.5030,0.7588,0.1758,0.6347,0.4877,0.6732,0.8903,0.7877,0.5072,0.5437,0.6190,0.8437,0.9653,0.6851,0.4164,0.7539,0.4768,0.4602,0.0971,0.4648,0.0000,0.5724,0.8526
 roberta-ViT-B-32,laion2b_s12b_b32k,0.5411,0.6171,0.9039,0.9325,0.7505,0.1472,0.2007,0.1472,0.5920,0.5215,0.1725,0.7812,0.4082,0.4912,0.5331,0.2120,0.5075,0.7224,0.3854,0.6636,0.4499,0.5893,0.8670,0.7804,0.4985,0.5420,0.6117,0.8315,0.9564,0.6627,0.4526,0.7302,0.4590,0.4583,0.0606,0.4098,0.1161,0.5549,0.8426
+ViT-B-32-quickgelu,metaclip_400m,0.5387,0.6558,0.9171,0.9125,0.7006,0.2175,0.2448,0.1716,0.5255,0.5239,0.2680,0.8106,0.3576,0.5330,0.5760,0.2863,0.4680,0.7477,0.2588,0.4144,0.5046,0.6811,0.8877,0.7081,0.6426,0.5338,0.5954,0.7060,0.9543,0.6345,0.2056,0.7007,0.4386,0.5097,0.0819,0.6443,0.0000,0.5970,0.8539
 ViT-B-16,datacomp_l_s1b_b8k,0.5372,0.6310,0.8969,0.9381,0.7540,0.2314,0.2513,0.1434,0.4691,0.5011,0.1001,0.8311,0.4343,0.4976,0.5521,0.2545,0.4955,0.7177,0.4008,0.5400,0.5298,0.6261,0.8352,0.8089,0.4973,0.5294,0.5273,0.7718,0.9576,0.6431,0.4595,0.6428,0.4045,0.4465,0.0729,0.5000,0.0976,0.5748,0.8493
 ViT-B-16,commonpool_l_clip_s1b_b8k,0.5294,0.5777,0.8853,0.9349,0.7313,0.2691,0.2313,0.1417,0.4500,0.4728,0.0822,0.7995,0.4657,0.4589,0.4995,0.2165,0.4950,0.6843,0.3755,0.7032,0.4914,0.5667,0.7561,0.7821,0.4962,0.5036,0.5295,0.8171,0.9496,0.6295,0.5985,0.5956,0.3658,0.4359,0.0741,0.4920,0.1257,0.5818,0.8501
 ViT-B-32-quickgelu,laion400m_e32,0.5272,0.6293,0.9118,0.9074,0.7029,0.1624,0.2391,0.1475,0.5457,0.5143,0.1658,0.8086,0.4197,0.4939,0.5506,0.2172,0.5345,0.7342,0.2897,0.3733,0.4389,0.6620,0.8671,0.7582,0.5592,0.5228,0.5454,0.7926,0.9560,0.6700,0.3039,0.7025,0.4395,0.4072,0.0745,0.4709,0.1296,0.5491,0.8380
 ViT-B-32-quickgelu,laion400m_e31,0.5263,0.6294,0.9121,0.9060,0.7021,0.1659,0.2397,0.1476,0.5447,0.5085,0.1675,0.8080,0.4230,0.4937,0.5487,0.2161,0.5335,0.7349,0.2911,0.3656,0.4374,0.6638,0.8629,0.7539,0.5543,0.5217,0.5446,0.7914,0.9553,0.6702,0.3144,0.7022,0.4395,0.4034,0.0788,0.4554,0.1310,0.5467,0.8363
-ViT-B-32-quickgelu,openai,0.5245,0.6332,0.8758,0.8983,0.6423,0.2320,0.2335,0.1720,0.4436,0.5044,0.1953,0.8400,0.3258,0.4229,0.5592,0.3155,0.4775,0.6933,0.2743,0.4839,0.4431,0.6670,0.8700,0.7640,0.6224,0.5865,0.5362,0.5963,0.9713,0.6248,0.3159,0.6884,0.4028,0.4125,0.0732,0.6061,0.1676,0.5386,0.8217
 ViT-B-32,openai,0.5245,0.6332,0.8758,0.8983,0.6423,0.2320,0.2335,0.1720,0.4436,0.5044,0.1953,0.8400,0.3258,0.4229,0.5592,0.3155,0.4775,0.6933,0.2743,0.4839,0.4431,0.6670,0.8700,0.7640,0.6224,0.5865,0.5362,0.5963,0.9713,0.6248,0.3159,0.6884,0.4028,0.4125,0.0732,0.6061,0.1676,0.5386,0.8217
+ViT-B-32-quickgelu,openai,0.5245,0.6332,0.8758,0.8983,0.6423,0.2320,0.2335,0.1720,0.4436,0.5044,0.1953,0.8400,0.3258,0.4229,0.5592,0.3155,0.4775,0.6933,0.2743,0.4839,0.4431,0.6670,0.8700,0.7640,0.6224,0.5865,0.5362,0.5963,0.9713,0.6248,0.3159,0.6884,0.4028,0.4125,0.0732,0.6061,0.1676,0.5386,0.8217
 RN50x4,openai,0.5188,0.6627,0.8661,0.7943,0.4514,0.2045,0.0905,0.2039,0.4862,0.3354,0.2102,0.8640,0.3622,0.4468,0.5944,0.4145,0.4955,0.7274,0.2335,0.4903,0.5141,0.6766,0.8829,0.6814,0.5675,0.6716,0.5338,0.6673,0.9658,0.6089,0.3190,0.7234,0.4318,0.3912,0.0870,0.5435,0.1130,0.5654,0.8376
 ViT-B-32,laion400m_e31,0.5077,0.6022,0.8916,0.8825,0.6781,0.1549,0.2261,0.1356,0.5218,0.4694,0.1437,0.7814,0.4082,0.4648,0.5234,0.1957,0.5085,0.7079,0.1224,0.4108,0.4281,0.6319,0.8541,0.7312,0.5495,0.5162,0.5108,0.7436,0.9494,0.6508,0.2891,0.6890,0.4327,0.4262,0.0745,0.4975,0.1076,0.5491,0.8328
 ViT-B-32,laion400m_e32,0.5074,0.6024,0.8918,0.8840,0.6773,0.1536,0.2261,0.1349,0.5229,0.4754,0.1467,0.7817,0.4070,0.4646,0.5237,0.1953,0.5080,0.7084,0.1181,0.4000,0.4292,0.6323,0.8513,0.7328,0.5490,0.5206,0.5094,0.7454,0.9498,0.6509,0.2759,0.6866,0.4337,0.4265,0.0741,0.5084,0.1068,0.5444,0.8326

src/open_clip/model_configs/ViT-B-16-quickgelu.json

@@ -0,0 +1,17 @@
+{
+    "embed_dim": 512,
+    "quick_gelu": true,
+    "vision_cfg": {
+        "image_size": 224,
+        "layers": 12,
+        "width": 768,
+        "patch_size": 16
+    },
+    "text_cfg": {
+        "context_length": 77,
+        "vocab_size": 49408,
+        "width": 512,
+        "heads": 8,
+        "layers": 12
+    }
+}

src/open_clip/model_configs/ViT-H-14-quickgelu.json

@@ -0,0 +1,18 @@
+{
+    "embed_dim": 1024,
+    "quick_gelu": true,
+    "vision_cfg": {
+        "image_size": 224,
+        "layers": 32,
+        "width": 1280,
+        "head_width": 80,
+        "patch_size": 14
+    },
+    "text_cfg": {
+        "context_length": 77,
+        "vocab_size": 49408,
+        "width": 1024,
+        "heads": 16,
+        "layers": 24
+    }
+}

src/open_clip/model_configs/ViT-L-14-quickgelu.json

@@ -0,0 +1,17 @@
+{
+    "embed_dim": 768,
+    "quick_gelu": true,
+    "vision_cfg": {
+        "image_size": 224,
+        "layers": 24,
+        "width": 1024,
+        "patch_size": 14
+    },
+    "text_cfg": {
+        "context_length": 77,
+        "vocab_size": 49408,
+        "width": 768,
+        "heads": 12,
+        "layers": 12
+    }
+}