==================================================================================================== base A rm100 (dreamsim_log): 904agv1z -> ssno0hse -> kzbhi4nt | epochs 0..322 configs: geneval_sd3_dreamsim_log: ds=0 gate=None fd=None rm=100 resume=None; geneval_sd3_dreamsim_log: ds=0 gate=None fd=None rm=100 resume=None; geneval_sd3_dreamsim_log: ds=0 gate=None fd=None rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.806 0.772 1.126 1.079 - - - - - 30 0.843 0.836 1.168 1.145 - - - - - 40 0.872 0.876 1.177 1.146 - - - - - 50 0.888 0.873 1.175 1.113 - - - - - 60 0.897 0.906 1.190 1.126 - - - - - 80 0.921 0.913 1.218 1.136 - - - - - 100 0.922 0.916 1.258 1.155 - - - - - 130 0.938 0.912 1.254 1.147 0.292 0.311 - - - 160 0.937 0.954 1.279 1.193 0.264 0.292 - - - 200 0.942 0.935 1.292 1.212 0.306 0.320 - - - 250 0.958 0.946 1.270 1.133 0.322 0.351 - - - 300 0.953 0.956 1.309 1.196 0.253 0.286 - - - peak GenEval(tr5) 0.973 at epoch 308; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 22 ImgR4.5 1.126 ImgR2 1.079 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 33 ImgR4.5 1.168 ImgR2 1.145 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 57 ImgR4.5 1.175 ImgR2 1.113 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: ep 114 ImgR4.5 1.258 ImgR2 1.155 div(ev) - div(tr5) 0.311 FDr_inc - FDr_dino - >= 0.95: ep 160 ImgR4.5 1.279 ImgR2 1.193 div(ev) 0.264 div(tr5) 0.292 FDr_inc - FDr_dino - >= 0.96: ep 222 ImgR4.5 1.298 ImgR2 1.216 div(ev) 0.295 div(tr5) 0.321 FDr_inc - FDr_dino - ==================================================================================================== base B rm100 (rqchunk): b0d1uwzr -> 4s05ozqw -> l4gl7krs -> 1cd6fjqk -> 4wo884pq | epochs 0..530 configs: rqchunk_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=100 resume=None; rqchunk_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=100 resume=None; rqchunk_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=100 resume=None; rqchunk_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=100 resume=None; rqchunk_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.814 0.783 1.093 0.964 - - - - - 30 0.865 0.845 1.190 1.120 - - - - - 40 0.883 0.895 1.240 1.199 - - - - - 50 0.910 0.900 1.245 1.184 - - - - - 60 0.924 0.915 1.230 1.104 - - - - - 80 0.931 0.899 1.256 1.169 - - - - - 100 0.945 0.945 1.194 1.084 - - - - - 130 0.935 0.933 1.271 1.187 - - - - - 160 0.960 0.966 1.228 1.109 - - - - - 200 0.948 0.953 1.242 1.138 - - - - - 250 0.941 0.961 1.267 1.176 - - - - - 300 0.962 0.952 1.207 1.063 - - - - - 400 0.971 0.970 1.263 1.148 - - - - - 500 0.961 0.973 1.256 1.202 - - - - - 530 0.867 0.926 0.817 0.821 - - - - - peak GenEval(tr5) 0.981 at epoch 502; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 22 ImgR4.5 1.093 ImgR2 0.964 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 32 ImgR4.5 1.190 ImgR2 1.120 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 46 ImgR4.5 1.240 ImgR2 1.199 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: ep 87 ImgR4.5 1.256 ImgR2 1.169 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.95: ep 103 ImgR4.5 1.194 ImgR2 1.084 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.96: ep 106 ImgR4.5 1.194 ImgR2 1.084 div(ev) - div(tr5) - FDr_inc - FDr_dino - ==================================================================================================== base C rm75 (rq): 1innojg2 -> ja3lr43m -> lwphc3i3 -> s6bitrsi -> lfz55ql0 | epochs 0..464 configs: rq_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=75 resume=None; rq_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=75 resume=None; rq_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=75 resume=None; rq_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=75 resume=None; rq_geneval_kl_sd3_1152: ds=None gate=None fd=None rm=75 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.829 0.798 1.158 1.071 - - - - - 30 0.843 0.813 1.212 1.169 - - - - - 40 0.871 0.867 1.272 1.221 - - - - - 50 0.899 0.870 1.230 1.136 - - - - - 60 0.919 0.913 1.242 1.131 - - - - - 80 0.936 0.900 1.251 1.073 - - - - - 100 0.927 0.920 1.291 1.218 - - - - - 130 0.943 0.927 1.257 1.106 - - - - - 160 0.940 0.951 1.273 1.194 - - - - - 200 0.951 0.938 1.292 1.190 - - - - - 250 0.947 0.947 1.249 1.159 - - - - - 300 0.961 0.949 1.280 1.187 - - - - - 400 0.966 0.959 1.263 1.116 - - - - - peak GenEval(tr5) 0.976 at epoch 391; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 18 ImgR4.5 1.062 ImgR2 0.906 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 37 ImgR4.5 1.212 ImgR2 1.169 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 54 ImgR4.5 1.230 ImgR2 1.136 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: ep 86 ImgR4.5 1.251 ImgR2 1.073 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.95: ep 121 ImgR4.5 1.274 ImgR2 1.143 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.96: ep 295 ImgR4.5 1.270 ImgR2 1.182 div(ev) - div(tr5) - FDr_inc - FDr_dino - ==================================================================================================== base D fd3_kl_base (round 2): yqwgylg4 | epochs 0..60 configs: geneval_sd3_fd3_kl_base: ds=0 gate=std fd=0 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.823 0.814 1.136 1.010 0.247 0.231 1.136 1.529 - 30 0.860 0.837 1.174 1.109 0.209 0.222 1.854 2.377 - 40 0.886 0.885 1.093 0.999 0.158 0.159 2.611 3.258 - 50 0.889 0.886 1.141 1.078 0.156 0.198 3.337 4.051 - 60 0.893 0.903 1.209 1.162 0.191 0.235 2.970 3.672 - peak GenEval(tr5) 0.910 at epoch 59; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 17 ImgR4.5 1.075 ImgR2 0.914 div(ev) 0.345 div(tr5) 0.242 FDr_inc 0.873 FDr_dino 1.186 >= 0.85: ep 23 ImgR4.5 1.136 ImgR2 1.010 div(ev) 0.247 div(tr5) 0.220 FDr_inc 1.384 FDr_dino 1.838 >= 0.90: ep 59 ImgR4.5 1.141 ImgR2 1.078 div(ev) 0.156 div(tr5) 0.233 FDr_inc 3.006 FDr_dino 3.714 >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== base E fd3_kl_log (stage A): 84oezw3l | epochs 0..29 configs: geneval_sd3_fd3_kl_log: ds=0 gate=std fd=0 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.812 0.771 1.153 1.041 0.287 0.300 0.905 1.072 - peak GenEval(tr5) 0.829 at epoch 29; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 24 ImgR4.5 1.153 ImgR2 1.041 div(ev) 0.287 div(tr5) 0.310 FDr_inc 1.096 FDr_dino 1.277 >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== DS50 ungated: bnh7x0zp -> 37ruz480 | epochs 0..220 configs: geneval_sd3_dreamsim: ds=50 gate=None fd=None rm=100 resume=None; geneval_sd3_dreamsim: ds=50 gate=None fd=None rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.770 0.601 0.963 0.603 - - - - - 30 0.786 0.671 0.980 0.661 - - - - - 40 0.814 0.710 1.039 0.771 - - - - - 50 0.841 0.776 1.112 0.923 - - - - - 60 0.868 0.846 1.094 0.924 - - - - - 80 0.906 0.866 1.001 0.853 - - - - - 100 0.912 0.856 1.023 0.833 - - - - - 130 0.922 0.859 0.909 0.624 0.625 0.637 - - - 160 0.918 0.826 0.415 -0.275 0.550 0.558 - - - 200 0.914 0.859 0.978 0.717 0.504 0.501 - - - peak GenEval(tr5) 0.911 at epoch 114; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 55 ImgR4.5 1.112 ImgR2 0.923 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 59 ImgR4.5 1.112 ImgR2 0.923 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 113 ImgR4.5 1.023 ImgR2 0.833 div(ev) - div(tr5) 0.571 FDr_inc - FDr_dino - >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== DS50 std gate from step60: bnh7x0zp -> d17chuh0 | epochs 0..168 configs: geneval_sd3_dreamsim: ds=50 gate=None fd=None rm=100 resume=None; gate_std_from_step60: ds=50 gate=std fd=None rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.770 0.601 0.963 0.603 - - - - - 30 0.786 0.671 0.980 0.661 - - - - - 40 0.814 0.710 1.039 0.771 - - - - - 50 0.841 0.776 1.112 0.923 - - - - - 60 0.868 0.846 1.094 0.924 - - - - - 80 0.914 0.886 1.180 1.080 0.447 0.449 - - 0.461 100 0.918 0.891 1.106 0.960 0.502 0.512 - - 0.597 130 0.926 0.906 1.202 1.083 0.471 0.473 - - 0.541 160 0.938 0.928 1.084 0.843 0.544 0.539 - - 0.596 peak GenEval(tr5) 0.931 at epoch 162; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 55 ImgR4.5 1.112 ImgR2 0.923 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 59 ImgR4.5 1.112 ImgR2 0.923 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 79 ImgR4.5 1.094 ImgR2 0.946 div(ev) 0.474 div(tr5) 0.449 FDr_inc - FDr_dino - >= 0.93: ep 145 ImgR4.5 1.187 ImgR2 1.069 div(ev) 0.489 div(tr5) 0.508 FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== DS50 solved gate from step60: bnh7x0zp -> w170jcbc | epochs 0..167 configs: geneval_sd3_dreamsim: ds=50 gate=None fd=None rm=100 resume=None; gate_solved_from_step60: ds=50 gate=solved fd=None rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.770 0.601 0.963 0.603 - - - - - 30 0.786 0.671 0.980 0.661 - - - - - 40 0.814 0.710 1.039 0.771 - - - - - 50 0.841 0.776 1.112 0.923 - - - - - 60 0.868 0.846 1.094 0.924 - - - - - 80 0.896 0.853 1.111 0.984 0.534 0.538 - - 0.863 100 0.910 0.885 1.090 0.921 0.547 0.548 - - 0.787 130 0.898 0.827 0.774 0.526 0.620 0.612 - - 0.917 160 0.912 0.897 0.995 0.743 0.540 0.532 - - 0.804 peak GenEval(tr5) 0.900 at epoch 161; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 55 ImgR4.5 1.112 ImgR2 0.923 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 59 ImgR4.5 1.112 ImgR2 0.923 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== DS50 ensemble (jj): 1q0x37wd -> 00pn0fkx | epochs 0..157 configs: geneval-dreamsim-jj-w50-ensemble-logall: ds=50 gate=None fd=None rm=100 resume=None; geneval-dreamsim-jj-w50-ensemble-logall: ds=50 gate=None fd=None rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.775 0.653 0.945 0.603 0.515 0.504 - - - 30 0.807 0.729 1.052 0.814 0.470 0.483 - - - 40 0.848 0.783 1.141 0.921 0.446 0.458 - - - 50 0.886 0.834 1.168 0.989 0.419 0.420 - - - 60 0.897 0.817 1.114 0.872 0.465 0.513 - - - 80 0.897 - 1.114 0.872 0.465 - - - - 100 0.918 0.869 1.077 0.883 0.511 0.530 - - - 130 0.924 0.860 0.987 0.665 0.590 0.579 - - - peak GenEval(tr5) 0.916 at epoch 114; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 44 ImgR4.5 1.141 ImgR2 0.921 div(ev) 0.446 div(tr5) 0.448 FDr_inc - FDr_dino - >= 0.85: ep 97 ImgR4.5 1.114 ImgR2 0.872 div(ev) 0.465 div(tr5) 0.539 FDr_inc - FDr_dino - >= 0.90: ep 105 ImgR4.5 1.077 ImgR2 0.883 div(ev) 0.511 div(tr5) 0.508 FDr_inc - FDr_dino - >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== DS50 openclip (jj): jsdc9rsj -> k11jp2hw | epochs 0..158 configs: geneval-dreamsim-jj-w50-openclip-logall: ds=50 gate=None fd=None rm=100 resume=None; geneval-dreamsim-jj-w50-openclip-logall: ds=50 gate=None fd=None rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.784 0.661 1.044 0.761 0.451 0.487 - - - 30 0.836 0.798 1.119 0.978 0.366 0.362 - - - 40 0.879 0.825 1.147 1.030 0.352 0.413 - - - 50 0.883 0.768 1.063 0.876 0.438 0.500 - - - 60 0.877 0.801 1.056 0.814 0.506 0.536 - - - 80 0.892 0.825 1.102 0.879 0.544 0.554 - - - 100 0.899 0.842 1.080 0.799 0.530 0.537 - - - 130 0.934 0.869 0.982 0.698 0.522 0.526 - - - peak GenEval(tr5) 0.906 at epoch 158; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 31 ImgR4.5 1.119 ImgR2 0.978 div(ev) 0.366 div(tr5) 0.368 FDr_inc - FDr_dino - >= 0.85: ep 85 ImgR4.5 1.102 ImgR2 0.879 div(ev) 0.544 div(tr5) 0.549 FDr_inc - FDr_dino - >= 0.90: ep 121 ImgR4.5 1.072 ImgR2 0.862 div(ev) 0.482 div(tr5) 0.488 FDr_inc - FDr_dino - >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== DS28 std (stage A iii): yc40y2aw | epochs 0..29 configs: geneval_sd3_fd3_kl_dreamsim28_log: ds=28 gate=std fd=0 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.796 0.732 1.085 0.902 0.421 0.415 0.683 0.781 0.641 peak GenEval(tr5) 0.813 at epoch 29; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 27 ImgR4.5 1.085 ImgR2 0.902 div(ev) 0.421 div(tr5) 0.395 FDr_inc 1.075 FDr_dino 1.205 >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== KL0 DS0 (stage A i): o1j0thj8 | epochs 0..29 configs: geneval_sd3_fd3_log: ds=0 gate=std fd=0 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.767 0.740 1.063 1.087 0.220 0.209 1.144 1.496 - peak GenEval(tr5) 0.826 at epoch 29; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 25 ImgR4.5 1.063 ImgR2 1.087 div(ev) 0.220 div(tr5) 0.174 FDr_inc 1.686 FDr_dino 2.245 >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== (i) phi.15: q7fayt3b | epochs 0..48 configs: geneval_sd3_fd3_phi015: ds=0 gate=std fd=0.05847 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.812 0.788 1.071 1.024 0.208 0.200 1.312 1.816 - 30 0.801 0.750 1.031 1.035 0.192 0.229 2.073 2.682 - 40 0.781 0.766 1.038 1.036 0.193 0.174 2.331 2.762 - peak GenEval(tr5) 0.810 at epoch 22; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 18 ImgR4.5 1.022 ImgR2 0.869 div(ev) 0.320 div(tr5) 0.209 FDr_inc 1.135 FDr_dino 1.552 >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== (i) phi.30: f5r8e8gd | epochs 0..48 configs: geneval_sd3_fd3_phi030: ds=0 gate=std fd=0.1169 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.771 0.638 1.132 1.008 0.397 0.416 0.892 1.016 - 30 0.772 0.691 1.169 1.032 0.399 0.409 1.339 1.300 - 40 0.775 0.402 1.059 0.670 0.437 0.424 1.995 1.550 - peak GenEval(tr5) 0.727 at epoch 12; matched-GenEval read-out (first epoch at threshold): >= 0.80: not reached >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== (i) phi.60: z5k2hh6h | epochs 0..46 configs: geneval_sd3_fd3_phi060: ds=0 gate=std fd=0.2339 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.779 0.706 1.162 1.069 0.352 0.359 0.770 0.821 - 30 0.800 0.638 1.091 0.904 0.373 0.405 1.025 1.015 - 40 0.786 0.659 1.157 1.018 0.385 0.425 1.167 1.164 - peak GenEval(tr5) 0.735 at epoch 16; matched-GenEval read-out (first epoch at threshold): >= 0.80: not reached >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== (ii) phi.15: euhqesd1 -> 98qz9tr4 | epochs 0..138 configs: geneval_sd3_fd3_kl_phi015: ds=0 gate=std fd=0.06939 rm=100 resume=None; geneval_sd3_fd3_kl_phi015: ds=0 gate=std fd=0.06939 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.806 0.773 1.143 1.038 0.269 0.278 0.922 1.137 - 30 0.830 0.780 1.210 1.134 0.285 0.327 1.372 1.625 - 40 0.842 0.821 1.242 1.144 0.293 0.327 1.473 1.539 - 50 0.886 0.850 1.250 1.132 0.272 0.300 1.584 1.632 - 60 0.887 0.877 1.254 1.139 0.306 0.368 1.698 1.678 - 80 0.908 0.880 1.248 1.113 0.364 0.387 1.600 1.535 - 100 0.915 0.896 1.226 1.062 0.340 0.357 1.759 1.903 - 130 0.907 0.907 1.260 1.184 0.304 0.329 1.950 1.865 - peak GenEval(tr5) 0.941 at epoch 138; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 22 ImgR4.5 1.143 ImgR2 1.038 div(ev) 0.269 div(tr5) 0.275 FDr_inc 1.032 FDr_dino 1.280 >= 0.85: ep 47 ImgR4.5 1.242 ImgR2 1.144 div(ev) 0.293 div(tr5) 0.302 FDr_inc 1.536 FDr_dino 1.579 >= 0.90: ep 85 ImgR4.5 1.248 ImgR2 1.113 div(ev) 0.364 div(tr5) 0.365 FDr_inc 1.609 FDr_dino 1.585 >= 0.93: ep 137 ImgR4.5 1.260 ImgR2 1.184 div(ev) 0.304 div(tr5) 0.308 FDr_inc 2.030 FDr_dino 1.977 >= 0.95: not reached >= 0.96: not reached ==================================================================================================== (ii) phi.30: n7uj40y1 -> x3g9412d -> yw3pgeg7 | epochs 0..138 configs: geneval_sd3_fd3_kl_phi030: ds=0 gate=std fd=0.1388 rm=100 resume=None; geneval_sd3_fd3_kl_phi030: ds=0 gate=std fd=0.1388 rm=100 resume=None; geneval_sd3_fd3_kl_phi030: ds=0 gate=std fd=0.1388 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.815 0.756 1.170 1.041 0.338 0.365 0.733 0.817 - 30 0.827 0.742 1.188 1.036 0.369 0.431 0.946 0.945 - 40 0.852 0.822 1.204 1.083 0.360 0.373 1.161 1.105 - 50 0.854 0.784 1.209 1.080 0.388 0.436 1.202 1.195 - 60 0.877 0.843 1.203 1.039 0.384 0.395 1.147 1.158 - 80 0.894 0.854 1.226 1.046 0.347 0.383 1.381 1.370 - 100 0.870 0.824 1.221 1.026 0.401 0.419 1.387 1.387 - 130 0.912 0.867 1.174 1.049 0.335 0.384 1.348 1.386 - peak GenEval(tr5) 0.886 at epoch 87; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 37 ImgR4.5 1.188 ImgR2 1.036 div(ev) 0.369 div(tr5) 0.390 FDr_inc 1.090 FDr_dino 1.043 >= 0.85: ep 65 ImgR4.5 1.203 ImgR2 1.039 div(ev) 0.384 div(tr5) 0.361 FDr_inc 1.174 FDr_dino 1.185 >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== (ii) phi.60: gcbsd92d | epochs 0..53 configs: geneval_sd3_fd3_kl_phi060: ds=0 gate=std fd=0.2776 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.776 0.630 1.103 0.893 0.416 0.470 0.597 0.606 - 30 0.786 0.608 1.072 0.800 0.445 0.474 0.682 0.687 - 40 0.795 0.711 1.175 0.994 0.410 0.407 0.721 0.712 - 50 0.843 0.764 1.179 1.035 0.404 0.424 0.902 0.927 - peak GenEval(tr5) 0.793 at epoch 47; matched-GenEval read-out (first epoch at threshold): >= 0.80: not reached >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== (iii) DS28 phi.15: uv8j7ctg -> stnhrqkr | epochs 0..130 configs: geneval_sd3_fd3_kl_dreamsim28_phi015: ds=28 gate=std fd=0.06155 rm=100 resume=None; geneval_sd3_fd3_kl_dreamsim28_phi015: ds=28 gate=std fd=0.06155 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.787 0.693 1.114 0.947 0.412 0.440 0.672 0.733 0.685 30 0.808 0.735 1.135 0.953 0.410 0.445 0.922 0.966 0.675 40 0.825 0.800 1.182 1.063 0.400 0.402 1.035 1.069 0.640 50 0.861 0.846 1.204 1.093 0.364 0.363 1.266 1.286 0.552 60 0.906 0.849 1.185 1.022 0.348 0.387 1.521 1.485 0.642 80 0.898 0.850 1.200 1.029 0.415 0.451 1.658 1.513 0.613 100 0.918 0.898 1.177 1.029 0.415 0.454 1.599 1.663 0.606 130 0.904 0.871 1.176 0.990 0.408 0.432 1.693 1.693 0.589 peak GenEval(tr5) 0.917 at epoch 124; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 44 ImgR4.5 1.182 ImgR2 1.063 div(ev) 0.400 div(tr5) 0.383 FDr_inc 1.122 FDr_dino 1.138 >= 0.85: ep 52 ImgR4.5 1.204 ImgR2 1.093 div(ev) 0.364 div(tr5) 0.360 FDr_inc 1.329 FDr_dino 1.339 >= 0.90: ep 113 ImgR4.5 1.154 ImgR2 1.012 div(ev) 0.379 div(tr5) 0.395 FDr_inc 1.640 FDr_dino 1.685 >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== (iii) DS28 phi.30: awxpj4ac | epochs 0..42 configs: geneval_sd3_fd3_kl_dreamsim28_phi030: ds=28 gate=std fd=0.1231 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.794 0.690 1.119 0.952 0.391 0.430 0.656 0.705 0.664 30 0.793 0.623 1.156 0.917 0.478 0.518 0.778 0.808 0.733 40 0.805 0.702 1.180 0.988 0.441 0.441 0.832 0.816 0.689 peak GenEval(tr5) 0.743 at epoch 16; matched-GenEval read-out (first epoch at threshold): >= 0.80: not reached >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== (iii) DS28 phi.60: f8xxpt8l | epochs 0..48 configs: geneval_sd3_fd3_kl_dreamsim28_phi060: ds=28 gate=std fd=0.2462 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.763 0.649 1.083 0.881 0.440 0.461 0.495 0.498 0.713 30 0.777 0.600 1.045 0.678 0.470 0.516 0.659 0.658 0.746 40 0.783 0.677 1.137 0.956 0.438 0.432 0.799 0.769 0.666 peak GenEval(tr5) 0.718 at epoch 46; matched-GenEval read-out (first epoch at threshold): >= 0.80: not reached >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== R2-1 DS14 phi.15: buvbw2tn | epochs 0..59 configs: geneval_sd3_fd3_kl_dreamsim14_phi015: ds=14 gate=std fd=0.06523 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.797 0.699 1.110 0.942 0.405 0.446 0.720 0.802 0.684 30 0.831 0.769 1.163 1.030 0.383 0.381 1.053 1.127 0.654 40 0.842 0.808 1.249 1.172 0.316 0.333 1.334 1.464 0.577 50 0.858 0.821 1.221 1.123 0.330 0.363 1.489 1.541 0.565 peak GenEval(tr5) 0.845 at epoch 59; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 33 ImgR4.5 1.163 ImgR2 1.030 div(ev) 0.383 div(tr5) 0.352 FDr_inc 1.149 FDr_dino 1.250 >= 0.85: not reached >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== R2-2 DS14 phi.15 rm150: xj4be9qu -> 6iyl28ij | epochs 0..58 configs: geneval_sd3_fd3_kl_dreamsim14_phi015_rm150: ds=14 gate=std fd=0.06523 rm=150 resume=None; geneval_sd3_fd3_kl_dreamsim14_phi015_rm150: ds=14 gate=std fd=0.06523 rm=150 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.806 0.786 1.164 1.033 0.298 0.280 0.828 0.944 0.563 30 0.843 0.825 1.210 1.144 0.265 0.274 1.407 1.446 0.525 40 0.872 0.846 1.196 1.106 0.259 0.285 1.794 1.792 0.575 50 0.894 0.827 1.181 1.027 0.302 0.339 1.826 1.765 0.596 peak GenEval(tr5) 0.866 at epoch 58; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 22 ImgR4.5 1.164 ImgR2 1.033 div(ev) 0.298 div(tr5) 0.271 FDr_inc 0.932 FDr_dino 1.051 >= 0.85: ep 56 ImgR4.5 1.181 ImgR2 1.027 div(ev) 0.302 div(tr5) 0.355 FDr_inc 1.836 FDr_dino 1.762 >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== R2-3 DS0 phi.15 rm150: aniwcamz | epochs 0..59 configs: geneval_sd3_fd3_kl_phi015_rm150: ds=0 gate=std fd=0.06939 rm=150 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.803 0.764 1.155 1.036 0.328 0.359 0.855 1.050 - 30 0.834 0.804 1.224 1.144 0.350 0.389 1.249 1.476 - 40 0.867 0.858 1.220 1.126 0.325 0.330 1.432 1.672 - 50 0.872 0.855 1.237 1.140 0.309 0.329 1.613 1.718 - peak GenEval(tr5) 0.881 at epoch 59; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 30 ImgR4.5 1.224 ImgR2 1.144 div(ev) 0.350 div(tr5) 0.389 FDr_inc 1.249 FDr_dino 1.476 >= 0.85: ep 37 ImgR4.5 1.224 ImgR2 1.144 div(ev) 0.350 div(tr5) 0.335 FDr_inc 1.377 FDr_dino 1.618 >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== R2-4 DS14 phi.20: n1ardb6p | epochs 0..59 configs: geneval_sd3_fd3_kl_dreamsim14_phi020: ds=14 gate=std fd=0.08698 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.800 0.758 1.154 1.052 0.330 0.323 0.687 0.725 0.619 30 0.849 0.814 1.211 1.090 0.313 0.324 1.183 1.198 0.586 40 0.890 0.812 1.203 1.050 0.339 0.376 1.454 1.436 0.669 50 0.887 0.803 1.241 1.080 0.362 0.418 1.386 1.388 0.657 peak GenEval(tr5) 0.860 at epoch 59; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 29 ImgR4.5 1.154 ImgR2 1.052 div(ev) 0.330 div(tr5) 0.324 FDr_inc 1.140 FDr_dino 1.156 >= 0.85: ep 59 ImgR4.5 1.241 ImgR2 1.080 div(ev) 0.362 div(tr5) 0.423 FDr_inc 1.322 FDr_dino 1.315 >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== R2-5 DS28 phi.15 rm150: lmmqiscc | epochs 0..58 configs: geneval_sd3_fd3_kl_dreamsim28_phi015_rm150: ds=28 gate=std fd=0.06155 rm=150 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.796 0.718 1.153 1.036 0.374 0.414 0.734 0.789 0.630 30 0.838 0.774 1.183 1.027 0.416 0.438 0.986 1.055 0.615 40 0.855 0.843 1.231 1.122 0.413 0.400 1.209 1.281 0.612 50 0.877 0.846 1.254 1.171 0.378 0.377 1.367 1.429 0.560 peak GenEval(tr5) 0.896 at epoch 57; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 34 ImgR4.5 1.183 ImgR2 1.027 div(ev) 0.416 div(tr5) 0.433 FDr_inc 1.104 FDr_dino 1.165 >= 0.85: ep 52 ImgR4.5 1.254 ImgR2 1.171 div(ev) 0.378 div(tr5) 0.372 FDr_inc 1.434 FDr_dino 1.479 >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== R2-6 DS14 phi.10: wxqcs480 | epochs 0..59 configs: geneval_sd3_fd3_kl_dreamsim14_phi010: ds=14 gate=std fd=0.04349 rm=100 resume=None ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.825 0.806 1.156 1.043 0.323 0.302 0.930 1.147 0.579 30 0.860 0.823 1.207 1.096 0.326 0.343 1.377 1.610 0.587 40 0.875 0.867 1.218 1.101 0.335 0.334 1.575 1.654 0.589 50 0.880 0.854 1.235 1.156 0.316 0.321 1.739 1.725 0.550 peak GenEval(tr5) 0.879 at epoch 57; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 18 ImgR4.5 1.048 ImgR2 0.878 div(ev) 0.395 div(tr5) 0.306 FDr_inc 0.816 FDr_dino 0.995 >= 0.85: ep 37 ImgR4.5 1.207 ImgR2 1.096 div(ev) 0.326 div(tr5) 0.347 FDr_inc 1.513 FDr_dino 1.644 >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo w0 (base): uh6jed9q -> jjjmp32k | epochs 0..106 configs: geneval-dreamsim-w0-1679978: ds=None gate=None fd=None rm=100 resume=None; geneval-dreamsim-w0-resume50-1687057: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: train/abs_advantages/diversity, train/diversity/advantage_std, train/diversity/per_prompt_std, train/diversity/reward_std, train/diversity/seconds, train/diversity/weight, train/rewards/diversity ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.827 0.786 1.115 0.996 - - - - - 30 0.869 0.851 1.194 1.121 - - - - - 40 0.881 0.883 1.201 1.125 - - - - - 50 0.904 0.890 1.224 1.139 - - - - - 60 0.912 0.920 1.218 1.134 - - - - - 80 0.945 0.937 1.207 1.095 - - - - - 100 0.942 0.931 1.193 1.059 - - - - - peak GenEval(tr5) 0.948 at epoch 79; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 22 ImgR4.5 1.115 ImgR2 0.996 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 30 ImgR4.5 1.194 ImgR2 1.121 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 53 ImgR4.5 1.224 ImgR2 1.139 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: ep 77 ImgR4.5 1.227 ImgR2 1.131 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo w1: iptyfkp8 -> kot6rafc | epochs 0..107 configs: geneval-dreamsim-w1-1679979: ds=None gate=None fd=None rm=100 resume=None; geneval-dreamsim-w1-resume50-1687058: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: train/abs_advantages/diversity, train/diversity/advantage_std, train/diversity/per_prompt_std, train/diversity/reward_std, train/diversity/seconds, train/diversity/weight, train/rewards/diversity ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.825 0.781 1.143 1.062 - - - - - 30 0.876 0.857 1.175 1.102 - - - - - 40 0.904 0.888 1.187 1.112 - - - - - 50 0.915 0.899 1.199 1.130 - - - - - 60 0.920 0.909 1.220 1.098 - - - - - 80 0.929 0.927 1.230 1.131 - - - - - 100 0.937 0.950 1.219 1.124 - - - - - peak GenEval(tr5) 0.963 at epoch 107; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 22 ImgR4.5 1.143 ImgR2 1.062 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 29 ImgR4.5 1.143 ImgR2 1.062 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 46 ImgR4.5 1.187 ImgR2 1.112 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: ep 79 ImgR4.5 1.218 ImgR2 1.069 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.95: ep 87 ImgR4.5 1.230 ImgR2 1.131 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.96: ep 107 ImgR4.5 1.219 ImgR2 1.124 div(ev) - div(tr5) - FDr_inc - FDr_dino - ==================================================================================================== romeo w5: 5hlndmeb -> 46cjembo | epochs 0..108 configs: geneval-dreamsim-w5-1679980: ds=None gate=None fd=None rm=100 resume=None; geneval-dreamsim-w5-resume50-1687059: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: train/abs_advantages/diversity, train/diversity/advantage_std, train/diversity/per_prompt_std, train/diversity/reward_std, train/diversity/seconds, train/diversity/weight, train/rewards/diversity ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.779 0.691 1.094 0.869 - - - - - 30 0.825 0.752 1.085 0.893 - - - - - 40 0.854 0.831 1.159 1.055 - - - - - 50 0.885 0.829 1.152 1.038 - - - - - 60 0.899 0.860 1.136 0.974 - - - - - 80 0.923 0.892 1.149 1.011 - - - - - 100 0.925 0.872 1.068 0.896 - - - - - peak GenEval(tr5) 0.908 at epoch 108; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 36 ImgR4.5 1.085 ImgR2 0.893 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 59 ImgR4.5 1.152 ImgR2 1.038 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 79 ImgR4.5 1.143 ImgR2 1.006 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo w10: h1ya69fh -> 4js1cfzp | epochs 0..108 configs: geneval-dreamsim-w10-1679981: ds=None gate=None fd=None rm=100 resume=None; geneval-dreamsim-w10-resume50-1687060: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: train/abs_advantages/diversity, train/diversity/advantage_std, train/diversity/per_prompt_std, train/diversity/reward_std, train/diversity/seconds, train/diversity/weight, train/rewards/diversity ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.735 0.605 0.986 0.593 - - - - - 30 0.779 0.666 1.017 0.688 - - - - - 40 0.823 0.756 1.056 0.806 - - - - - 50 0.866 0.800 1.000 0.839 - - - - - 60 0.885 0.863 1.027 0.863 - - - - - 80 0.892 0.810 0.923 0.649 - - - - - 100 0.898 0.827 0.816 0.410 - - - - - peak GenEval(tr5) 0.882 at epoch 87; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 46 ImgR4.5 1.056 ImgR2 0.806 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 59 ImgR4.5 1.000 ImgR2 0.839 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo dino w3: vfjj8wb2 | epochs 0..57 configs: geneval-dreamsim-dino-w3-allmetrics-1698586: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/diversity/clip_vitb32, eval/cfg_1/diversity/dino_vitb16_patch, eval/cfg_1/diversity/ensemble, eval/cfg_1/diversity/open_clip_vitb32, eval/cfg_2/diversity/clip_vitb32, eval/cfg_2/diversity/dino_vitb16_patch, eval/cfg_2/diversity/ensemble, eval/cfg_2/diversity/open_clip_vitb32, eval/cfg_3/diversity/clip_vitb32, eval/cfg_3/diversity/dino_vitb16_patch, eval/cfg_3/diversity/ensemble, eval/cfg_3/diversity/open_clip_vitb32, eval/cfg_4.5/diversity/clip_vitb32, eval/cfg_4.5/diversity/dino_vitb16_patch, eval/cfg_4.5/diversity/ensemble, eval/cfg_4.5/diversity/open_clip_vitb32, train/abs_advant ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.826 0.778 1.183 1.023 - - - - - 30 0.858 0.844 1.247 1.142 - - - - - 40 0.891 0.892 1.233 1.143 - - - - - 50 0.904 0.882 1.234 1.123 - - - - - peak GenEval(tr5) 0.902 at epoch 57; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 23 ImgR4.5 1.183 ImgR2 1.023 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 33 ImgR4.5 1.247 ImgR2 1.142 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 57 ImgR4.5 1.234 ImgR2 1.123 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo dino w4: qqeq8da6 | epochs 0..57 configs: geneval-dreamsim-dino-w4-allmetrics-1703969: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/diversity/clip_vitb32, eval/cfg_1/diversity/dino_vitb16_patch, eval/cfg_1/diversity/ensemble, eval/cfg_1/diversity/open_clip_vitb32, eval/cfg_2/diversity/clip_vitb32, eval/cfg_2/diversity/dino_vitb16_patch, eval/cfg_2/diversity/ensemble, eval/cfg_2/diversity/open_clip_vitb32, eval/cfg_3/diversity/clip_vitb32, eval/cfg_3/diversity/dino_vitb16_patch, eval/cfg_3/diversity/ensemble, eval/cfg_3/diversity/open_clip_vitb32, eval/cfg_4.5/diversity/clip_vitb32, eval/cfg_4.5/diversity/dino_vitb16_patch, eval/cfg_4.5/diversity/ensemble, eval/cfg_4.5/diversity/open_clip_vitb32, train/abs_advant ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.801 0.746 1.149 0.991 - - - - - 30 0.844 0.804 1.191 1.024 - - - - - 40 0.881 0.863 1.191 1.078 - - - - - 50 0.909 0.887 1.198 1.081 - - - - - peak GenEval(tr5) 0.901 at epoch 57; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 30 ImgR4.5 1.191 ImgR2 1.024 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 39 ImgR4.5 1.191 ImgR2 1.024 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 57 ImgR4.5 1.198 ImgR2 1.081 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo dino w3 from50: hluu1w6m | epochs 0..108 configs: geneval-dreamsim-dino-w3-from-step50-allmetrics-1702294: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/diversity/clip_vitb32, eval/cfg_1/diversity/dino_vitb16_patch, eval/cfg_1/diversity/ensemble, eval/cfg_1/diversity/open_clip_vitb32, eval/cfg_2/diversity/clip_vitb32, eval/cfg_2/diversity/dino_vitb16_patch, eval/cfg_2/diversity/ensemble, eval/cfg_2/diversity/open_clip_vitb32, eval/cfg_3/diversity/clip_vitb32, eval/cfg_3/diversity/dino_vitb16_patch, eval/cfg_3/diversity/ensemble, eval/cfg_3/diversity/open_clip_vitb32, eval/cfg_4.5/diversity/clip_vitb32, eval/cfg_4.5/diversity/dino_vitb16_patch, eval/cfg_4.5/diversity/ensemble, eval/cfg_4.5/diversity/open_clip_vitb32, train/abs_advant ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - 0.879 - - - - - - - 60 0.925 0.919 1.207 1.105 - - - - - 80 0.932 0.910 1.227 1.094 - - - - - 100 0.943 0.920 1.199 1.039 - - - - - peak GenEval(tr5) 0.933 at epoch 87; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 50 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 50 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 57 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: ep 86 ImgR4.5 1.227 ImgR2 1.094 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo dino w4 from50: jfb8baxx | epochs 0..60 configs: geneval-dreamsim-dino-w4-from-step50-allmetrics-1723246: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/dreamsim_diversity/clip_vitb32, eval/cfg_1/dreamsim_diversity/dino_vitb16_patch, eval/cfg_1/dreamsim_diversity/ensemble, eval/cfg_1/dreamsim_diversity/open_clip_vitb32, eval/cfg_2/dreamsim_diversity/clip_vitb32, eval/cfg_2/dreamsim_diversity/dino_vitb16_patch, eval/cfg_2/dreamsim_diversity/ensemble, eval/cfg_2/dreamsim_diversity/open_clip_vitb32, eval/cfg_3/dreamsim_diversity/clip_vitb32, eval/cfg_3/dreamsim_diversity/dino_vitb16_patch, eval/cfg_3/dreamsim_diversity/ensemble, eval/cfg_3/dreamsim_diversity/open_clip_vitb32, eval/cfg_4.5/dreamsim_diversity/clip_vitb32, eval/cfg_4.5/dr ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - 0.872 - - - 0.366 - - - 60 0.916 0.910 1.212 1.102 - 0.349 - - - peak GenEval(tr5) 0.912 at epoch 59; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 50 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.366 FDr_inc - FDr_dino - >= 0.85: ep 50 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.366 FDr_inc - FDr_dino - >= 0.90: ep 56 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.361 FDr_inc - FDr_dino - >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo dino w4 from60: 52i1j8uj | epochs 0..117 configs: geneval-dreamsim-dino-w4-from-step60-allmetrics-1727161: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/dreamsim_diversity/clip_vitb32, eval/cfg_1/dreamsim_diversity/dino_vitb16_patch, eval/cfg_1/dreamsim_diversity/ensemble, eval/cfg_1/dreamsim_diversity/open_clip_vitb32, eval/cfg_2/dreamsim_diversity/clip_vitb32, eval/cfg_2/dreamsim_diversity/dino_vitb16_patch, eval/cfg_2/dreamsim_diversity/ensemble, eval/cfg_2/dreamsim_diversity/open_clip_vitb32, eval/cfg_3/dreamsim_diversity/clip_vitb32, eval/cfg_3/dreamsim_diversity/dino_vitb16_patch, eval/cfg_3/dreamsim_diversity/ensemble, eval/cfg_3/dreamsim_diversity/open_clip_vitb32, eval/cfg_4.5/dreamsim_diversity/clip_vitb32, eval/cfg_4.5/dr ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - - - - - - - - - 60 - 0.886 - - - 0.346 - - - 80 0.925 0.894 1.202 1.058 - 0.435 - - - 100 0.938 0.924 1.198 1.053 - 0.415 - - - peak GenEval(tr5) 0.940 at epoch 106; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 60 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.346 FDr_inc - FDr_dino - >= 0.85: ep 60 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.346 FDr_inc - FDr_dino - >= 0.90: ep 64 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.352 FDr_inc - FDr_dino - >= 0.93: ep 103 ImgR4.5 1.198 ImgR2 1.053 div(ev) - div(tr5) 0.406 FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo dino w3 from100: 4zdgyl64 | epochs 0..158 configs: geneval-dreamsim-dino-w3-from-step100-allmetrics-1719299: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/dreamsim_diversity/clip_vitb32, eval/cfg_1/dreamsim_diversity/dino_vitb16_patch, eval/cfg_1/dreamsim_diversity/ensemble, eval/cfg_1/dreamsim_diversity/open_clip_vitb32, eval/cfg_2/dreamsim_diversity/clip_vitb32, eval/cfg_2/dreamsim_diversity/dino_vitb16_patch, eval/cfg_2/dreamsim_diversity/ensemble, eval/cfg_2/dreamsim_diversity/open_clip_vitb32, eval/cfg_3/dreamsim_diversity/clip_vitb32, eval/cfg_3/dreamsim_diversity/dino_vitb16_patch, eval/cfg_3/dreamsim_diversity/ensemble, eval/cfg_3/dreamsim_diversity/open_clip_vitb32, eval/cfg_4.5/dreamsim_diversity/clip_vitb32, eval/cfg_4.5/dr ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - - - - - - - - - 60 - - - - - - - - - 80 - - - - - - - - - 100 - 0.918 - - - 0.439 - - - 130 0.950 0.924 1.260 1.110 - 0.401 - - - peak GenEval(tr5) 0.950 at epoch 145; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 100 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.439 FDr_inc - FDr_dino - >= 0.85: ep 100 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.439 FDr_inc - FDr_dino - >= 0.90: ep 100 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.439 FDr_inc - FDr_dino - >= 0.93: ep 107 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.435 FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo dino w5 resume100: m6pr634r | epochs 0..156 configs: geneval-dreamsim-dino-w5-resume100-allmetrics-1698584: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/diversity/clip_vitb32, eval/cfg_1/diversity/dino_vitb16_patch, eval/cfg_1/diversity/ensemble, eval/cfg_1/diversity/open_clip_vitb32, eval/cfg_2/diversity/clip_vitb32, eval/cfg_2/diversity/dino_vitb16_patch, eval/cfg_2/diversity/ensemble, eval/cfg_2/diversity/open_clip_vitb32, eval/cfg_3/diversity/clip_vitb32, eval/cfg_3/diversity/dino_vitb16_patch, eval/cfg_3/diversity/ensemble, eval/cfg_3/diversity/open_clip_vitb32, eval/cfg_4.5/diversity/clip_vitb32, eval/cfg_4.5/diversity/dino_vitb16_patch, eval/cfg_4.5/diversity/ensemble, eval/cfg_4.5/diversity/open_clip_vitb32, train/abs_advant ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - - - - - - - - - 60 - - - - - - - - - 80 - - - - - - - - - 100 - 0.854 - - - - - - - 130 0.943 0.918 1.082 0.878 - - - - - peak GenEval(tr5) 0.944 at epoch 121; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 100 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 100 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 107 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: ep 113 ImgR4.5 1.112 ImgR2 0.965 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo dino w3 from150: tnege85w | epochs 0..207 configs: geneval-dreamsim-dino-w3-from-step150-allmetrics-1727162: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/dreamsim_diversity/clip_vitb32, eval/cfg_1/dreamsim_diversity/dino_vitb16_patch, eval/cfg_1/dreamsim_diversity/ensemble, eval/cfg_1/dreamsim_diversity/open_clip_vitb32, eval/cfg_2/dreamsim_diversity/clip_vitb32, eval/cfg_2/dreamsim_diversity/dino_vitb16_patch, eval/cfg_2/dreamsim_diversity/ensemble, eval/cfg_2/dreamsim_diversity/open_clip_vitb32, eval/cfg_3/dreamsim_diversity/clip_vitb32, eval/cfg_3/dreamsim_diversity/dino_vitb16_patch, eval/cfg_3/dreamsim_diversity/ensemble, eval/cfg_3/dreamsim_diversity/open_clip_vitb32, eval/cfg_4.5/dreamsim_diversity/clip_vitb32, eval/cfg_4.5/dr ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - - - - - - - - - 60 - - - - - - - - - 80 - - - - - - - - - 100 - - - - - - - - - 130 - - - - - - - - - 160 0.951 0.945 1.258 1.120 - 0.403 - - - 200 0.950 0.924 1.136 0.826 - 0.456 - - - peak GenEval(tr5) 0.955 at epoch 183; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 150 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.341 FDr_inc - FDr_dino - >= 0.85: ep 150 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.341 FDr_inc - FDr_dino - >= 0.90: ep 150 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.341 FDr_inc - FDr_dino - >= 0.93: ep 151 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.352 FDr_inc - FDr_dino - >= 0.95: ep 181 ImgR4.5 1.224 ImgR2 1.136 div(ev) - div(tr5) 0.409 FDr_inc - FDr_dino - >= 0.96: not reached ==================================================================================================== romeo dino w5 from150: dii0rffx | epochs 0..207 configs: geneval-dreamsim-dino-w5-from-step150-allmetrics-1702293: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/diversity/clip_vitb32, eval/cfg_1/diversity/dino_vitb16_patch, eval/cfg_1/diversity/ensemble, eval/cfg_1/diversity/open_clip_vitb32, eval/cfg_2/diversity/clip_vitb32, eval/cfg_2/diversity/dino_vitb16_patch, eval/cfg_2/diversity/ensemble, eval/cfg_2/diversity/open_clip_vitb32, eval/cfg_3/diversity/clip_vitb32, eval/cfg_3/diversity/dino_vitb16_patch, eval/cfg_3/diversity/ensemble, eval/cfg_3/diversity/open_clip_vitb32, eval/cfg_4.5/diversity/clip_vitb32, eval/cfg_4.5/diversity/dino_vitb16_patch, eval/cfg_4.5/diversity/ensemble, eval/cfg_4.5/diversity/open_clip_vitb32, train/abs_advant ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - - - - - - - - - 60 - - - - - - - - - 80 - - - - - - - - - 100 - - - - - - - - - 130 - - - - - - - - - 160 0.921 0.892 1.140 0.894 - - - - - 200 0.928 0.928 1.220 1.071 - - - - - peak GenEval(tr5) 0.941 at epoch 183; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 150 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 150 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 163 ImgR4.5 1.140 ImgR2 0.894 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: ep 174 ImgR4.5 1.127 ImgR2 0.961 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo ens w3 from50: 7dtaxbxb | epochs 0..107 configs: geneval-dreamsim-ensemble-w3-from-step50-allmetrics-1702295: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/diversity/clip_vitb32, eval/cfg_1/diversity/dino_vitb16_patch, eval/cfg_1/diversity/ensemble, eval/cfg_1/diversity/open_clip_vitb32, eval/cfg_2/diversity/clip_vitb32, eval/cfg_2/diversity/dino_vitb16_patch, eval/cfg_2/diversity/ensemble, eval/cfg_2/diversity/open_clip_vitb32, eval/cfg_3/diversity/clip_vitb32, eval/cfg_3/diversity/dino_vitb16_patch, eval/cfg_3/diversity/ensemble, eval/cfg_3/diversity/open_clip_vitb32, eval/cfg_4.5/diversity/clip_vitb32, eval/cfg_4.5/diversity/dino_vitb16_patch, eval/cfg_4.5/diversity/ensemble, eval/cfg_4.5/diversity/open_clip_vitb32, train/abs_advant ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - 0.887 - - - - - - - 60 0.931 0.901 1.231 1.095 - - - - - 80 0.941 0.919 1.225 1.063 - - - - - 100 0.939 0.939 1.276 1.175 - - - - - peak GenEval(tr5) 0.941 at epoch 99; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 50 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.85: ep 50 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.90: ep 51 ImgR4.5 - ImgR2 - div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.93: ep 76 ImgR4.5 1.244 ImgR2 1.115 div(ev) - div(tr5) - FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo ens w4 from50: zopipat7 | epochs 0..107 configs: geneval-dreamsim-ensemble-w4-from-step50-allmetrics-1719301: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/dreamsim_diversity/clip_vitb32, eval/cfg_1/dreamsim_diversity/dino_vitb16_patch, eval/cfg_1/dreamsim_diversity/ensemble, eval/cfg_1/dreamsim_diversity/open_clip_vitb32, eval/cfg_2/dreamsim_diversity/clip_vitb32, eval/cfg_2/dreamsim_diversity/dino_vitb16_patch, eval/cfg_2/dreamsim_diversity/ensemble, eval/cfg_2/dreamsim_diversity/open_clip_vitb32, eval/cfg_3/dreamsim_diversity/clip_vitb32, eval/cfg_3/dreamsim_diversity/dino_vitb16_patch, eval/cfg_3/dreamsim_diversity/ensemble, eval/cfg_3/dreamsim_diversity/open_clip_vitb32, eval/cfg_4.5/dreamsim_diversity/clip_vitb32, eval/cfg_4.5/dr ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - 0.871 - - - 0.367 - - - 60 0.910 0.898 1.201 1.084 - 0.345 - - - 80 0.923 0.897 1.206 1.079 - 0.419 - - - 100 0.940 0.922 1.210 1.098 - 0.394 - - - peak GenEval(tr5) 0.942 at epoch 107; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 50 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.367 FDr_inc - FDr_dino - >= 0.85: ep 50 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.367 FDr_inc - FDr_dino - >= 0.90: ep 65 ImgR4.5 1.201 ImgR2 1.084 div(ev) - div(tr5) 0.358 FDr_inc - FDr_dino - >= 0.93: ep 87 ImgR4.5 1.206 ImgR2 1.079 div(ev) - div(tr5) 0.386 FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo ens w4 from100: memj147x | epochs 0..158 configs: geneval-dreamsim-ensemble-w4-from-step100-allmetrics-1727163: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/dreamsim_diversity/clip_vitb32, eval/cfg_1/dreamsim_diversity/dino_vitb16_patch, eval/cfg_1/dreamsim_diversity/ensemble, eval/cfg_1/dreamsim_diversity/open_clip_vitb32, eval/cfg_2/dreamsim_diversity/clip_vitb32, eval/cfg_2/dreamsim_diversity/dino_vitb16_patch, eval/cfg_2/dreamsim_diversity/ensemble, eval/cfg_2/dreamsim_diversity/open_clip_vitb32, eval/cfg_3/dreamsim_diversity/clip_vitb32, eval/cfg_3/dreamsim_diversity/dino_vitb16_patch, eval/cfg_3/dreamsim_diversity/ensemble, eval/cfg_3/dreamsim_diversity/open_clip_vitb32, eval/cfg_4.5/dreamsim_diversity/clip_vitb32, eval/cfg_4.5/dr ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 - - - - - - - - - 30 - - - - - - - - - 40 - - - - - - - - - 50 - - - - - - - - - 60 - - - - - - - - - 80 - - - - - - - - - 100 - 0.913 - - - 0.389 - - - 130 0.939 0.898 1.156 0.970 - 0.409 - - - peak GenEval(tr5) 0.942 at epoch 107; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 100 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.389 FDr_inc - FDr_dino - >= 0.85: ep 100 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.389 FDr_inc - FDr_dino - >= 0.90: ep 100 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.389 FDr_inc - FDr_dino - >= 0.93: ep 102 ImgR4.5 - ImgR2 - div(ev) - div(tr5) 0.386 FDr_inc - FDr_dino - >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo ram fd28 metrics: 3938mmfb | epochs 0..50 configs: geneval-ram-fd28-dreamsim-metrics-1734369: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/dreamsim_diversity/clip_vitb32, eval/cfg_1/dreamsim_diversity/dino_vitb16_patch, eval/cfg_1/dreamsim_diversity/ensemble, eval/cfg_1/dreamsim_diversity/open_clip_vitb32, eval/cfg_2/dreamsim_diversity/clip_vitb32, eval/cfg_2/dreamsim_diversity/dino_vitb16_patch, eval/cfg_2/dreamsim_diversity/ensemble, eval/cfg_2/dreamsim_diversity/open_clip_vitb32, eval/cfg_3/dreamsim_diversity/clip_vitb32, eval/cfg_3/dreamsim_diversity/dino_vitb16_patch, eval/cfg_3/dreamsim_diversity/ensemble, eval/cfg_3/dreamsim_diversity/open_clip_vitb32, eval/cfg_4.5/dreamsim_diversity/clip_vitb32, eval/cfg_4.5/dr ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.824 0.797 1.188 1.076 - 0.284 - - - 30 0.861 0.857 1.227 1.153 - 0.256 - - - 40 0.893 0.882 1.195 1.128 - 0.227 - - - 50 0.896 0.892 1.232 1.158 - 0.234 - - - peak GenEval(tr5) 0.896 at epoch 46; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 21 ImgR4.5 1.188 ImgR2 1.076 div(ev) - div(tr5) 0.287 FDr_inc - FDr_dino - >= 0.85: ep 29 ImgR4.5 1.188 ImgR2 1.076 div(ev) - div(tr5) 0.259 FDr_inc - FDr_dino - >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo openclip w4 fd28: khy766wc | epochs 0..51 configs: geneval-ram-openclip-w4-fd28-1734370: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/dreamsim_diversity/clip_vitb32, eval/cfg_1/dreamsim_diversity/dino_vitb16_patch, eval/cfg_1/dreamsim_diversity/ensemble, eval/cfg_1/dreamsim_diversity/open_clip_vitb32, eval/cfg_2/dreamsim_diversity/clip_vitb32, eval/cfg_2/dreamsim_diversity/dino_vitb16_patch, eval/cfg_2/dreamsim_diversity/ensemble, eval/cfg_2/dreamsim_diversity/open_clip_vitb32, eval/cfg_3/dreamsim_diversity/clip_vitb32, eval/cfg_3/dreamsim_diversity/dino_vitb16_patch, eval/cfg_3/dreamsim_diversity/ensemble, eval/cfg_3/dreamsim_diversity/open_clip_vitb32, eval/cfg_4.5/dreamsim_diversity/clip_vitb32, eval/cfg_4.5/dr ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.820 0.771 1.180 1.020 - 0.322 - - - 30 0.865 0.843 1.205 1.068 - 0.307 - - - 40 0.897 0.874 1.199 1.069 - 0.299 - - - 50 0.916 0.891 1.214 1.087 - 0.290 - - - peak GenEval(tr5) 0.891 at epoch 49; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 24 ImgR4.5 1.180 ImgR2 1.020 div(ev) - div(tr5) 0.311 FDr_inc - FDr_dino - >= 0.85: ep 33 ImgR4.5 1.205 ImgR2 1.068 div(ev) - div(tr5) 0.305 FDr_inc - FDr_dino - >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached ==================================================================================================== romeo clip w4 fd28: seomg9se | epochs 0..53 configs: geneval-ram-clip-w4-fd28-1734371: ds=None gate=None fd=None rm=100 resume=None other dreamsim/fd keys: eval/cfg_1/dreamsim_diversity/clip_vitb32, eval/cfg_1/dreamsim_diversity/dino_vitb16_patch, eval/cfg_1/dreamsim_diversity/ensemble, eval/cfg_1/dreamsim_diversity/open_clip_vitb32, eval/cfg_2/dreamsim_diversity/clip_vitb32, eval/cfg_2/dreamsim_diversity/dino_vitb16_patch, eval/cfg_2/dreamsim_diversity/ensemble, eval/cfg_2/dreamsim_diversity/open_clip_vitb32, eval/cfg_3/dreamsim_diversity/clip_vitb32, eval/cfg_3/dreamsim_diversity/dino_vitb16_patch, eval/cfg_3/dreamsim_diversity/ensemble, eval/cfg_3/dreamsim_diversity/open_clip_vitb32, eval/cfg_4.5/dreamsim_diversity/clip_vitb32, eval/cfg_4.5/dr ep GenEv(ev) GenEv(tr5) ImgR4.5 ImgR2 div(ev) div(tr5) FDr_inc FDr_dino gate 20 0.826 0.768 1.114 0.945 - 0.305 - - - 30 0.869 0.842 1.195 1.079 - 0.294 - - - 40 0.896 0.892 1.220 1.110 - 0.282 - - - 50 0.910 0.881 1.244 1.139 - 0.363 - - - peak GenEval(tr5) 0.900 at epoch 46; matched-GenEval read-out (first epoch at threshold): >= 0.80: ep 26 ImgR4.5 1.114 ImgR2 0.945 div(ev) - div(tr5) 0.308 FDr_inc - FDr_dino - >= 0.85: ep 33 ImgR4.5 1.195 ImgR2 1.079 div(ev) - div(tr5) 0.289 FDr_inc - FDr_dino - >= 0.90: not reached >= 0.93: not reached >= 0.95: not reached >= 0.96: not reached