diff --git a/.gitattributes b/.gitattributes
index 0189800cb588f1f195e52f2064f1559feb4215ad..010a617285403778e715e3a06c0cb8c4006e0293 100644
--- a/.gitattributes
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diff --git a/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_DianeBlack1_000.mp4 b/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_DianeBlack1_000.mp4
new file mode 100644
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--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_DianeBlack1_000.mp4
@@ -0,0 +1,3 @@
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diff --git a/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_EricCantor_000.mp4 b/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_EricCantor_000.mp4
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_JimInhofe_000.mp4 b/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_JimInhofe_000.mp4
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diff --git a/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_JohnKasich3_000.mp4 b/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_JohnKasich3_000.mp4
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_KellyAyotte_000.mp4 b/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_KellyAyotte_000.mp4
new file mode 100644
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diff --git a/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_MikeEnzi_000.mp4 b/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_MikeEnzi_000.mp4
new file mode 100644
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@@ -0,0 +1,3 @@
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diff --git a/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_MittRomney_000.mp4 b/HDTF_eval_t769_seed42/metrics/_stage/real/WRA_MittRomney_000.mp4
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@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/HDTF_eval_t769_seed42/metrics/seed42_metrics.csv b/HDTF_eval_t769_seed42/metrics/seed42_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..28cdf1ef77ca308a1bf96b8b5991409a581860b6
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/seed42_metrics.csv
@@ -0,0 +1,7 @@
+short_label,verbose_name,FVD_gt,FID_gt,SSIM_gt,CSIM,Sync-C,Sync-D,LMD
+SF_seed42_2step_step100,SF | seed=42 | t769 2-step (full-FT) | SF-step=100,147.948,7.7357,0.9295,0.9476,6.46,8.19,3.184
+SF_seed42_2step_step200,SF | seed=42 | t769 2-step (full-FT) | SF-step=200,132.242,7.4456,0.9267,0.9437,6.71,8.14,3.326
+SF_seed42_2step_step300,SF | seed=42 | t769 2-step (full-FT) | SF-step=300,133.919,7.3807,0.9265,0.9426,6.89,7.95,3.187
+SF_seed42_2step_step400,SF | seed=42 | t769 2-step (full-FT) | SF-step=400,137.240,7.4062,0.9244,0.9416,6.74,8.05,3.256
+SF_seed42_2step_step500,SF | seed=42 | t769 2-step (full-FT) | SF-step=500,129.945,7.1276,0.9254,0.9434,6.77,8.06,3.428
+SF_seed42_2step_step600,SF | seed=42 | t769 2-step (full-FT) | SF-step=600,127.993,6.7789,0.9198,0.9432,6.78,7.98,3.377
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000100/gt_aligned/gt_aligned_metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000100/gt_aligned/gt_aligned_metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..f7dcc01b659a2e169ea8aa60d588e3c48355b169
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000100/gt_aligned/gt_aligned_metrics.log
@@ -0,0 +1,3 @@
+SSIM: 0.929495
+FID: 7.735747
+FVD: 147.947608
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000100/gt_aligned/ssim_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000100/gt_aligned/ssim_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..cc7efe90a6a7659f5c90ee1171b76c2f315337f1
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000100/gt_aligned/ssim_per_video.log
@@ -0,0 +1,34 @@
+RD_Radio18_000: SSIM=0.934287
+WDA_AndyLevin_000: SSIM=0.916204
+WDA_BarackObama_000: SSIM=0.914709
+WDA_BarackObama_001: SSIM=0.933549
+WDA_ChrisCoons1_000: SSIM=0.949669
+WDA_DebbieStabenow0_000: SSIM=0.926086
+WDA_DonnaShalala1_000: SSIM=0.860645
+WDA_HillaryClinton_000: SSIM=0.951513
+WDA_JamesClyburn1_000: SSIM=0.883818
+WDA_JerryNadler_000: SSIM=0.942529
+WDA_JoeDonnelly_000: SSIM=0.930477
+WDA_JohnYarmuth1_000: SSIM=0.945546
+WDA_KatherineClark_000: SSIM=0.945179
+WDA_LaurenUnderwood_000: SSIM=0.905904
+WDA_LisaBluntRochester_000: SSIM=0.900363
+WDA_LucilleRoybal-Allard_000: SSIM=0.911963
+WDA_MikeDoyle_000: SSIM=0.945980
+WDA_NancyPelosi0_000: SSIM=0.920143
+WDA_RobinKelly_000: SSIM=0.923758
+WDA_StenyHoyer_000: SSIM=0.948739
+WDA_TammyDuckworth_000: SSIM=0.939243
+WDA_TedLieu_000: SSIM=0.937944
+WRA_AdamKinzinger1_000: SSIM=0.957296
+WRA_AdamKinzinger2_000: SSIM=0.942932
+WRA_AdamKinzinger2_001: SSIM=0.944009
+WRA_AdamKinzinger2_002: SSIM=0.947937
+WRA_DianeBlack1_000: SSIM=0.927097
+WRA_EricCantor_000: SSIM=0.905182
+WRA_JimInhofe_000: SSIM=0.947457
+WRA_JohnKasich3_000: SSIM=0.939748
+WRA_KellyAyotte_000: SSIM=0.928107
+WRA_MikeEnzi_000: SSIM=0.916195
+WRA_MittRomney_000: SSIM=0.949140
+mean_ssim: 0.929495
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000100/metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000100/metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..35e8522e5d1acd7fe5367edcc54a8dbf4f51c04c
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000100/metrics.log
@@ -0,0 +1,190 @@
+LatentSync evaluation run
+Started: 2026-05-06T06:33:05+09:00
+real_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real
+fake_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000100
+shape_predictor_path: /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/shape_predictor_68_face_landmarks.dat
+output_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000100
+
+========== SyncNet ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_sync.py --videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000100
+[SyncNet][debug] detect_results_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc
+[SyncNet][debug] temp_root=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root
+[S3FD] loading with cuda
+[S3FD] finished loading (0.3241 sec)
+
  0%|          | 0/33 [00:00<?, ?it/s][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_8y2ip5up video=RD_Radio18_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+RD_Radio18_000.mp4: Sync-D 9.60, Sync-C 4.72
+
  3%|▎         | 1/33 [00:06<03:17,  6.17s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet__6ao0sug video=WDA_AndyLevin_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_AndyLevin_000.mp4: Sync-D 8.76, Sync-C 4.82
+
  6%|▌         | 2/33 [00:10<02:36,  5.04s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_j1nmmjw8 video=WDA_BarackObama_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_000.mp4: Sync-D 8.73, Sync-C 4.95
+
  9%|▉         | 3/33 [00:17<03:02,  6.07s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_yrta3fm_ video=WDA_BarackObama_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_001.mp4: Sync-D 9.89, Sync-C 4.35
+
 12%|█▏        | 4/33 [00:27<03:34,  7.40s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_f8ovo34n video=WDA_ChrisCoons1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_ChrisCoons1_000.mp4: Sync-D 7.30, Sync-C 7.82
+
 15%|█▌        | 5/33 [00:41<04:40, 10.03s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_eafhi32v video=WDA_DebbieStabenow0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DebbieStabenow0_000.mp4: Sync-D 7.01, Sync-C 6.95
+
 18%|█▊        | 6/33 [00:52<04:34, 10.18s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_ouzi0f74 video=WDA_DonnaShalala1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DonnaShalala1_000.mp4: Sync-D 8.11, Sync-C 5.73
+
 21%|██        | 7/33 [00:59<03:55,  9.04s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_n7fkxums video=WDA_HillaryClinton_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_HillaryClinton_000.mp4: Sync-D 10.61, Sync-C 3.45
+
 24%|██▍       | 8/33 [01:14<04:39, 11.20s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_nelmqy03 video=WDA_JamesClyburn1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JamesClyburn1_000.mp4: Sync-D 9.42, Sync-C 4.13
+
 27%|██▋       | 9/33 [01:33<05:25, 13.56s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_3n98a7l9 video=WDA_JerryNadler_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JerryNadler_000.mp4: Sync-D 7.07, Sync-C 7.26
+
 30%|███       | 10/33 [01:39<04:16, 11.17s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_b8mxdy5e video=WDA_JoeDonnelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JoeDonnelly_000.mp4: Sync-D 7.66, Sync-C 7.22
+
 33%|███▎      | 11/33 [01:45<03:32,  9.67s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_7rqd846m video=WDA_JohnYarmuth1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JohnYarmuth1_000.mp4: Sync-D 8.57, Sync-C 4.31
+
 36%|███▋      | 12/33 [01:56<03:32, 10.11s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_rsx_042q video=WDA_KatherineClark_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_KatherineClark_000.mp4: Sync-D 6.98, Sync-C 8.45
+
 39%|███▉      | 13/33 [02:01<02:50,  8.54s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_3mryrtz_ video=WDA_LaurenUnderwood_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LaurenUnderwood_000.mp4: Sync-D 7.36, Sync-C 7.11
+
 42%|████▏     | 14/33 [02:12<02:54,  9.16s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_uhw94xj4 video=WDA_LisaBluntRochester_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LisaBluntRochester_000.mp4: Sync-D 7.30, Sync-C 8.05
+
 45%|████▌     | 15/33 [02:22<02:50,  9.46s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_it130g0z video=WDA_LucilleRoybal-Allard_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LucilleRoybal-Allard_000.mp4: Sync-D 7.76, Sync-C 6.47
+
 48%|████▊     | 16/33 [02:35<03:01, 10.65s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_679pywy4 video=WDA_MikeDoyle_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_MikeDoyle_000.mp4: Sync-D 8.44, Sync-C 6.71
+
 52%|█████▏    | 17/33 [02:50<03:10, 11.91s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_1qwnkr5x video=WDA_NancyPelosi0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_NancyPelosi0_000.mp4: Sync-D 8.33, Sync-C 7.28
+
 55%|█████▍    | 18/33 [02:54<02:22,  9.49s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_1dhlc4y4 video=WDA_RobinKelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_RobinKelly_000.mp4: Sync-D 6.57, Sync-C 7.67
+
 58%|█████▊    | 19/33 [03:08<02:33, 10.97s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_ohz283ke video=WDA_StenyHoyer_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_StenyHoyer_000.mp4: Sync-D 6.52, Sync-C 8.08
+
 61%|██████    | 20/33 [03:11<01:51,  8.58s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_eg9xdght video=WDA_TammyDuckworth_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TammyDuckworth_000.mp4: Sync-D 8.63, Sync-C 6.73
+
 64%|██████▎   | 21/33 [03:25<02:01, 10.10s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_0hgm0j_s video=WDA_TedLieu_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TedLieu_000.mp4: Sync-D 7.46, Sync-C 7.72
+
 67%|██████▋   | 22/33 [03:34<01:46,  9.69s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_sjtci2tt video=WRA_AdamKinzinger1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger1_000.mp4: Sync-D 8.34, Sync-C 6.77
+
 70%|██████▉   | 23/33 [03:46<01:44, 10.44s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_w40x82r2 video=WRA_AdamKinzinger2_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_000.mp4: Sync-D 8.02, Sync-C 7.01
+
 73%|███████▎  | 24/33 [03:50<01:16,  8.51s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_04nnqbmo video=WRA_AdamKinzinger2_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_001.mp4: Sync-D 7.92, Sync-C 7.06
+
 76%|███████▌  | 25/33 [03:56<01:02,  7.82s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_54utbkrg video=WRA_AdamKinzinger2_002.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_002.mp4: Sync-D 8.36, Sync-C 6.81
+
 79%|███████▉  | 26/33 [03:59<00:44,  6.43s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_p79n15un video=WRA_DianeBlack1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_DianeBlack1_000.mp4: Sync-D 8.03, Sync-C 6.88
+
 82%|████████▏ | 27/33 [04:17<00:57,  9.62s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_1bcs5_vc video=WRA_EricCantor_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_EricCantor_000.mp4: Sync-D 8.24, Sync-C 6.25
+
 85%|████████▍ | 28/33 [04:24<00:45,  9.05s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_ejgpm0wj video=WRA_JimInhofe_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JimInhofe_000.mp4: Sync-D 8.00, Sync-C 6.04
+
 88%|████████▊ | 29/33 [04:40<00:44, 11.12s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_17oty_a4 video=WRA_JohnKasich3_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JohnKasich3_000.mp4: Sync-D 9.38, Sync-C 5.47
+
 91%|█████████ | 30/33 [04:58<00:39, 13.06s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_kriman_6 video=WRA_KellyAyotte_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_KellyAyotte_000.mp4: Sync-D 8.02, Sync-C 8.05
+
 94%|█████████▍| 31/33 [05:11<00:26, 13.16s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_upsydjg3 video=WRA_MikeEnzi_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MikeEnzi_000.mp4: Sync-D 8.35, Sync-C 6.73
+
 97%|█████████▋| 32/33 [05:17<00:10, 10.87s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_aucpebhc/temp_root/syncnet_kb84f2qv video=WRA_MittRomney_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MittRomney_000.mp4: Sync-D 9.56, Sync-C 6.13
+
100%|██████████| 33/33 [05:33<00:00, 12.49s/it]
100%|██████████| 33/33 [05:33<00:00, 10.10s/it]
+Mean SyncNet Min Distance (Sync-D): 8.19
+Mean SyncNet Confidence (Sync-C): 6.46
+Exit code: 0
+
+========== CSIM ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_csim.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000100 --weight checkpoints/auxiliary/models/arcface/ms1mv3_arcface_r100_fp16.pth --arcface_dir arcface_torch --model_name r100 --batch_size 512
+
  0%|          | 0/33 [00:00<?, ?it/s]/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/arcface_torch/backbones/iresnet.py:149: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(self.fp16):
+
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 67%|██████▋   | 22/33 [00:07<00:03,  3.33it/s]
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 73%|███████▎  | 24/33 [00:07<00:02,  3.64it/s]
 76%|███████▌  | 25/33 [00:08<00:02,  3.72it/s]
 79%|███████▉  | 26/33 [00:08<00:01,  3.84it/s]
 82%|████████▏ | 27/33 [00:08<00:01,  3.54it/s]
 85%|████████▍ | 28/33 [00:08<00:01,  3.19it/s]
 88%|████████▊ | 29/33 [00:09<00:01,  3.06it/s]
 91%|█████████ | 30/33 [00:09<00:00,  3.08it/s]
 94%|█████████▍| 31/33 [00:09<00:00,  3.29it/s]
 97%|█████████▋| 32/33 [00:10<00:00,  3.21it/s]
100%|██████████| 33/33 [00:10<00:00,  2.89it/s]
100%|██████████| 33/33 [00:10<00:00,  3.09it/s]
+cosine similarity: 0.9476495981216431
+Exit code: 0
+
+========== GT_ALIGNED ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_gt_aligned.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000100 --output_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000100/gt_aligned --device cuda:0 --min_detection_confidence 0.5 --fallback_detection_confidence 0.2 --all
+Matched 33 video pairs
+
+=== SSIM (GT-aligned crops) ===
+
SSIM:   0%|          | 0/33 [00:00<?, ?it/s]INFO: Created TensorFlow Lite XNNPACK delegate for CPU.
+WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
+W0000 00:00:1778017147.102594  453946 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+W0000 00:00:1778017147.102959  453939 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+
SSIM:   3%|▎         | 1/33 [00:00<00:26,  1.20it/s]
SSIM:   6%|▌         | 2/33 [00:02<00:32,  1.05s/it]
SSIM:   9%|▉         | 3/33 [00:03<00:34,  1.15s/it]
SSIM:  12%|█▏        | 4/33 [00:04<00:34,  1.20s/it]
SSIM:  15%|█▌        | 5/33 [00:05<00:31,  1.12s/it]
SSIM:  18%|█▊        | 6/33 [00:06<00:26,  1.02it/s]
SSIM:  21%|██        | 7/33 [00:07<00:24,  1.06it/s]
SSIM:  24%|██▍       | 8/33 [00:08<00:23,  1.07it/s]
SSIM:  27%|██▋       | 9/33 [00:09<00:22,  1.05it/s]
SSIM:  30%|███       | 10/33 [00:09<00:19,  1.16it/s]
SSIM:  33%|███▎      | 11/33 [00:10<00:19,  1.13it/s]
SSIM:  36%|███▋      | 12/33 [00:11<00:18,  1.11it/s]
SSIM:  39%|███▉      | 13/33 [00:12<00:18,  1.10it/s]
SSIM:  42%|████▏     | 14/33 [00:13<00:18,  1.04it/s]
SSIM:  45%|████▌     | 15/33 [00:14<00:16,  1.07it/s]
SSIM:  48%|████▊     | 16/33 [00:15<00:15,  1.09it/s]
SSIM:  52%|█████▏    | 17/33 [00:16<00:14,  1.13it/s]
SSIM:  55%|█████▍    | 18/33 [00:17<00:13,  1.11it/s]
SSIM:  58%|█████▊    | 19/33 [00:17<00:12,  1.14it/s]
SSIM:  61%|██████    | 20/33 [00:18<00:11,  1.17it/s]
SSIM:  64%|██████▎   | 21/33 [00:19<00:10,  1.16it/s]
SSIM:  67%|██████▋   | 22/33 [00:20<00:09,  1.11it/s]
SSIM:  70%|██████▉   | 23/33 [00:21<00:08,  1.16it/s]
SSIM:  73%|███████▎  | 24/33 [00:22<00:07,  1.20it/s]
SSIM:  76%|███████▌  | 25/33 [00:22<00:06,  1.23it/s]
SSIM:  79%|███████▉  | 26/33 [00:23<00:05,  1.26it/s]
SSIM:  82%|████████▏ | 27/33 [00:24<00:05,  1.17it/s]
SSIM:  85%|████████▍ | 28/33 [00:25<00:04,  1.08it/s]
SSIM:  88%|████████▊ | 29/33 [00:26<00:03,  1.04it/s]
SSIM:  91%|█████████ | 30/33 [00:27<00:02,  1.06it/s]
SSIM:  94%|█████████▍| 31/33 [00:28<00:01,  1.10it/s]
SSIM:  97%|█████████▋| 32/33 [00:29<00:00,  1.11it/s]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.03it/s]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.08it/s]
+SSIM: 0.929495
+
+=== FID (GT-aligned crops) ===
+
FID crops:   0%|          | 0/33 [00:00<?, ?it/s]
FID crops:   3%|▎         | 1/33 [00:00<00:29,  1.07it/s]
FID crops:   6%|▌         | 2/33 [00:02<00:35,  1.14s/it]
FID crops:   9%|▉         | 3/33 [00:03<00:36,  1.23s/it]
FID crops:  12%|█▏        | 4/33 [00:04<00:36,  1.25s/it]
FID crops:  15%|█▌        | 5/33 [00:05<00:33,  1.19s/it]
FID crops:  18%|█▊        | 6/33 [00:06<00:29,  1.11s/it]
FID crops:  21%|██        | 7/33 [00:07<00:28,  1.10s/it]
FID crops:  24%|██▍       | 8/33 [00:09<00:27,  1.11s/it]
FID crops:  27%|██▋       | 9/33 [00:10<00:27,  1.15s/it]
FID crops:  30%|███       | 10/33 [00:11<00:24,  1.06s/it]
FID crops:  33%|███▎      | 11/33 [00:12<00:23,  1.09s/it]
FID crops:  36%|███▋      | 12/33 [00:13<00:23,  1.10s/it]
FID crops:  39%|███▉      | 13/33 [00:14<00:22,  1.11s/it]
FID crops:  42%|████▏     | 14/33 [00:15<00:22,  1.17s/it]
FID crops:  45%|████▌     | 15/33 [00:16<00:20,  1.14s/it]
FID crops:  48%|████▊     | 16/33 [00:18<00:19,  1.13s/it]
FID crops:  52%|█████▏    | 17/33 [00:19<00:17,  1.10s/it]
FID crops:  55%|█████▍    | 18/33 [00:20<00:16,  1.10s/it]
FID crops:  58%|█████▊    | 19/33 [00:21<00:15,  1.09s/it]
FID crops:  61%|██████    | 20/33 [00:22<00:13,  1.07s/it]
FID crops:  64%|██████▎   | 21/33 [00:23<00:12,  1.08s/it]
FID crops:  67%|██████▋   | 22/33 [00:24<00:12,  1.10s/it]
FID crops:  70%|██████▉   | 23/33 [00:25<00:10,  1.04s/it]
FID crops:  73%|███████▎  | 24/33 [00:26<00:09,  1.02s/it]
FID crops:  76%|███████▌  | 25/33 [00:27<00:07,  1.01it/s]
FID crops:  79%|███████▉  | 26/33 [00:28<00:06,  1.02it/s]
FID crops:  82%|████████▏ | 27/33 [00:29<00:06,  1.03s/it]
FID crops:  85%|████████▍ | 28/33 [00:30<00:05,  1.08s/it]
FID crops:  88%|████████▊ | 29/33 [00:31<00:04,  1.08s/it]
FID crops:  91%|█████████ | 30/33 [00:32<00:03,  1.07s/it]
FID crops:  94%|█████████▍| 31/33 [00:33<00:02,  1.04s/it]
FID crops:  97%|█████████▋| 32/33 [00:34<00:01,  1.06s/it]
FID crops: 100%|██████████| 33/33 [00:36<00:00,  1.16s/it]
FID crops: 100%|██████████| 33/33 [00:36<00:00,  1.10s/it]
+Extracted 2673 crop pairs
+
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+
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 76%|███████▌  | 32/42 [00:04<00:01,  6.60it/s]
 79%|███████▊  | 33/42 [00:05<00:01,  6.61it/s]
 81%|████████  | 34/42 [00:05<00:01,  6.64it/s]
 83%|████████▎ | 35/42 [00:05<00:01,  6.82it/s]
 86%|████████▌ | 36/42 [00:05<00:00,  6.38it/s]
 88%|████████▊ | 37/42 [00:05<00:00,  6.50it/s]
 90%|█████████ | 38/42 [00:05<00:00,  6.30it/s]
 93%|█████████▎| 39/42 [00:06<00:00,  6.48it/s]
 95%|█████████▌| 40/42 [00:06<00:00,  6.43it/s]
 98%|█████████▊| 41/42 [00:06<00:00,  6.48it/s]
100%|██████████| 42/42 [00:06<00:00,  7.24it/s]
100%|██████████| 42/42 [00:06<00:00,  6.46it/s]
+FID: 7.7357
+
+=== FVD (GT-aligned crops) ===
+
FVD:   0%|          | 0/33 [00:00<?, ?it/s]
FVD:   3%|▎         | 1/33 [00:01<00:37,  1.17s/it]
FVD:   6%|▌         | 2/33 [00:01<00:22,  1.37it/s]
FVD:   9%|▉         | 3/33 [00:02<00:18,  1.63it/s]
FVD:  12%|█▏        | 4/33 [00:02<00:15,  1.91it/s]
FVD:  15%|█▌        | 5/33 [00:02<00:12,  2.25it/s]
FVD:  18%|█▊        | 6/33 [00:02<00:09,  2.83it/s]
FVD:  21%|██        | 7/33 [00:03<00:08,  3.22it/s]
FVD:  24%|██▍       | 8/33 [00:03<00:07,  3.14it/s]
FVD:  27%|██▋       | 9/33 [00:03<00:07,  3.15it/s]
FVD:  30%|███       | 10/33 [00:03<00:06,  3.61it/s]
FVD:  33%|███▎      | 11/33 [00:04<00:06,  3.49it/s]
FVD:  36%|███▋      | 12/33 [00:04<00:06,  3.49it/s]
FVD:  39%|███▉      | 13/33 [00:04<00:05,  3.45it/s]
FVD:  42%|████▏     | 14/33 [00:05<00:05,  3.19it/s]
FVD:  45%|████▌     | 15/33 [00:05<00:05,  3.17it/s]
FVD:  48%|████▊     | 16/33 [00:05<00:05,  3.33it/s]
FVD:  52%|█████▏    | 17/33 [00:06<00:04,  3.67it/s]
FVD:  55%|█████▍    | 18/33 [00:06<00:04,  3.74it/s]
FVD:  58%|█████▊    | 19/33 [00:06<00:03,  3.93it/s]
FVD:  61%|██████    | 20/33 [00:06<00:03,  4.21it/s]
FVD:  64%|██████▎   | 21/33 [00:06<00:02,  4.15it/s]
FVD:  67%|██████▋   | 22/33 [00:07<00:02,  3.71it/s]
FVD:  70%|██████▉   | 23/33 [00:07<00:02,  4.07it/s]
FVD:  73%|███████▎  | 24/33 [00:07<00:02,  4.40it/s]
FVD:  76%|███████▌  | 25/33 [00:07<00:01,  4.66it/s]
FVD:  79%|███████▉  | 26/33 [00:08<00:01,  4.64it/s]
FVD:  82%|████████▏ | 27/33 [00:08<00:01,  4.11it/s]
FVD:  85%|████████▍ | 28/33 [00:08<00:01,  3.46it/s]
FVD:  88%|████████▊ | 29/33 [00:09<00:01,  3.58it/s]
FVD:  91%|█████████ | 30/33 [00:09<00:00,  3.68it/s]
FVD:  94%|█████████▍| 31/33 [00:09<00:00,  3.85it/s]
FVD:  97%|█████████▋| 32/33 [00:09<00:00,  3.69it/s]
FVD: 100%|██████████| 33/33 [00:10<00:00,  3.06it/s]
FVD: 100%|██████████| 33/33 [00:10<00:00,  3.21it/s]
+FVD: 147.9476
+
+=== Summary (GT-aligned crops) ===
+  SSIM: 0.9295
+  FID: 7.7357
+  FVD: 147.9476
+
+Results saved to /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000100/gt_aligned
+Exit code: 0
+
+All selected metrics completed successfully.
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000100/ssim_lmd_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000100/ssim_lmd_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..f8f7cd9df417657ea74db3f2fb6a558378930631
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000100/ssim_lmd_per_video.log
@@ -0,0 +1,35 @@
+mean_lmd: 3.184118
+num_videos_scored: 32 / 33
+RD_Radio18_000: 2.303685
+WDA_AndyLevin_000: 3.356184
+WDA_BarackObama_000: 6.391124
+WDA_BarackObama_001: 6.244592
+WDA_ChrisCoons1_000: 2.134902
+WDA_DebbieStabenow0_000: 1.679154
+WDA_DonnaShalala1_000: 5.803906
+WDA_HillaryClinton_000: 3.020329
+WDA_JamesClyburn1_000: N/A (no frames with detected landmarks)
+WDA_JerryNadler_000: 1.377833
+WDA_JoeDonnelly_000: 2.744399
+WDA_JohnYarmuth1_000: 2.899268
+WDA_KatherineClark_000: 4.099090
+WDA_LaurenUnderwood_000: 8.494974
+WDA_LisaBluntRochester_000: 4.285831
+WDA_LucilleRoybal-Allard_000: 4.058088
+WDA_MikeDoyle_000: 1.872434
+WDA_NancyPelosi0_000: 3.998723
+WDA_RobinKelly_000: 1.975562
+WDA_StenyHoyer_000: 2.978427
+WDA_TammyDuckworth_000: 2.675099
+WDA_TedLieu_000: 3.515853
+WRA_AdamKinzinger1_000: 1.101223
+WRA_AdamKinzinger2_000: 1.618986
+WRA_AdamKinzinger2_001: 1.710515
+WRA_AdamKinzinger2_002: 1.743660
+WRA_DianeBlack1_000: 2.698319
+WRA_EricCantor_000: 3.370040
+WRA_JimInhofe_000: 2.645239
+WRA_JohnKasich3_000: 1.859026
+WRA_KellyAyotte_000: 1.840340
+WRA_MikeEnzi_000: 3.042205
+WRA_MittRomney_000: 4.352780
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000200/gt_aligned/gt_aligned_metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000200/gt_aligned/gt_aligned_metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..365e152e3d794bfba1f2fb767b5f49b5f13ae248
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000200/gt_aligned/gt_aligned_metrics.log
@@ -0,0 +1,3 @@
+SSIM: 0.926670
+FID: 7.445631
+FVD: 132.241568
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000200/gt_aligned/ssim_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000200/gt_aligned/ssim_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..c727b6cb5d57aee86e72d0e84cab3db9eeaca623
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000200/gt_aligned/ssim_per_video.log
@@ -0,0 +1,34 @@
+RD_Radio18_000: SSIM=0.930435
+WDA_AndyLevin_000: SSIM=0.913836
+WDA_BarackObama_000: SSIM=0.915300
+WDA_BarackObama_001: SSIM=0.932030
+WDA_ChrisCoons1_000: SSIM=0.945621
+WDA_DebbieStabenow0_000: SSIM=0.917417
+WDA_DonnaShalala1_000: SSIM=0.865736
+WDA_HillaryClinton_000: SSIM=0.949394
+WDA_JamesClyburn1_000: SSIM=0.877196
+WDA_JerryNadler_000: SSIM=0.939279
+WDA_JoeDonnelly_000: SSIM=0.925221
+WDA_JohnYarmuth1_000: SSIM=0.944549
+WDA_KatherineClark_000: SSIM=0.944338
+WDA_LaurenUnderwood_000: SSIM=0.901319
+WDA_LisaBluntRochester_000: SSIM=0.882604
+WDA_LucilleRoybal-Allard_000: SSIM=0.907425
+WDA_MikeDoyle_000: SSIM=0.942911
+WDA_NancyPelosi0_000: SSIM=0.921408
+WDA_RobinKelly_000: SSIM=0.922416
+WDA_StenyHoyer_000: SSIM=0.940805
+WDA_TammyDuckworth_000: SSIM=0.933602
+WDA_TedLieu_000: SSIM=0.937538
+WRA_AdamKinzinger1_000: SSIM=0.955015
+WRA_AdamKinzinger2_000: SSIM=0.941809
+WRA_AdamKinzinger2_001: SSIM=0.942512
+WRA_AdamKinzinger2_002: SSIM=0.946337
+WRA_DianeBlack1_000: SSIM=0.919615
+WRA_EricCantor_000: SSIM=0.916891
+WRA_JimInhofe_000: SSIM=0.937366
+WRA_JohnKasich3_000: SSIM=0.937165
+WRA_KellyAyotte_000: SSIM=0.931994
+WRA_MikeEnzi_000: SSIM=0.918646
+WRA_MittRomney_000: SSIM=0.942398
+mean_ssim: 0.926670
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000200/metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000200/metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..2dabb167fccf52e14e2f7727fa80665805c275c6
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000200/metrics.log
@@ -0,0 +1,190 @@
+LatentSync evaluation run
+Started: 2026-05-06T06:09:23+09:00
+real_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real
+fake_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000200
+shape_predictor_path: /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/shape_predictor_68_face_landmarks.dat
+output_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000200
+
+========== SyncNet ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_sync.py --videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000200
+[SyncNet][debug] detect_results_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts
+[SyncNet][debug] temp_root=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root
+[S3FD] loading with cuda
+[S3FD] finished loading (0.4104 sec)
+
  0%|          | 0/33 [00:00<?, ?it/s][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_smg3me6p video=RD_Radio18_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+RD_Radio18_000.mp4: Sync-D 8.97, Sync-C 6.01
+
  3%|▎         | 1/33 [00:05<03:01,  5.69s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet__cv1m1kg video=WDA_AndyLevin_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_AndyLevin_000.mp4: Sync-D 8.71, Sync-C 5.15
+
  6%|▌         | 2/33 [00:14<03:56,  7.63s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_eskc728n video=WDA_BarackObama_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_000.mp4: Sync-D 9.35, Sync-C 4.63
+
  9%|▉         | 3/33 [00:40<07:52, 15.76s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_seniig1l video=WDA_BarackObama_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_001.mp4: Sync-D 10.67, Sync-C 3.78
+
 12%|█▏        | 4/33 [00:49<06:26, 13.31s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_xfmahmxy video=WDA_ChrisCoons1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_ChrisCoons1_000.mp4: Sync-D 7.27, Sync-C 7.87
+
 15%|█▌        | 5/33 [01:01<05:58, 12.79s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_wuojla9c video=WDA_DebbieStabenow0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DebbieStabenow0_000.mp4: Sync-D 6.99, Sync-C 7.66
+
 18%|█▊        | 6/33 [01:11<05:18, 11.78s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_8olauu54 video=WDA_DonnaShalala1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DonnaShalala1_000.mp4: Sync-D 8.41, Sync-C 5.34
+
 21%|██        | 7/33 [01:21<04:53, 11.30s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_d93n0u9j video=WDA_HillaryClinton_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_HillaryClinton_000.mp4: Sync-D 10.26, Sync-C 4.25
+
 24%|██▍       | 8/33 [01:42<05:57, 14.31s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_i6lyk2fi video=WDA_JamesClyburn1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JamesClyburn1_000.mp4: Sync-D 9.17, Sync-C 4.35
+
 27%|██▋       | 9/33 [02:02<06:28, 16.19s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_vnekiety video=WDA_JerryNadler_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JerryNadler_000.mp4: Sync-D 7.37, Sync-C 7.39
+
 30%|███       | 10/33 [02:07<04:51, 12.66s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_k4tm6o3t video=WDA_JoeDonnelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JoeDonnelly_000.mp4: Sync-D 7.67, Sync-C 7.47
+
 33%|███▎      | 11/33 [02:12<03:49, 10.43s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_u6knvf7u video=WDA_JohnYarmuth1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JohnYarmuth1_000.mp4: Sync-D 8.30, Sync-C 4.91
+
 36%|███▋      | 12/33 [02:23<03:42, 10.58s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_ue8kl3xw video=WDA_KatherineClark_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_KatherineClark_000.mp4: Sync-D 7.08, Sync-C 8.49
+
 39%|███▉      | 13/33 [02:28<02:58,  8.90s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet__t6bk9rw video=WDA_LaurenUnderwood_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LaurenUnderwood_000.mp4: Sync-D 7.60, Sync-C 7.02
+
 42%|████▏     | 14/33 [02:40<03:04,  9.72s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_ql7bjswv video=WDA_LisaBluntRochester_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LisaBluntRochester_000.mp4: Sync-D 7.46, Sync-C 8.07
+
 45%|████▌     | 15/33 [02:54<03:16, 10.93s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet___lchkim video=WDA_LucilleRoybal-Allard_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LucilleRoybal-Allard_000.mp4: Sync-D 8.31, Sync-C 5.96
+
 48%|████▊     | 16/33 [03:10<03:34, 12.61s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_zxfquh3n video=WDA_MikeDoyle_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_MikeDoyle_000.mp4: Sync-D 8.13, Sync-C 7.28
+
 52%|█████▏    | 17/33 [03:22<03:20, 12.51s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_5miqz_13 video=WDA_NancyPelosi0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_NancyPelosi0_000.mp4: Sync-D 7.70, Sync-C 8.17
+
 55%|█████▍    | 18/33 [03:29<02:41, 10.75s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_hye8iv9a video=WDA_RobinKelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_RobinKelly_000.mp4: Sync-D 6.68, Sync-C 8.04
+
 58%|█████▊    | 19/33 [03:38<02:23, 10.27s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_62sud58c video=WDA_StenyHoyer_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_StenyHoyer_000.mp4: Sync-D 6.60, Sync-C 8.19
+
 61%|██████    | 20/33 [03:42<01:48,  8.36s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_65iu5jqx video=WDA_TammyDuckworth_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TammyDuckworth_000.mp4: Sync-D 8.27, Sync-C 7.28
+
 64%|██████▎   | 21/33 [03:52<01:44,  8.71s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_ccvso81x video=WDA_TedLieu_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TedLieu_000.mp4: Sync-D 7.23, Sync-C 8.04
+
 67%|██████▋   | 22/33 [03:58<01:28,  8.07s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_e_w1yox_ video=WRA_AdamKinzinger1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger1_000.mp4: Sync-D 7.90, Sync-C 7.23
+
 70%|██████▉   | 23/33 [04:08<01:25,  8.53s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_kht1i3zk video=WRA_AdamKinzinger2_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_000.mp4: Sync-D 8.12, Sync-C 7.21
+
 73%|███████▎  | 24/33 [04:12<01:04,  7.16s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_fq2t8v8g video=WRA_AdamKinzinger2_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_001.mp4: Sync-D 7.67, Sync-C 7.44
+
 76%|███████▌  | 25/33 [04:18<00:54,  6.78s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet__g18srnq video=WRA_AdamKinzinger2_002.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_002.mp4: Sync-D 8.45, Sync-C 6.61
+
 79%|███████▉  | 26/33 [04:22<00:41,  6.00s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_vr88dirv video=WRA_DianeBlack1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_DianeBlack1_000.mp4: Sync-D 7.74, Sync-C 7.22
+
 82%|████████▏ | 27/33 [04:40<00:56,  9.49s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_r7ki_o6c video=WRA_EricCantor_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_EricCantor_000.mp4: Sync-D 8.06, Sync-C 6.50
+
 85%|████████▍ | 28/33 [04:47<00:44,  8.82s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_cgl_f1fp video=WRA_JimInhofe_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JimInhofe_000.mp4: Sync-D 7.87, Sync-C 6.09
+
 88%|████████▊ | 29/33 [05:04<00:45, 11.41s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_6oa28k50 video=WRA_JohnKasich3_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JohnKasich3_000.mp4: Sync-D 8.93, Sync-C 6.17
+
 91%|█████████ | 30/33 [05:21<00:39, 13.09s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_0wba66j4 video=WRA_KellyAyotte_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_KellyAyotte_000.mp4: Sync-D 7.95, Sync-C 8.19
+
 94%|█████████▍| 31/33 [05:27<00:21, 10.88s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_9vwn9gby video=WRA_MikeEnzi_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MikeEnzi_000.mp4: Sync-D 8.25, Sync-C 7.00
+
 97%|█████████▋| 32/33 [05:33<00:09,  9.53s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_at75f1ts/temp_root/syncnet_yl0298g2 video=WRA_MittRomney_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MittRomney_000.mp4: Sync-D 9.56, Sync-C 6.42
+
100%|██████████| 33/33 [05:39<00:00,  8.25s/it]
100%|██████████| 33/33 [05:39<00:00, 10.28s/it]
+Mean SyncNet Min Distance (Sync-D): 8.14
+Mean SyncNet Confidence (Sync-C): 6.71
+Exit code: 0
+
+========== CSIM ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_csim.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000200 --weight checkpoints/auxiliary/models/arcface/ms1mv3_arcface_r100_fp16.pth --arcface_dir arcface_torch --model_name r100 --batch_size 512
+
  0%|          | 0/33 [00:00<?, ?it/s]/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/arcface_torch/backbones/iresnet.py:149: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(self.fp16):
+
  3%|▎         | 1/33 [00:00<00:17,  1.84it/s]
  6%|▌         | 2/33 [00:00<00:13,  2.28it/s]
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 30%|███       | 10/33 [00:03<00:07,  3.14it/s]
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 61%|██████    | 20/33 [00:07<00:03,  3.26it/s]
 64%|██████▎   | 21/33 [00:07<00:03,  3.28it/s]
 67%|██████▋   | 22/33 [00:07<00:03,  3.15it/s]
 70%|██████▉   | 23/33 [00:07<00:02,  3.36it/s]
 73%|███████▎  | 24/33 [00:08<00:02,  3.46it/s]
 76%|███████▌  | 25/33 [00:08<00:02,  3.59it/s]
 79%|███████▉  | 26/33 [00:08<00:01,  3.75it/s]
 82%|████████▏ | 27/33 [00:09<00:01,  3.45it/s]
 85%|████████▍ | 28/33 [00:09<00:01,  3.11it/s]
 88%|████████▊ | 29/33 [00:09<00:01,  3.08it/s]
 91%|█████████ | 30/33 [00:10<00:00,  3.08it/s]
 94%|█████████▍| 31/33 [00:10<00:00,  3.50it/s]
 97%|█████████▋| 32/33 [00:10<00:00,  3.58it/s]
100%|██████████| 33/33 [00:11<00:00,  3.15it/s]
100%|██████████| 33/33 [00:11<00:00,  3.00it/s]
+cosine similarity: 0.9437087178230286
+Exit code: 0
+
+========== GT_ALIGNED ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_gt_aligned.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000200 --output_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000200/gt_aligned --device cuda:0 --min_detection_confidence 0.5 --fallback_detection_confidence 0.2 --all
+Matched 33 video pairs
+
+=== SSIM (GT-aligned crops) ===
+
SSIM:   0%|          | 0/33 [00:00<?, ?it/s]INFO: Created TensorFlow Lite XNNPACK delegate for CPU.
+WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
+W0000 00:00:1778015730.750475  430407 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+W0000 00:00:1778015730.750469  430415 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+
SSIM:   3%|▎         | 1/33 [00:00<00:27,  1.18it/s]
SSIM:   6%|▌         | 2/33 [00:02<00:32,  1.05s/it]
SSIM:   9%|▉         | 3/33 [00:03<00:34,  1.15s/it]
SSIM:  12%|█▏        | 4/33 [00:04<00:35,  1.22s/it]
SSIM:  15%|█▌        | 5/33 [00:05<00:32,  1.16s/it]
SSIM:  18%|█▊        | 6/33 [00:06<00:27,  1.01s/it]
SSIM:  21%|██        | 7/33 [00:07<00:24,  1.05it/s]
SSIM:  24%|██▍       | 8/33 [00:08<00:23,  1.06it/s]
SSIM:  27%|██▋       | 9/33 [00:09<00:23,  1.04it/s]
SSIM:  30%|███       | 10/33 [00:09<00:20,  1.15it/s]
SSIM:  33%|███▎      | 11/33 [00:10<00:19,  1.12it/s]
SSIM:  36%|███▋      | 12/33 [00:11<00:19,  1.10it/s]
SSIM:  39%|███▉      | 13/33 [00:12<00:18,  1.08it/s]
SSIM:  42%|████▏     | 14/33 [00:13<00:18,  1.03it/s]
SSIM:  45%|████▌     | 15/33 [00:14<00:17,  1.05it/s]
SSIM:  48%|████▊     | 16/33 [00:15<00:15,  1.06it/s]
SSIM:  52%|█████▏    | 17/33 [00:16<00:14,  1.11it/s]
SSIM:  55%|█████▍    | 18/33 [00:17<00:13,  1.10it/s]
SSIM:  58%|█████▊    | 19/33 [00:18<00:12,  1.14it/s]
SSIM:  61%|██████    | 20/33 [00:18<00:11,  1.18it/s]
SSIM:  64%|██████▎   | 21/33 [00:19<00:10,  1.16it/s]
SSIM:  67%|██████▋   | 22/33 [00:20<00:09,  1.13it/s]
SSIM:  70%|██████▉   | 23/33 [00:21<00:08,  1.19it/s]
SSIM:  73%|███████▎  | 24/33 [00:22<00:07,  1.21it/s]
SSIM:  76%|███████▌  | 25/33 [00:23<00:06,  1.24it/s]
SSIM:  79%|███████▉  | 26/33 [00:23<00:05,  1.26it/s]
SSIM:  82%|████████▏ | 27/33 [00:24<00:05,  1.18it/s]
SSIM:  85%|████████▍ | 28/33 [00:25<00:04,  1.12it/s]
SSIM:  88%|████████▊ | 29/33 [00:26<00:03,  1.13it/s]
SSIM:  91%|█████████ | 30/33 [00:27<00:02,  1.13it/s]
SSIM:  94%|█████████▍| 31/33 [00:28<00:01,  1.15it/s]
SSIM:  97%|█████████▋| 32/33 [00:29<00:00,  1.15it/s]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.02it/s]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.08it/s]
+SSIM: 0.926670
+
+=== FID (GT-aligned crops) ===
+
FID crops:   0%|          | 0/33 [00:00<?, ?it/s]
FID crops:   3%|▎         | 1/33 [00:00<00:30,  1.04it/s]
FID crops:   6%|▌         | 2/33 [00:02<00:35,  1.14s/it]
FID crops:   9%|▉         | 3/33 [00:03<00:38,  1.28s/it]
FID crops:  12%|█▏        | 4/33 [00:05<00:37,  1.31s/it]
FID crops:  15%|█▌        | 5/33 [00:06<00:34,  1.25s/it]
FID crops:  18%|█▊        | 6/33 [00:07<00:30,  1.14s/it]
FID crops:  21%|██        | 7/33 [00:08<00:28,  1.11s/it]
FID crops:  24%|██▍       | 8/33 [00:09<00:27,  1.11s/it]
FID crops:  27%|██▋       | 9/33 [00:10<00:27,  1.15s/it]
FID crops:  30%|███       | 10/33 [00:11<00:24,  1.06s/it]
FID crops:  33%|███▎      | 11/33 [00:12<00:24,  1.11s/it]
FID crops:  36%|███▋      | 12/33 [00:13<00:23,  1.13s/it]
FID crops:  39%|███▉      | 13/33 [00:14<00:22,  1.14s/it]
FID crops:  42%|████▏     | 14/33 [00:16<00:22,  1.20s/it]
FID crops:  45%|████▌     | 15/33 [00:17<00:20,  1.17s/it]
FID crops:  48%|████▊     | 16/33 [00:18<00:19,  1.14s/it]
FID crops:  52%|█████▏    | 17/33 [00:19<00:17,  1.11s/it]
FID crops:  55%|█████▍    | 18/33 [00:20<00:16,  1.13s/it]
FID crops:  58%|█████▊    | 19/33 [00:21<00:15,  1.09s/it]
FID crops:  61%|██████    | 20/33 [00:22<00:13,  1.06s/it]
FID crops:  64%|██████▎   | 21/33 [00:23<00:12,  1.07s/it]
FID crops:  67%|██████▋   | 22/33 [00:24<00:12,  1.10s/it]
FID crops:  70%|██████▉   | 23/33 [00:25<00:10,  1.06s/it]
FID crops:  73%|███████▎  | 24/33 [00:26<00:09,  1.04s/it]
FID crops:  76%|███████▌  | 25/33 [00:27<00:08,  1.02s/it]
FID crops:  79%|███████▉  | 26/33 [00:28<00:07,  1.01s/it]
FID crops:  82%|████████▏ | 27/33 [00:30<00:06,  1.07s/it]
FID crops:  85%|████████▍ | 28/33 [00:31<00:05,  1.12s/it]
FID crops:  88%|████████▊ | 29/33 [00:32<00:04,  1.12s/it]
FID crops:  91%|█████████ | 30/33 [00:33<00:03,  1.12s/it]
FID crops:  94%|█████████▍| 31/33 [00:34<00:02,  1.09s/it]
FID crops:  97%|█████████▋| 32/33 [00:35<00:01,  1.10s/it]
FID crops: 100%|██████████| 33/33 [00:37<00:00,  1.21s/it]
FID crops: 100%|██████████| 33/33 [00:37<00:00,  1.12s/it]
+Extracted 2673 crop pairs
+
  0%|          | 0/42 [00:00<?, ?it/s]
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100%|██████████| 42/42 [00:06<00:00,  6.39it/s]
+
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 52%|█████▏    | 22/42 [00:03<00:03,  5.76it/s]
 55%|█████▍    | 23/42 [00:04<00:03,  5.99it/s]
 57%|█████▋    | 24/42 [00:04<00:03,  5.58it/s]
 60%|█████▉    | 25/42 [00:04<00:03,  5.55it/s]
 62%|██████▏   | 26/42 [00:04<00:02,  5.77it/s]
 64%|██████▍   | 27/42 [00:04<00:02,  5.79it/s]
 67%|██████▋   | 28/42 [00:04<00:02,  5.75it/s]
 69%|██████▉   | 29/42 [00:05<00:02,  5.82it/s]
 71%|███████▏  | 30/42 [00:05<00:02,  5.82it/s]
 74%|███████▍  | 31/42 [00:05<00:01,  5.84it/s]
 76%|███████▌  | 32/42 [00:05<00:01,  5.84it/s]
 79%|███████▊  | 33/42 [00:05<00:01,  6.07it/s]
 81%|████████  | 34/42 [00:05<00:01,  5.87it/s]
 83%|████████▎ | 35/42 [00:06<00:01,  5.92it/s]
 86%|████████▌ | 36/42 [00:06<00:01,  5.95it/s]
 88%|████████▊ | 37/42 [00:06<00:00,  5.95it/s]
 90%|█████████ | 38/42 [00:06<00:00,  5.95it/s]
 93%|█████████▎| 39/42 [00:06<00:00,  5.73it/s]
 95%|█████████▌| 40/42 [00:06<00:00,  5.88it/s]
 98%|█████████▊| 41/42 [00:07<00:00,  5.87it/s]
100%|██████████| 42/42 [00:07<00:00,  6.36it/s]
100%|██████████| 42/42 [00:07<00:00,  5.74it/s]
+FID: 7.4456
+
+=== FVD (GT-aligned crops) ===
+
FVD:   0%|          | 0/33 [00:00<?, ?it/s]
FVD:   3%|▎         | 1/33 [00:01<00:37,  1.17s/it]
FVD:   6%|▌         | 2/33 [00:01<00:22,  1.36it/s]
FVD:   9%|▉         | 3/33 [00:02<00:18,  1.60it/s]
FVD:  12%|█▏        | 4/33 [00:02<00:15,  1.90it/s]
FVD:  15%|█▌        | 5/33 [00:02<00:11,  2.35it/s]
FVD:  18%|█▊        | 6/33 [00:02<00:09,  2.80it/s]
FVD:  21%|██        | 7/33 [00:03<00:08,  3.24it/s]
FVD:  24%|██▍       | 8/33 [00:03<00:07,  3.27it/s]
FVD:  27%|██▋       | 9/33 [00:03<00:07,  3.26it/s]
FVD:  30%|███       | 10/33 [00:03<00:06,  3.77it/s]
FVD:  33%|███▎      | 11/33 [00:04<00:06,  3.56it/s]
FVD:  36%|███▋      | 12/33 [00:04<00:05,  3.56it/s]
FVD:  39%|███▉      | 13/33 [00:04<00:05,  3.48it/s]
FVD:  42%|████▏     | 14/33 [00:05<00:05,  3.22it/s]
FVD:  45%|████▌     | 15/33 [00:05<00:05,  3.32it/s]
FVD:  48%|████▊     | 16/33 [00:05<00:04,  3.42it/s]
FVD:  52%|█████▏    | 17/33 [00:05<00:04,  3.78it/s]
FVD:  55%|█████▍    | 18/33 [00:06<00:04,  3.70it/s]
FVD:  58%|█████▊    | 19/33 [00:06<00:03,  3.85it/s]
FVD:  61%|██████    | 20/33 [00:06<00:03,  4.18it/s]
FVD:  64%|██████▎   | 21/33 [00:06<00:02,  4.11it/s]
FVD:  67%|██████▋   | 22/33 [00:07<00:02,  3.78it/s]
FVD:  70%|██████▉   | 23/33 [00:07<00:02,  4.13it/s]
FVD:  73%|███████▎  | 24/33 [00:07<00:02,  4.41it/s]
FVD:  76%|███████▌  | 25/33 [00:07<00:01,  4.72it/s]
FVD:  79%|███████▉  | 26/33 [00:07<00:01,  4.98it/s]
FVD:  82%|████████▏ | 27/33 [00:08<00:01,  4.01it/s]
FVD:  85%|████████▍ | 28/33 [00:08<00:01,  3.42it/s]
FVD:  88%|████████▊ | 29/33 [00:08<00:01,  3.52it/s]
FVD:  91%|█████████ | 30/33 [00:09<00:00,  3.56it/s]
FVD:  94%|█████████▍| 31/33 [00:09<00:00,  3.82it/s]
FVD:  97%|█████████▋| 32/33 [00:09<00:00,  3.63it/s]
FVD: 100%|██████████| 33/33 [00:10<00:00,  3.03it/s]
FVD: 100%|██████████| 33/33 [00:10<00:00,  3.22it/s]
+FVD: 132.2416
+
+=== Summary (GT-aligned crops) ===
+  SSIM: 0.9267
+  FID: 7.4456
+  FVD: 132.2416
+
+Results saved to /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000200/gt_aligned
+Exit code: 0
+
+All selected metrics completed successfully.
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000200/ssim_lmd_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000200/ssim_lmd_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..2bbd77406502782667fb6ac4dd9649f667bda4a0
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000200/ssim_lmd_per_video.log
@@ -0,0 +1,35 @@
+mean_lmd: 3.325556
+num_videos_scored: 32 / 33
+RD_Radio18_000: 2.549695
+WDA_AndyLevin_000: 3.685269
+WDA_BarackObama_000: 6.315007
+WDA_BarackObama_001: 6.329681
+WDA_ChrisCoons1_000: 2.634746
+WDA_DebbieStabenow0_000: 1.842678
+WDA_DonnaShalala1_000: 6.049635
+WDA_HillaryClinton_000: 3.598825
+WDA_JamesClyburn1_000: N/A (no frames with detected landmarks)
+WDA_JerryNadler_000: 1.483277
+WDA_JoeDonnelly_000: 2.904150
+WDA_JohnYarmuth1_000: 2.811110
+WDA_KatherineClark_000: 4.412866
+WDA_LaurenUnderwood_000: 6.627218
+WDA_LisaBluntRochester_000: 5.286329
+WDA_LucilleRoybal-Allard_000: 4.323069
+WDA_MikeDoyle_000: 2.300532
+WDA_NancyPelosi0_000: 3.845990
+WDA_RobinKelly_000: 2.241863
+WDA_StenyHoyer_000: 3.241690
+WDA_TammyDuckworth_000: 3.092750
+WDA_TedLieu_000: 3.816863
+WRA_AdamKinzinger1_000: 1.123963
+WRA_AdamKinzinger2_000: 1.661507
+WRA_AdamKinzinger2_001: 1.620904
+WRA_AdamKinzinger2_002: 1.771325
+WRA_DianeBlack1_000: 2.991938
+WRA_EricCantor_000: 3.117137
+WRA_JimInhofe_000: 3.071151
+WRA_JohnKasich3_000: 2.250240
+WRA_KellyAyotte_000: 2.007372
+WRA_MikeEnzi_000: 2.879010
+WRA_MittRomney_000: 4.530016
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000300/gt_aligned/gt_aligned_metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000300/gt_aligned/gt_aligned_metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..8916acfc479b1aa3676472a82dbc1daa6c960836
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000300/gt_aligned/gt_aligned_metrics.log
@@ -0,0 +1,3 @@
+SSIM: 0.926501
+FID: 7.380712
+FVD: 133.919046
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000300/gt_aligned/ssim_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000300/gt_aligned/ssim_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..1e91f846ecb1f1d062f482541fd0c086aedcc435
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000300/gt_aligned/ssim_per_video.log
@@ -0,0 +1,34 @@
+RD_Radio18_000: SSIM=0.930667
+WDA_AndyLevin_000: SSIM=0.912514
+WDA_BarackObama_000: SSIM=0.912642
+WDA_BarackObama_001: SSIM=0.928108
+WDA_ChrisCoons1_000: SSIM=0.945809
+WDA_DebbieStabenow0_000: SSIM=0.919914
+WDA_DonnaShalala1_000: SSIM=0.864685
+WDA_HillaryClinton_000: SSIM=0.950444
+WDA_JamesClyburn1_000: SSIM=0.877565
+WDA_JerryNadler_000: SSIM=0.939358
+WDA_JoeDonnelly_000: SSIM=0.926718
+WDA_JohnYarmuth1_000: SSIM=0.940035
+WDA_KatherineClark_000: SSIM=0.944689
+WDA_LaurenUnderwood_000: SSIM=0.904104
+WDA_LisaBluntRochester_000: SSIM=0.881249
+WDA_LucilleRoybal-Allard_000: SSIM=0.907934
+WDA_MikeDoyle_000: SSIM=0.943335
+WDA_NancyPelosi0_000: SSIM=0.921347
+WDA_RobinKelly_000: SSIM=0.925009
+WDA_StenyHoyer_000: SSIM=0.943967
+WDA_TammyDuckworth_000: SSIM=0.935322
+WDA_TedLieu_000: SSIM=0.937079
+WRA_AdamKinzinger1_000: SSIM=0.954929
+WRA_AdamKinzinger2_000: SSIM=0.941050
+WRA_AdamKinzinger2_001: SSIM=0.943213
+WRA_AdamKinzinger2_002: SSIM=0.946859
+WRA_DianeBlack1_000: SSIM=0.920595
+WRA_EricCantor_000: SSIM=0.907584
+WRA_JimInhofe_000: SSIM=0.939691
+WRA_JohnKasich3_000: SSIM=0.938398
+WRA_KellyAyotte_000: SSIM=0.928527
+WRA_MikeEnzi_000: SSIM=0.916468
+WRA_MittRomney_000: SSIM=0.944729
+mean_ssim: 0.926501
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000300/metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000300/metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..f5c8d1e160e8cb3296944abb3f5dadae5541e141
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000300/metrics.log
@@ -0,0 +1,190 @@
+LatentSync evaluation run
+Started: 2026-05-06T05:46:03+09:00
+real_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real
+fake_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000300
+shape_predictor_path: /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/shape_predictor_68_face_landmarks.dat
+output_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000300
+
+========== SyncNet ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_sync.py --videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000300
+[SyncNet][debug] detect_results_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06
+[SyncNet][debug] temp_root=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root
+[S3FD] loading with cuda
+[S3FD] finished loading (0.4917 sec)
+
  0%|          | 0/33 [00:00<?, ?it/s][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_r6qgufhv video=RD_Radio18_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+RD_Radio18_000.mp4: Sync-D 8.78, Sync-C 6.13
+
  3%|▎         | 1/33 [00:05<03:07,  5.87s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_q0n7xalr video=WDA_AndyLevin_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_AndyLevin_000.mp4: Sync-D 8.79, Sync-C 5.24
+
  6%|▌         | 2/33 [00:14<03:50,  7.43s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_zls1e0yx video=WDA_BarackObama_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_000.mp4: Sync-D 9.50, Sync-C 4.21
+
  9%|▉         | 3/33 [00:32<06:03, 12.10s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_adbusdla video=WDA_BarackObama_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_001.mp4: Sync-D 10.89, Sync-C 3.38
+
 12%|█▏        | 4/33 [00:41<05:23, 11.16s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_6yg1xuxd video=WDA_ChrisCoons1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_ChrisCoons1_000.mp4: Sync-D 7.10, Sync-C 8.42
+
 15%|█▌        | 5/33 [00:57<06:02, 12.96s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_30_b0d6v video=WDA_DebbieStabenow0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DebbieStabenow0_000.mp4: Sync-D 7.12, Sync-C 7.52
+
 18%|█▊        | 6/33 [01:07<05:19, 11.84s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_neh_u5pu video=WDA_DonnaShalala1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DonnaShalala1_000.mp4: Sync-D 7.66, Sync-C 6.23
+
 21%|██        | 7/33 [01:18<05:00, 11.55s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_4ocu8k_g video=WDA_HillaryClinton_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_HillaryClinton_000.mp4: Sync-D 10.41, Sync-C 4.02
+
 24%|██▍       | 8/33 [01:36<05:42, 13.69s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_ru1pp4pz video=WDA_JamesClyburn1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JamesClyburn1_000.mp4: Sync-D 9.21, Sync-C 4.39
+
 27%|██▋       | 9/33 [02:01<06:48, 17.04s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet__hflptz7 video=WDA_JerryNadler_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JerryNadler_000.mp4: Sync-D 6.99, Sync-C 7.63
+
 30%|███       | 10/33 [02:06<05:05, 13.27s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_gj1cwbc0 video=WDA_JoeDonnelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JoeDonnelly_000.mp4: Sync-D 7.78, Sync-C 7.27
+
 33%|███▎      | 11/33 [02:11<04:00, 10.91s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_7wfxme84 video=WDA_JohnYarmuth1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JohnYarmuth1_000.mp4: Sync-D 7.96, Sync-C 5.35
+
 36%|███▋      | 12/33 [02:22<03:51, 11.02s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_e0kf3lfl video=WDA_KatherineClark_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_KatherineClark_000.mp4: Sync-D 6.95, Sync-C 8.57
+
 39%|███▉      | 13/33 [02:27<03:03,  9.18s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_z1iivlxb video=WDA_LaurenUnderwood_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LaurenUnderwood_000.mp4: Sync-D 7.20, Sync-C 7.28
+
 42%|████▏     | 14/33 [02:35<02:46,  8.79s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_7sgjrbua video=WDA_LisaBluntRochester_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LisaBluntRochester_000.mp4: Sync-D 7.17, Sync-C 8.38
+
 45%|████▌     | 15/33 [02:49<03:04, 10.24s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_qctuod5b video=WDA_LucilleRoybal-Allard_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LucilleRoybal-Allard_000.mp4: Sync-D 7.99, Sync-C 6.38
+
 48%|████▊     | 16/33 [03:04<03:17, 11.62s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet__i2jwovw video=WDA_MikeDoyle_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_MikeDoyle_000.mp4: Sync-D 7.86, Sync-C 7.47
+
 52%|█████▏    | 17/33 [03:19<03:23, 12.70s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_7o0202nq video=WDA_NancyPelosi0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_NancyPelosi0_000.mp4: Sync-D 7.52, Sync-C 8.30
+
 55%|█████▍    | 18/33 [03:23<02:31, 10.07s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_axxtlgh0 video=WDA_RobinKelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_RobinKelly_000.mp4: Sync-D 6.58, Sync-C 8.09
+
 58%|█████▊    | 19/33 [03:33<02:22, 10.18s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_zq_edmxu video=WDA_StenyHoyer_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_StenyHoyer_000.mp4: Sync-D 6.49, Sync-C 8.24
+
 61%|██████    | 20/33 [03:36<01:43,  7.93s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_2r0i1jpv video=WDA_TammyDuckworth_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TammyDuckworth_000.mp4: Sync-D 8.22, Sync-C 7.30
+
 64%|██████▎   | 21/33 [03:40<01:20,  6.72s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_o03s8ksj video=WDA_TedLieu_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TedLieu_000.mp4: Sync-D 7.33, Sync-C 7.91
+
 67%|██████▋   | 22/33 [03:46<01:12,  6.55s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_j1hpyl1i video=WRA_AdamKinzinger1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger1_000.mp4: Sync-D 7.38, Sync-C 7.78
+
 70%|██████▉   | 23/33 [03:54<01:09,  6.99s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_os31lmhe video=WRA_AdamKinzinger2_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_000.mp4: Sync-D 7.47, Sync-C 7.92
+
 73%|███████▎  | 24/33 [03:58<00:54,  6.05s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_bv3s8o6f video=WRA_AdamKinzinger2_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_001.mp4: Sync-D 7.50, Sync-C 7.64
+
 76%|███████▌  | 25/33 [04:01<00:41,  5.21s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_0e5wr2ct video=WRA_AdamKinzinger2_002.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_002.mp4: Sync-D 7.88, Sync-C 7.34
+
 79%|███████▉  | 26/33 [04:08<00:39,  5.61s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_p_t93jat video=WRA_DianeBlack1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_DianeBlack1_000.mp4: Sync-D 7.95, Sync-C 7.18
+
 82%|████████▏ | 27/33 [04:17<00:41,  6.85s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_sn9qx73q video=WRA_EricCantor_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_EricCantor_000.mp4: Sync-D 7.82, Sync-C 6.86
+
 85%|████████▍ | 28/33 [04:25<00:34,  6.93s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_ymqiq16s video=WRA_JimInhofe_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JimInhofe_000.mp4: Sync-D 7.75, Sync-C 6.16
+
 88%|████████▊ | 29/33 [04:30<00:25,  6.38s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_xjjfvy6t video=WRA_JohnKasich3_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JohnKasich3_000.mp4: Sync-D 8.56, Sync-C 6.34
+
 91%|█████████ | 30/33 [04:52<00:33, 11.11s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_3hu54jf9 video=WRA_KellyAyotte_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_KellyAyotte_000.mp4: Sync-D 7.57, Sync-C 8.68
+
 94%|█████████▍| 31/33 [05:01<00:20, 10.50s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_1y1vlzw0 video=WRA_MikeEnzi_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MikeEnzi_000.mp4: Sync-D 7.95, Sync-C 7.23
+
 97%|█████████▋| 32/33 [05:09<00:09,  9.73s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_j4nm6n06/temp_root/syncnet_tkbm47ag video=WRA_MittRomney_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MittRomney_000.mp4: Sync-D 9.13, Sync-C 6.67
+
100%|██████████| 33/33 [05:16<00:00,  8.98s/it]
100%|██████████| 33/33 [05:16<00:00,  9.59s/it]
+Mean SyncNet Min Distance (Sync-D): 7.95
+Mean SyncNet Confidence (Sync-C): 6.89
+Exit code: 0
+
+========== CSIM ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_csim.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000300 --weight checkpoints/auxiliary/models/arcface/ms1mv3_arcface_r100_fp16.pth --arcface_dir arcface_torch --model_name r100 --batch_size 512
+
  0%|          | 0/33 [00:00<?, ?it/s]/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/arcface_torch/backbones/iresnet.py:149: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(self.fp16):
+
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 67%|██████▋   | 22/33 [00:07<00:02,  3.75it/s]
 70%|██████▉   | 23/33 [00:07<00:02,  4.07it/s]
 73%|███████▎  | 24/33 [00:07<00:02,  4.24it/s]
 76%|███████▌  | 25/33 [00:07<00:01,  4.20it/s]
 79%|███████▉  | 26/33 [00:07<00:01,  4.39it/s]
 82%|████████▏ | 27/33 [00:08<00:01,  3.94it/s]
 85%|████████▍ | 28/33 [00:08<00:01,  3.36it/s]
 88%|████████▊ | 29/33 [00:08<00:01,  3.28it/s]
 91%|█████████ | 30/33 [00:09<00:00,  3.21it/s]
 94%|█████████▍| 31/33 [00:09<00:00,  3.37it/s]
 97%|█████████▋| 32/33 [00:09<00:00,  3.36it/s]
100%|██████████| 33/33 [00:10<00:00,  2.98it/s]
100%|██████████| 33/33 [00:10<00:00,  3.23it/s]
+cosine similarity: 0.9425649642944336
+Exit code: 0
+
+========== GT_ALIGNED ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_gt_aligned.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000300 --output_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000300/gt_aligned --device cuda:0 --min_detection_confidence 0.5 --fallback_detection_confidence 0.2 --all
+Matched 33 video pairs
+
+=== SSIM (GT-aligned crops) ===
+
SSIM:   0%|          | 0/33 [00:00<?, ?it/s]INFO: Created TensorFlow Lite XNNPACK delegate for CPU.
+WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
+W0000 00:00:1778014306.009387  406869 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+W0000 00:00:1778014306.009400  406862 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+
SSIM:   3%|▎         | 1/33 [00:00<00:26,  1.19it/s]
SSIM:   6%|▌         | 2/33 [00:02<00:33,  1.09s/it]
SSIM:   9%|▉         | 3/33 [00:03<00:35,  1.18s/it]
SSIM:  12%|█▏        | 4/33 [00:04<00:35,  1.21s/it]
SSIM:  15%|█▌        | 5/33 [00:05<00:31,  1.12s/it]
SSIM:  18%|█▊        | 6/33 [00:06<00:26,  1.01it/s]
SSIM:  21%|██        | 7/33 [00:07<00:24,  1.07it/s]
SSIM:  24%|██▍       | 8/33 [00:08<00:23,  1.07it/s]
SSIM:  27%|██▋       | 9/33 [00:09<00:22,  1.05it/s]
SSIM:  30%|███       | 10/33 [00:09<00:19,  1.16it/s]
SSIM:  33%|███▎      | 11/33 [00:10<00:19,  1.13it/s]
SSIM:  36%|███▋      | 12/33 [00:11<00:18,  1.12it/s]
SSIM:  39%|███▉      | 13/33 [00:12<00:18,  1.11it/s]
SSIM:  42%|████▏     | 14/33 [00:13<00:18,  1.05it/s]
SSIM:  45%|████▌     | 15/33 [00:14<00:16,  1.08it/s]
SSIM:  48%|████▊     | 16/33 [00:15<00:15,  1.09it/s]
SSIM:  52%|█████▏    | 17/33 [00:16<00:14,  1.14it/s]
SSIM:  55%|█████▍    | 18/33 [00:17<00:13,  1.14it/s]
SSIM:  58%|█████▊    | 19/33 [00:17<00:12,  1.16it/s]
SSIM:  61%|██████    | 20/33 [00:18<00:10,  1.20it/s]
SSIM:  64%|██████▎   | 21/33 [00:19<00:10,  1.19it/s]
SSIM:  67%|██████▋   | 22/33 [00:20<00:09,  1.15it/s]
SSIM:  70%|██████▉   | 23/33 [00:21<00:08,  1.20it/s]
SSIM:  73%|███████▎  | 24/33 [00:21<00:07,  1.22it/s]
SSIM:  76%|███████▌  | 25/33 [00:22<00:06,  1.24it/s]
SSIM:  79%|███████▉  | 26/33 [00:23<00:05,  1.27it/s]
SSIM:  82%|████████▏ | 27/33 [00:24<00:05,  1.20it/s]
SSIM:  85%|████████▍ | 28/33 [00:25<00:04,  1.12it/s]
SSIM:  88%|████████▊ | 29/33 [00:26<00:03,  1.13it/s]
SSIM:  91%|█████████ | 30/33 [00:27<00:02,  1.13it/s]
SSIM:  94%|█████████▍| 31/33 [00:27<00:01,  1.18it/s]
SSIM:  97%|█████████▋| 32/33 [00:28<00:00,  1.16it/s]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.05it/s]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.10it/s]
+SSIM: 0.926501
+
+=== FID (GT-aligned crops) ===
+
FID crops:   0%|          | 0/33 [00:00<?, ?it/s]
FID crops:   3%|▎         | 1/33 [00:00<00:30,  1.03it/s]
FID crops:   6%|▌         | 2/33 [00:02<00:35,  1.14s/it]
FID crops:   9%|▉         | 3/33 [00:03<00:37,  1.25s/it]
FID crops:  12%|█▏        | 4/33 [00:04<00:36,  1.26s/it]
FID crops:  15%|█▌        | 5/33 [00:06<00:34,  1.22s/it]
FID crops:  18%|█▊        | 6/33 [00:06<00:30,  1.11s/it]
FID crops:  21%|██        | 7/33 [00:07<00:28,  1.09s/it]
FID crops:  24%|██▍       | 8/33 [00:09<00:27,  1.11s/it]
FID crops:  27%|██▋       | 9/33 [00:10<00:27,  1.14s/it]
FID crops:  30%|███       | 10/33 [00:11<00:24,  1.05s/it]
FID crops:  33%|███▎      | 11/33 [00:12<00:24,  1.09s/it]
FID crops:  36%|███▋      | 12/33 [00:13<00:23,  1.11s/it]
FID crops:  39%|███▉      | 13/33 [00:14<00:22,  1.13s/it]
FID crops:  42%|████▏     | 14/33 [00:16<00:22,  1.19s/it]
FID crops:  45%|████▌     | 15/33 [00:17<00:20,  1.15s/it]
FID crops:  48%|████▊     | 16/33 [00:18<00:19,  1.12s/it]
FID crops:  52%|█████▏    | 17/33 [00:19<00:17,  1.09s/it]
FID crops:  55%|█████▍    | 18/33 [00:20<00:16,  1.09s/it]
FID crops:  58%|█████▊    | 19/33 [00:21<00:14,  1.07s/it]
FID crops:  61%|██████    | 20/33 [00:22<00:13,  1.04s/it]
FID crops:  64%|██████▎   | 21/33 [00:23<00:12,  1.04s/it]
FID crops:  67%|██████▋   | 22/33 [00:24<00:11,  1.09s/it]
FID crops:  70%|██████▉   | 23/33 [00:25<00:10,  1.04s/it]
FID crops:  73%|███████▎  | 24/33 [00:26<00:09,  1.02s/it]
FID crops:  76%|███████▌  | 25/33 [00:27<00:07,  1.00it/s]
FID crops:  79%|███████▉  | 26/33 [00:28<00:06,  1.02it/s]
FID crops:  82%|████████▏ | 27/33 [00:29<00:06,  1.05s/it]
FID crops:  85%|████████▍ | 28/33 [00:30<00:05,  1.10s/it]
FID crops:  88%|████████▊ | 29/33 [00:31<00:04,  1.10s/it]
FID crops:  91%|█████████ | 30/33 [00:32<00:03,  1.09s/it]
FID crops:  94%|█████████▍| 31/33 [00:33<00:02,  1.06s/it]
FID crops:  97%|█████████▋| 32/33 [00:34<00:01,  1.08s/it]
FID crops: 100%|██████████| 33/33 [00:36<00:00,  1.17s/it]
FID crops: 100%|██████████| 33/33 [00:36<00:00,  1.10s/it]
+Extracted 2673 crop pairs
+
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+
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 29%|██▊       | 12/42 [00:02<00:05,  5.18it/s]
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 38%|███▊      | 16/42 [00:03<00:04,  5.23it/s]
 40%|████      | 17/42 [00:03<00:04,  5.14it/s]
 43%|████▎     | 18/42 [00:03<00:04,  5.14it/s]
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 48%|████▊     | 20/42 [00:03<00:04,  5.21it/s]
 50%|█████     | 21/42 [00:04<00:04,  5.21it/s]
 52%|█████▏    | 22/42 [00:04<00:03,  5.24it/s]
 55%|█████▍    | 23/42 [00:04<00:03,  5.19it/s]
 57%|█████▋    | 24/42 [00:04<00:03,  5.24it/s]
 60%|█████▉    | 25/42 [00:04<00:03,  5.21it/s]
 62%|██████▏   | 26/42 [00:05<00:03,  5.23it/s]
 64%|██████▍   | 27/42 [00:05<00:02,  5.23it/s]
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 69%|██████▉   | 29/42 [00:05<00:02,  5.26it/s]
 71%|███████▏  | 30/42 [00:05<00:02,  5.20it/s]
 74%|███████▍  | 31/42 [00:06<00:02,  5.19it/s]
 76%|███████▌  | 32/42 [00:06<00:01,  5.19it/s]
 79%|███████▊  | 33/42 [00:06<00:01,  5.21it/s]
 81%|████████  | 34/42 [00:06<00:01,  5.21it/s]
 83%|████████▎ | 35/42 [00:06<00:01,  5.25it/s]
 86%|████████▌ | 36/42 [00:06<00:01,  5.45it/s]
 88%|████████▊ | 37/42 [00:07<00:00,  5.37it/s]
 90%|█████████ | 38/42 [00:07<00:00,  5.59it/s]
 93%|█████████▎| 39/42 [00:07<00:00,  5.80it/s]
 95%|█████████▌| 40/42 [00:07<00:00,  5.87it/s]
 98%|█████████▊| 41/42 [00:07<00:00,  6.11it/s]
100%|██████████| 42/42 [00:07<00:00,  6.46it/s]
100%|██████████| 42/42 [00:07<00:00,  5.27it/s]
+FID: 7.3807
+
+=== FVD (GT-aligned crops) ===
+
FVD:   0%|          | 0/33 [00:00<?, ?it/s]
FVD:   3%|▎         | 1/33 [00:01<00:37,  1.17s/it]
FVD:   6%|▌         | 2/33 [00:01<00:22,  1.37it/s]
FVD:   9%|▉         | 3/33 [00:02<00:18,  1.61it/s]
FVD:  12%|█▏        | 4/33 [00:02<00:15,  1.91it/s]
FVD:  15%|█▌        | 5/33 [00:02<00:12,  2.32it/s]
FVD:  18%|█▊        | 6/33 [00:02<00:09,  2.77it/s]
FVD:  21%|██        | 7/33 [00:03<00:08,  3.19it/s]
FVD:  24%|██▍       | 8/33 [00:03<00:07,  3.20it/s]
FVD:  27%|██▋       | 9/33 [00:03<00:07,  3.18it/s]
FVD:  30%|███       | 10/33 [00:03<00:06,  3.67it/s]
FVD:  33%|███▎      | 11/33 [00:04<00:06,  3.51it/s]
FVD:  36%|███▋      | 12/33 [00:04<00:06,  3.49it/s]
FVD:  39%|███▉      | 13/33 [00:04<00:05,  3.39it/s]
FVD:  42%|████▏     | 14/33 [00:05<00:06,  3.14it/s]
FVD:  45%|████▌     | 15/33 [00:05<00:05,  3.25it/s]
FVD:  48%|████▊     | 16/33 [00:05<00:05,  3.35it/s]
FVD:  52%|█████▏    | 17/33 [00:06<00:04,  3.69it/s]
FVD:  55%|█████▍    | 18/33 [00:06<00:04,  3.62it/s]
FVD:  58%|█████▊    | 19/33 [00:06<00:03,  3.67it/s]
FVD:  61%|██████    | 20/33 [00:06<00:03,  3.94it/s]
FVD:  64%|██████▎   | 21/33 [00:07<00:03,  3.82it/s]
FVD:  67%|██████▋   | 22/33 [00:07<00:03,  3.57it/s]
FVD:  70%|██████▉   | 23/33 [00:07<00:02,  3.89it/s]
FVD:  73%|███████▎  | 24/33 [00:07<00:02,  4.24it/s]
FVD:  76%|███████▌  | 25/33 [00:07<00:01,  4.54it/s]
FVD:  79%|███████▉  | 26/33 [00:08<00:01,  4.82it/s]
FVD:  82%|████████▏ | 27/33 [00:08<00:01,  4.06it/s]
FVD:  85%|████████▍ | 28/33 [00:08<00:01,  3.45it/s]
FVD:  88%|████████▊ | 29/33 [00:09<00:01,  3.57it/s]
FVD:  91%|█████████ | 30/33 [00:09<00:00,  3.74it/s]
FVD:  94%|█████████▍| 31/33 [00:09<00:00,  3.97it/s]
FVD:  97%|█████████▋| 32/33 [00:09<00:00,  3.75it/s]
FVD: 100%|██████████| 33/33 [00:10<00:00,  3.10it/s]
FVD: 100%|██████████| 33/33 [00:10<00:00,  3.19it/s]
+FVD: 133.9190
+
+=== Summary (GT-aligned crops) ===
+  SSIM: 0.9265
+  FID: 7.3807
+  FVD: 133.9190
+
+Results saved to /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000300/gt_aligned
+Exit code: 0
+
+All selected metrics completed successfully.
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000300/ssim_lmd_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000300/ssim_lmd_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..60d08bdf5b7977d31ba65e6c8b6fb7452ae9c21c
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000300/ssim_lmd_per_video.log
@@ -0,0 +1,35 @@
+mean_lmd: 3.187184
+num_videos_scored: 32 / 33
+RD_Radio18_000: 2.181427
+WDA_AndyLevin_000: 3.648792
+WDA_BarackObama_000: 6.246893
+WDA_BarackObama_001: 6.437893
+WDA_ChrisCoons1_000: 2.385145
+WDA_DebbieStabenow0_000: 1.815531
+WDA_DonnaShalala1_000: 5.271466
+WDA_HillaryClinton_000: 3.021375
+WDA_JamesClyburn1_000: N/A (no frames with detected landmarks)
+WDA_JerryNadler_000: 1.545229
+WDA_JoeDonnelly_000: 3.192488
+WDA_JohnYarmuth1_000: 3.513405
+WDA_KatherineClark_000: 4.143707
+WDA_LaurenUnderwood_000: 6.765554
+WDA_LisaBluntRochester_000: 5.320712
+WDA_LucilleRoybal-Allard_000: 4.009022
+WDA_MikeDoyle_000: 2.033853
+WDA_NancyPelosi0_000: 3.393577
+WDA_RobinKelly_000: 2.013873
+WDA_StenyHoyer_000: 2.813421
+WDA_TammyDuckworth_000: 2.819631
+WDA_TedLieu_000: 3.254079
+WRA_AdamKinzinger1_000: 1.573341
+WRA_AdamKinzinger2_000: 1.687038
+WRA_AdamKinzinger2_001: 1.464781
+WRA_AdamKinzinger2_002: 1.837123
+WRA_DianeBlack1_000: 3.057676
+WRA_EricCantor_000: 3.134183
+WRA_JimInhofe_000: 2.500116
+WRA_JohnKasich3_000: 2.097789
+WRA_KellyAyotte_000: 1.882946
+WRA_MikeEnzi_000: 2.759698
+WRA_MittRomney_000: 4.168131
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000400/gt_aligned/gt_aligned_metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000400/gt_aligned/gt_aligned_metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..02404febe7dd12fe346e5a357dfa2e0b8789443b
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000400/gt_aligned/gt_aligned_metrics.log
@@ -0,0 +1,3 @@
+SSIM: 0.924400
+FID: 7.406236
+FVD: 137.240481
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000400/gt_aligned/ssim_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000400/gt_aligned/ssim_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..8b9b15a8545deee30547d13539ee6fef78333a9d
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000400/gt_aligned/ssim_per_video.log
@@ -0,0 +1,34 @@
+RD_Radio18_000: SSIM=0.928407
+WDA_AndyLevin_000: SSIM=0.913747
+WDA_BarackObama_000: SSIM=0.912992
+WDA_BarackObama_001: SSIM=0.927779
+WDA_ChrisCoons1_000: SSIM=0.942264
+WDA_DebbieStabenow0_000: SSIM=0.913842
+WDA_DonnaShalala1_000: SSIM=0.860742
+WDA_HillaryClinton_000: SSIM=0.949618
+WDA_JamesClyburn1_000: SSIM=0.868995
+WDA_JerryNadler_000: SSIM=0.938752
+WDA_JoeDonnelly_000: SSIM=0.923715
+WDA_JohnYarmuth1_000: SSIM=0.939012
+WDA_KatherineClark_000: SSIM=0.942273
+WDA_LaurenUnderwood_000: SSIM=0.902151
+WDA_LisaBluntRochester_000: SSIM=0.878544
+WDA_LucilleRoybal-Allard_000: SSIM=0.903864
+WDA_MikeDoyle_000: SSIM=0.941781
+WDA_NancyPelosi0_000: SSIM=0.919463
+WDA_RobinKelly_000: SSIM=0.920833
+WDA_StenyHoyer_000: SSIM=0.940172
+WDA_TammyDuckworth_000: SSIM=0.933899
+WDA_TedLieu_000: SSIM=0.933676
+WRA_AdamKinzinger1_000: SSIM=0.954670
+WRA_AdamKinzinger2_000: SSIM=0.938562
+WRA_AdamKinzinger2_001: SSIM=0.942220
+WRA_AdamKinzinger2_002: SSIM=0.944532
+WRA_DianeBlack1_000: SSIM=0.916405
+WRA_EricCantor_000: SSIM=0.910546
+WRA_JimInhofe_000: SSIM=0.937446
+WRA_JohnKasich3_000: SSIM=0.936351
+WRA_KellyAyotte_000: SSIM=0.927804
+WRA_MikeEnzi_000: SSIM=0.918118
+WRA_MittRomney_000: SSIM=0.942011
+mean_ssim: 0.924400
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000400/metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000400/metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..99315359a17daccfe0f155871f6d21fc18804dbf
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000400/metrics.log
@@ -0,0 +1,190 @@
+LatentSync evaluation run
+Started: 2026-05-06T05:25:41+09:00
+real_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real
+fake_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000400
+shape_predictor_path: /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/shape_predictor_68_face_landmarks.dat
+output_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000400
+
+========== SyncNet ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_sync.py --videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000400
+[SyncNet][debug] detect_results_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03
+[SyncNet][debug] temp_root=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root
+[S3FD] loading with cuda
+[S3FD] finished loading (0.2853 sec)
+
  0%|          | 0/33 [00:00<?, ?it/s][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_mrf0hx5w video=RD_Radio18_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+RD_Radio18_000.mp4: Sync-D 9.44, Sync-C 5.25
+
  3%|▎         | 1/33 [00:03<01:54,  3.57s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_jald19ov video=WDA_AndyLevin_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_AndyLevin_000.mp4: Sync-D 8.75, Sync-C 5.18
+
  6%|▌         | 2/33 [00:07<01:54,  3.68s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_j8avf4wr video=WDA_BarackObama_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_000.mp4: Sync-D 9.81, Sync-C 4.05
+
  9%|▉         | 3/33 [00:13<02:25,  4.84s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_xqce79w9 video=WDA_BarackObama_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_001.mp4: Sync-D 10.93, Sync-C 3.42
+
 12%|█▏        | 4/33 [00:17<02:13,  4.61s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_etu455pz video=WDA_ChrisCoons1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_ChrisCoons1_000.mp4: Sync-D 7.25, Sync-C 8.07
+
 15%|█▌        | 5/33 [00:21<02:02,  4.39s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_g2k5j5f3 video=WDA_DebbieStabenow0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DebbieStabenow0_000.mp4: Sync-D 7.35, Sync-C 7.11
+
 18%|█▊        | 6/33 [00:24<01:47,  3.98s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_hr3npbzn video=WDA_DonnaShalala1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DonnaShalala1_000.mp4: Sync-D 7.91, Sync-C 6.00
+
 21%|██        | 7/33 [00:28<01:36,  3.72s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_3rcoeg4k video=WDA_HillaryClinton_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_HillaryClinton_000.mp4: Sync-D 10.16, Sync-C 4.22
+
 24%|██▍       | 8/33 [00:32<01:37,  3.89s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_tid1712g video=WDA_JamesClyburn1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JamesClyburn1_000.mp4: Sync-D 9.41, Sync-C 4.21
+
 27%|██▋       | 9/33 [00:37<01:41,  4.23s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_cv9x4qt2 video=WDA_JerryNadler_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JerryNadler_000.mp4: Sync-D 7.32, Sync-C 7.35
+
 30%|███       | 10/33 [00:40<01:27,  3.80s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_41l9j5dm video=WDA_JoeDonnelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JoeDonnelly_000.mp4: Sync-D 7.81, Sync-C 7.19
+
 33%|███▎      | 11/33 [00:43<01:21,  3.70s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_fdpsocpu video=WDA_JohnYarmuth1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JohnYarmuth1_000.mp4: Sync-D 8.13, Sync-C 5.07
+
 36%|███▋      | 12/33 [00:47<01:16,  3.66s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_kfak_c7x video=WDA_KatherineClark_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_KatherineClark_000.mp4: Sync-D 6.97, Sync-C 8.53
+
 39%|███▉      | 13/33 [00:50<01:13,  3.66s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_ogd28rbr video=WDA_LaurenUnderwood_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LaurenUnderwood_000.mp4: Sync-D 7.39, Sync-C 6.96
+
 42%|████▏     | 14/33 [00:55<01:12,  3.81s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_vemrmcy3 video=WDA_LisaBluntRochester_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LisaBluntRochester_000.mp4: Sync-D 7.38, Sync-C 8.04
+
 45%|████▌     | 15/33 [00:59<01:11,  3.96s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_rye_gr12 video=WDA_LucilleRoybal-Allard_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LucilleRoybal-Allard_000.mp4: Sync-D 8.12, Sync-C 5.92
+
 48%|████▊     | 16/33 [01:03<01:09,  4.11s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_zyvqhahr video=WDA_MikeDoyle_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_MikeDoyle_000.mp4: Sync-D 7.62, Sync-C 7.66
+
 52%|█████▏    | 17/33 [01:07<01:04,  4.01s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_9vhlxxxi video=WDA_NancyPelosi0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_NancyPelosi0_000.mp4: Sync-D 7.60, Sync-C 8.13
+
 55%|█████▍    | 18/33 [01:11<00:57,  3.82s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_bsql08hu video=WDA_RobinKelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_RobinKelly_000.mp4: Sync-D 6.63, Sync-C 7.98
+
 58%|█████▊    | 19/33 [01:14<00:53,  3.84s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_m8nuicnc video=WDA_StenyHoyer_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_StenyHoyer_000.mp4: Sync-D 6.56, Sync-C 8.18
+
 61%|██████    | 20/33 [01:17<00:45,  3.52s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_o2wxxkta video=WDA_TammyDuckworth_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TammyDuckworth_000.mp4: Sync-D 8.41, Sync-C 7.04
+
 64%|██████▎   | 21/33 [01:21<00:43,  3.64s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_xqm5ko1s video=WDA_TedLieu_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TedLieu_000.mp4: Sync-D 7.45, Sync-C 7.80
+
 67%|██████▋   | 22/33 [01:25<00:39,  3.58s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_tpjxqbd9 video=WRA_AdamKinzinger1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger1_000.mp4: Sync-D 7.50, Sync-C 7.76
+
 70%|██████▉   | 23/33 [01:28<00:35,  3.52s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_ujbtkbrf video=WRA_AdamKinzinger2_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_000.mp4: Sync-D 7.82, Sync-C 7.40
+
 73%|███████▎  | 24/33 [01:31<00:29,  3.31s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_uqv_l9sy video=WRA_AdamKinzinger2_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_001.mp4: Sync-D 7.04, Sync-C 8.08
+
 76%|███████▌  | 25/33 [01:33<00:25,  3.14s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_hxr9c2g4 video=WRA_AdamKinzinger2_002.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_002.mp4: Sync-D 7.84, Sync-C 7.35
+
 79%|███████▉  | 26/33 [01:36<00:21,  3.03s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_hrb4paoa video=WRA_DianeBlack1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_DianeBlack1_000.mp4: Sync-D 7.79, Sync-C 7.32
+
 82%|████████▏ | 27/33 [01:41<00:20,  3.43s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_4_x6hguh video=WRA_EricCantor_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_EricCantor_000.mp4: Sync-D 8.03, Sync-C 6.45
+
 85%|████████▍ | 28/33 [01:45<00:17,  3.59s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_4cu5aqyd video=WRA_JimInhofe_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JimInhofe_000.mp4: Sync-D 8.04, Sync-C 5.90
+
 88%|████████▊ | 29/33 [01:49<00:15,  3.98s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_1nt_fw_d video=WRA_JohnKasich3_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JohnKasich3_000.mp4: Sync-D 8.56, Sync-C 6.35
+
 91%|█████████ | 30/33 [01:55<00:13,  4.54s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_smdt2fqc video=WRA_KellyAyotte_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_KellyAyotte_000.mp4: Sync-D 7.44, Sync-C 8.86
+
 94%|█████████▍| 31/33 [02:04<00:11,  5.75s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_roeayhst video=WRA_MikeEnzi_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MikeEnzi_000.mp4: Sync-D 8.04, Sync-C 7.15
+
 97%|█████████▋| 32/33 [02:08<00:05,  5.19s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_ce6bnh03/temp_root/syncnet_6ccjtftl video=WRA_MittRomney_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MittRomney_000.mp4: Sync-D 9.27, Sync-C 6.56
+
100%|██████████| 33/33 [02:16<00:00,  5.97s/it]
100%|██████████| 33/33 [02:16<00:00,  4.12s/it]
+Mean SyncNet Min Distance (Sync-D): 8.05
+Mean SyncNet Confidence (Sync-C): 6.74
+Exit code: 0
+
+========== CSIM ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_csim.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000400 --weight checkpoints/auxiliary/models/arcface/ms1mv3_arcface_r100_fp16.pth --arcface_dir arcface_torch --model_name r100 --batch_size 512
+
  0%|          | 0/33 [00:00<?, ?it/s]/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/arcface_torch/backbones/iresnet.py:149: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(self.fp16):
+
  3%|▎         | 1/33 [00:00<00:18,  1.77it/s]
  6%|▌         | 2/33 [00:00<00:14,  2.20it/s]
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 21%|██        | 7/33 [00:02<00:08,  3.03it/s]
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 67%|██████▋   | 22/33 [00:07<00:02,  3.75it/s]
 70%|██████▉   | 23/33 [00:07<00:02,  4.09it/s]
 73%|███████▎  | 24/33 [00:07<00:02,  4.32it/s]
 76%|███████▌  | 25/33 [00:07<00:01,  4.50it/s]
 79%|███████▉  | 26/33 [00:08<00:01,  4.49it/s]
 82%|████████▏ | 27/33 [00:08<00:01,  3.89it/s]
 85%|████████▍ | 28/33 [00:08<00:01,  3.56it/s]
 88%|████████▊ | 29/33 [00:09<00:01,  3.47it/s]
 91%|█████████ | 30/33 [00:09<00:00,  3.32it/s]
 94%|█████████▍| 31/33 [00:09<00:00,  3.38it/s]
 97%|█████████▋| 32/33 [00:10<00:00,  3.11it/s]
100%|██████████| 33/33 [00:10<00:00,  2.74it/s]
100%|██████████| 33/33 [00:10<00:00,  3.11it/s]
+cosine similarity: 0.9416429996490479
+Exit code: 0
+
+========== GT_ALIGNED ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_gt_aligned.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000400 --output_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000400/gt_aligned --device cuda:0 --min_detection_confidence 0.5 --fallback_detection_confidence 0.2 --all
+Matched 33 video pairs
+
+=== SSIM (GT-aligned crops) ===
+
SSIM:   0%|          | 0/33 [00:00<?, ?it/s]INFO: Created TensorFlow Lite XNNPACK delegate for CPU.
+WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
+W0000 00:00:1778012906.911617  383494 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+W0000 00:00:1778012906.911619  383500 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+
SSIM:   3%|▎         | 1/33 [00:00<00:26,  1.22it/s]
SSIM:   6%|▌         | 2/33 [00:01<00:31,  1.02s/it]
SSIM:   9%|▉         | 3/33 [00:03<00:34,  1.14s/it]
SSIM:  12%|█▏        | 4/33 [00:04<00:34,  1.20s/it]
SSIM:  15%|█▌        | 5/33 [00:05<00:32,  1.18s/it]
SSIM:  18%|█▊        | 6/33 [00:06<00:27,  1.02s/it]
SSIM:  21%|██        | 7/33 [00:07<00:24,  1.04it/s]
SSIM:  24%|██▍       | 8/33 [00:08<00:23,  1.06it/s]
SSIM:  27%|██▋       | 9/33 [00:09<00:22,  1.05it/s]
SSIM:  30%|███       | 10/33 [00:09<00:19,  1.16it/s]
SSIM:  33%|███▎      | 11/33 [00:10<00:19,  1.12it/s]
SSIM:  36%|███▋      | 12/33 [00:11<00:19,  1.10it/s]
SSIM:  39%|███▉      | 13/33 [00:12<00:18,  1.08it/s]
SSIM:  42%|████▏     | 14/33 [00:13<00:18,  1.03it/s]
SSIM:  45%|████▌     | 15/33 [00:14<00:16,  1.07it/s]
SSIM:  48%|████▊     | 16/33 [00:15<00:15,  1.08it/s]
SSIM:  52%|█████▏    | 17/33 [00:16<00:14,  1.14it/s]
SSIM:  55%|█████▍    | 18/33 [00:17<00:13,  1.14it/s]
SSIM:  58%|█████▊    | 19/33 [00:17<00:12,  1.16it/s]
SSIM:  61%|██████    | 20/33 [00:18<00:10,  1.19it/s]
SSIM:  64%|██████▎   | 21/33 [00:19<00:10,  1.16it/s]
SSIM:  67%|██████▋   | 22/33 [00:20<00:09,  1.11it/s]
SSIM:  70%|██████▉   | 23/33 [00:21<00:08,  1.15it/s]
SSIM:  73%|███████▎  | 24/33 [00:22<00:07,  1.20it/s]
SSIM:  76%|███████▌  | 25/33 [00:22<00:06,  1.22it/s]
SSIM:  79%|███████▉  | 26/33 [00:23<00:05,  1.26it/s]
SSIM:  82%|████████▏ | 27/33 [00:24<00:05,  1.15it/s]
SSIM:  85%|████████▍ | 28/33 [00:25<00:04,  1.07it/s]
SSIM:  88%|████████▊ | 29/33 [00:26<00:03,  1.08it/s]
SSIM:  91%|█████████ | 30/33 [00:27<00:02,  1.09it/s]
SSIM:  94%|█████████▍| 31/33 [00:28<00:01,  1.09it/s]
SSIM:  97%|█████████▋| 32/33 [00:29<00:00,  1.08it/s]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.01s/it]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.07it/s]
+SSIM: 0.924400
+
+=== FID (GT-aligned crops) ===
+
FID crops:   0%|          | 0/33 [00:00<?, ?it/s]
FID crops:   3%|▎         | 1/33 [00:00<00:31,  1.03it/s]
FID crops:   6%|▌         | 2/33 [00:02<00:36,  1.17s/it]
FID crops:   9%|▉         | 3/33 [00:03<00:38,  1.27s/it]
FID crops:  12%|█▏        | 4/33 [00:04<00:37,  1.28s/it]
FID crops:  15%|█▌        | 5/33 [00:06<00:33,  1.21s/it]
FID crops:  18%|█▊        | 6/33 [00:06<00:30,  1.12s/it]
FID crops:  21%|██        | 7/33 [00:08<00:28,  1.09s/it]
FID crops:  24%|██▍       | 8/33 [00:09<00:27,  1.12s/it]
FID crops:  27%|██▋       | 9/33 [00:10<00:28,  1.17s/it]
FID crops:  30%|███       | 10/33 [00:11<00:25,  1.09s/it]
FID crops:  33%|███▎      | 11/33 [00:12<00:25,  1.14s/it]
FID crops:  36%|███▋      | 12/33 [00:13<00:24,  1.14s/it]
FID crops:  39%|███▉      | 13/33 [00:15<00:23,  1.17s/it]
FID crops:  42%|████▏     | 14/33 [00:16<00:23,  1.22s/it]
FID crops:  45%|████▌     | 15/33 [00:17<00:21,  1.20s/it]
FID crops:  48%|████▊     | 16/33 [00:18<00:20,  1.19s/it]
FID crops:  52%|█████▏    | 17/33 [00:19<00:18,  1.14s/it]
FID crops:  55%|█████▍    | 18/33 [00:20<00:17,  1.15s/it]
FID crops:  58%|█████▊    | 19/33 [00:21<00:15,  1.11s/it]
FID crops:  61%|██████    | 20/33 [00:22<00:13,  1.07s/it]
FID crops:  64%|██████▎   | 21/33 [00:23<00:12,  1.08s/it]
FID crops:  67%|██████▋   | 22/33 [00:25<00:12,  1.12s/it]
FID crops:  70%|██████▉   | 23/33 [00:26<00:10,  1.07s/it]
FID crops:  73%|███████▎  | 24/33 [00:27<00:09,  1.04s/it]
FID crops:  76%|███████▌  | 25/33 [00:28<00:08,  1.02s/it]
FID crops:  79%|███████▉  | 26/33 [00:29<00:07,  1.00s/it]
FID crops:  82%|████████▏ | 27/33 [00:30<00:06,  1.05s/it]
FID crops:  85%|████████▍ | 28/33 [00:31<00:05,  1.11s/it]
FID crops:  88%|████████▊ | 29/33 [00:32<00:04,  1.12s/it]
FID crops:  91%|█████████ | 30/33 [00:33<00:03,  1.12s/it]
FID crops:  94%|█████████▍| 31/33 [00:34<00:02,  1.08s/it]
FID crops:  97%|█████████▋| 32/33 [00:35<00:01,  1.10s/it]
FID crops: 100%|██████████| 33/33 [00:37<00:00,  1.20s/it]
FID crops: 100%|██████████| 33/33 [00:37<00:00,  1.13s/it]
+Extracted 2673 crop pairs
+
  0%|          | 0/42 [00:00<?, ?it/s]
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+
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100%|██████████| 42/42 [00:06<00:00,  6.51it/s]
+FID: 7.4062
+
+=== FVD (GT-aligned crops) ===
+
FVD:   0%|          | 0/33 [00:00<?, ?it/s]
FVD:   3%|▎         | 1/33 [00:01<00:36,  1.13s/it]
FVD:   6%|▌         | 2/33 [00:01<00:22,  1.41it/s]
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FVD:  18%|█▊        | 6/33 [00:02<00:09,  2.93it/s]
FVD:  21%|██        | 7/33 [00:03<00:07,  3.40it/s]
FVD:  24%|██▍       | 8/33 [00:03<00:07,  3.40it/s]
FVD:  27%|██▋       | 9/33 [00:03<00:07,  3.18it/s]
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FVD:  33%|███▎      | 11/33 [00:04<00:06,  3.41it/s]
FVD:  36%|███▋      | 12/33 [00:04<00:06,  3.41it/s]
FVD:  39%|███▉      | 13/33 [00:04<00:05,  3.37it/s]
FVD:  42%|████▏     | 14/33 [00:05<00:06,  3.15it/s]
FVD:  45%|████▌     | 15/33 [00:05<00:05,  3.33it/s]
FVD:  48%|████▊     | 16/33 [00:05<00:04,  3.47it/s]
FVD:  52%|█████▏    | 17/33 [00:05<00:04,  3.82it/s]
FVD:  55%|█████▍    | 18/33 [00:06<00:03,  3.90it/s]
FVD:  58%|█████▊    | 19/33 [00:06<00:03,  3.96it/s]
FVD:  61%|██████    | 20/33 [00:06<00:03,  4.28it/s]
FVD:  64%|██████▎   | 21/33 [00:06<00:02,  4.16it/s]
FVD:  67%|██████▋   | 22/33 [00:07<00:02,  3.97it/s]
FVD:  70%|██████▉   | 23/33 [00:07<00:02,  4.38it/s]
FVD:  73%|███████▎  | 24/33 [00:07<00:01,  4.64it/s]
FVD:  76%|███████▌  | 25/33 [00:07<00:01,  4.80it/s]
FVD:  79%|███████▉  | 26/33 [00:07<00:01,  4.83it/s]
FVD:  82%|████████▏ | 27/33 [00:08<00:01,  4.15it/s]
FVD:  85%|████████▍ | 28/33 [00:08<00:01,  3.48it/s]
FVD:  88%|████████▊ | 29/33 [00:08<00:01,  3.56it/s]
FVD:  91%|█████████ | 30/33 [00:09<00:00,  3.67it/s]
FVD:  94%|█████████▍| 31/33 [00:09<00:00,  3.95it/s]
FVD:  97%|█████████▋| 32/33 [00:09<00:00,  4.00it/s]
FVD: 100%|██████████| 33/33 [00:09<00:00,  3.22it/s]
FVD: 100%|██████████| 33/33 [00:09<00:00,  3.30it/s]
+FVD: 137.2405
+
+=== Summary (GT-aligned crops) ===
+  SSIM: 0.9244
+  FID: 7.4062
+  FVD: 137.2405
+
+Results saved to /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000400/gt_aligned
+Exit code: 0
+
+All selected metrics completed successfully.
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000400/ssim_lmd_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000400/ssim_lmd_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..82c836f656e47b90799b7db946bac17fdeae167b
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000400/ssim_lmd_per_video.log
@@ -0,0 +1,35 @@
+mean_lmd: 3.255839
+num_videos_scored: 32 / 33
+RD_Radio18_000: 2.393228
+WDA_AndyLevin_000: 3.654521
+WDA_BarackObama_000: 7.027383
+WDA_BarackObama_001: 6.549330
+WDA_ChrisCoons1_000: 2.503169
+WDA_DebbieStabenow0_000: 1.838553
+WDA_DonnaShalala1_000: 5.410438
+WDA_HillaryClinton_000: 3.047642
+WDA_JamesClyburn1_000: N/A (no frames with detected landmarks)
+WDA_JerryNadler_000: 1.520060
+WDA_JoeDonnelly_000: 3.052018
+WDA_JohnYarmuth1_000: 3.123608
+WDA_KatherineClark_000: 4.325849
+WDA_LaurenUnderwood_000: 6.588962
+WDA_LisaBluntRochester_000: 5.472036
+WDA_LucilleRoybal-Allard_000: 4.168732
+WDA_MikeDoyle_000: 2.179694
+WDA_NancyPelosi0_000: 3.373165
+WDA_RobinKelly_000: 2.155375
+WDA_StenyHoyer_000: 3.069332
+WDA_TammyDuckworth_000: 2.901977
+WDA_TedLieu_000: 3.258708
+WRA_AdamKinzinger1_000: 1.491292
+WRA_AdamKinzinger2_000: 1.679735
+WRA_AdamKinzinger2_001: 1.489456
+WRA_AdamKinzinger2_002: 1.877476
+WRA_DianeBlack1_000: 2.934302
+WRA_EricCantor_000: 3.298104
+WRA_JimInhofe_000: 2.648323
+WRA_JohnKasich3_000: 2.136603
+WRA_KellyAyotte_000: 1.926362
+WRA_MikeEnzi_000: 2.854191
+WRA_MittRomney_000: 4.237223
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000500/gt_aligned/gt_aligned_metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000500/gt_aligned/gt_aligned_metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..0c91af6e231ef088db5af660dcefe925fb947720
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000500/gt_aligned/gt_aligned_metrics.log
@@ -0,0 +1,3 @@
+SSIM: 0.925365
+FID: 7.127572
+FVD: 129.945220
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000500/gt_aligned/ssim_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000500/gt_aligned/ssim_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..362ea5392b3d99311d921d6d17c5a24725b7a563
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000500/gt_aligned/ssim_per_video.log
@@ -0,0 +1,34 @@
+RD_Radio18_000: SSIM=0.930366
+WDA_AndyLevin_000: SSIM=0.911232
+WDA_BarackObama_000: SSIM=0.914318
+WDA_BarackObama_001: SSIM=0.927523
+WDA_ChrisCoons1_000: SSIM=0.943549
+WDA_DebbieStabenow0_000: SSIM=0.916717
+WDA_DonnaShalala1_000: SSIM=0.860945
+WDA_HillaryClinton_000: SSIM=0.949493
+WDA_JamesClyburn1_000: SSIM=0.869154
+WDA_JerryNadler_000: SSIM=0.940802
+WDA_JoeDonnelly_000: SSIM=0.925518
+WDA_JohnYarmuth1_000: SSIM=0.938047
+WDA_KatherineClark_000: SSIM=0.943866
+WDA_LaurenUnderwood_000: SSIM=0.904131
+WDA_LisaBluntRochester_000: SSIM=0.878332
+WDA_LucilleRoybal-Allard_000: SSIM=0.908264
+WDA_MikeDoyle_000: SSIM=0.944729
+WDA_NancyPelosi0_000: SSIM=0.920374
+WDA_RobinKelly_000: SSIM=0.923348
+WDA_StenyHoyer_000: SSIM=0.941182
+WDA_TammyDuckworth_000: SSIM=0.935844
+WDA_TedLieu_000: SSIM=0.936025
+WRA_AdamKinzinger1_000: SSIM=0.955402
+WRA_AdamKinzinger2_000: SSIM=0.939604
+WRA_AdamKinzinger2_001: SSIM=0.941022
+WRA_AdamKinzinger2_002: SSIM=0.945101
+WRA_DianeBlack1_000: SSIM=0.920187
+WRA_EricCantor_000: SSIM=0.909132
+WRA_JimInhofe_000: SSIM=0.939357
+WRA_JohnKasich3_000: SSIM=0.938386
+WRA_KellyAyotte_000: SSIM=0.929566
+WRA_MikeEnzi_000: SSIM=0.914182
+WRA_MittRomney_000: SSIM=0.941357
+mean_ssim: 0.925365
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000500/metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000500/metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..55e58e43301f7b7cc08e5479c3cacd5735f9fa8b
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000500/metrics.log
@@ -0,0 +1,190 @@
+LatentSync evaluation run
+Started: 2026-05-06T05:05:40+09:00
+real_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real
+fake_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000500
+shape_predictor_path: /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/shape_predictor_68_face_landmarks.dat
+output_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000500
+
+========== SyncNet ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_sync.py --videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000500
+[SyncNet][debug] detect_results_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr
+[SyncNet][debug] temp_root=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root
+[S3FD] loading with cuda
+[S3FD] finished loading (0.4395 sec)
+
  0%|          | 0/33 [00:00<?, ?it/s][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_lzcn7l56 video=RD_Radio18_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+RD_Radio18_000.mp4: Sync-D 9.24, Sync-C 5.70
+
  3%|▎         | 1/33 [00:03<01:54,  3.59s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_j05b_uny video=WDA_AndyLevin_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_AndyLevin_000.mp4: Sync-D 9.02, Sync-C 4.89
+
  6%|▌         | 2/33 [00:07<01:56,  3.75s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_s1v6sau5 video=WDA_BarackObama_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_000.mp4: Sync-D 9.61, Sync-C 4.23
+
  9%|▉         | 3/33 [00:13<02:17,  4.60s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_nxm3ork5 video=WDA_BarackObama_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_001.mp4: Sync-D 10.85, Sync-C 3.67
+
 12%|█▏        | 4/33 [00:17<02:09,  4.45s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_q8w99bbs video=WDA_ChrisCoons1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_ChrisCoons1_000.mp4: Sync-D 7.24, Sync-C 8.06
+
 15%|█▌        | 5/33 [00:21<01:58,  4.23s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_l4lbyq98 video=WDA_DebbieStabenow0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DebbieStabenow0_000.mp4: Sync-D 7.00, Sync-C 7.34
+
 18%|█▊        | 6/33 [00:24<01:43,  3.84s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_30polalq video=WDA_DonnaShalala1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DonnaShalala1_000.mp4: Sync-D 7.62, Sync-C 6.22
+
 21%|██        | 7/33 [00:27<01:32,  3.58s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_vb4_worm video=WDA_HillaryClinton_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_HillaryClinton_000.mp4: Sync-D 10.01, Sync-C 4.29
+
 24%|██▍       | 8/33 [00:31<01:33,  3.74s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_uo43xqir video=WDA_JamesClyburn1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JamesClyburn1_000.mp4: Sync-D 9.64, Sync-C 4.22
+
 27%|██▋       | 9/33 [00:36<01:37,  4.08s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_mpr2_bsa video=WDA_JerryNadler_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JerryNadler_000.mp4: Sync-D 7.26, Sync-C 7.43
+
 30%|███       | 10/33 [00:38<01:24,  3.66s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_9frcab79 video=WDA_JoeDonnelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JoeDonnelly_000.mp4: Sync-D 8.04, Sync-C 6.94
+
 33%|███▎      | 11/33 [00:42<01:17,  3.54s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_lw5mt3zl video=WDA_JohnYarmuth1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JohnYarmuth1_000.mp4: Sync-D 8.16, Sync-C 4.98
+
 36%|███▋      | 12/33 [00:45<01:14,  3.53s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_5v3fe66w video=WDA_KatherineClark_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_KatherineClark_000.mp4: Sync-D 6.95, Sync-C 8.56
+
 39%|███▉      | 13/33 [00:49<01:10,  3.52s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_m5wyldlw video=WDA_LaurenUnderwood_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LaurenUnderwood_000.mp4: Sync-D 7.36, Sync-C 6.90
+
 42%|████▏     | 14/33 [00:53<01:09,  3.65s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_n8eespat video=WDA_LisaBluntRochester_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LisaBluntRochester_000.mp4: Sync-D 7.74, Sync-C 7.92
+
 45%|████▌     | 15/33 [00:57<01:08,  3.79s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_2_sh5apx video=WDA_LucilleRoybal-Allard_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LucilleRoybal-Allard_000.mp4: Sync-D 8.12, Sync-C 6.11
+
 48%|████▊     | 16/33 [01:01<01:07,  3.97s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_cu018hl5 video=WDA_MikeDoyle_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_MikeDoyle_000.mp4: Sync-D 7.78, Sync-C 7.55
+
 52%|█████▏    | 17/33 [01:05<01:02,  3.89s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_j7iq9o1x video=WDA_NancyPelosi0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_NancyPelosi0_000.mp4: Sync-D 7.22, Sync-C 8.57
+
 55%|█████▍    | 18/33 [01:08<00:56,  3.74s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_24kuz7y3 video=WDA_RobinKelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_RobinKelly_000.mp4: Sync-D 6.65, Sync-C 8.05
+
 58%|█████▊    | 19/33 [01:12<00:52,  3.77s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_zkd6dq5x video=WDA_StenyHoyer_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_StenyHoyer_000.mp4: Sync-D 6.68, Sync-C 8.05
+
 61%|██████    | 20/33 [01:15<00:45,  3.47s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_78a5ju9c video=WDA_TammyDuckworth_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TammyDuckworth_000.mp4: Sync-D 8.17, Sync-C 7.43
+
 64%|██████▎   | 21/33 [01:19<00:43,  3.60s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_dl5jprnq video=WDA_TedLieu_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TedLieu_000.mp4: Sync-D 7.41, Sync-C 7.70
+
 67%|██████▋   | 22/33 [01:22<00:39,  3.56s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_psie_ak2 video=WRA_AdamKinzinger1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger1_000.mp4: Sync-D 7.36, Sync-C 7.81
+
 70%|██████▉   | 23/33 [01:26<00:35,  3.52s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_8sllfxuu video=WRA_AdamKinzinger2_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_000.mp4: Sync-D 7.78, Sync-C 7.51
+
 73%|███████▎  | 24/33 [01:28<00:29,  3.33s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_m1q1egl8 video=WRA_AdamKinzinger2_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_001.mp4: Sync-D 7.23, Sync-C 7.99
+
 76%|███████▌  | 25/33 [01:31<00:25,  3.19s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_mfw_79cb video=WRA_AdamKinzinger2_002.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_002.mp4: Sync-D 7.86, Sync-C 7.24
+
 79%|███████▉  | 26/33 [01:34<00:21,  3.09s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_98e_2jjz video=WRA_DianeBlack1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_DianeBlack1_000.mp4: Sync-D 8.10, Sync-C 6.99
+
 82%|████████▏ | 27/33 [01:39<00:20,  3.48s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_72si5c6h video=WRA_EricCantor_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_EricCantor_000.mp4: Sync-D 8.04, Sync-C 6.61
+
 85%|████████▍ | 28/33 [01:42<00:17,  3.59s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_ptq_2_gf video=WRA_JimInhofe_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JimInhofe_000.mp4: Sync-D 8.03, Sync-C 5.97
+
 88%|████████▊ | 29/33 [01:47<00:15,  3.85s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_3sah9s0h video=WRA_JohnKasich3_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JohnKasich3_000.mp4: Sync-D 8.46, Sync-C 6.63
+
 91%|█████████ | 30/33 [01:51<00:12,  4.01s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_x_vg9ozo video=WRA_KellyAyotte_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_KellyAyotte_000.mp4: Sync-D 7.70, Sync-C 8.43
+
 94%|█████████▍| 31/33 [01:55<00:07,  3.82s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_m28hi99v video=WRA_MikeEnzi_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MikeEnzi_000.mp4: Sync-D 8.25, Sync-C 6.96
+
 97%|█████████▋| 32/33 [01:58<00:03,  3.65s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_u50_p9tr/temp_root/syncnet_v9vrj389 video=WRA_MittRomney_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MittRomney_000.mp4: Sync-D 9.32, Sync-C 6.55
+
100%|██████████| 33/33 [02:02<00:00,  3.87s/it]
100%|██████████| 33/33 [02:02<00:00,  3.72s/it]
+Mean SyncNet Min Distance (Sync-D): 8.06
+Mean SyncNet Confidence (Sync-C): 6.77
+Exit code: 0
+
+========== CSIM ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_csim.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000500 --weight checkpoints/auxiliary/models/arcface/ms1mv3_arcface_r100_fp16.pth --arcface_dir arcface_torch --model_name r100 --batch_size 512
+
  0%|          | 0/33 [00:00<?, ?it/s]/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/arcface_torch/backbones/iresnet.py:149: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(self.fp16):
+
  3%|▎         | 1/33 [00:00<00:14,  2.25it/s]
  6%|▌         | 2/33 [00:00<00:10,  2.97it/s]
  9%|▉         | 3/33 [00:01<00:09,  3.04it/s]
 12%|█▏        | 4/33 [00:01<00:09,  3.08it/s]
 15%|█▌        | 5/33 [00:01<00:08,  3.37it/s]
 18%|█▊        | 6/33 [00:01<00:06,  3.93it/s]
 21%|██        | 7/33 [00:01<00:06,  4.25it/s]
 24%|██▍       | 8/33 [00:02<00:06,  4.07it/s]
 27%|██▋       | 9/33 [00:02<00:06,  3.61it/s]
 30%|███       | 10/33 [00:02<00:05,  4.14it/s]
 33%|███▎      | 11/33 [00:03<00:05,  3.91it/s]
 36%|███▋      | 12/33 [00:03<00:05,  3.95it/s]
 39%|███▉      | 13/33 [00:03<00:05,  3.55it/s]
 42%|████▏     | 14/33 [00:04<00:05,  3.19it/s]
 45%|████▌     | 15/33 [00:04<00:05,  3.14it/s]
 48%|████▊     | 16/33 [00:04<00:05,  3.07it/s]
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 55%|█████▍    | 18/33 [00:05<00:04,  3.33it/s]
 58%|█████▊    | 19/33 [00:05<00:03,  3.70it/s]
 61%|██████    | 20/33 [00:05<00:03,  4.19it/s]
 64%|██████▎   | 21/33 [00:05<00:02,  4.25it/s]
 67%|██████▋   | 22/33 [00:06<00:02,  3.99it/s]
 70%|██████▉   | 23/33 [00:06<00:02,  4.47it/s]
 73%|███████▎  | 24/33 [00:06<00:01,  4.82it/s]
 76%|███████▌  | 25/33 [00:06<00:01,  5.11it/s]
 79%|███████▉  | 26/33 [00:06<00:01,  5.48it/s]
 82%|████████▏ | 27/33 [00:07<00:01,  4.87it/s]
 85%|████████▍ | 28/33 [00:07<00:01,  4.08it/s]
 88%|████████▊ | 29/33 [00:07<00:01,  3.86it/s]
 91%|█████████ | 30/33 [00:07<00:00,  3.83it/s]
 94%|█████████▍| 31/33 [00:08<00:00,  4.08it/s]
 97%|█████████▋| 32/33 [00:08<00:00,  3.96it/s]
100%|██████████| 33/33 [00:08<00:00,  3.56it/s]
100%|██████████| 33/33 [00:08<00:00,  3.78it/s]
+cosine similarity: 0.9434061646461487
+Exit code: 0
+
+========== GT_ALIGNED ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_gt_aligned.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000500 --output_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000500/gt_aligned --device cuda:0 --min_detection_confidence 0.5 --fallback_detection_confidence 0.2 --all
+Matched 33 video pairs
+
+=== SSIM (GT-aligned crops) ===
+
SSIM:   0%|          | 0/33 [00:00<?, ?it/s]INFO: Created TensorFlow Lite XNNPACK delegate for CPU.
+WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
+W0000 00:00:1778011688.281694  360386 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+W0000 00:00:1778011688.282394  360379 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+
SSIM:   3%|▎         | 1/33 [00:00<00:26,  1.22it/s]
SSIM:   6%|▌         | 2/33 [00:01<00:31,  1.00s/it]
SSIM:   9%|▉         | 3/33 [00:03<00:33,  1.11s/it]
SSIM:  12%|█▏        | 4/33 [00:04<00:33,  1.17s/it]
SSIM:  15%|█▌        | 5/33 [00:05<00:30,  1.10s/it]
SSIM:  18%|█▊        | 6/33 [00:06<00:25,  1.05it/s]
SSIM:  21%|██        | 7/33 [00:06<00:23,  1.11it/s]
SSIM:  24%|██▍       | 8/33 [00:07<00:22,  1.12it/s]
SSIM:  27%|██▋       | 9/33 [00:08<00:21,  1.09it/s]
SSIM:  30%|███       | 10/33 [00:09<00:19,  1.20it/s]
SSIM:  33%|███▎      | 11/33 [00:10<00:18,  1.18it/s]
SSIM:  36%|███▋      | 12/33 [00:11<00:18,  1.16it/s]
SSIM:  39%|███▉      | 13/33 [00:12<00:17,  1.12it/s]
SSIM:  42%|████▏     | 14/33 [00:13<00:17,  1.07it/s]
SSIM:  45%|████▌     | 15/33 [00:13<00:16,  1.10it/s]
SSIM:  48%|████▊     | 16/33 [00:14<00:15,  1.11it/s]
SSIM:  52%|█████▏    | 17/33 [00:15<00:13,  1.15it/s]
SSIM:  55%|█████▍    | 18/33 [00:16<00:13,  1.13it/s]
SSIM:  58%|█████▊    | 19/33 [00:17<00:11,  1.17it/s]
SSIM:  61%|██████    | 20/33 [00:18<00:10,  1.23it/s]
SSIM:  64%|██████▎   | 21/33 [00:18<00:09,  1.22it/s]
SSIM:  67%|██████▋   | 22/33 [00:19<00:09,  1.18it/s]
SSIM:  70%|██████▉   | 23/33 [00:20<00:08,  1.22it/s]
SSIM:  73%|███████▎  | 24/33 [00:21<00:07,  1.27it/s]
SSIM:  76%|███████▌  | 25/33 [00:22<00:06,  1.30it/s]
SSIM:  79%|███████▉  | 26/33 [00:22<00:05,  1.32it/s]
SSIM:  82%|████████▏ | 27/33 [00:23<00:04,  1.24it/s]
SSIM:  85%|████████▍ | 28/33 [00:24<00:04,  1.17it/s]
SSIM:  88%|████████▊ | 29/33 [00:25<00:03,  1.17it/s]
SSIM:  91%|█████████ | 30/33 [00:26<00:02,  1.17it/s]
SSIM:  94%|█████████▍| 31/33 [00:27<00:01,  1.20it/s]
SSIM:  97%|█████████▋| 32/33 [00:28<00:00,  1.18it/s]
SSIM: 100%|██████████| 33/33 [00:29<00:00,  1.08it/s]
SSIM: 100%|██████████| 33/33 [00:29<00:00,  1.13it/s]
+SSIM: 0.925365
+
+=== FID (GT-aligned crops) ===
+
FID crops:   0%|          | 0/33 [00:00<?, ?it/s]
FID crops:   3%|▎         | 1/33 [00:00<00:30,  1.04it/s]
FID crops:   6%|▌         | 2/33 [00:02<00:36,  1.19s/it]
FID crops:   9%|▉         | 3/33 [00:03<00:39,  1.30s/it]
FID crops:  12%|█▏        | 4/33 [00:05<00:38,  1.32s/it]
FID crops:  15%|█▌        | 5/33 [00:06<00:35,  1.28s/it]
FID crops:  18%|█▊        | 6/33 [00:07<00:31,  1.17s/it]
FID crops:  21%|██        | 7/33 [00:08<00:29,  1.14s/it]
FID crops:  24%|██▍       | 8/33 [00:09<00:28,  1.12s/it]
FID crops:  27%|██▋       | 9/33 [00:10<00:27,  1.15s/it]
FID crops:  30%|███       | 10/33 [00:11<00:25,  1.10s/it]
FID crops:  33%|███▎      | 11/33 [00:12<00:24,  1.14s/it]
FID crops:  36%|███▋      | 12/33 [00:14<00:24,  1.16s/it]
FID crops:  39%|███▉      | 13/33 [00:15<00:23,  1.17s/it]
FID crops:  42%|████▏     | 14/33 [00:16<00:23,  1.23s/it]
FID crops:  45%|████▌     | 15/33 [00:17<00:21,  1.21s/it]
FID crops:  48%|████▊     | 16/33 [00:18<00:20,  1.19s/it]
FID crops:  52%|█████▏    | 17/33 [00:19<00:18,  1.13s/it]
FID crops:  55%|█████▍    | 18/33 [00:20<00:16,  1.11s/it]
FID crops:  58%|█████▊    | 19/33 [00:22<00:15,  1.12s/it]
FID crops:  61%|██████    | 20/33 [00:23<00:14,  1.08s/it]
FID crops:  64%|██████▎   | 21/33 [00:24<00:13,  1.13s/it]
FID crops:  67%|██████▋   | 22/33 [00:25<00:12,  1.17s/it]
FID crops:  70%|██████▉   | 23/33 [00:26<00:11,  1.13s/it]
FID crops:  73%|███████▎  | 24/33 [00:27<00:10,  1.11s/it]
FID crops:  76%|███████▌  | 25/33 [00:28<00:08,  1.07s/it]
FID crops:  79%|███████▉  | 26/33 [00:29<00:07,  1.03s/it]
FID crops:  82%|████████▏ | 27/33 [00:30<00:06,  1.10s/it]
FID crops:  85%|████████▍ | 28/33 [00:32<00:05,  1.14s/it]
FID crops:  88%|████████▊ | 29/33 [00:33<00:04,  1.16s/it]
FID crops:  91%|█████████ | 30/33 [00:34<00:03,  1.17s/it]
FID crops:  94%|█████████▍| 31/33 [00:35<00:02,  1.15s/it]
FID crops:  97%|█████████▋| 32/33 [00:36<00:01,  1.15s/it]
FID crops: 100%|██████████| 33/33 [00:38<00:00,  1.25s/it]
FID crops: 100%|██████████| 33/33 [00:38<00:00,  1.16s/it]
+Extracted 2673 crop pairs
+
  0%|          | 0/42 [00:00<?, ?it/s]
  2%|▏         | 1/42 [00:00<00:25,  1.59it/s]
  7%|▋         | 3/42 [00:00<00:07,  4.96it/s]
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 40%|████      | 17/42 [00:02<00:03,  6.81it/s]
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 50%|█████     | 21/42 [00:03<00:03,  6.96it/s]
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 71%|███████▏  | 30/42 [00:04<00:01,  6.98it/s]
 74%|███████▍  | 31/42 [00:04<00:01,  6.94it/s]
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+
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100%|██████████| 42/42 [00:06<00:00,  6.20it/s]
+FID: 7.1276
+
+=== FVD (GT-aligned crops) ===
+
FVD:   0%|          | 0/33 [00:00<?, ?it/s]
FVD:   3%|▎         | 1/33 [00:01<00:40,  1.26s/it]
FVD:   6%|▌         | 2/33 [00:01<00:23,  1.31it/s]
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FVD:  21%|██        | 7/33 [00:03<00:07,  3.31it/s]
FVD:  24%|██▍       | 8/33 [00:03<00:07,  3.21it/s]
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FVD:  39%|███▉      | 13/33 [00:04<00:05,  3.55it/s]
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FVD:  45%|████▌     | 15/33 [00:05<00:05,  3.48it/s]
FVD:  48%|████▊     | 16/33 [00:05<00:04,  3.63it/s]
FVD:  52%|█████▏    | 17/33 [00:05<00:04,  3.97it/s]
FVD:  55%|█████▍    | 18/33 [00:06<00:03,  4.04it/s]
FVD:  58%|█████▊    | 19/33 [00:06<00:03,  4.22it/s]
FVD:  61%|██████    | 20/33 [00:06<00:02,  4.55it/s]
FVD:  64%|██████▎   | 21/33 [00:06<00:02,  4.47it/s]
FVD:  67%|██████▋   | 22/33 [00:07<00:02,  4.01it/s]
FVD:  70%|██████▉   | 23/33 [00:07<00:02,  4.35it/s]
FVD:  73%|███████▎  | 24/33 [00:07<00:01,  4.71it/s]
FVD:  76%|███████▌  | 25/33 [00:07<00:01,  5.00it/s]
FVD:  79%|███████▉  | 26/33 [00:07<00:01,  5.27it/s]
FVD:  82%|████████▏ | 27/33 [00:08<00:01,  4.48it/s]
FVD:  85%|████████▍ | 28/33 [00:08<00:01,  3.73it/s]
FVD:  88%|████████▊ | 29/33 [00:08<00:01,  3.81it/s]
FVD:  91%|█████████ | 30/33 [00:08<00:00,  3.82it/s]
FVD:  94%|█████████▍| 31/33 [00:09<00:00,  4.02it/s]
FVD:  97%|█████████▋| 32/33 [00:09<00:00,  3.84it/s]
FVD: 100%|██████████| 33/33 [00:09<00:00,  3.19it/s]
FVD: 100%|██████████| 33/33 [00:09<00:00,  3.34it/s]
+FVD: 129.9452
+
+=== Summary (GT-aligned crops) ===
+  SSIM: 0.9254
+  FID: 7.1276
+  FVD: 129.9452
+
+Results saved to /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000500/gt_aligned
+Exit code: 0
+
+All selected metrics completed successfully.
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000500/ssim_lmd_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000500/ssim_lmd_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..02e66721cd68e9a708e1753c375dc56e56680088
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000500/ssim_lmd_per_video.log
@@ -0,0 +1,35 @@
+mean_lmd: 3.427596
+num_videos_scored: 32 / 33
+RD_Radio18_000: 2.418835
+WDA_AndyLevin_000: 3.880932
+WDA_BarackObama_000: 7.250320
+WDA_BarackObama_001: 6.748439
+WDA_ChrisCoons1_000: 2.709985
+WDA_DebbieStabenow0_000: 1.925365
+WDA_DonnaShalala1_000: 5.989110
+WDA_HillaryClinton_000: 3.259019
+WDA_JamesClyburn1_000: N/A (no frames with detected landmarks)
+WDA_JerryNadler_000: 1.463783
+WDA_JoeDonnelly_000: 3.073115
+WDA_JohnYarmuth1_000: 3.312859
+WDA_KatherineClark_000: 4.311126
+WDA_LaurenUnderwood_000: 7.369714
+WDA_LisaBluntRochester_000: 5.997950
+WDA_LucilleRoybal-Allard_000: 4.172335
+WDA_MikeDoyle_000: 2.346447
+WDA_NancyPelosi0_000: 3.720007
+WDA_RobinKelly_000: 2.252635
+WDA_StenyHoyer_000: 3.174774
+WDA_TammyDuckworth_000: 2.987065
+WDA_TedLieu_000: 3.353858
+WRA_AdamKinzinger1_000: 1.525667
+WRA_AdamKinzinger2_000: 1.787884
+WRA_AdamKinzinger2_001: 1.495679
+WRA_AdamKinzinger2_002: 1.975724
+WRA_DianeBlack1_000: 3.028927
+WRA_EricCantor_000: 3.495052
+WRA_JimInhofe_000: 2.898180
+WRA_JohnKasich3_000: 2.185956
+WRA_KellyAyotte_000: 2.082930
+WRA_MikeEnzi_000: 3.018130
+WRA_MittRomney_000: 4.471278
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000600/gt_aligned/gt_aligned_metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000600/gt_aligned/gt_aligned_metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..fa67e8e7bebd64b36f275575a7743460234e1c86
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000600/gt_aligned/gt_aligned_metrics.log
@@ -0,0 +1,3 @@
+SSIM: 0.919785
+FID: 6.778878
+FVD: 127.993449
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000600/gt_aligned/ssim_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000600/gt_aligned/ssim_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..ce461c5d92e8fc5b33dabe4d09df2c27b027ca5c
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000600/gt_aligned/ssim_per_video.log
@@ -0,0 +1,34 @@
+RD_Radio18_000: SSIM=0.925982
+WDA_AndyLevin_000: SSIM=0.903198
+WDA_BarackObama_000: SSIM=0.908367
+WDA_BarackObama_001: SSIM=0.924131
+WDA_ChrisCoons1_000: SSIM=0.937420
+WDA_DebbieStabenow0_000: SSIM=0.912070
+WDA_DonnaShalala1_000: SSIM=0.853705
+WDA_HillaryClinton_000: SSIM=0.944760
+WDA_JamesClyburn1_000: SSIM=0.864482
+WDA_JerryNadler_000: SSIM=0.932038
+WDA_JoeDonnelly_000: SSIM=0.915014
+WDA_JohnYarmuth1_000: SSIM=0.936412
+WDA_KatherineClark_000: SSIM=0.940997
+WDA_LaurenUnderwood_000: SSIM=0.897314
+WDA_LisaBluntRochester_000: SSIM=0.876863
+WDA_LucilleRoybal-Allard_000: SSIM=0.895188
+WDA_MikeDoyle_000: SSIM=0.938824
+WDA_NancyPelosi0_000: SSIM=0.918419
+WDA_RobinKelly_000: SSIM=0.919949
+WDA_StenyHoyer_000: SSIM=0.939942
+WDA_TammyDuckworth_000: SSIM=0.930751
+WDA_TedLieu_000: SSIM=0.931008
+WRA_AdamKinzinger1_000: SSIM=0.951496
+WRA_AdamKinzinger2_000: SSIM=0.933360
+WRA_AdamKinzinger2_001: SSIM=0.938194
+WRA_AdamKinzinger2_002: SSIM=0.939723
+WRA_DianeBlack1_000: SSIM=0.908352
+WRA_EricCantor_000: SSIM=0.905047
+WRA_JimInhofe_000: SSIM=0.928722
+WRA_JohnKasich3_000: SSIM=0.933057
+WRA_KellyAyotte_000: SSIM=0.919338
+WRA_MikeEnzi_000: SSIM=0.915671
+WRA_MittRomney_000: SSIM=0.933117
+mean_ssim: 0.919785
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000600/metrics.log b/HDTF_eval_t769_seed42/metrics/step_0000600/metrics.log
new file mode 100644
index 0000000000000000000000000000000000000000..f69ddf48676c3645113ff757d5581a1efc368c25
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000600/metrics.log
@@ -0,0 +1,190 @@
+LatentSync evaluation run
+Started: 2026-05-06T04:45:33+09:00
+real_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real
+fake_videos_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000600
+shape_predictor_path: /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/shape_predictor_68_face_landmarks.dat
+output_dir: /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000600
+
+========== SyncNet ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_sync.py --videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000600
+[SyncNet][debug] detect_results_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal
+[SyncNet][debug] temp_root=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root
+[S3FD] loading with cuda
+[S3FD] finished loading (0.4155 sec)
+
  0%|          | 0/33 [00:00<?, ?it/s][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_r263xvc5 video=RD_Radio18_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+RD_Radio18_000.mp4: Sync-D 9.24, Sync-C 5.57
+
  3%|▎         | 1/33 [00:03<01:50,  3.45s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_kno7dkbd video=WDA_AndyLevin_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_AndyLevin_000.mp4: Sync-D 8.63, Sync-C 5.26
+
  6%|▌         | 2/33 [00:07<01:51,  3.59s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_egclb2a9 video=WDA_BarackObama_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_000.mp4: Sync-D 9.91, Sync-C 3.85
+
  9%|▉         | 3/33 [00:12<02:12,  4.42s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_b7fygiri video=WDA_BarackObama_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_BarackObama_001.mp4: Sync-D 10.63, Sync-C 3.68
+
 12%|█▏        | 4/33 [00:16<02:04,  4.30s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_n19zr_0e video=WDA_ChrisCoons1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_ChrisCoons1_000.mp4: Sync-D 7.39, Sync-C 8.03
+
 15%|█▌        | 5/33 [00:20<01:56,  4.15s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_p55yzj1d video=WDA_DebbieStabenow0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DebbieStabenow0_000.mp4: Sync-D 7.19, Sync-C 7.08
+
 18%|█▊        | 6/33 [00:23<01:42,  3.78s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_9zysd9up video=WDA_DonnaShalala1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_DonnaShalala1_000.mp4: Sync-D 7.53, Sync-C 6.37
+
 21%|██        | 7/33 [00:26<01:31,  3.54s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_zvjhg0u5 video=WDA_HillaryClinton_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_HillaryClinton_000.mp4: Sync-D 10.07, Sync-C 4.20
+
 24%|██▍       | 8/33 [00:30<01:32,  3.70s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_tfjssfiz video=WDA_JamesClyburn1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JamesClyburn1_000.mp4: Sync-D 9.18, Sync-C 4.47
+
 27%|██▋       | 9/33 [00:35<01:37,  4.05s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_6bg6t7yv video=WDA_JerryNadler_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JerryNadler_000.mp4: Sync-D 7.10, Sync-C 7.39
+
 30%|███       | 10/33 [00:38<01:22,  3.60s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet__6y0dpgo video=WDA_JoeDonnelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JoeDonnelly_000.mp4: Sync-D 7.83, Sync-C 6.98
+
 33%|███▎      | 11/33 [00:41<01:17,  3.54s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_7c6b7wpd video=WDA_JohnYarmuth1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_JohnYarmuth1_000.mp4: Sync-D 7.95, Sync-C 5.01
+
 36%|███▋      | 12/33 [00:45<01:14,  3.55s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_u6elm_58 video=WDA_KatherineClark_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_KatherineClark_000.mp4: Sync-D 6.88, Sync-C 8.54
+
 39%|███▉      | 13/33 [00:48<01:11,  3.59s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_it0j7en6 video=WDA_LaurenUnderwood_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LaurenUnderwood_000.mp4: Sync-D 7.36, Sync-C 6.90
+
 42%|████▏     | 14/33 [00:52<01:11,  3.76s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_mkbfam4s video=WDA_LisaBluntRochester_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LisaBluntRochester_000.mp4: Sync-D 7.29, Sync-C 8.13
+
 45%|████▌     | 15/33 [00:57<01:10,  3.90s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_9crnd9n6 video=WDA_LucilleRoybal-Allard_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_LucilleRoybal-Allard_000.mp4: Sync-D 8.08, Sync-C 6.00
+
 48%|████▊     | 16/33 [01:01<01:08,  4.04s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet__qu6o8kj video=WDA_MikeDoyle_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_MikeDoyle_000.mp4: Sync-D 7.58, Sync-C 7.71
+
 52%|█████▏    | 17/33 [01:05<01:02,  3.91s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_rmoh9hg7 video=WDA_NancyPelosi0_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_NancyPelosi0_000.mp4: Sync-D 7.42, Sync-C 8.29
+
 55%|█████▍    | 18/33 [01:08<00:56,  3.73s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_840__v2m video=WDA_RobinKelly_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_RobinKelly_000.mp4: Sync-D 6.44, Sync-C 8.01
+
 58%|█████▊    | 19/33 [01:12<00:52,  3.73s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_vvg0qj2g video=WDA_StenyHoyer_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_StenyHoyer_000.mp4: Sync-D 6.63, Sync-C 8.09
+
 61%|██████    | 20/33 [01:14<00:44,  3.43s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_hp4m8bzi video=WDA_TammyDuckworth_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TammyDuckworth_000.mp4: Sync-D 8.72, Sync-C 6.95
+
 64%|██████▎   | 21/33 [01:18<00:42,  3.58s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_cc9cb8zn video=WDA_TedLieu_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WDA_TedLieu_000.mp4: Sync-D 7.53, Sync-C 7.44
+
 67%|██████▋   | 22/33 [01:22<00:39,  3.58s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_f84fv8zx video=WRA_AdamKinzinger1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger1_000.mp4: Sync-D 7.21, Sync-C 8.00
+
 70%|██████▉   | 23/33 [01:25<00:35,  3.53s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_2qgf_ceq video=WRA_AdamKinzinger2_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_000.mp4: Sync-D 7.59, Sync-C 7.61
+
 73%|███████▎  | 24/33 [01:28<00:29,  3.32s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_hyeroueq video=WRA_AdamKinzinger2_001.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_001.mp4: Sync-D 7.12, Sync-C 8.08
+
 76%|███████▌  | 25/33 [01:31<00:25,  3.17s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_cb30pr8n video=WRA_AdamKinzinger2_002.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_AdamKinzinger2_002.mp4: Sync-D 7.84, Sync-C 7.37
+
 79%|███████▉  | 26/33 [01:34<00:21,  3.04s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_b9hwnl1s video=WRA_DianeBlack1_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_DianeBlack1_000.mp4: Sync-D 7.81, Sync-C 7.12
+
 82%|████████▏ | 27/33 [01:38<00:21,  3.53s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_lcuaork4 video=WRA_EricCantor_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_EricCantor_000.mp4: Sync-D 8.07, Sync-C 6.47
+
 85%|████████▍ | 28/33 [01:43<00:18,  3.74s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_mg8ut8v1 video=WRA_JimInhofe_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JimInhofe_000.mp4: Sync-D 7.96, Sync-C 5.95
+
 88%|████████▊ | 29/33 [01:47<00:16,  4.00s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_kgw0647x video=WRA_JohnKasich3_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_JohnKasich3_000.mp4: Sync-D 8.23, Sync-C 6.73
+
 91%|█████████ | 30/33 [01:52<00:12,  4.19s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_tipwruun video=WRA_KellyAyotte_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_KellyAyotte_000.mp4: Sync-D 7.64, Sync-C 8.58
+
 94%|█████████▍| 31/33 [01:55<00:08,  4.01s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_rit9rbdd video=WRA_MikeEnzi_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MikeEnzi_000.mp4: Sync-D 7.91, Sync-C 7.38
+
 97%|█████████▋| 32/33 [01:59<00:03,  3.86s/it][SyncNet][debug] temp_dir=/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/detect_results/run_rub37bal/temp_root/syncnet_71x3w00k video=WRA_MittRomney_000.mp4
+VideoManager is deprecated and will be removed.
+`base_timecode` argument is deprecated and has no effect.
+WRA_MittRomney_000.mp4: Sync-D 9.22, Sync-C 6.49
+
100%|██████████| 33/33 [02:04<00:00,  4.18s/it]
100%|██████████| 33/33 [02:04<00:00,  3.77s/it]
+Mean SyncNet Min Distance (Sync-D): 7.98
+Mean SyncNet Confidence (Sync-C): 6.78
+Exit code: 0
+
+========== CSIM ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_csim.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000600 --weight checkpoints/auxiliary/models/arcface/ms1mv3_arcface_r100_fp16.pth --arcface_dir arcface_torch --model_name r100 --batch_size 512
+
  0%|          | 0/33 [00:00<?, ?it/s]/data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/arcface_torch/backbones/iresnet.py:149: FutureWarning: `torch.cuda.amp.autocast(args...)` is deprecated. Please use `torch.amp.autocast('cuda', args...)` instead.
+  with torch.cuda.amp.autocast(self.fp16):
+
  3%|▎         | 1/33 [00:00<00:21,  1.49it/s]
  6%|▌         | 2/33 [00:01<00:15,  1.98it/s]
  9%|▉         | 3/33 [00:01<00:13,  2.17it/s]
 12%|█▏        | 4/33 [00:01<00:12,  2.40it/s]
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 21%|██        | 7/33 [00:02<00:06,  3.78it/s]
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 30%|███       | 10/33 [00:03<00:05,  4.43it/s]
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 39%|███▉      | 13/33 [00:03<00:05,  3.92it/s]
 42%|████▏     | 14/33 [00:04<00:05,  3.58it/s]
 45%|████▌     | 15/33 [00:04<00:04,  3.63it/s]
 48%|████▊     | 16/33 [00:04<00:04,  3.53it/s]
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 55%|█████▍    | 18/33 [00:05<00:03,  3.85it/s]
 58%|█████▊    | 19/33 [00:05<00:03,  3.81it/s]
 61%|██████    | 20/33 [00:05<00:03,  4.17it/s]
 64%|██████▎   | 21/33 [00:05<00:02,  4.21it/s]
 67%|██████▋   | 22/33 [00:06<00:02,  3.91it/s]
 70%|██████▉   | 23/33 [00:06<00:02,  4.30it/s]
 73%|███████▎  | 24/33 [00:06<00:01,  4.61it/s]
 76%|███████▌  | 25/33 [00:06<00:01,  4.84it/s]
 79%|███████▉  | 26/33 [00:06<00:01,  5.18it/s]
 82%|████████▏ | 27/33 [00:07<00:01,  4.51it/s]
 85%|████████▍ | 28/33 [00:07<00:01,  3.60it/s]
 88%|████████▊ | 29/33 [00:07<00:01,  3.60it/s]
 91%|█████████ | 30/33 [00:08<00:00,  3.34it/s]
 94%|█████████▍| 31/33 [00:08<00:00,  3.44it/s]
 97%|█████████▋| 32/33 [00:08<00:00,  3.26it/s]
100%|██████████| 33/33 [00:09<00:00,  2.87it/s]
100%|██████████| 33/33 [00:09<00:00,  3.54it/s]
+cosine similarity: 0.9431905746459961
+Exit code: 0
+
+========== GT_ALIGNED ==========
+Command: python /data/karlo-research_715/workspace/kinemaar/paul/eval_metrics/eval/eval_gt_aligned.py --real_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/real --fake_videos_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/_stage/fake_step_0000600 --output_dir /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000600/gt_aligned --device cuda:0 --min_detection_confidence 0.5 --fallback_detection_confidence 0.2 --all
+Matched 33 video pairs
+
+=== SSIM (GT-aligned crops) ===
+
SSIM:   0%|          | 0/33 [00:00<?, ?it/s]INFO: Created TensorFlow Lite XNNPACK delegate for CPU.
+WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
+W0000 00:00:1778010486.148527  337738 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+W0000 00:00:1778010486.148580  337731 inference_feedback_manager.cc:114] Feedback manager requires a model with a single signature inference. Disabling support for feedback tensors.
+
SSIM:   3%|▎         | 1/33 [00:00<00:29,  1.09it/s]
SSIM:   6%|▌         | 2/33 [00:02<00:34,  1.11s/it]
SSIM:   9%|▉         | 3/33 [00:03<00:37,  1.26s/it]
SSIM:  12%|█▏        | 4/33 [00:05<00:38,  1.32s/it]
SSIM:  15%|█▌        | 5/33 [00:06<00:34,  1.23s/it]
SSIM:  18%|█▊        | 6/33 [00:06<00:28,  1.04s/it]
SSIM:  21%|██        | 7/33 [00:07<00:25,  1.02it/s]
SSIM:  24%|██▍       | 8/33 [00:08<00:24,  1.02it/s]
SSIM:  27%|██▋       | 9/33 [00:09<00:24,  1.00s/it]
SSIM:  30%|███       | 10/33 [00:10<00:20,  1.11it/s]
SSIM:  33%|███▎      | 11/33 [00:11<00:20,  1.08it/s]
SSIM:  36%|███▋      | 12/33 [00:12<00:19,  1.07it/s]
SSIM:  39%|███▉      | 13/33 [00:13<00:18,  1.06it/s]
SSIM:  42%|████▏     | 14/33 [00:14<00:18,  1.01it/s]
SSIM:  45%|████▌     | 15/33 [00:15<00:17,  1.05it/s]
SSIM:  48%|████▊     | 16/33 [00:16<00:15,  1.08it/s]
SSIM:  52%|█████▏    | 17/33 [00:16<00:14,  1.12it/s]
SSIM:  55%|█████▍    | 18/33 [00:17<00:13,  1.13it/s]
SSIM:  58%|█████▊    | 19/33 [00:18<00:12,  1.15it/s]
SSIM:  61%|██████    | 20/33 [00:19<00:10,  1.19it/s]
SSIM:  64%|██████▎   | 21/33 [00:20<00:10,  1.17it/s]
SSIM:  67%|██████▋   | 22/33 [00:21<00:09,  1.12it/s]
SSIM:  70%|██████▉   | 23/33 [00:21<00:08,  1.19it/s]
SSIM:  73%|███████▎  | 24/33 [00:22<00:07,  1.24it/s]
SSIM:  76%|███████▌  | 25/33 [00:23<00:06,  1.26it/s]
SSIM:  79%|███████▉  | 26/33 [00:24<00:05,  1.29it/s]
SSIM:  82%|████████▏ | 27/33 [00:25<00:05,  1.16it/s]
SSIM:  85%|████████▍ | 28/33 [00:26<00:04,  1.07it/s]
SSIM:  88%|████████▊ | 29/33 [00:27<00:03,  1.10it/s]
SSIM:  91%|█████████ | 30/33 [00:28<00:02,  1.13it/s]
SSIM:  94%|█████████▍| 31/33 [00:28<00:01,  1.16it/s]
SSIM:  97%|█████████▋| 32/33 [00:29<00:00,  1.15it/s]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.00it/s]
SSIM: 100%|██████████| 33/33 [00:30<00:00,  1.06it/s]
+SSIM: 0.919785
+
+=== FID (GT-aligned crops) ===
+
FID crops:   0%|          | 0/33 [00:00<?, ?it/s]
FID crops:   3%|▎         | 1/33 [00:00<00:29,  1.07it/s]
FID crops:   6%|▌         | 2/33 [00:02<00:38,  1.24s/it]
FID crops:   9%|▉         | 3/33 [00:03<00:41,  1.39s/it]
FID crops:  12%|█▏        | 4/33 [00:05<00:39,  1.37s/it]
FID crops:  15%|█▌        | 5/33 [00:06<00:35,  1.28s/it]
FID crops:  18%|█▊        | 6/33 [00:07<00:31,  1.15s/it]
FID crops:  21%|██        | 7/33 [00:08<00:28,  1.11s/it]
FID crops:  24%|██▍       | 8/33 [00:09<00:27,  1.11s/it]
FID crops:  27%|██▋       | 9/33 [00:10<00:27,  1.16s/it]
FID crops:  30%|███       | 10/33 [00:11<00:24,  1.07s/it]
FID crops:  33%|███▎      | 11/33 [00:12<00:24,  1.09s/it]
FID crops:  36%|███▋      | 12/33 [00:13<00:23,  1.11s/it]
FID crops:  39%|███▉      | 13/33 [00:15<00:22,  1.13s/it]
FID crops:  42%|████▏     | 14/33 [00:16<00:23,  1.21s/it]
FID crops:  45%|████▌     | 15/33 [00:17<00:21,  1.18s/it]
FID crops:  48%|████▊     | 16/33 [00:18<00:20,  1.22s/it]
FID crops:  52%|█████▏    | 17/33 [00:20<00:19,  1.21s/it]
FID crops:  55%|█████▍    | 18/33 [00:21<00:17,  1.17s/it]
FID crops:  58%|█████▊    | 19/33 [00:22<00:15,  1.12s/it]
FID crops:  61%|██████    | 20/33 [00:23<00:13,  1.08s/it]
FID crops:  64%|██████▎   | 21/33 [00:24<00:13,  1.10s/it]
FID crops:  67%|██████▋   | 22/33 [00:25<00:12,  1.18s/it]
FID crops:  70%|██████▉   | 23/33 [00:26<00:11,  1.17s/it]
FID crops:  73%|███████▎  | 24/33 [00:27<00:10,  1.16s/it]
FID crops:  76%|███████▌  | 25/33 [00:28<00:08,  1.12s/it]
FID crops:  79%|███████▉  | 26/33 [00:29<00:07,  1.08s/it]
FID crops:  82%|████████▏ | 27/33 [00:31<00:06,  1.12s/it]
FID crops:  85%|████████▍ | 28/33 [00:32<00:05,  1.15s/it]
FID crops:  88%|████████▊ | 29/33 [00:33<00:04,  1.13s/it]
FID crops:  91%|█████████ | 30/33 [00:34<00:03,  1.10s/it]
FID crops:  94%|█████████▍| 31/33 [00:35<00:02,  1.08s/it]
FID crops:  97%|█████████▋| 32/33 [00:36<00:01,  1.09s/it]
FID crops: 100%|██████████| 33/33 [00:38<00:00,  1.20s/it]
FID crops: 100%|██████████| 33/33 [00:38<00:00,  1.15s/it]
+Extracted 2673 crop pairs
+
  0%|          | 0/42 [00:00<?, ?it/s]
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 40%|████      | 17/42 [00:02<00:03,  6.74it/s]
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 50%|█████     | 21/42 [00:03<00:03,  6.21it/s]
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+
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100%|██████████| 42/42 [00:08<00:00,  4.84it/s]
+FID: 6.7789
+
+=== FVD (GT-aligned crops) ===
+
FVD:   0%|          | 0/33 [00:00<?, ?it/s]
FVD:   3%|▎         | 1/33 [00:01<00:45,  1.43s/it]
FVD:   6%|▌         | 2/33 [00:01<00:28,  1.09it/s]
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FVD:  48%|████▊     | 16/33 [00:06<00:05,  3.23it/s]
FVD:  52%|█████▏    | 17/33 [00:06<00:04,  3.50it/s]
FVD:  55%|█████▍    | 18/33 [00:06<00:04,  3.62it/s]
FVD:  58%|█████▊    | 19/33 [00:07<00:03,  3.75it/s]
FVD:  61%|██████    | 20/33 [00:07<00:03,  4.00it/s]
FVD:  64%|██████▎   | 21/33 [00:07<00:03,  3.87it/s]
FVD:  67%|██████▋   | 22/33 [00:08<00:03,  3.46it/s]
FVD:  70%|██████▉   | 23/33 [00:08<00:02,  3.82it/s]
FVD:  73%|███████▎  | 24/33 [00:08<00:02,  4.02it/s]
FVD:  76%|███████▌  | 25/33 [00:08<00:01,  4.28it/s]
FVD:  79%|███████▉  | 26/33 [00:08<00:01,  4.53it/s]
FVD:  82%|████████▏ | 27/33 [00:09<00:01,  3.66it/s]
FVD:  85%|████████▍ | 28/33 [00:09<00:01,  2.75it/s]
FVD:  88%|████████▊ | 29/33 [00:10<00:01,  2.97it/s]
FVD:  91%|█████████ | 30/33 [00:10<00:00,  3.15it/s]
FVD:  94%|█████████▍| 31/33 [00:10<00:00,  3.26it/s]
FVD:  97%|█████████▋| 32/33 [00:10<00:00,  3.34it/s]
FVD: 100%|██████████| 33/33 [00:11<00:00,  2.53it/s]
FVD: 100%|██████████| 33/33 [00:11<00:00,  2.85it/s]
+FVD: 127.9934
+
+=== Summary (GT-aligned crops) ===
+  SSIM: 0.9198
+  FID: 6.7789
+  FVD: 127.9934
+
+Results saved to /data/karlo-research_715/workspace/kinemaar/paul/AR_diffusion/reference_FastGen_OmniAvatar/FastGen/output/HDTF_eval_t769_seed42/metrics/step_0000600/gt_aligned
+Exit code: 0
+
+All selected metrics completed successfully.
diff --git a/HDTF_eval_t769_seed42/metrics/step_0000600/ssim_lmd_per_video.log b/HDTF_eval_t769_seed42/metrics/step_0000600/ssim_lmd_per_video.log
new file mode 100644
index 0000000000000000000000000000000000000000..9329200e1b3631ab97ba499bf840833dd46e9594
--- /dev/null
+++ b/HDTF_eval_t769_seed42/metrics/step_0000600/ssim_lmd_per_video.log
@@ -0,0 +1,35 @@
+mean_lmd: 3.376690
+num_videos_scored: 32 / 33
+RD_Radio18_000: 2.394185
+WDA_AndyLevin_000: 3.678687
+WDA_BarackObama_000: 7.315320
+WDA_BarackObama_001: 6.947276
+WDA_ChrisCoons1_000: 2.663827
+WDA_DebbieStabenow0_000: 2.012629
+WDA_DonnaShalala1_000: 5.753888
+WDA_HillaryClinton_000: 3.311415
+WDA_JamesClyburn1_000: N/A (no frames with detected landmarks)
+WDA_JerryNadler_000: 1.469296
+WDA_JoeDonnelly_000: 3.295348
+WDA_JohnYarmuth1_000: 3.253696
+WDA_KatherineClark_000: 4.283430
+WDA_LaurenUnderwood_000: 6.947882
+WDA_LisaBluntRochester_000: 5.755410
+WDA_LucilleRoybal-Allard_000: 4.270158
+WDA_MikeDoyle_000: 2.216031
+WDA_NancyPelosi0_000: 3.516835
+WDA_RobinKelly_000: 2.110446
+WDA_StenyHoyer_000: 3.054553
+WDA_TammyDuckworth_000: 3.007542
+WDA_TedLieu_000: 3.280515
+WRA_AdamKinzinger1_000: 1.546581
+WRA_AdamKinzinger2_000: 1.797623
+WRA_AdamKinzinger2_001: 1.515389
+WRA_AdamKinzinger2_002: 1.924234
+WRA_DianeBlack1_000: 3.086060
+WRA_EricCantor_000: 3.324799
+WRA_JimInhofe_000: 2.934510
+WRA_JohnKasich3_000: 2.204855
+WRA_KellyAyotte_000: 1.906209
+WRA_MikeEnzi_000: 3.030269
+WRA_MittRomney_000: 4.245192
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