Upload Models/checkpoints_iqa/log_sd35m_s2/former_bf/config.yaml with huggingface_hub

Models/checkpoints_iqa/log_sd35m_s2/former_bf/config.yaml

@@ -0,0 +1,403 @@
+seed: 1229
+stage: 2
+
+data:
+  root_dir: /home/work/shared-fi-datasets-01/users/hsiang.chen/Project/Datasets/DataDepictQA
+  ir_root_dir: /home/work/shared-fi-datasets-01/users/hsiang.chen/Project/Datasets/IR
+  num_workers:  10
+  train:
+    meta_paths_weights: [
+      # used for quality compare (brief): 115 + 115 + 70 + 70 + 30 + 30 = 430k 
+      [BAPPS/metas/train_refAB_mix_bapps_115k.json, 1],                           # 115k, quality_compare
+      [BAPPS/metas/train_AB_mix_bapps_115k.json, 1],                              # 115k, quality_compare_noref
+      [PIPAL/metas/train_refAB_mix_pipal_70k.json, 1],                            # 70k, quality_compare
+      [PIPAL/metas/train_AB_mix_pipal_70k.json, 1],                               # 70k, quality_compare_noref
+      [KADID10K/metas/train_refAB_mix_kadid_30k.json, 1],                         # 30k, quality_compare
+      [KADID10K/metas/train_AB_mix_kadid_30k.json, 1],                            # 30k, quality_compare_noref
+
+      # used for quality compare (detail): 100 + 100 + 40 + 40 = 280k
+      [KADIS700K/refAB_sd_detail/metas/train_refAB_sd_detail_20k.json, 5],        # 20k*5, quality_compare (detail, including reasoning)
+      [KADIS700K/AB_sd_detail/metas/train_AB_sd_detail_20k.json, 5],              # 20k*5, quality_compare_noref (detail, including reasoning)
+      [KADIS700K/refAB_md_detail/metas/train_refAB_md_detail_8k.json, 5],         # 8k*5, quality_compare (detail, including reasoning)
+      [KADIS700K/AB_md_detail/metas/train_AB_md_detail_8k.json, 5],               # 8k*5, quality_compare_noref (detail, including reasoning)
+
+      # used for quality_single_A (brief): 112 + 107 = 219k
+      [KADIS700K/metas_combine/refA_sd_md/train_refA_mix_sd84k_md28k.json, 1],    # 112k, quality_single_A (identification)
+      [KADIS700K/metas_combine/A_sd_md/train_A_mix_sd80k_md27k.json, 1],          # 107k, quality_single_A_noref (identification)
+
+      # used for quality_single_A (brief): 100 + 100 + 40 + 40 = 280k
+      [KADIS700K/refA_sd_detail/metas/train_refA_sd_detail_20k.json, 5],          # 20k*5, quality_single_A (detail, including reasoning)
+      [KADIS700K/A_sd_detail/metas/train_A_sd_detail_20k.json, 5],                # 20k*5, quality_single_A_noref (detail, including reasoning)
+      [KADIS700K/refA_md_detail/metas/train_refA_md_detail_8k.json, 5],           # 8k*5, quality_single_A_noref (detail, including reasoning)
+      [KADIS700K/A_md_detail/metas/train_A_md_detail_8k.json, 5],                 # 8k*5, quality_single_A_noref (detail, including reasoning)
+
+      # used for quality_single_A (detail): 49k 
+      [DetailDescriptionLAMM/metas/detailed_description_49k.json, 1],             # 49k*1, description (descript the image)
+
+      # used for quality_single_A (brief weather):  
+      # [BAPPS/metas/train/cnn/train_A_weather_brief.json, 1],
+      # [BAPPS/metas/train/cnn/train_refA_weather_brief.json, 1],
+      # [BAPPS/metas/train/mix/train_A_weather_brief.json, 1],
+      # [BAPPS/metas/train/mix/train_refA_weather_brief.json, 1],
+      # [BAPPS/metas/train/traditional/train_A_weather_brief.json, 1],
+      # [BAPPS/metas/train/traditional/train_refA_weather_brief.json, 1],
+      # [KADID10K/metas/train_A_weather_brief.json, 5],
+      # [KADID10K/metas/train_refA_weather_brief.json, 5],
+      [KADIS700K/train_A_weather_brief.json, 1],                      # 140k*1, quality_single_A_nonref
+      [KADIS700K/train_refA_weather_brief.json, 1],                   # 140k*1, quality_single_A
+      # [PIPAL/metas/train_A_weather_brief.json, 5],
+      # [PIPAL/metas/train_refA_weather_brief.json, 5],
+      [DetailDescriptionLAMM/metas/train_A_weather_brief.json, 1],    # 57.8k*1, quality_single_A_nonref
+      [DetailDescriptionLAMM/metas/train_refA_weather_brief.json, 1], # 57.8k*1, quality_single_A.
+
+      # # used for synthetic distortion (brief): 57.8 + 140 = 197.8k
+      # [DetailDescriptionLAMM/metas/train_refA_syn_brief.json, 1],                 # 57.8k*1, quality_single_A.
+      # [KADIS700K/train_refA_syn_brief.json, 1],                                   # 140k*1, quality_single_A.
+    ]  # [[path, weight], ...]
+    
+    ir_meta_paths_wieghts: [
+      # # used for syn, 0.9*5 + 2.65*5 + 10.324 = 28.07k
+      # [SuperResolution/DIV2K/metas/DIV2K_train_HR_iqa_syn_refA_brief.json, 5],     # LQ[0], HQ[800], quality_single_A,       HR, DIV2K-train
+      # [SuperResolution/DIV2K/metas/DIV2K_valid_HR_iqa_syn_refA_brief.json, 5],     # LQ[0], HQ[100], quality_single_A,       HR, DIV2K-val
+      # [SuperResolution/Flickr2K/metas/Flickr2K_HR_iqa_syn_refA_brief.json, 5],     # LQ[0], HQ[2650], quality_single_A,       HR, Flickr2K-train
+      # [SuperResolution/OST/metas/OST_HR_iqa_syn_refA_brief.json, 2],               # LQ[0], HQ[10324], quality_single_A,       HR, OST-train
+
+      # used for low resolution, 0.8*5*6 + 0.1*5*2 + 2.65*2*6 + 10.324*1*6 = 9.6 + 0.4 + 15.9 + 61.8 = 118.74k
+      [SuperResolution/DIV2K/metas/DIV2K_train_pair_SR1_iqa_refA_brief.json, 5],   # LQ[800], HQ[800], quality_single_A,       Low Resolution, DIV2K-train1
+      [SuperResolution/DIV2K/metas/DIV2K_train_pair_SR1_iqa_A_brief.json, 5],      # LQ[800], HQ[800], quality_single_A_noref, Low Resolution, DIV2K-train1
+      [SuperResolution/DIV2K/metas/DIV2K_train_pair_SR2_iqa_refA_brief.json, 5],   # LQ[800], HQ[800], quality_single_A,       Low Resolution, DIV2K-train2
+      [SuperResolution/DIV2K/metas/DIV2K_train_pair_SR2_iqa_A_brief.json, 5],      # LQ[800], HQ[800], quality_single_A_noref, Low Resolution, DIV2K-train2
+      [SuperResolution/DIV2K/metas/DIV2K_train_pair_SR3_iqa_refA_brief.json, 5],   # LQ[800], HQ[800], quality_single_A,       Low Resolution, DIV2K-train3
+      [SuperResolution/DIV2K/metas/DIV2K_train_pair_SR3_iqa_A_brief.json, 5],      # LQ[800], HQ[800], quality_single_A_noref, Low Resolution, DIV2K-train3
+      [SuperResolution/DIV2K/metas/DIV2K_valid_pair_SR_iqa_refA_brief.json, 5],    # LQ[100], HQ[100], quality_single_A,       Low Resolution, DIV2K-val
+      [SuperResolution/DIV2K/metas/DIV2K_valid_pair_SR_iqa_A_brief.json, 5],       # LQ[100], HQ[100], quality_single_A_noref, Low Resolution, DIV2K-val
+      [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_SR1_iqa_refA_brief.json, 2],     # LQ[2650], HQ[2650], quality_single_A,       Low Resolution, Flickr2K-train1
+      [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_SR1_iqa_A_brief.json, 2],        # LQ[2650], HQ[2650], quality_single_A_noref, Low Resolution, Flickr2K-train1
+      [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_SR2_iqa_refA_brief.json, 2],     # LQ[2650], HQ[2650], quality_single_A,       Low Resolution, Flickr2K-train2
+      [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_SR2_iqa_A_brief.json, 2],        # LQ[2650], HQ[2650], quality_single_A_noref, Low Resolution, Flickr2K-train2
+      [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_SR3_iqa_refA_brief.json, 2],     # LQ[2650], HQ[2650], quality_single_A,       Low Resolution, Flickr2K-train3
+      [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_SR3_iqa_A_brief.json, 2],        # LQ[2650], HQ[2650], quality_single_A_noref, Low Resolution, Flickr2K-train3
+      [SuperResolution/OST/metas/OST_train_pair_SR1_iqa_refA_brief.json, 1],   # LQ[10324], HQ[10324], quality_single_A,       Low Resolution, OST-train1
+      [SuperResolution/OST/metas/OST_train_pair_SR1_iqa_A_brief.json, 1],      # LQ[10324], HQ[10324], quality_single_A_noref, Low Resolution, OST-train1
+      [SuperResolution/OST/metas/OST_train_pair_SR2_iqa_refA_brief.json, 1],   # LQ[10324], HQ[10324], quality_single_A,       Low Resolution, OST-train2
+      [SuperResolution/OST/metas/OST_train_pair_SR2_iqa_A_brief.json, 1],      # LQ[10324], HQ[10324], quality_single_A_noref, Low Resolution, OST-train2
+      [SuperResolution/OST/metas/OST_train_pair_SR3_iqa_refA_brief.json, 1],   # LQ[10324], HQ[10324], quality_single_A,       Low Resolution, OST-train3
+      [SuperResolution/OST/metas/OST_train_pair_SR3_iqa_A_brief.json, 1],      # LQ[10324], HQ[10324], quality_single_A_noref, Low Resolution, OST-train3
+
+      # used for derain, 36.4k 
+      [Derain/RainTrainL/metas/train_iqa_refA_brief.json, 10],          # LQ[200], HQ[200], quality_single_A,       Rain, RainTrainL-train
+      [Derain/RainTrainL/metas/train_iqa_A_brief.json, 10],             # LQ[200], HQ[200], quality_single_A_noref, Rain, RainTrainL-train
+      [Derain/Rain100L/metas/test_iqa_refA_brief.json, 10],             # LQ[100], HQ[100], quality_single_A,       Rain, Rain100L-test
+      [Derain/Rain100L/metas/test_iqa_A_brief.json, 10],                # LQ[100], HQ[100], quality_single_A_noref, Rain, Rain100L-test
+      [Derain/LHPRain/metas/train_iqa_refA_brief.json, 2],             # LQ[2100], HQ[2100], quality_single_A,       Rain, LHPRain-train
+      [Derain/LHPRain/metas/train_iqa_A_brief.json, 2],                # LQ[2100], HQ[2100], quality_single_A_noref, Rain, LHPRain-train
+      [Derain/LHPRain/metas/val_iqa_refA_brief.json, 2],               # LQ[600], HQ[600], quality_single_A,       Rain, LHPRain-val
+      [Derain/LHPRain/metas/val_iqa_A_brief.json, 2],                  # LQ[600], HQ[600], quality_single_A_noref, Rain, LHPRain-val
+      [Derain/LHPRain/metas/test_iqa_refA_brief.json, 6],              # LQ[300], HQ[300], quality_single_A,       Rain, LHPRain-test
+      [Derain/LHPRain/metas/test_iqa_A_brief.json, 6],                 # LQ[300], HQ[300], quality_single_A_noref, Rain, LHPRain-test
+      [Derain/UHD-Rain/metas/train_iqa_refA_brief.json, 2],            # LQ[3000], HQ[3000], quality_single_A,       Rain, UHDRain-train
+      [Derain/UHD-Rain/metas/train_iqa_A_brief.json, 2],               # LQ[3000], HQ[3000], quality_single_A_noref, Rain, UHDRain-train
+      [Derain/UHD-Rain/metas/test_iqa_refA_brief.json, 10],             # LQ[200], HQ[200], quality_single_A,       Rain, UHDRain-test
+      [Derain/UHD-Rain/metas/test_iqa_A_brief.json, 10],                # LQ[200], HQ[200], quality_single_A_noref, Rain, UHDRain-test
+      [Derain/Practical/metas/test_iqa_A_brief.json, 20],               # LQ[15], HQ[0], quality_single_A_noref, Rain, Practical-test
+
+      # used for deraindrop, 44.92k
+      [Derain/RainDrop/metas/Raindrop_train_iqa_refA_brief.json, 4],   # LQ[861], HQ[861], quality_single_A,       RainDrop, RainDrop-train
+      [Derain/RainDrop/metas/Raindrop_train_iqa_A_brief.json, 4],      # LQ[861], HQ[861], quality_single_A_noref, RainDrop, RainDrop-train
+      [Derain/RainDrop/metas/Raindrop_test_a_iqa_refA_brief.json, 10], # LQ[58], HQ[58], quality_single_A,       RainDrop, RainDrop-test_a
+      [Derain/RainDrop/metas/Raindrop_test_a_iqa_A_brief.json, 10],    # LQ[58], HQ[58], quality_single_A_noref, RainDrop, RainDrop-test_a
+      [Derain/RainDrop/metas/Raindrop_test_b_iqa_refA_brief.json, 4],  # LQ[249], HQ[249], quality_single_A,       RainDrop, RainDrop-test_b
+      [Derain/RainDrop/metas/Raindrop_test_b_iqa_A_brief.json, 4],     # LQ[249], HQ[249], quality_single_A_noref, RainDrop, RainDrop-test_b
+      [Derain/RainDS/metas/RainDS_syn_train_rainstreak_iqa_refA_brief.json, 2],    # LQ[1000], HQ[1000], quality_single_A,       RainDrop, RainDS_syn_rainstreak-train
+      [Derain/RainDS/metas/RainDS_syn_train_rainstreak_iqa_A_brief.json, 2],       # LQ[1000], HQ[1000], quality_single_A_noref, RainDrop, RainDS_syn_rainstreak-train
+      [Derain/RainDS/metas/RainDS_syn_test_rainstreak_iqa_refA_brief.json, 10],     # LQ[200], HQ[200], quality_single_A,       RainDrop, RainDS_syn_rainstreak-test
+      [Derain/RainDS/metas/RainDS_syn_test_rainstreak_iqa_A_brief.json, 10],        # LQ[200], HQ[200], quality_single_A_noref, RainDrop, RainDS_syn_rainstreak-test
+      [Derain/RainDS/metas/RainDS_syn_train_raindrop_iqa_refA_brief.json, 2],      # LQ[1000], HQ[1000], quality_single_A,       RainDrop, RainDS_syn_raindrop-train
+      [Derain/RainDS/metas/RainDS_syn_train_raindrop_iqa_A_brief.json, 2],         # LQ[1000], HQ[1000], quality_single_A_noref, RainDrop, RainDS_syn_raindrop-train
+      [Derain/RainDS/metas/RainDS_syn_test_raindrop_iqa_refA_brief.json, 10],       # LQ[200], HQ[200], quality_single_A,       RainDrop, RainDS_syn_raindrop-test
+      [Derain/RainDS/metas/RainDS_syn_test_raindrop_iqa_A_brief.json, 10],          # LQ[200], HQ[200], quality_single_A_noref, RainDrop, RainDS_syn_raindrop-test
+      [Derain/RainDS/metas/RainDS_syn_train_rainstreak_raindrop_iqa_refA_brief.json, 2],   # LQ[1000], HQ[1000], quality_single_A,       RainDrop, RainDS_syn_rainstreak_raindrop-train
+      [Derain/RainDS/metas/RainDS_syn_train_rainstreak_raindrop_iqa_A_brief.json, 2],      # LQ[1000], HQ[1000], quality_single_A_noref, RainDrop, RainDS_syn_rainstreak_raindrop-train
+      [Derain/RainDS/metas/RainDS_syn_test_rainstreak_raindrop_iqa_refA_brief.json, 10],    # LQ[200], HQ[200], quality_single_A,       RainDrop, RainDS_syn_rainstreak_raindrop-test
+      [Derain/RainDS/metas/RainDS_syn_test_rainstreak_raindrop_iqa_A_brief.json, 10],       # LQ[200], HQ[200], quality_single_A_noref, RainDrop, RainDS_syn_rainstreak_raindrop-test
+      [Derain/RainDS/metas/RainDS_real_train_set_rainstreak_iqa_refA_brief.json, 10],       # LQ[150], HQ[150], quality_single_A,       RainDrop, RainDS_real_rainstreak-train
+      [Derain/RainDS/metas/RainDS_real_train_set_rainstreak_iqa_A_brief.json, 10],          # LQ[150], HQ[150], quality_single_A_noref, RainDrop, RainDS_real_rainstreak-train
+      [Derain/RainDS/metas/RainDS_real_test_set_rainstreak_iqa_refA_brief.json, 10],        # LQ[98], HQ[98], quality_single_A,       RainDrop, RainDS_real_rainstreak-test
+      [Derain/RainDS/metas/RainDS_real_test_set_rainstreak_iqa_A_brief.json, 10],           # LQ[98], HQ[98], quality_single_A_noref, RainDrop, RainDS_real_rainstreak-test
+      [Derain/RainDS/metas/RainDS_real_train_set_raindrop_iqa_refA_brief.json, 10],         # LQ[150], HQ[150], quality_single_A,       RainDrop, RainDS_real_raindrop-train
+      [Derain/RainDS/metas/RainDS_real_train_set_raindrop_iqa_A_brief.json, 10],            # LQ[150], HQ[150], quality_single_A_noref, RainDrop, RainDS_real_raindrop-train
+      [Derain/RainDS/metas/RainDS_real_test_set_raindrop_iqa_refA_brief.json, 10],          # LQ[98], HQ[98], quality_single_A,       RainDrop, RainDS_real_raindrop-test
+      [Derain/RainDS/metas/RainDS_real_test_set_raindrop_iqa_A_brief.json, 10],             # LQ[98], HQ[98], quality_single_A_noref, RainDrop, RainDS_real_raindrop-test
+      [Derain/RainDS/metas/RainDS_real_train_set_rainstreak_raindrop_iqa_refA_brief.json, 10],  # LQ[150], HQ[150], quality_single_A,       RainDrop, RainDS_real_rainstreak_raindrop-train
+      [Derain/RainDS/metas/RainDS_real_train_set_rainstreak_raindrop_iqa_A_brief.json, 10],     # LQ[150], HQ[150], quality_single_A_noref, RainDrop, RainDS_real_rainstreak_raindrop-train
+      [Derain/RainDS/metas/RainDS_real_test_set_rainstreak_iqa_refA_brief.json, 10],        # LQ[98], HQ[98], quality_single_A,       RainDrop, RainDS_real_rainstreak_raindrop-test
+      [Derain/RainDS/metas/RainDS_real_test_set_rainstreak_iqa_A_brief.json, 10],           # LQ[98], HQ[98], quality_single_A_noref, RainDrop, RainDS_real_rainstreak_raindrop-test
+    
+      # used for dehaze, 0.5*2*2 + 72*1 + 0.1*5*2 = 75k
+      [Dehaze/SOTS/metas/test_iqa_refA_brief.json, 2],     # LQ[500], HQ[500], quality_single_A,       Fog, SOTS-test
+      [Dehaze/SOTS/metas/test_iqa_A_brief.json, 2],        # LQ[500], HQ[500], quality_single_A_noref, Fog, SOTS-test
+      # [Dehaze/OTS/metas/train_iqa_refA_brief.json, 0],     # LQ[72135], HQ[72135], quality_single_A,       Fog, OTS-train
+      [Dehaze/OTS/metas/train_iqa_A_brief.json, 1],        # LQ[72135], HQ[72135], quality_single_A_noref, Fog, OTS-train
+      # [Dehaze/4kID/metas/train_iqa_refA_brief.json, 0],    # LQ[15606], HQ[15606], quality_single_A,       Fog, 4kID-train
+      # [Dehaze/4kID/metas/train_iqa_A_brief.json, 0],       # LQ[15606], HQ[15606], quality_single_A_noref, Fog, 4kID-train
+      [Dehaze/4kID/metas/test_iqa_refA_brief.json, 5],     # LQ[97], HQ[97], quality_single_A,       Fog, 4kID-test
+      [Dehaze/4kID/metas/test_iqa_A_brief.json, 5],        # LQ[97], HQ[97], quality_single_A_noref, Fog, 4kID-test
+      # [Dehaze/UnannotatedHazyImages/metas/test_iqa_A_brief.json, 0],   # LQ[4809], HQ[0], quality_single_A_noref, Fog, Unann-test
+      [Dehaze/NH-Haze/metas/test_iqa_A_brief.json, 5],                 # LQ[5], HQ[0], quality_single_A_noref, Fog, NH-Haze-test
+    
+      # used for denoise, 1280*2 + 320*8 + 12 * 30 + 18 * 30 + 24 * 30 + 68 * 12 + 100 * 12 + 68 * 12 + 4744 * 3  + 400 * 6 = 26k
+      # [Denoise/BSD400/metas/BSD400_iqa_syn_refA_brief.json, 0],     # LQ[0], HQ[400], quality_single_A,       Noise, BSD400-train
+      # [Denoise/BSD400/metas/BSD400_iqa_syn_A_brief.json, 0],        # LQ[0], HQ[400], quality_single_A_noref, Noise, BSD400-train
+      [Denoise/BSD400/metas/BSD400_Noise_L1_iqa_refA_brief.json, 1],     # LQ[400], HQ[400], quality_single_A,       Noise, BSD400-train1
+      [Denoise/BSD400/metas/BSD400_Noise_L1_iqa_A_brief.json, 1],        # LQ[400], HQ[400], quality_single_A_noref, Noise, BSD400-train1
+      [Denoise/BSD400/metas/BSD400_Noise_L3_iqa_refA_brief.json, 1],     # LQ[400], HQ[400], quality_single_A,       Noise, BSD400-train2
+      [Denoise/BSD400/metas/BSD400_Noise_L3_iqa_A_brief.json, 1],        # LQ[400], HQ[400], quality_single_A_noref, Noise, BSD400-train2
+      [Denoise/BSD400/metas/BSD400_Noise_L5_iqa_refA_brief.json, 1],     # LQ[400], HQ[400], quality_single_A,       Noise, BSD400-train3
+      [Denoise/BSD400/metas/BSD400_Noise_L5_iqa_A_brief.json, 1],        # LQ[400], HQ[400], quality_single_A_noref, Noise, BSD400-train3
+      # [Denoise/WaterlooED/metas/WaterlooED_iqa_syn_refA_brief.json, 0],  # LQ[0], HQ[4744], quality_single_A,       Noise, WED-train
+      # [Denoise/WaterlooED/metas/WaterlooED_iqa_syn_A_brief.json, 0],     # LQ[0], HQ[4744], quality_single_A_noref, Noise, WED-train
+      # [Denoise/WaterlooED/metas/WaterlooED_Noise_L1_iqa_refA_brief.json, 0],     # LQ[4744], HQ[4744], quality_single_A,       Noise, WED-train1
+      [Denoise/WaterlooED/metas/WaterlooED_Noise_L1_iqa_A_brief.json, 1],        # LQ[4744], HQ[4744], quality_single_A_noref, Noise, WED-train1
+      # [Denoise/WaterlooED/metas/WaterlooED_Noise_L3_iqa_refA_brief.json, 0],     # LQ[4744], HQ[4744], quality_single_A,       Noise, WED-train2
+      [Denoise/WaterlooED/metas/WaterlooED_Noise_L3_iqa_A_brief.json, 1],        # LQ[4744], HQ[4744], quality_single_A_noref, Noise, WED-train2
+      # [Denoise/WaterlooED/metas/WaterlooED_Noise_L5_iqa_refA_brief.json, 0],  # LQ[4744], HQ[4744], quality_single_A,       Noise, WED-train3
+      [Denoise/WaterlooED/metas/WaterlooED_Noise_L5_iqa_A_brief.json, 1],       # LQ[4744], HQ[4744], quality_single_A_noref, Noise, WED-train3
+      # [Denoise/BSD68/metas/BSD68_iqa_syn_refA_brief.json, 0],        # LQ[0], HQ[68], quality_single_A,       Noise, BSD68-test
+      # [Denoise/BSD68/metas/BSD68_iqa_syn_A_brief.json, 0],           # LQ[0], HQ[68], quality_single_A_noref, Noise, BSD68-test
+      [Denoise/BSD68/metas/BSD68_Noise_L1_iqa_refA_brief.json, 2],   # LQ[68], HQ[68], quality_single_A,       Noise, BSD68-test1
+      [Denoise/BSD68/metas/BSD68_Noise_L1_iqa_A_brief.json, 2],      # LQ[68], HQ[68], quality_single_A_noref, Noise, BSD68-test1
+      [Denoise/BSD68/metas/BSD68_Noise_L3_iqa_refA_brief.json, 2],   # LQ[68], HQ[68], quality_single_A,       Noise, BSD68-test2
+      [Denoise/BSD68/metas/BSD68_Noise_L3_iqa_A_brief.json, 2],      # LQ[68], HQ[68], quality_single_A_noref, Noise, BSD68-test2
+      [Denoise/BSD68/metas/BSD68_Noise_L5_iqa_refA_brief.json, 2],   # LQ[68], HQ[68], quality_single_A,       Noise, BSD68-test3
+      [Denoise/BSD68/metas/BSD68_Noise_L5_iqa_A_brief.json, 2],      # LQ[68], HQ[68], quality_single_A_noref, Noise, BSD68-test3
+      # [Denoise/Urban100/metas/Urban100_iqa_syn_refA_brief.json, 0],  # LQ[0], HQ[100], quality_single_A,       Noise, Urban-test
+      # [Denoise/Urban100/metas/Urban100_iqa_syn_A_brief.json, 0],     # LQ[0], HQ[100], quality_single_A_noref, Noise, Urban-test
+      [Denoise/Urban100/metas/Urban100_Noise_L1_iqa_refA_brief.json, 2],  # LQ[100], HQ[100], quality_single_A,       Noise, Urban-test1
+      [Denoise/Urban100/metas/Urban100_Noise_L1_iqa_A_brief.json, 2],     # LQ[100], HQ[100], quality_single_A_noref, Noise, Urban-test1
+      [Denoise/Urban100/metas/Urban100_Noise_L3_iqa_refA_brief.json, 2],  # LQ[100], HQ[100], quality_single_A,       Noise, Urban-test2
+      [Denoise/Urban100/metas/Urban100_Noise_L3_iqa_A_brief.json, 2],     # LQ[100], HQ[100], quality_single_A_noref, Noise, Urban-test2
+      [Denoise/Urban100/metas/Urban100_Noise_L5_iqa_refA_brief.json, 2],  # LQ[100], HQ[100], quality_single_A,       Noise, Urban-test3
+      [Denoise/Urban100/metas/Urban100_Noise_L5_iqa_A_brief.json, 2],     # LQ[100], HQ[100], quality_single_A_noref, Noise, Urban-test3
+      # [Denoise/CBSD68/metas/CBSD68_iqa_syn_refA_brief.json, 0],        # LQ[0], HQ[68], quality_single_A,       Noise, CBSD68-test
+      # [Denoise/CBSD68/metas/CBSD68_iqa_syn_A_brief.json, 0],           # LQ[0], HQ[68], quality_single_A_noref, Noise, CBSD68-test
+      [Denoise/CBSD68/metas/CBSD68_Noise_L1_iqa_refA_brief.json, 2],   # LQ[68], HQ[68], quality_single_A,       Noise, CBSD68-test1
+      [Denoise/CBSD68/metas/CBSD68_Noise_L1_iqa_A_brief.json, 2],      # LQ[68], HQ[68], quality_single_A_noref, Noise, CBSD68-test1
+      [Denoise/CBSD68/metas/CBSD68_Noise_L3_iqa_refA_brief.json, 2],   # LQ[68], HQ[68], quality_single_A,       Noise, CBSD68-test2
+      [Denoise/CBSD68/metas/CBSD68_Noise_L3_iqa_A_brief.json, 2],      # LQ[68], HQ[68], quality_single_A_noref, Noise, CBSD68-test2
+      [Denoise/CBSD68/metas/CBSD68_Noise_L5_iqa_refA_brief.json, 2],   # LQ[68], HQ[68], quality_single_A,       Noise, CBSD68-test3
+      [Denoise/CBSD68/metas/CBSD68_Noise_L5_iqa_A_brief.json, 2],      # LQ[68], HQ[68], quality_single_A_noref, Noise, CBSD68-test3
+      # [Denoise/Kodak/metas/Kodak_iqa_syn_refA_brief.json, 0],          # LQ[0], HQ[24], quality_single_A,       Noise, Kodak-test
+      # [Denoise/Kodak/metas/Kodak_iqa_syn_A_brief.json, 0],             # LQ[0], HQ[24], quality_single_A_noref, Noise, Kodak-test
+      [Denoise/Kodak/metas/Kodak_Noise_L1_iqa_refA_brief.json, 5],     # LQ[24], HQ[24], quality_single_A,       Noise, Kodak-test1
+      [Denoise/Kodak/metas/Kodak_Noise_L1_iqa_A_brief.json, 5],        # LQ[24], HQ[24], quality_single_A_noref, Noise, Kodak-test1
+      [Denoise/Kodak/metas/Kodak_Noise_L3_iqa_refA_brief.json, 5],     # LQ[24], HQ[24], quality_single_A,       Noise, Kodak-test2
+      [Denoise/Kodak/metas/Kodak_Noise_L3_iqa_A_brief.json, 5],        # LQ[24], HQ[24], quality_single_A_noref, Noise, Kodak-test2
+      [Denoise/Kodak/metas/Kodak_Noise_L5_iqa_refA_brief.json, 5],     # LQ[24], HQ[24], quality_single_A,       Noise, Kodak-test3
+      [Denoise/Kodak/metas/Kodak_Noise_L5_iqa_A_brief.json, 5],        # LQ[24], HQ[24], quality_single_A_noref, Noise, Kodak-test3
+      # [Denoise/McMaster/metas/McMaster_iqa_syn_refA_brief.json, 0],    # LQ[0], HQ[18], quality_single_A,       Noise, McMaster-test
+      # [Denoise/McMaster/metas/McMaster_iqa_syn_A_brief.json, 0],       # LQ[0], HQ[18], quality_single_A_noref, Noise, McMaster-test
+      [Denoise/McMaster/metas/McMaster_Noise_L1_iqa_refA_brief.json, 5],   # LQ[18], HQ[18], quality_single_A,       Noise, McMaster-test1
+      [Denoise/McMaster/metas/McMaster_Noise_L1_iqa_A_brief.json, 5],      # LQ[18], HQ[18], quality_single_A_noref, Noise, McMaster-test1
+      [Denoise/McMaster/metas/McMaster_Noise_L3_iqa_refA_brief.json, 5],   # LQ[18], HQ[18], quality_single_A,       Noise, McMaster-test2
+      [Denoise/McMaster/metas/McMaster_Noise_L3_iqa_A_brief.json, 5],      # LQ[18], HQ[18], quality_single_A_noref, Noise, McMaster-test2
+      [Denoise/McMaster/metas/McMaster_Noise_L5_iqa_refA_brief.json, 5],   # LQ[18], HQ[18], quality_single_A,       Noise, McMaster-test3
+      [Denoise/McMaster/metas/McMaster_Noise_L5_iqa_A_brief.json, 5],      # LQ[18], HQ[18], quality_single_A_noref, Noise, McMaster-test3
+      # [Denoise/Set12/metas/Set12_iqa_syn_refA_brief.json, 0],        # LQ[0], HQ[12], quality_single_A,       Noise, Set12-test
+      # [Denoise/Set12/metas/Set12_iqa_syn_A_brief.json, 0],           # LQ[0], HQ[12], quality_single_A_noref, Noise, Set12-test
+      [Denoise/Set12/metas/Set12_Noise_L1_iqa_refA_brief.json, 5],   # LQ[12], HQ[12], quality_single_A,       Noise, Set12-test1
+      [Denoise/Set12/metas/Set12_Noise_L1_iqa_A_brief.json, 5],      # LQ[12], HQ[12], quality_single_A_noref, Noise, Set12-test1
+      [Denoise/Set12/metas/Set12_Noise_L3_iqa_refA_brief.json, 5],   # LQ[12], HQ[12], quality_single_A,       Noise, Set12-test2
+      [Denoise/Set12/metas/Set12_Noise_L3_iqa_A_brief.json, 5],      # LQ[12], HQ[12], quality_single_A_noref, Noise, Set12-test2
+      [Denoise/Set12/metas/Set12_Noise_L5_iqa_refA_brief.json, 5],   # LQ[12], HQ[12], quality_single_A,       Noise, Set12-test3
+      [Denoise/Set12/metas/Set12_Noise_L5_iqa_A_brief.json, 5],      # LQ[12], HQ[12], quality_single_A_noref, Noise, Set12-test3
+      [Denoise/SIDD/metas/train_iqa_refA_brief.json, 4],             # LQ[320], HQ[320], quality_single_A,       Noise, SIDD-train
+      [Denoise/SIDD/metas/train_iqa_A_brief.json, 4],                # LQ[320], HQ[320], quality_single_A_noref, Noise, SIDD-train
+      [Denoise/SIDD/metas/test_iqa_refA_brief.json, 1],              # LQ[1280], HQ[1280], quality_single_A,       Noise, SIDD-test
+      [Denoise/SIDD/metas/test_iqa_A_brief.json, 1],                 # LQ[1280], HQ[1280], quality_single_A_noref, Noise, SIDD-test
+      
+      # [SuperResolution/DIV2K/metas/DIV2K_train_pair_Noise_L1_iqa_refA_brief.json, 0],    # LQ[800], HQ[800], quality_single_A,       Noise, DIV2K-train1
+      # [SuperResolution/DIV2K/metas/DIV2K_train_pair_Noise_L1_iqa_A_brief.json, 0],       # LQ[800], HQ[800], quality_single_A_noref, Noise, DIV2K-train1
+      # [SuperResolution/DIV2K/metas/DIV2K_train_pair_Noise_L3_iqa_refA_brief.json, 0],    # LQ[800], HQ[800], quality_single_A,       Noise, DIV2K-train2
+      # [SuperResolution/DIV2K/metas/DIV2K_train_pair_Noise_L3_iqa_A_brief.json, 0],       # LQ[800], HQ[800], quality_single_A_noref, Noise, DIV2K-train2
+      # [SuperResolution/DIV2K/metas/DIV2K_train_pair_Noise_L5_iqa_refA_brief.json, 0],    # LQ[800], HQ[800], quality_single_A,       Noise, DIV2K-train3
+      # [SuperResolution/DIV2K/metas/DIV2K_train_pair_Noise_L5_iqa_A_brief.json, 0],       # LQ[800], HQ[800], quality_single_A_noref, Noise, DIV2K-train3
+      # [SuperResolution/DIV2K/metas/DIV2K_valid_pair_Noise_iqa_refA_brief.json, 0],       # LQ[100], HQ[100], quality_single_A,       Noise, DIV2K-val
+      # [SuperResolution/DIV2K/metas/DIV2K_valid_pair_Noise_iqa_A_brief.json, 0],          # LQ[100], HQ[100], quality_single_A_noref, Noise, DIV2K-val
+      # [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_Noise_L1_iqa_refA_brief.json, 0],    # LQ[2650], HQ[2650], quality_single_A,       Noise, Flickr2K-train1
+      # [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_Noise_L1_iqa_A_brief.json, 0],       # LQ[2650], HQ[2650], quality_single_A_noref, Noise, Flickr2K-train1
+      # [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_Noise_L3_iqa_refA_brief.json, 0],    # LQ[2650], HQ[2650], quality_single_A,       Noise, Flickr2K-train2
+      # [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_Noise_L3_iqa_A_brief.json, 0],       # LQ[2650], HQ[2650], quality_single_A_noref, Noise, Flickr2K-train2
+      # [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_Noise_L5_iqa_refA_brief.json, 0],    # LQ[2650], HQ[2650], quality_single_A,       Noise, Flickr2K-train3
+      # [SuperResolution/Flickr2K/metas/Flickr2K_train_pair_Noise_L5_iqa_A_brief.json, 0],       # LQ[2650], HQ[2650], quality_single_A_noref, Noise, Flickr2K-train3
+                  
+      # used for desnow, 50 + 16.6 + 16.5 + 16.8 + 2.6 + 3 + 0.4 = 105.9k
+      # [Desnow/Snow100k/metas/train_iqa_refA_brief.json, 0],        # LQ[50000], HQ[50000], quality_single_A,       Snow, Snow100k-train
+      [Desnow/Snow100k/metas/train_iqa_A_brief.json, 1],           # LQ[50000], HQ[50000], quality_single_A_noref, Snow, Snow100k-train
+      # [Desnow/Snow100k/metas/test_S_iqa_refA_brief.json, 0],       # LQ[16611], HQ[16611], quality_single_A,       Snow, Snow100k-S-test
+      [Desnow/Snow100k/metas/test_S_iqa_A_brief.json, 1],          # LQ[16611], HQ[16611], quality_single_A_noref, Snow, Snow100k-S-test
+      # [Desnow/Snow100k/metas/test_M_iqa_refA_brief.json, 0],       # LQ[16588], HQ[16588], quality_single_A,       Snow, Snow100k-M-test
+      [Desnow/Snow100k/metas/test_M_iqa_A_brief.json, 1],          # LQ[16588], HQ[16588], quality_single_A_noref, Snow, Snow100k-M-test
+      # [Desnow/Snow100k/metas/test_L_iqa_refA_brief.json, 0],       # LQ[16801], HQ[16801], quality_single_A,       Snow, Snow100k-L-test
+      [Desnow/Snow100k/metas/test_L_iqa_A_brief.json, 1],          # LQ[16801], HQ[16801], quality_single_A_noref, Snow, Snow100k-L-test
+      [Desnow/Snow100k/metas/test_realistic_iqa_A_brief.json, 2],  # LQ[1329], HQ[0], quality_single_A_noref, Snow, Snow100k-R-test
+      # [Desnow/UHD-Snow/metas/train_iqa_refA_brief.json, 0],        # LQ[3000], HQ[3000], quality_single_A,       Snow, UHDSnow-train
+      [Desnow/UHD-Snow/metas/train_iqa_A_brief.json, 1],           # LQ[3000], HQ[3000], quality_single_A_noref, Snow, UHDSnow-train
+      # [Desnow/UHD-Snow/metas/test_iqa_refA_brief.json, 0],         # LQ[200], HQ[200], quality_single_A,       Snow, UHDSnow-test
+      [Desnow/UHD-Snow/metas/test_iqa_A_brief.json, 2],            # LQ[200], HQ[200], quality_single_A_noref, Snow, UHDSnow-test
+    
+      # used for deblur,  2 + 1 + 6 + 2 + 0.98 + 0.98 = 12.96k
+      # [Deblur/GoPro/metas/train_iqa_refA_brief.json, 0],           # LQ[2103], HQ[2103], quality_single_A,       Blur, GoPro-train
+      [Deblur/GoPro/metas/train_iqa_A_brief.json, 1],              # LQ[2103], HQ[2103], quality_single_A_noref, Blur, GoPro-train
+      # [Deblur/GoPro/metas/test_iqa_refA_brief.json, 0],            # LQ[1111], HQ[1111], quality_single_A,       Blur, GoPro-test
+      [Deblur/GoPro/metas/test_iqa_A_brief.json, 1],               # LQ[1111], HQ[1111], quality_single_A_noref, Blur, GoPro-test
+      # [Deblur/HIDE/metas/train_iqa_refA_brief.json, 0],            # LQ[6397], HQ[6397], quality_single_A,       Blur, HIDE-train
+      [Deblur/HIDE/metas/train_iqa_A_brief.json, 1],               # LQ[6397], HQ[6397], quality_single_A_noref, Blur, HIDE-train
+      # [Deblur/HIDE/metas/test_iqa_refA_brief.json, 0],             # LQ[2025], HQ[2025], quality_single_A,       Blur, HIDE-test
+      [Deblur/HIDE/metas/test_iqa_A_brief.json, 1],                # LQ[2025], HQ[2025], quality_single_A_noref, Blur, HIDE-test
+      # [Deblur/RealBlur-J_ECC_IMCORR_centroid_itensity_ref/metas/test_iqa_refA_brief.json, 0],      # LQ[980], HQ[980], quality_single_A,       Blur, RealBlur-J-test
+      [Deblur/RealBlur-J_ECC_IMCORR_centroid_itensity_ref/metas/test_iqa_A_brief.json, 1],         # LQ[980], HQ[980], quality_single_A_noref, Blur, RealBlur-J-test
+      # [Deblur/RealBlur-R_BM3D_ECC_IMCORR_centroid_itensity_ref/metas/test_iqa_refA_brief.json, 0], # LQ[980], HQ[980], quality_single_A,       Blur, RealBlur-R-test
+      [Deblur/RealBlur-R_BM3D_ECC_IMCORR_centroid_itensity_ref/metas/test_iqa_A_brief.json, 1],    # LQ[980], HQ[980], quality_single_A_noref, Blur, RealBlur-R-test
+    
+      # used for low light, (0.485 + 0.485 + 0.015 + 0.015 + 0.069 + 0.017 + 0.008 + 0.010 + 0.024)*5*2 = 11.28k
+      [LowLight/LOL/metas/train_iqa_refA_brief.json, 10],   # LQ[485], HQ[485], quality_single_A,       Low-light, LOL-train
+      [LowLight/LOL/metas/train_iqa_A_brief.json, 10],      # LQ[485], HQ[485], quality_single_A_noref, Low-light, LOL-train
+      [LowLight/LOL/metas/test_iqa_refA_brief.json, 10],    # LQ[15], HQ[15], quality_single_A,       Low-light, LOL-test
+      [LowLight/LOL/metas/test_iqa_A_brief.json, 10],       # LQ[15], HQ[15], quality_single_A_noref, Low-light, LOL-test
+      [LowLight/DICM/metas/test_iqa_A_brief.json, 10],      # LQ[69], HQ[0], quality_single_A_noref, Low-light, DICM-test
+      [LowLight/MEF/metas/test_iqa_A_brief.json, 10],       # LQ[17], HQ[0], quality_single_A_noref, Low-light, MEF-test
+      [LowLight/NPE/metas/test_iqa_A_brief.json, 10],       # LQ[8], HQ[0], quality_single_A_noref, Low-light, NPE-test
+      [LowLight/LIME/metas/test_iqa_A_brief.json, 10],      # LQ[10], HQ[0], quality_single_A_noref, Low-light, LIME-test
+      [LowLight/VV/metas/test_iqa_A_brief.json, 10],        # LQ[24], HQ[0], quality_single_A_noref, Low-light, VV-test
+    
+      # used for unknown, not for train
+      # [Other/UDC/metas/val_iqa_refA_brief.json, 0],        # LQ[60], HQ[60], quality_single_A,       Unknown, UDC-val
+      # [Other/UDC/metas/val_iqa_A_brief.json, 0],           # LQ[60], HQ[60], quality_single_A_noref, Unknown, UDC-val
+      # [Other/UDC/metas/test_iqa_refA_brief.json, 0],       # LQ[60], HQ[60], quality_single_A,       Unknown, UDC-test
+      # [Other/UDC/metas/test_iqa_A_brief.json, 0],          # LQ[60], HQ[60], quality_single_A_noref, Unknown, UDC-test
+      
+      # composite
+      [Composite/CDD11/metas/test_low_haze_rain_iqa_A_brief.json, 1],
+      [Composite/CDD11/metas/test_haze_rain_iqa_A_brief.json, 1],
+      [Composite/CDD11/metas/test_low_haze_snow_iqa_A_brief.json, 1],
+      [Composite/CDD11/metas/test_haze_snow_iqa_A_brief.json, 1],
+    ]
+
+
+  infer:  # set args to overwrite cfg.data.infer
+    meta_path: null
+    dataset_name: null
+    task_name: null
+    batch_size: null
+    max_num: null
+
+# model
+model:
+  vision_encoder_type: 'clip'
+  vision_encoder_path: /home/work/shared-fi-datasets-01/users/hsiang.chen/Project/ModelZoo/clip/ViT-L-14.pt # for clip vision encoder
+
+  tgt_vision_encoder_type: 'SDVAE' # [clip, autodir, DC-AE, SDVAE]
+  tgt_vision_encoder_config: ../../src/model/sd35/config.yaml  # for sd35 vision encoder
+  tgt_vision_encoder_dtype: bfloat16  # for sd35 vision encoder
+  tgt_vision_projector_type: 'former' # [simple, former]
+  tgt_vision_projector_layers: 12
+  tgt_vision_projector_weight: /home/work/shared-fi-datasets-01/users/hsiang.chen/Project/IQA/SDQA/experiments/SD35/log_sd35m_s1/former_bf/ckpt/ckpt_epoch50.pt
+  tgt_pos: true
+
+  vision_feature_type: local  # [local, global]
+
+  llm_path: /home/work/shared-fi-datasets-01/users/hsiang.chen/Project/ModelZoo/LLM/vicuna/vicuna-7b-v1.5
+  llm_conv_type: vicuna_v1  # conv -> conversation
+  lora:  # lora hyper-parameters
+    lora_r: 16
+    lora_alpha: 16
+    lora_dropout: 0.1
+    lora_target_modules: ['q_proj', 'k_proj', 'v_proj', 'o_proj']
+
+  delta_path: /home/work/shared-fi-datasets-01/users/hsiang.chen/Project/ModelZoo/DepictQA/DepictQA2-DQ495K/ckpt.pt  # load trained params, for resume / infer
+  unique_tag: true
+  resume: true
+
+  use_encoder: 'SDVAE'
+  checkpoints: /home/work/shared-fi-datasets-01/users/hsiang.chen/Project/IQA/SDQA/experiments/SD35/log_sd35m_s2/former_bf/ckpt/ckpt_epoch2.pt
+
+# train
+train:
+  epochs: 5
+  warmup_rate: 0.1
+  log_step: 100
+  save_freq_step: 3000  # can be set null
+  save_freq_epoch: 1
+  save_dir: ./log_sd35m_s2/former_bf/ckpt/
+  log_dir: ./log_sd35m_s2/former_bf/
+  max_tokens: 512  # query + answer (no system & vision)
+
+# infer
+infer:
+  output_prob_id: false
+  output_confidence: true
+  sentence_model: /home/work/shared-fi-datasets-01/users/hsiang.chen/Project/ModelZoo/SentenceTransformers/all-MiniLM-L6-v2
+  answer_dir: ./log_sd35m_s2/former_bf/answers_IR/
+  # IQA needs deterministic answers, e.g., A / B is better, so temperature = 0.0
+  temperature: 0.0  # 0.0 -> do_sample = False
+  top_p: 0.9
+  max_new_tokens: 400  # only answer
+
+# resize & random crop
+vision_preprocess:
+  patch_size: 16  # 14 for clip, 16 for SD. 32 for DCAE
+  resize: 256     # origin: min -> 224, set : mix -> 256,  256
+  min_size: 256   # 70 for clip, 80 for SD.
+  max_size: 256   # set max 256, origin 672
+  crop_ratio: [0.7, 1.]
+  keep_ratio: true
+  source_size: 224
+
+# deepspeed arguments
+deepspeed:
+  train_micro_batch_size_per_gpu: 1 # only support batch size = 1 for stage 2.
+  gradient_accumulation_steps: 32
+  gradient_clipping: 1.0
+  steps_per_print: 1
+
+  zero_optimization:
+    allgather_bucket_size: 500000000
+    allgather_partitions: true
+    contiguous_gradients: true
+    offload_optimizer:
+      device: cpu
+    stage: 1
+
+  optimizer:
+    type: Adam
+    params:
+      betas:
+      - 0.9
+      - 0.95
+      eps: 1.0e-08
+      lr: 0.0002
+      weight_decay: 0.001
+
+  scheduler:
+    type: WarmupDecayLR
+    params:
+      total_num_steps: 20000
+      warmup_max_lr: 0.0002
+      warmup_min_lr: 1.0e-08
+      warmup_num_steps: 10
+
+  fp16:
+    enabled: true
+    min_loss_scale: 1
+    opt_level: O2
+
+  bf16:
+    enable: false
+
+  activation_checkpointing:
+    partition_activations: true
+    cpu_checkpointing: true
+    contiguous_memory_optimization: false
+    number_checkpoints: null
+    synchronize_checkpoint_boundary: false
+    profile: false