cache: 60 cities at 3.125 m/px, working size 128, scale 0.75..2.0 (300..800 m per window) masks: rect 17%, multirect 8%, brush 16%, plots 9%, qpart 12%, quarters 22%, qgrown 16% · 6 px of context kept on every side · up to 6 quarters per selection held out of training: Belo_Horizonte, Honolulu, Kinshasa, Perth (56 cities left to train on) model: 23.2 M params, amp True (torch.bfloat16), grad checkpointing on, device NVIDIA GeForce RTX 4070 Laptop GPU 8.0 GB estimating condition statistics ... coverage 0.243±0.225, green 0.141±0.255, street 0.0716±0.0842, height_m 7.89±5.74, far 0.786±0.965, bsize_m 27±21.5 validation: 6 frozen batches of 32 from the held-out cities, fixed holes, timesteps and noise step 10 loss 0.2653 scale 1.01 lr 2.0e-06 0.23 it/s vram 4.0 GB 0.7 min [data 0% prep 1% gpu 99%, 4.38 s/step] step 50 loss 0.2652 scale 0.99 lr 1.0e-05 0.52 it/s vram 4.0 GB 1.6 min [data 0% prep 1% gpu 99%, 1.90 s/step] step 100 loss 0.2493 scale 0.84 lr 2.0e-05 0.63 it/s vram 4.0 GB 2.7 min [data 0% prep 1% gpu 99%, 1.60 s/step] step 150 loss 0.2295 scale 0.80 lr 3.0e-05 0.67 it/s vram 4.0 GB 3.7 min [data 0% prep 1% gpu 98%, 1.49 s/step] step 200 loss 0.1804 scale 1.72 lr 4.0e-05 0.69 it/s vram 4.0 GB 4.8 min [data 0% prep 1% gpu 98%, 1.44 s/step] step 250 loss 0.1481 scale 1.01 lr 5.0e-05 0.71 it/s vram 4.0 GB 5.9 min step 300 loss 0.1110 scale 1.21 lr 6.0e-05 0.72 it/s vram 4.0 GB 7.0 min step 350 loss 0.0807 scale 1.93 lr 7.0e-05 0.73 it/s vram 4.0 GB 8.0 min step 400 loss 0.0568 scale 1.10 lr 8.0e-05 0.73 it/s vram 4.0 GB 9.1 min step 450 loss 0.0409 scale 1.41 lr 9.0e-05 0.74 it/s vram 4.0 GB 10.2 min step 500 loss 0.0286 scale 1.02 lr 1.0e-04 0.74 it/s vram 4.0 GB 11.2 min preview scale 1.00: target error coverage 0.114, green 0.096, street 0.102, height_m 5.378, far 0.259, bsize_m 23.452 preview scale 2.00: target error coverage 0.081, green 0.045, street 0.057, height_m 3.511, far 0.27, bsize_m 11.625 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.11, coverage 0.15, green 0.05, street 0.04 val loss 0.0466 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 550 loss 0.0235 scale 1.76 lr 1.1e-04 0.71 it/s vram 6.5 GB 12.9 min step 600 loss 0.0184 scale 1.18 lr 1.2e-04 0.72 it/s vram 6.5 GB 14.0 min step 650 loss 0.0149 scale 0.89 lr 1.3e-04 0.72 it/s vram 6.5 GB 15.1 min step 700 loss 0.0123 scale 1.26 lr 1.4e-04 0.72 it/s vram 6.5 GB 16.1 min step 750 loss 0.0114 scale 1.43 lr 1.5e-04 0.73 it/s vram 6.5 GB 17.2 min step 800 loss 0.0100 scale 1.33 lr 1.6e-04 0.73 it/s vram 6.5 GB 18.3 min step 850 loss 0.0101 scale 1.76 lr 1.7e-04 0.73 it/s vram 6.5 GB 19.3 min step 900 loss 0.0084 scale 0.76 lr 1.8e-04 0.73 it/s vram 6.5 GB 20.4 min step 950 loss 0.0082 scale 0.80 lr 1.9e-04 0.74 it/s vram 6.5 GB 21.5 min step 1000 loss 0.0085 scale 1.00 lr 2.0e-04 0.74 it/s vram 6.5 GB 22.6 min step 1050 loss 0.0074 scale 1.07 lr 2.0e-04 0.74 it/s vram 6.5 GB 23.7 min step 1100 loss 0.0069 scale 1.67 lr 2.0e-04 0.74 it/s vram 6.5 GB 24.7 min step 1150 loss 0.0065 scale 1.01 lr 2.0e-04 0.74 it/s vram 6.5 GB 25.8 min step 1200 loss 0.0067 scale 0.79 lr 2.0e-04 0.74 it/s vram 6.5 GB 26.9 min step 1250 loss 0.0063 scale 1.77 lr 2.0e-04 0.75 it/s vram 6.5 GB 28.0 min step 1300 loss 0.0061 scale 1.26 lr 2.0e-04 0.75 it/s vram 6.5 GB 29.0 min step 1350 loss 0.0057 scale 0.82 lr 2.0e-04 0.75 it/s vram 6.5 GB 30.1 min step 1400 loss 0.0052 scale 0.79 lr 2.0e-04 0.75 it/s vram 6.5 GB 31.2 min step 1450 loss 0.0055 scale 0.89 lr 2.0e-04 0.75 it/s vram 6.5 GB 32.3 min step 1500 loss 0.0052 scale 1.41 lr 2.0e-04 0.75 it/s vram 6.5 GB 33.3 min step 1550 loss 0.0050 scale 1.40 lr 2.0e-04 0.75 it/s vram 6.5 GB 34.5 min step 1600 loss 0.0047 scale 1.11 lr 2.0e-04 0.75 it/s vram 6.5 GB 35.6 min step 1650 loss 0.0047 scale 1.89 lr 2.0e-04 0.75 it/s vram 6.5 GB 36.8 min step 1700 loss 0.0043 scale 0.99 lr 2.0e-04 0.74 it/s vram 6.5 GB 38.2 min step 1750 loss 0.0048 scale 1.48 lr 2.0e-04 0.74 it/s vram 6.5 GB 39.6 min step 1800 loss 0.0040 scale 1.53 lr 2.0e-04 0.74 it/s vram 6.5 GB 40.8 min step 1850 loss 0.0042 scale 0.98 lr 2.0e-04 0.74 it/s vram 6.5 GB 41.9 min step 1900 loss 0.0041 scale 1.50 lr 2.0e-04 0.74 it/s vram 6.5 GB 43.1 min step 1950 loss 0.0044 scale 1.19 lr 2.0e-04 0.74 it/s vram 6.5 GB 44.2 min step 2000 loss 0.0040 scale 1.78 lr 2.0e-04 0.73 it/s vram 6.5 GB 45.4 min preview scale 1.00: target error coverage 0.045, green 0.076, street 0.05, height_m 3.688, far 0.302, bsize_m 23.048 preview scale 2.00: target error coverage 0.076, green 0.058, street 0.021, height_m 2.226, far 0.344, bsize_m 21.117 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.20, coverage 0.34, green 0.06, street 0.85 val loss 0.0054 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 2050 loss 0.0039 scale 1.03 lr 2.0e-04 0.72 it/s vram 6.5 GB 47.3 min step 2100 loss 0.0037 scale 1.17 lr 2.0e-04 0.72 it/s vram 6.5 GB 48.5 min step 2150 loss 0.0036 scale 0.98 lr 2.0e-04 0.72 it/s vram 6.5 GB 49.6 min step 2200 loss 0.0036 scale 0.94 lr 2.0e-04 0.72 it/s vram 6.5 GB 50.8 min step 2250 loss 0.0033 scale 1.80 lr 2.0e-04 0.72 it/s vram 6.5 GB 52.0 min step 2300 loss 0.0036 scale 1.43 lr 2.0e-04 0.71 it/s vram 6.5 GB 53.8 min step 2350 loss 0.0038 scale 1.45 lr 2.0e-04 0.71 it/s vram 6.5 GB 55.0 min step 2400 loss 0.0034 scale 0.98 lr 2.0e-04 0.71 it/s vram 6.5 GB 56.2 min step 2450 loss 0.0034 scale 1.09 lr 2.0e-04 0.71 it/s vram 6.5 GB 57.3 min step 2500 loss 0.0032 scale 0.96 lr 2.0e-04 0.71 it/s vram 6.5 GB 58.5 min step 2550 loss 0.0034 scale 1.94 lr 2.0e-04 0.71 it/s vram 6.5 GB 59.6 min step 2600 loss 0.0031 scale 1.41 lr 2.0e-04 0.71 it/s vram 6.5 GB 60.7 min step 2650 loss 0.0035 scale 0.87 lr 2.0e-04 0.71 it/s vram 6.5 GB 61.8 min step 2700 loss 0.0030 scale 1.93 lr 2.0e-04 0.72 it/s vram 6.5 GB 62.9 min step 2750 loss 0.0031 scale 0.84 lr 2.0e-04 0.72 it/s vram 6.5 GB 64.0 min step 2800 loss 0.0031 scale 1.10 lr 2.0e-04 0.72 it/s vram 6.5 GB 65.1 min step 2850 loss 0.0029 scale 0.90 lr 2.0e-04 0.72 it/s vram 6.5 GB 66.2 min step 2900 loss 0.0031 scale 1.49 lr 2.0e-04 0.72 it/s vram 6.5 GB 67.3 min step 2950 loss 0.0029 scale 1.68 lr 2.0e-04 0.72 it/s vram 6.5 GB 68.4 min step 3000 loss 0.0029 scale 1.90 lr 2.0e-04 0.72 it/s vram 6.5 GB 69.4 min step 3050 loss 0.0029 scale 0.76 lr 2.0e-04 0.72 it/s vram 6.5 GB 70.5 min step 3100 loss 0.0030 scale 0.81 lr 2.0e-04 0.72 it/s vram 6.5 GB 71.6 min step 3150 loss 0.0030 scale 1.05 lr 2.0e-04 0.72 it/s vram 6.5 GB 72.7 min step 3200 loss 0.0029 scale 1.49 lr 2.0e-04 0.72 it/s vram 6.5 GB 73.8 min step 3250 loss 0.0029 scale 1.77 lr 2.0e-04 0.72 it/s vram 6.5 GB 74.9 min step 3300 loss 0.0028 scale 1.50 lr 2.0e-04 0.72 it/s vram 6.5 GB 76.0 min step 3350 loss 0.0027 scale 1.02 lr 2.0e-04 0.72 it/s vram 6.5 GB 77.0 min step 3400 loss 0.0027 scale 1.56 lr 2.0e-04 0.73 it/s vram 6.5 GB 78.1 min step 3450 loss 0.0029 scale 0.98 lr 2.0e-04 0.73 it/s vram 6.5 GB 79.2 min step 3500 loss 0.0026 scale 1.57 lr 2.0e-04 0.73 it/s vram 6.5 GB 80.3 min step 3550 loss 0.0028 scale 0.87 lr 2.0e-04 0.73 it/s vram 6.5 GB 81.4 min step 3600 loss 0.0027 scale 1.60 lr 2.0e-04 0.73 it/s vram 6.5 GB 82.5 min step 3650 loss 0.0026 scale 1.49 lr 2.0e-04 0.73 it/s vram 6.5 GB 83.5 min step 3700 loss 0.0025 scale 1.57 lr 2.0e-04 0.73 it/s vram 6.5 GB 84.6 min step 3750 loss 0.0026 scale 1.84 lr 2.0e-04 0.73 it/s vram 6.5 GB 85.7 min step 3800 loss 0.0026 scale 1.02 lr 2.0e-04 0.73 it/s vram 6.5 GB 86.8 min step 3850 loss 0.0025 scale 0.85 lr 2.0e-04 0.73 it/s vram 6.5 GB 87.9 min step 3900 loss 0.0025 scale 1.14 lr 2.0e-04 0.73 it/s vram 6.5 GB 89.0 min step 3950 loss 0.0026 scale 0.86 lr 2.0e-04 0.73 it/s vram 6.5 GB 90.0 min step 4000 loss 0.0026 scale 1.21 lr 2.0e-04 0.73 it/s vram 6.5 GB 91.1 min preview scale 1.00: target error coverage 0.034, green 0.064, street 0.03, height_m 2.575, far 0.108, bsize_m 16.298 preview scale 2.00: target error coverage 0.057, green 0.068, street 0.01, height_m 1.92, far 0.337, bsize_m 9.125 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.12, coverage 0.24, green 0.06, street 0.54 val loss 0.0047 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 4050 loss 0.0025 scale 1.72 lr 2.0e-04 0.73 it/s vram 6.5 GB 92.6 min step 4100 loss 0.0024 scale 1.97 lr 2.0e-04 0.73 it/s vram 6.5 GB 93.7 min step 4150 loss 0.0025 scale 1.71 lr 2.0e-04 0.73 it/s vram 6.5 GB 94.8 min step 4200 loss 0.0024 scale 0.85 lr 2.0e-04 0.73 it/s vram 6.5 GB 95.9 min step 4250 loss 0.0026 scale 1.61 lr 2.0e-04 0.73 it/s vram 6.5 GB 97.0 min step 4300 loss 0.0026 scale 1.31 lr 2.0e-04 0.73 it/s vram 6.5 GB 98.0 min step 4350 loss 0.0025 scale 1.01 lr 2.0e-04 0.73 it/s vram 6.5 GB 99.1 min step 4400 loss 0.0025 scale 1.65 lr 2.0e-04 0.73 it/s vram 6.5 GB 100.2 min step 4450 loss 0.0025 scale 1.57 lr 2.0e-04 0.73 it/s vram 6.5 GB 101.3 min step 4500 loss 0.0025 scale 0.91 lr 2.0e-04 0.73 it/s vram 6.5 GB 102.4 min step 4550 loss 0.0023 scale 1.43 lr 2.0e-04 0.73 it/s vram 6.5 GB 103.5 min step 4600 loss 0.0024 scale 1.67 lr 2.0e-04 0.73 it/s vram 6.5 GB 104.5 min step 4650 loss 0.0025 scale 1.74 lr 2.0e-04 0.73 it/s vram 6.5 GB 105.6 min step 4700 loss 0.0026 scale 0.80 lr 2.0e-04 0.73 it/s vram 6.5 GB 106.7 min step 4750 loss 0.0024 scale 0.76 lr 2.0e-04 0.73 it/s vram 6.5 GB 107.8 min step 4800 loss 0.0025 scale 1.30 lr 2.0e-04 0.73 it/s vram 6.5 GB 108.9 min step 4850 loss 0.0022 scale 1.03 lr 2.0e-04 0.74 it/s vram 6.5 GB 109.9 min step 4900 loss 0.0022 scale 0.86 lr 2.0e-04 0.74 it/s vram 6.5 GB 111.0 min step 4950 loss 0.0023 scale 0.78 lr 2.0e-04 0.74 it/s vram 6.5 GB 112.1 min step 5000 loss 0.0025 scale 1.54 lr 2.0e-04 0.74 it/s vram 6.5 GB 113.2 min step 5050 loss 0.0023 scale 1.05 lr 2.0e-04 0.74 it/s vram 6.5 GB 114.3 min step 5100 loss 0.0022 scale 1.83 lr 2.0e-04 0.74 it/s vram 6.5 GB 115.3 min step 5150 loss 0.0023 scale 1.27 lr 2.0e-04 0.74 it/s vram 6.5 GB 116.4 min step 5200 loss 0.0022 scale 1.34 lr 2.0e-04 0.74 it/s vram 6.5 GB 117.5 min step 5250 loss 0.0021 scale 0.93 lr 2.0e-04 0.74 it/s vram 6.5 GB 118.6 min step 5300 loss 0.0024 scale 1.61 lr 2.0e-04 0.74 it/s vram 6.5 GB 119.7 min step 5350 loss 0.0021 scale 1.04 lr 2.0e-04 0.74 it/s vram 6.5 GB 120.7 min step 5400 loss 0.0023 scale 0.90 lr 2.0e-04 0.74 it/s vram 6.5 GB 121.8 min step 5450 loss 0.0023 scale 1.81 lr 2.0e-04 0.74 it/s vram 6.5 GB 122.9 min step 5500 loss 0.0022 scale 1.39 lr 2.0e-04 0.74 it/s vram 6.5 GB 124.0 min step 5550 loss 0.0022 scale 1.23 lr 2.0e-04 0.74 it/s vram 6.5 GB 125.1 min step 5600 loss 0.0022 scale 0.94 lr 2.0e-04 0.74 it/s vram 6.5 GB 126.2 min step 5650 loss 0.0022 scale 0.91 lr 2.0e-04 0.74 it/s vram 6.5 GB 127.2 min step 5700 loss 0.0023 scale 0.79 lr 2.0e-04 0.74 it/s vram 6.5 GB 128.3 min step 5750 loss 0.0021 scale 1.25 lr 2.0e-04 0.74 it/s vram 6.5 GB 129.4 min step 5800 loss 0.0020 scale 1.06 lr 2.0e-04 0.74 it/s vram 6.5 GB 130.5 min step 5850 loss 0.0022 scale 1.22 lr 2.0e-04 0.74 it/s vram 6.5 GB 131.6 min step 5900 loss 0.0022 scale 1.55 lr 2.0e-04 0.74 it/s vram 6.5 GB 132.6 min step 5950 loss 0.0021 scale 0.78 lr 2.0e-04 0.74 it/s vram 6.5 GB 133.7 min step 6000 loss 0.0022 scale 0.92 lr 2.0e-04 0.74 it/s vram 6.5 GB 134.8 min preview scale 1.00: target error coverage 0.027, green 0.061, street 0.021, height_m 2.108, far 0.161, bsize_m 12.387 preview scale 2.00: target error coverage 0.065, green 0.063, street 0.007, height_m 1.422, far 0.435, bsize_m 20.306 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.08, coverage 0.20, green 0.09, street 0.26 val loss 0.0024 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 6050 loss 0.0022 scale 1.36 lr 2.0e-04 0.74 it/s vram 6.5 GB 136.3 min step 6100 loss 0.0023 scale 1.42 lr 2.0e-04 0.74 it/s vram 6.5 GB 137.4 min step 6150 loss 0.0022 scale 1.36 lr 2.0e-04 0.74 it/s vram 6.5 GB 138.5 min step 6200 loss 0.0021 scale 1.08 lr 2.0e-04 0.74 it/s vram 6.5 GB 139.6 min step 6250 loss 0.0022 scale 1.90 lr 2.0e-04 0.74 it/s vram 6.5 GB 140.6 min step 6300 loss 0.0023 scale 1.64 lr 2.0e-04 0.74 it/s vram 6.5 GB 141.7 min step 6350 loss 0.0021 scale 0.87 lr 2.0e-04 0.74 it/s vram 6.5 GB 142.8 min step 6400 loss 0.0022 scale 1.93 lr 2.0e-04 0.74 it/s vram 6.5 GB 143.9 min step 6450 loss 0.0020 scale 0.87 lr 2.0e-04 0.74 it/s vram 6.5 GB 145.0 min step 6500 loss 0.0021 scale 1.74 lr 2.0e-04 0.74 it/s vram 6.5 GB 146.0 min step 6550 loss 0.0022 scale 1.27 lr 2.0e-04 0.74 it/s vram 6.5 GB 147.1 min step 6600 loss 0.0022 scale 0.99 lr 2.0e-04 0.74 it/s vram 6.5 GB 148.2 min step 6650 loss 0.0020 scale 0.91 lr 2.0e-04 0.74 it/s vram 6.5 GB 149.3 min step 6700 loss 0.0021 scale 1.53 lr 2.0e-04 0.74 it/s vram 6.5 GB 150.4 min step 6750 loss 0.0021 scale 0.78 lr 2.0e-04 0.74 it/s vram 6.5 GB 151.4 min step 6800 loss 0.0020 scale 1.04 lr 2.0e-04 0.74 it/s vram 6.5 GB 152.5 min step 6850 loss 0.0020 scale 1.93 lr 2.0e-04 0.74 it/s vram 6.5 GB 153.6 min step 6900 loss 0.0020 scale 1.44 lr 2.0e-04 0.74 it/s vram 6.5 GB 154.7 min step 6950 loss 0.0020 scale 1.61 lr 2.0e-04 0.74 it/s vram 6.5 GB 155.8 min step 7000 loss 0.0022 scale 1.58 lr 2.0e-04 0.74 it/s vram 6.5 GB 156.9 min step 7050 loss 0.0021 scale 1.85 lr 2.0e-04 0.74 it/s vram 6.5 GB 157.9 min step 7100 loss 0.0020 scale 0.85 lr 2.0e-04 0.74 it/s vram 6.5 GB 159.0 min step 7150 loss 0.0021 scale 1.65 lr 2.0e-04 0.74 it/s vram 6.5 GB 160.1 min step 7200 loss 0.0020 scale 1.59 lr 2.0e-04 0.74 it/s vram 6.5 GB 161.2 min step 7250 loss 0.0020 scale 0.99 lr 2.0e-04 0.74 it/s vram 6.5 GB 162.3 min step 7300 loss 0.0020 scale 1.46 lr 2.0e-04 0.74 it/s vram 6.5 GB 163.3 min step 7350 loss 0.0020 scale 1.97 lr 2.0e-04 0.75 it/s vram 6.5 GB 164.4 min step 7400 loss 0.0020 scale 1.65 lr 2.0e-04 0.75 it/s vram 6.5 GB 165.5 min step 7450 loss 0.0020 scale 1.23 lr 2.0e-04 0.75 it/s vram 6.5 GB 166.6 min step 7500 loss 0.0019 scale 0.83 lr 2.0e-04 0.75 it/s vram 6.5 GB 167.7 min step 7550 loss 0.0021 scale 1.72 lr 2.0e-04 0.75 it/s vram 6.5 GB 168.7 min step 7600 loss 0.0022 scale 1.02 lr 2.0e-04 0.75 it/s vram 6.5 GB 169.8 min step 7650 loss 0.0019 scale 1.56 lr 2.0e-04 0.75 it/s vram 6.5 GB 170.9 min step 7700 loss 0.0021 scale 0.93 lr 2.0e-04 0.75 it/s vram 6.5 GB 172.0 min step 7750 loss 0.0020 scale 1.90 lr 2.0e-04 0.75 it/s vram 6.5 GB 173.1 min step 7800 loss 0.0019 scale 1.39 lr 2.0e-04 0.75 it/s vram 6.5 GB 174.1 min step 7850 loss 0.0019 scale 0.80 lr 2.0e-04 0.75 it/s vram 6.5 GB 175.2 min step 7900 loss 0.0020 scale 1.42 lr 2.0e-04 0.75 it/s vram 6.5 GB 176.3 min step 7950 loss 0.0020 scale 1.30 lr 2.0e-04 0.75 it/s vram 6.5 GB 177.4 min step 8000 loss 0.0021 scale 0.76 lr 2.0e-04 0.75 it/s vram 6.5 GB 178.5 min preview scale 1.00: target error coverage 0.029, green 0.055, street 0.017, height_m 2.329, far 0.295, bsize_m 9.048 preview scale 2.00: target error coverage 0.066, green 0.069, street 0.004, height_m 1.922, far 0.449, bsize_m 16.656 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.08, coverage 0.20, green 0.13, street 0.11 val loss 0.0017 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 8050 loss 0.0020 scale 1.28 lr 2.0e-04 0.75 it/s vram 6.5 GB 180.0 min step 8100 loss 0.0020 scale 1.85 lr 2.0e-04 0.75 it/s vram 6.5 GB 181.1 min step 8150 loss 0.0019 scale 0.97 lr 2.0e-04 0.75 it/s vram 6.5 GB 182.2 min step 8200 loss 0.0019 scale 1.19 lr 2.0e-04 0.75 it/s vram 6.5 GB 183.4 min step 8250 loss 0.0019 scale 0.76 lr 2.0e-04 0.75 it/s vram 6.5 GB 184.5 min step 8300 loss 0.0019 scale 1.28 lr 2.0e-04 0.74 it/s vram 6.5 GB 185.7 min step 8350 loss 0.0020 scale 0.76 lr 2.0e-04 0.74 it/s vram 6.5 GB 187.0 min step 8400 loss 0.0019 scale 0.89 lr 2.0e-04 0.74 it/s vram 6.5 GB 188.2 min step 8450 loss 0.0019 scale 1.06 lr 2.0e-04 0.74 it/s vram 6.5 GB 189.4 min step 8500 loss 0.0020 scale 1.35 lr 2.0e-04 0.74 it/s vram 6.5 GB 190.6 min step 8550 loss 0.0020 scale 1.45 lr 2.0e-04 0.74 it/s vram 6.5 GB 191.8 min step 8600 loss 0.0018 scale 1.21 lr 2.0e-04 0.74 it/s vram 6.5 GB 193.0 min step 8650 loss 0.0019 scale 1.50 lr 2.0e-04 0.74 it/s vram 6.5 GB 194.2 min step 8700 loss 0.0020 scale 1.08 lr 2.0e-04 0.74 it/s vram 6.5 GB 195.3 min step 8750 loss 0.0019 scale 0.78 lr 2.0e-04 0.74 it/s vram 6.5 GB 196.5 min step 8800 loss 0.0019 scale 0.77 lr 2.0e-04 0.74 it/s vram 6.5 GB 197.7 min step 8850 loss 0.0020 scale 1.67 lr 2.0e-04 0.74 it/s vram 6.5 GB 198.9 min step 8900 loss 0.0020 scale 1.25 lr 2.0e-04 0.74 it/s vram 6.5 GB 200.1 min step 8950 loss 0.0019 scale 1.70 lr 2.0e-04 0.74 it/s vram 6.5 GB 201.3 min step 9000 loss 0.0018 scale 1.40 lr 2.0e-04 0.74 it/s vram 6.5 GB 202.5 min step 9050 loss 0.0020 scale 1.77 lr 2.0e-04 0.74 it/s vram 6.5 GB 203.7 min step 9100 loss 0.0019 scale 1.08 lr 2.0e-04 0.74 it/s vram 6.5 GB 204.9 min step 9150 loss 0.0020 scale 1.25 lr 2.0e-04 0.74 it/s vram 6.5 GB 206.1 min step 9200 loss 0.0018 scale 1.80 lr 2.0e-04 0.74 it/s vram 6.5 GB 207.3 min step 9250 loss 0.0020 scale 1.40 lr 2.0e-04 0.74 it/s vram 6.5 GB 208.5 min step 9300 loss 0.0019 scale 1.54 lr 2.0e-04 0.74 it/s vram 6.5 GB 209.7 min step 9350 loss 0.0019 scale 0.91 lr 2.0e-04 0.74 it/s vram 6.5 GB 210.8 min step 9400 loss 0.0018 scale 0.91 lr 2.0e-04 0.74 it/s vram 6.5 GB 212.0 min step 9450 loss 0.0019 scale 1.70 lr 2.0e-04 0.74 it/s vram 6.5 GB 213.1 min step 9500 loss 0.0020 scale 1.75 lr 2.0e-04 0.74 it/s vram 6.5 GB 214.2 min step 9550 loss 0.0018 scale 1.14 lr 2.0e-04 0.74 it/s vram 6.5 GB 215.3 min step 9600 loss 0.0018 scale 0.79 lr 2.0e-04 0.74 it/s vram 6.5 GB 216.5 min step 9650 loss 0.0019 scale 1.88 lr 2.0e-04 0.74 it/s vram 6.5 GB 217.6 min step 9700 loss 0.0018 scale 1.58 lr 2.0e-04 0.74 it/s vram 6.5 GB 218.7 min step 9750 loss 0.0020 scale 1.52 lr 2.0e-04 0.74 it/s vram 6.5 GB 219.8 min step 9800 loss 0.0019 scale 1.64 lr 2.0e-04 0.74 it/s vram 6.5 GB 221.1 min step 9850 loss 0.0019 scale 1.55 lr 2.0e-04 0.74 it/s vram 6.5 GB 222.6 min step 9900 loss 0.0020 scale 1.46 lr 2.0e-04 0.74 it/s vram 6.5 GB 224.3 min step 9950 loss 0.0019 scale 0.97 lr 2.0e-04 0.73 it/s vram 6.5 GB 225.9 min step 10000 loss 0.0018 scale 1.31 lr 2.0e-04 0.73 it/s vram 6.5 GB 227.5 min preview scale 1.00: target error coverage 0.027, green 0.047, street 0.02, height_m 0.87, far 0.232, bsize_m 6.814 preview scale 2.00: target error coverage 0.06, green 0.07, street 0.003, height_m 2.969, far 0.423, bsize_m 20.628 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.08, coverage 0.17, green 0.15, street 0.07 val loss 0.0015 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 10050 loss 0.0018 scale 1.61 lr 2.0e-04 0.73 it/s vram 6.5 GB 229.6 min step 10100 loss 0.0018 scale 1.66 lr 2.0e-04 0.73 it/s vram 6.5 GB 231.2 min step 10150 loss 0.0018 scale 1.01 lr 2.0e-04 0.73 it/s vram 6.5 GB 232.7 min step 10200 loss 0.0018 scale 1.87 lr 2.0e-04 0.73 it/s vram 6.5 GB 234.3 min step 10250 loss 0.0017 scale 1.96 lr 2.0e-04 0.72 it/s vram 6.5 GB 235.8 min step 10300 loss 0.0018 scale 0.78 lr 2.0e-04 0.72 it/s vram 6.5 GB 237.4 min step 10350 loss 0.0018 scale 1.70 lr 2.0e-04 0.72 it/s vram 6.5 GB 238.9 min step 10400 loss 0.0022 scale 1.16 lr 2.0e-04 0.72 it/s vram 6.5 GB 240.5 min step 10450 loss 0.0019 scale 0.95 lr 2.0e-04 0.72 it/s vram 6.5 GB 242.0 min step 10500 loss 0.0018 scale 1.81 lr 2.0e-04 0.72 it/s vram 6.5 GB 243.6 min step 10550 loss 0.0017 scale 1.44 lr 2.0e-04 0.72 it/s vram 6.5 GB 245.2 min step 10600 loss 0.0017 scale 1.03 lr 2.0e-04 0.72 it/s vram 6.5 GB 246.7 min step 10650 loss 0.0017 scale 0.84 lr 2.0e-04 0.71 it/s vram 6.5 GB 248.3 min step 10700 loss 0.0018 scale 0.87 lr 2.0e-04 0.71 it/s vram 6.5 GB 249.8 min step 10750 loss 0.0018 scale 0.76 lr 2.0e-04 0.71 it/s vram 6.5 GB 251.4 min step 10800 loss 0.0019 scale 1.02 lr 2.0e-04 0.71 it/s vram 6.5 GB 253.0 min step 10850 loss 0.0018 scale 1.03 lr 2.0e-04 0.71 it/s vram 6.5 GB 254.5 min step 10900 loss 0.0018 scale 1.22 lr 2.0e-04 0.71 it/s vram 6.5 GB 256.1 min step 10950 loss 0.0018 scale 0.79 lr 2.0e-04 0.71 it/s vram 6.5 GB 257.6 min step 11000 loss 0.0019 scale 1.54 lr 2.0e-04 0.71 it/s vram 6.5 GB 259.2 min step 11050 loss 0.0019 scale 0.85 lr 2.0e-04 0.71 it/s vram 6.5 GB 260.7 min step 11100 loss 0.0016 scale 1.95 lr 2.0e-04 0.71 it/s vram 6.5 GB 262.3 min step 11150 loss 0.0018 scale 1.53 lr 2.0e-04 0.70 it/s vram 6.5 GB 263.9 min step 11200 loss 0.0018 scale 1.57 lr 2.0e-04 0.70 it/s vram 6.5 GB 265.4 min step 11250 loss 0.0018 scale 0.96 lr 2.0e-04 0.70 it/s vram 6.5 GB 267.0 min step 11300 loss 0.0019 scale 1.71 lr 2.0e-04 0.70 it/s vram 6.5 GB 268.5 min step 11350 loss 0.0017 scale 1.49 lr 2.0e-04 0.70 it/s vram 6.5 GB 270.1 min step 11400 loss 0.0017 scale 0.86 lr 2.0e-04 0.70 it/s vram 6.5 GB 271.6 min step 11450 loss 0.0017 scale 1.11 lr 2.0e-04 0.70 it/s vram 6.5 GB 273.2 min step 11500 loss 0.0017 scale 1.24 lr 2.0e-04 0.70 it/s vram 6.5 GB 274.7 min step 11550 loss 0.0018 scale 1.81 lr 2.0e-04 0.70 it/s vram 6.5 GB 276.3 min step 11600 loss 0.0017 scale 1.12 lr 2.0e-04 0.70 it/s vram 6.5 GB 277.9 min step 11650 loss 0.0018 scale 1.46 lr 2.0e-04 0.69 it/s vram 6.5 GB 279.4 min step 11700 loss 0.0018 scale 1.30 lr 2.0e-04 0.69 it/s vram 6.5 GB 281.0 min step 11750 loss 0.0017 scale 1.64 lr 2.0e-04 0.69 it/s vram 6.5 GB 282.6 min step 11800 loss 0.0019 scale 0.85 lr 2.0e-04 0.69 it/s vram 6.5 GB 284.1 min step 11850 loss 0.0017 scale 1.07 lr 2.0e-04 0.69 it/s vram 6.5 GB 285.7 min step 11900 loss 0.0017 scale 0.79 lr 2.0e-04 0.69 it/s vram 6.5 GB 287.2 min step 11950 loss 0.0018 scale 1.69 lr 2.0e-04 0.69 it/s vram 6.5 GB 288.8 min step 12000 loss 0.0017 scale 0.98 lr 2.0e-04 0.69 it/s vram 6.5 GB 290.3 min preview scale 1.00: target error coverage 0.02, green 0.039, street 0.018, height_m 2.133, far 0.202, bsize_m 9.516 preview scale 2.00: target error coverage 0.046, green 0.07, street 0.003, height_m 3.177, far 0.363, bsize_m 16.726 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.07, coverage 0.16, green 0.15, street 0.03 val loss 0.0014 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 12050 loss 0.0017 scale 0.86 lr 2.0e-04 0.69 it/s vram 6.5 GB 292.4 min step 12100 loss 0.0018 scale 0.76 lr 2.0e-04 0.69 it/s vram 6.5 GB 294.0 min step 12150 loss 0.0017 scale 1.15 lr 2.0e-04 0.69 it/s vram 6.5 GB 295.5 min step 12200 loss 0.0019 scale 1.73 lr 2.0e-04 0.68 it/s vram 6.5 GB 297.1 min step 12250 loss 0.0017 scale 0.88 lr 2.0e-04 0.68 it/s vram 6.5 GB 298.7 min step 12300 loss 0.0017 scale 1.63 lr 2.0e-04 0.68 it/s vram 6.5 GB 300.2 min step 12350 loss 0.0019 scale 0.93 lr 2.0e-04 0.68 it/s vram 6.5 GB 301.8 min step 12400 loss 0.0017 scale 0.80 lr 2.0e-04 0.68 it/s vram 6.5 GB 303.3 min step 12450 loss 0.0017 scale 1.31 lr 2.0e-04 0.68 it/s vram 6.5 GB 304.9 min step 12500 loss 0.0018 scale 1.56 lr 2.0e-04 0.68 it/s vram 6.5 GB 306.4 min step 12550 loss 0.0016 scale 1.14 lr 2.0e-04 0.68 it/s vram 6.5 GB 308.0 min step 12600 loss 0.0017 scale 1.79 lr 2.0e-04 0.68 it/s vram 6.5 GB 309.5 min step 12650 loss 0.0017 scale 1.96 lr 2.0e-04 0.68 it/s vram 6.5 GB 311.1 min step 12700 loss 0.0018 scale 0.92 lr 2.0e-04 0.68 it/s vram 6.5 GB 312.7 min step 12750 loss 0.0016 scale 0.85 lr 2.0e-04 0.68 it/s vram 6.5 GB 314.2 min step 12800 loss 0.0017 scale 0.96 lr 2.0e-04 0.68 it/s vram 6.5 GB 315.8 min step 12850 loss 0.0017 scale 1.88 lr 2.0e-04 0.67 it/s vram 6.5 GB 317.3 min step 12900 loss 0.0018 scale 1.03 lr 2.0e-04 0.67 it/s vram 6.5 GB 318.9 min step 12950 loss 0.0018 scale 1.46 lr 2.0e-04 0.67 it/s vram 6.5 GB 320.4 min step 13000 loss 0.0019 scale 1.96 lr 2.0e-04 0.67 it/s vram 6.5 GB 322.0 min step 13050 loss 0.0018 scale 1.31 lr 2.0e-04 0.67 it/s vram 6.5 GB 323.5 min step 13100 loss 0.0019 scale 1.39 lr 2.0e-04 0.67 it/s vram 6.5 GB 325.1 min step 13150 loss 0.0017 scale 0.79 lr 2.0e-04 0.67 it/s vram 6.5 GB 326.7 min step 13200 loss 0.0017 scale 0.81 lr 2.0e-04 0.67 it/s vram 6.5 GB 328.2 min step 13250 loss 0.0017 scale 0.78 lr 2.0e-04 0.67 it/s vram 6.5 GB 329.8 min step 13300 loss 0.0017 scale 1.32 lr 2.0e-04 0.67 it/s vram 6.5 GB 331.3 min step 13350 loss 0.0017 scale 1.73 lr 2.0e-04 0.67 it/s vram 6.5 GB 332.9 min step 13400 loss 0.0017 scale 1.22 lr 2.0e-04 0.67 it/s vram 6.5 GB 334.4 min step 13450 loss 0.0018 scale 1.97 lr 2.0e-04 0.67 it/s vram 6.5 GB 336.0 min step 13500 loss 0.0017 scale 0.75 lr 2.0e-04 0.67 it/s vram 6.5 GB 337.5 min step 13550 loss 0.0018 scale 0.92 lr 2.0e-04 0.67 it/s vram 6.5 GB 339.1 min step 13600 loss 0.0016 scale 0.85 lr 2.0e-04 0.67 it/s vram 6.5 GB 340.7 min step 13650 loss 0.0017 scale 0.87 lr 2.0e-04 0.66 it/s vram 6.5 GB 342.2 min step 13700 loss 0.0018 scale 1.01 lr 2.0e-04 0.66 it/s vram 6.5 GB 343.8 min step 13750 loss 0.0018 scale 1.73 lr 2.0e-04 0.66 it/s vram 6.5 GB 345.3 min step 13800 loss 0.0018 scale 1.19 lr 2.0e-04 0.66 it/s vram 6.5 GB 346.9 min step 13850 loss 0.0017 scale 1.12 lr 2.0e-04 0.66 it/s vram 6.5 GB 348.5 min step 13900 loss 0.0016 scale 0.94 lr 2.0e-04 0.66 it/s vram 6.5 GB 350.0 min step 13950 loss 0.0018 scale 1.95 lr 2.0e-04 0.66 it/s vram 6.5 GB 351.6 min step 14000 loss 0.0017 scale 0.90 lr 2.0e-04 0.66 it/s vram 6.5 GB 353.1 min preview scale 1.00: target error coverage 0.02, green 0.036, street 0.017, height_m 2.043, far 0.188, bsize_m 9.205 preview scale 2.00: target error coverage 0.044, green 0.072, street 0.005, height_m 3.351, far 0.374, bsize_m 13.791 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.06, coverage 0.14, green 0.13, street 0.03 val loss 0.0013 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 14050 loss 0.0017 scale 1.26 lr 2.0e-04 0.66 it/s vram 6.5 GB 355.2 min step 14100 loss 0.0017 scale 1.05 lr 2.0e-04 0.66 it/s vram 6.5 GB 356.8 min step 14150 loss 0.0018 scale 1.94 lr 2.0e-04 0.66 it/s vram 6.5 GB 358.3 min step 14200 loss 0.0017 scale 1.13 lr 2.0e-04 0.66 it/s vram 6.5 GB 359.9 min step 14250 loss 0.0017 scale 0.77 lr 2.0e-04 0.66 it/s vram 6.5 GB 361.4 min step 14300 loss 0.0017 scale 1.05 lr 2.0e-04 0.66 it/s vram 6.5 GB 363.0 min step 14350 loss 0.0017 scale 1.94 lr 2.0e-04 0.66 it/s vram 6.5 GB 364.6 min step 14400 loss 0.0016 scale 0.79 lr 2.0e-04 0.66 it/s vram 6.5 GB 366.1 min step 14450 loss 0.0016 scale 1.12 lr 2.0e-04 0.65 it/s vram 6.5 GB 367.7 min step 14500 loss 0.0017 scale 1.67 lr 2.0e-04 0.65 it/s vram 6.5 GB 369.3 min step 14550 loss 0.0018 scale 1.64 lr 2.0e-04 0.65 it/s vram 6.5 GB 370.8 min step 14600 loss 0.0017 scale 0.84 lr 2.0e-04 0.65 it/s vram 6.5 GB 372.4 min step 14650 loss 0.0018 scale 0.78 lr 2.0e-04 0.65 it/s vram 6.5 GB 373.9 min step 14700 loss 0.0016 scale 1.69 lr 2.0e-04 0.65 it/s vram 6.5 GB 375.4 min step 14750 loss 0.0017 scale 1.53 lr 2.0e-04 0.65 it/s vram 6.5 GB 377.0 min step 14800 loss 0.0017 scale 1.88 lr 2.0e-04 0.65 it/s vram 6.5 GB 378.5 min step 14850 loss 0.0017 scale 0.90 lr 2.0e-04 0.65 it/s vram 6.5 GB 380.1 min step 14900 loss 0.0017 scale 1.47 lr 2.0e-04 0.65 it/s vram 6.5 GB 381.7 min step 14950 loss 0.0017 scale 0.79 lr 2.0e-04 0.65 it/s vram 6.5 GB 383.2 min step 15000 loss 0.0017 scale 1.51 lr 2.0e-04 0.65 it/s vram 6.5 GB 384.7 min step 15050 loss 0.0016 scale 0.76 lr 2.0e-04 0.65 it/s vram 6.5 GB 386.3 min step 15100 loss 0.0017 scale 1.55 lr 2.0e-04 0.65 it/s vram 6.5 GB 387.9 min step 15150 loss 0.0017 scale 1.32 lr 2.0e-04 0.65 it/s vram 6.5 GB 389.4 min step 15200 loss 0.0017 scale 1.43 lr 2.0e-04 0.65 it/s vram 6.5 GB 391.0 min step 15250 loss 0.0017 scale 1.61 lr 2.0e-04 0.65 it/s vram 6.5 GB 392.5 min step 15300 loss 0.0016 scale 1.99 lr 2.0e-04 0.65 it/s vram 6.5 GB 394.1 min step 15350 loss 0.0017 scale 1.71 lr 2.0e-04 0.65 it/s vram 6.5 GB 395.6 min step 15400 loss 0.0017 scale 0.94 lr 2.0e-04 0.65 it/s vram 6.5 GB 397.2 min step 15450 loss 0.0017 scale 1.14 lr 2.0e-04 0.65 it/s vram 6.5 GB 398.8 min step 15500 loss 0.0017 scale 1.96 lr 2.0e-04 0.65 it/s vram 6.5 GB 400.3 min step 15550 loss 0.0018 scale 0.86 lr 2.0e-04 0.64 it/s vram 6.5 GB 401.9 min step 15600 loss 0.0016 scale 0.83 lr 2.0e-04 0.64 it/s vram 6.5 GB 403.4 min step 15650 loss 0.0018 scale 1.77 lr 2.0e-04 0.64 it/s vram 6.5 GB 405.0 min step 15700 loss 0.0016 scale 1.11 lr 2.0e-04 0.64 it/s vram 6.5 GB 406.5 min step 15750 loss 0.0017 scale 1.52 lr 2.0e-04 0.64 it/s vram 6.5 GB 408.1 min step 15800 loss 0.0017 scale 0.98 lr 2.0e-04 0.64 it/s vram 6.5 GB 409.7 min step 15850 loss 0.0017 scale 0.76 lr 2.0e-04 0.64 it/s vram 6.5 GB 411.2 min step 15900 loss 0.0017 scale 0.93 lr 2.0e-04 0.64 it/s vram 6.5 GB 412.8 min step 15950 loss 0.0017 scale 0.77 lr 2.0e-04 0.64 it/s vram 6.5 GB 414.4 min step 16000 loss 0.0017 scale 1.03 lr 2.0e-04 0.64 it/s vram 6.5 GB 415.9 min preview scale 1.00: target error coverage 0.016, green 0.03, street 0.016, height_m 0.746, far 0.151, bsize_m 7.107 preview scale 2.00: target error coverage 0.041, green 0.067, street 0.006, height_m 3.157, far 0.347, bsize_m 11.112 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.05, coverage 0.11, green 0.11, street 0.03 val loss 0.0013 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 16050 loss 0.0017 scale 1.63 lr 2.0e-04 0.64 it/s vram 6.5 GB 418.0 min step 16100 loss 0.0017 scale 0.87 lr 2.0e-04 0.64 it/s vram 6.5 GB 419.6 min step 16150 loss 0.0016 scale 0.94 lr 2.0e-04 0.64 it/s vram 6.5 GB 421.1 min step 16200 loss 0.0017 scale 1.94 lr 2.0e-04 0.64 it/s vram 6.5 GB 422.7 min step 16250 loss 0.0017 scale 1.94 lr 2.0e-04 0.64 it/s vram 6.5 GB 424.2 min step 16300 loss 0.0017 scale 0.78 lr 2.0e-04 0.64 it/s vram 6.5 GB 425.8 min step 16350 loss 0.0016 scale 0.97 lr 2.0e-04 0.64 it/s vram 6.5 GB 427.3 min step 16400 loss 0.0016 scale 0.92 lr 2.0e-04 0.64 it/s vram 6.5 GB 428.9 min step 16450 loss 0.0017 scale 1.31 lr 2.0e-04 0.64 it/s vram 6.5 GB 430.5 min step 16500 loss 0.0016 scale 1.49 lr 2.0e-04 0.64 it/s vram 6.5 GB 432.0 min step 16550 loss 0.0016 scale 1.00 lr 2.0e-04 0.64 it/s vram 6.5 GB 433.6 min step 16600 loss 0.0016 scale 1.58 lr 2.0e-04 0.64 it/s vram 6.5 GB 435.1 min step 16650 loss 0.0016 scale 1.86 lr 2.0e-04 0.64 it/s vram 6.5 GB 436.7 min step 16700 loss 0.0017 scale 0.93 lr 2.0e-04 0.64 it/s vram 6.5 GB 438.3 min step 16750 loss 0.0016 scale 0.83 lr 2.0e-04 0.63 it/s vram 6.5 GB 439.8 min step 16800 loss 0.0016 scale 1.17 lr 2.0e-04 0.63 it/s vram 6.5 GB 441.4 min step 16850 loss 0.0016 scale 1.26 lr 2.0e-04 0.63 it/s vram 6.5 GB 442.9 min step 16900 loss 0.0017 scale 0.89 lr 2.0e-04 0.63 it/s vram 6.5 GB 444.5 min step 16950 loss 0.0017 scale 1.73 lr 2.0e-04 0.63 it/s vram 6.5 GB 446.0 min step 17000 loss 0.0018 scale 0.94 lr 2.0e-04 0.63 it/s vram 6.5 GB 447.6 min step 17050 loss 0.0016 scale 1.12 lr 2.0e-04 0.63 it/s vram 6.5 GB 449.2 min step 17100 loss 0.0017 scale 1.03 lr 2.0e-04 0.63 it/s vram 6.5 GB 450.7 min step 17150 loss 0.0016 scale 1.43 lr 2.0e-04 0.63 it/s vram 6.5 GB 452.3 min step 17200 loss 0.0016 scale 1.93 lr 2.0e-04 0.63 it/s vram 6.5 GB 453.8 min step 17250 loss 0.0017 scale 1.92 lr 2.0e-04 0.63 it/s vram 6.5 GB 455.4 min step 17300 loss 0.0017 scale 1.14 lr 2.0e-04 0.63 it/s vram 6.5 GB 457.0 min step 17350 loss 0.0017 scale 0.76 lr 2.0e-04 0.63 it/s vram 6.5 GB 458.5 min step 17400 loss 0.0016 scale 1.52 lr 2.0e-04 0.63 it/s vram 6.5 GB 460.1 min step 17450 loss 0.0016 scale 1.06 lr 2.0e-04 0.63 it/s vram 6.5 GB 461.6 min step 17500 loss 0.0017 scale 1.36 lr 2.0e-04 0.63 it/s vram 6.5 GB 463.2 min step 17550 loss 0.0017 scale 1.20 lr 2.0e-04 0.63 it/s vram 6.5 GB 464.8 min step 17600 loss 0.0016 scale 1.36 lr 2.0e-04 0.63 it/s vram 6.5 GB 466.3 min step 17650 loss 0.0016 scale 1.46 lr 2.0e-04 0.63 it/s vram 6.5 GB 467.9 min step 17700 loss 0.0017 scale 1.82 lr 2.0e-04 0.63 it/s vram 6.5 GB 469.4 min step 17750 loss 0.0016 scale 1.48 lr 2.0e-04 0.63 it/s vram 6.5 GB 471.0 min step 17800 loss 0.0017 scale 1.75 lr 2.0e-04 0.63 it/s vram 6.5 GB 472.6 min step 17850 loss 0.0017 scale 1.24 lr 2.0e-04 0.63 it/s vram 6.5 GB 474.1 min step 17900 loss 0.0016 scale 1.49 lr 2.0e-04 0.63 it/s vram 6.5 GB 475.7 min step 17950 loss 0.0016 scale 1.08 lr 2.0e-04 0.63 it/s vram 6.5 GB 477.2 min step 18000 loss 0.0016 scale 0.93 lr 2.0e-04 0.63 it/s vram 6.5 GB 478.8 min preview scale 1.00: target error coverage 0.013, green 0.03, street 0.013, height_m 0.683, far 0.133, bsize_m 6.995 preview scale 2.00: target error coverage 0.043, green 0.067, street 0.005, height_m 3.15, far 0.356, bsize_m 10.731 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.10, green 0.10, street 0.02 val loss 0.0012 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 18050 loss 0.0017 scale 1.10 lr 2.0e-04 0.63 it/s vram 6.5 GB 480.9 min step 18100 loss 0.0017 scale 1.91 lr 2.0e-04 0.63 it/s vram 6.5 GB 482.4 min step 18150 loss 0.0016 scale 1.55 lr 2.0e-04 0.62 it/s vram 6.5 GB 484.0 min step 18200 loss 0.0016 scale 1.82 lr 2.0e-04 0.62 it/s vram 6.5 GB 485.6 min step 18250 loss 0.0018 scale 1.58 lr 2.0e-04 0.62 it/s vram 6.5 GB 487.1 min step 18300 loss 0.0016 scale 1.40 lr 2.0e-04 0.62 it/s vram 6.5 GB 488.7 min step 18350 loss 0.0016 scale 1.70 lr 2.0e-04 0.62 it/s vram 6.5 GB 490.2 min step 18400 loss 0.0016 scale 0.98 lr 2.0e-04 0.62 it/s vram 6.5 GB 491.8 min step 18450 loss 0.0017 scale 1.30 lr 2.0e-04 0.62 it/s vram 6.5 GB 493.4 min step 18500 loss 0.0015 scale 0.83 lr 2.0e-04 0.62 it/s vram 6.5 GB 494.9 min step 18550 loss 0.0016 scale 1.42 lr 2.0e-04 0.62 it/s vram 6.5 GB 496.5 min step 18600 loss 0.0016 scale 1.20 lr 2.0e-04 0.62 it/s vram 6.5 GB 498.0 min step 18650 loss 0.0016 scale 1.60 lr 2.0e-04 0.62 it/s vram 6.5 GB 499.6 min step 18700 loss 0.0015 scale 1.36 lr 2.0e-04 0.62 it/s vram 6.5 GB 501.2 min step 18750 loss 0.0015 scale 0.89 lr 2.0e-04 0.62 it/s vram 6.5 GB 502.7 min step 18800 loss 0.0017 scale 1.60 lr 2.0e-04 0.62 it/s vram 6.5 GB 504.3 min step 18850 loss 0.0016 scale 1.81 lr 2.0e-04 0.62 it/s vram 6.5 GB 505.9 min step 18900 loss 0.0016 scale 0.96 lr 2.0e-04 0.62 it/s vram 6.5 GB 507.4 min step 18950 loss 0.0015 scale 1.36 lr 2.0e-04 0.62 it/s vram 6.5 GB 509.0 min step 19000 loss 0.0017 scale 0.98 lr 2.0e-04 0.62 it/s vram 6.5 GB 510.6 min step 19050 loss 0.0016 scale 0.85 lr 2.0e-04 0.62 it/s vram 6.5 GB 512.1 min step 19100 loss 0.0016 scale 1.61 lr 2.0e-04 0.62 it/s vram 6.5 GB 513.7 min step 19150 loss 0.0016 scale 1.45 lr 2.0e-04 0.62 it/s vram 6.5 GB 515.3 min step 19200 loss 0.0015 scale 0.76 lr 2.0e-04 0.62 it/s vram 6.5 GB 516.8 min step 19250 loss 0.0016 scale 1.70 lr 2.0e-04 0.62 it/s vram 6.5 GB 518.3 min step 19300 loss 0.0018 scale 0.84 lr 2.0e-04 0.62 it/s vram 6.5 GB 519.9 min step 19350 loss 0.0015 scale 0.99 lr 2.0e-04 0.62 it/s vram 6.5 GB 521.5 min step 19400 loss 0.0016 scale 1.17 lr 2.0e-04 0.62 it/s vram 6.5 GB 523.0 min step 19450 loss 0.0016 scale 1.83 lr 2.0e-04 0.62 it/s vram 6.5 GB 524.6 min step 19500 loss 0.0016 scale 1.06 lr 2.0e-04 0.62 it/s vram 6.5 GB 526.1 min step 19550 loss 0.0017 scale 0.78 lr 2.0e-04 0.62 it/s vram 6.5 GB 527.7 min step 19600 loss 0.0017 scale 0.79 lr 2.0e-04 0.62 it/s vram 6.5 GB 529.3 min step 19650 loss 0.0016 scale 1.14 lr 2.0e-04 0.62 it/s vram 6.5 GB 530.8 min step 19700 loss 0.0016 scale 0.92 lr 2.0e-04 0.62 it/s vram 6.5 GB 532.4 min step 19750 loss 0.0015 scale 1.28 lr 2.0e-04 0.62 it/s vram 6.5 GB 534.0 min step 19800 loss 0.0015 scale 1.40 lr 2.0e-04 0.62 it/s vram 6.5 GB 535.5 min step 19850 loss 0.0016 scale 0.89 lr 2.0e-04 0.62 it/s vram 6.5 GB 537.0 min step 19900 loss 0.0016 scale 1.18 lr 2.0e-04 0.62 it/s vram 6.5 GB 538.6 min step 19950 loss 0.0015 scale 1.53 lr 2.0e-04 0.62 it/s vram 6.5 GB 540.2 min step 20000 loss 0.0016 scale 1.58 lr 2.0e-04 0.62 it/s vram 6.5 GB 541.7 min preview scale 1.00: target error coverage 0.016, green 0.029, street 0.013, height_m 0.708, far 0.147, bsize_m 6.437 preview scale 2.00: target error coverage 0.049, green 0.069, street 0.005, height_m 3.331, far 0.387, bsize_m 13.908 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.09, green 0.09, street 0.01 val loss 0.0012 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 20050 loss 0.0015 scale 0.78 lr 2.0e-04 0.61 it/s vram 6.5 GB 543.9 min step 20100 loss 0.0016 scale 1.15 lr 2.0e-04 0.61 it/s vram 6.5 GB 545.4 min step 20150 loss 0.0015 scale 0.83 lr 2.0e-04 0.61 it/s vram 6.5 GB 547.0 min step 20200 loss 0.0016 scale 1.29 lr 2.0e-04 0.61 it/s vram 6.5 GB 548.6 min step 20250 loss 0.0016 scale 1.58 lr 2.0e-04 0.61 it/s vram 6.5 GB 550.1 min step 20300 loss 0.0017 scale 1.12 lr 2.0e-04 0.61 it/s vram 6.5 GB 551.7 min step 20350 loss 0.0016 scale 1.88 lr 2.0e-04 0.61 it/s vram 6.5 GB 553.2 min step 20400 loss 0.0016 scale 0.83 lr 2.0e-04 0.61 it/s vram 6.5 GB 554.8 min step 20450 loss 0.0016 scale 1.74 lr 2.0e-04 0.61 it/s vram 6.5 GB 556.4 min step 20500 loss 0.0015 scale 0.76 lr 2.0e-04 0.61 it/s vram 6.5 GB 557.9 min step 20550 loss 0.0016 scale 0.80 lr 2.0e-04 0.61 it/s vram 6.5 GB 559.5 min step 20600 loss 0.0016 scale 0.94 lr 2.0e-04 0.61 it/s vram 6.5 GB 561.1 min step 20650 loss 0.0015 scale 1.07 lr 2.0e-04 0.61 it/s vram 6.5 GB 562.6 min step 20700 loss 0.0015 scale 1.85 lr 2.0e-04 0.61 it/s vram 6.5 GB 564.1 min step 20750 loss 0.0015 scale 0.93 lr 2.0e-04 0.61 it/s vram 6.5 GB 565.7 min step 20800 loss 0.0017 scale 1.58 lr 2.0e-04 0.61 it/s vram 6.5 GB 567.2 min step 20850 loss 0.0016 scale 1.75 lr 2.0e-04 0.61 it/s vram 6.5 GB 568.8 min step 20900 loss 0.0016 scale 1.26 lr 2.0e-04 0.61 it/s vram 6.5 GB 570.3 min step 20950 loss 0.0016 scale 0.75 lr 2.0e-04 0.61 it/s vram 6.5 GB 571.9 min step 21000 loss 0.0016 scale 1.53 lr 2.0e-04 0.61 it/s vram 6.5 GB 573.4 min step 21050 loss 0.0015 scale 1.54 lr 2.0e-04 0.61 it/s vram 6.5 GB 575.0 min step 21100 loss 0.0015 scale 1.18 lr 2.0e-04 0.61 it/s vram 6.5 GB 576.5 min step 21150 loss 0.0015 scale 1.22 lr 2.0e-04 0.61 it/s vram 6.5 GB 578.1 min step 21200 loss 0.0016 scale 1.25 lr 2.0e-04 0.61 it/s vram 6.5 GB 579.7 min step 21250 loss 0.0015 scale 1.45 lr 2.0e-04 0.61 it/s vram 6.5 GB 581.2 min step 21300 loss 0.0016 scale 0.92 lr 2.0e-04 0.61 it/s vram 6.5 GB 582.8 min step 21350 loss 0.0015 scale 0.94 lr 2.0e-04 0.61 it/s vram 6.5 GB 584.3 min step 21400 loss 0.0015 scale 1.27 lr 2.0e-04 0.61 it/s vram 6.5 GB 585.9 min step 21450 loss 0.0016 scale 0.92 lr 2.0e-04 0.61 it/s vram 6.5 GB 587.4 min step 21500 loss 0.0017 scale 1.38 lr 2.0e-04 0.61 it/s vram 6.5 GB 589.0 min step 21550 loss 0.0016 scale 1.02 lr 2.0e-04 0.61 it/s vram 6.5 GB 590.6 min step 21600 loss 0.0016 scale 1.63 lr 2.0e-04 0.61 it/s vram 6.5 GB 592.1 min step 21650 loss 0.0015 scale 0.96 lr 2.0e-04 0.61 it/s vram 6.5 GB 593.7 min step 21700 loss 0.0017 scale 0.87 lr 2.0e-04 0.61 it/s vram 6.5 GB 595.2 min step 21750 loss 0.0016 scale 1.19 lr 2.0e-04 0.61 it/s vram 6.5 GB 596.8 min step 21800 loss 0.0015 scale 1.41 lr 2.0e-04 0.61 it/s vram 6.5 GB 598.4 min step 21850 loss 0.0015 scale 1.17 lr 2.0e-04 0.61 it/s vram 6.5 GB 599.9 min step 21900 loss 0.0015 scale 0.90 lr 2.0e-04 0.61 it/s vram 6.5 GB 601.5 min step 21950 loss 0.0015 scale 0.90 lr 2.0e-04 0.61 it/s vram 6.5 GB 603.1 min step 22000 loss 0.0016 scale 0.77 lr 2.0e-04 0.61 it/s vram 6.5 GB 604.6 min preview scale 1.00: target error coverage 0.01, green 0.027, street 0.013, height_m 0.682, far 0.129, bsize_m 5.955 preview scale 2.00: target error coverage 0.047, green 0.066, street 0.007, height_m 3.245, far 0.35, bsize_m 12.511 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.08, green 0.09, street 0.01 val loss 0.0012 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 22050 loss 0.0015 scale 1.58 lr 2.0e-04 0.61 it/s vram 6.5 GB 606.7 min step 22100 loss 0.0016 scale 1.69 lr 2.0e-04 0.61 it/s vram 6.5 GB 608.3 min step 22150 loss 0.0016 scale 0.90 lr 2.0e-04 0.61 it/s vram 6.5 GB 609.8 min step 22200 loss 0.0015 scale 0.76 lr 2.0e-04 0.61 it/s vram 6.5 GB 611.4 min step 22250 loss 0.0016 scale 0.82 lr 2.0e-04 0.61 it/s vram 6.5 GB 612.9 min step 22300 loss 0.0015 scale 1.10 lr 2.0e-04 0.60 it/s vram 6.5 GB 614.5 min step 22350 loss 0.0015 scale 0.84 lr 2.0e-04 0.60 it/s vram 6.5 GB 616.1 min step 22400 loss 0.0016 scale 0.89 lr 2.0e-04 0.60 it/s vram 6.5 GB 617.6 min step 22450 loss 0.0015 scale 0.83 lr 2.0e-04 0.60 it/s vram 6.5 GB 619.2 min step 22500 loss 0.0016 scale 0.84 lr 2.0e-04 0.60 it/s vram 6.5 GB 620.7 min step 22550 loss 0.0016 scale 1.68 lr 2.0e-04 0.60 it/s vram 6.5 GB 622.3 min step 22600 loss 0.0015 scale 0.97 lr 2.0e-04 0.60 it/s vram 6.5 GB 623.8 min step 22650 loss 0.0015 scale 1.73 lr 2.0e-04 0.60 it/s vram 6.5 GB 625.4 min step 22700 loss 0.0016 scale 1.47 lr 2.0e-04 0.60 it/s vram 6.5 GB 626.9 min step 22750 loss 0.0015 scale 1.43 lr 2.0e-04 0.60 it/s vram 6.5 GB 628.5 min step 22800 loss 0.0015 scale 0.85 lr 2.0e-04 0.60 it/s vram 6.5 GB 630.0 min step 22850 loss 0.0016 scale 1.11 lr 2.0e-04 0.60 it/s vram 6.5 GB 631.6 min step 22900 loss 0.0014 scale 1.21 lr 2.0e-04 0.60 it/s vram 6.5 GB 633.1 min step 22950 loss 0.0015 scale 1.31 lr 2.0e-04 0.60 it/s vram 6.5 GB 634.7 min step 23000 loss 0.0017 scale 0.80 lr 2.0e-04 0.60 it/s vram 6.5 GB 636.3 min step 23050 loss 0.0015 scale 1.10 lr 2.0e-04 0.60 it/s vram 6.5 GB 637.8 min step 23100 loss 0.0017 scale 0.89 lr 2.0e-04 0.60 it/s vram 6.5 GB 639.4 min step 23150 loss 0.0016 scale 1.59 lr 2.0e-04 0.60 it/s vram 6.5 GB 640.9 min step 23200 loss 0.0016 scale 0.76 lr 2.0e-04 0.60 it/s vram 6.5 GB 642.5 min step 23250 loss 0.0016 scale 1.70 lr 2.0e-04 0.60 it/s vram 6.5 GB 644.1 min step 23300 loss 0.0016 scale 1.56 lr 2.0e-04 0.60 it/s vram 6.5 GB 645.6 min step 23350 loss 0.0015 scale 0.95 lr 2.0e-04 0.60 it/s vram 6.5 GB 647.2 min step 23400 loss 0.0015 scale 1.55 lr 2.0e-04 0.60 it/s vram 6.5 GB 648.7 min step 23450 loss 0.0015 scale 1.61 lr 2.0e-04 0.60 it/s vram 6.5 GB 650.3 min step 23500 loss 0.0014 scale 1.68 lr 2.0e-04 0.60 it/s vram 6.5 GB 651.8 min step 23550 loss 0.0014 scale 0.93 lr 2.0e-04 0.60 it/s vram 6.5 GB 653.4 min step 23600 loss 0.0015 scale 1.54 lr 2.0e-04 0.60 it/s vram 6.5 GB 654.9 min step 23650 loss 0.0015 scale 1.35 lr 2.0e-04 0.60 it/s vram 6.5 GB 656.5 min step 23700 loss 0.0015 scale 0.80 lr 2.0e-04 0.60 it/s vram 6.5 GB 658.1 min step 23750 loss 0.0015 scale 1.45 lr 2.0e-04 0.60 it/s vram 6.5 GB 659.6 min step 23800 loss 0.0016 scale 1.17 lr 2.0e-04 0.60 it/s vram 6.5 GB 661.2 min step 23850 loss 0.0016 scale 1.23 lr 2.0e-04 0.60 it/s vram 6.5 GB 662.7 min step 23900 loss 0.0015 scale 0.86 lr 2.0e-04 0.60 it/s vram 6.5 GB 664.3 min step 23950 loss 0.0015 scale 0.80 lr 2.0e-04 0.60 it/s vram 6.5 GB 665.9 min step 24000 loss 0.0014 scale 1.46 lr 2.0e-04 0.60 it/s vram 6.5 GB 667.4 min preview scale 1.00: target error coverage 0.011, green 0.025, street 0.013, height_m 0.602, far 0.103, bsize_m 6.089 preview scale 2.00: target error coverage 0.049, green 0.065, street 0.005, height_m 3.227, far 0.342, bsize_m 12.134 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.09, green 0.10, street 0.05 val loss 0.0012 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 24050 loss 0.0015 scale 1.58 lr 2.0e-04 0.60 it/s vram 6.5 GB 669.5 min step 24100 loss 0.0016 scale 1.71 lr 2.0e-04 0.60 it/s vram 6.5 GB 671.0 min step 24150 loss 0.0014 scale 1.79 lr 2.0e-04 0.60 it/s vram 6.5 GB 672.6 min step 24200 loss 0.0016 scale 0.81 lr 2.0e-04 0.60 it/s vram 6.5 GB 674.2 min step 24250 loss 0.0015 scale 0.86 lr 2.0e-04 0.60 it/s vram 6.5 GB 675.7 min step 24300 loss 0.0015 scale 1.50 lr 2.0e-04 0.60 it/s vram 6.5 GB 677.3 min step 24350 loss 0.0015 scale 1.82 lr 2.0e-04 0.60 it/s vram 6.5 GB 678.8 min step 24400 loss 0.0015 scale 1.26 lr 2.0e-04 0.60 it/s vram 6.5 GB 680.4 min step 24450 loss 0.0015 scale 0.82 lr 2.0e-04 0.60 it/s vram 6.5 GB 682.0 min step 24500 loss 0.0015 scale 0.99 lr 2.0e-04 0.60 it/s vram 6.5 GB 683.5 min step 24550 loss 0.0015 scale 1.35 lr 2.0e-04 0.60 it/s vram 6.5 GB 685.1 min step 24600 loss 0.0015 scale 1.88 lr 2.0e-04 0.60 it/s vram 6.5 GB 686.6 min step 24650 loss 0.0015 scale 0.82 lr 2.0e-04 0.60 it/s vram 6.5 GB 688.2 min step 24700 loss 0.0015 scale 1.78 lr 2.0e-04 0.60 it/s vram 6.5 GB 689.7 min step 24750 loss 0.0016 scale 1.11 lr 2.0e-04 0.60 it/s vram 6.5 GB 691.3 min step 24800 loss 0.0015 scale 1.57 lr 2.0e-04 0.60 it/s vram 6.5 GB 692.8 min step 24850 loss 0.0015 scale 1.80 lr 2.0e-04 0.60 it/s vram 6.5 GB 694.4 min step 24900 loss 0.0015 scale 0.76 lr 2.0e-04 0.60 it/s vram 6.5 GB 695.9 min step 24950 loss 0.0015 scale 1.44 lr 2.0e-04 0.60 it/s vram 6.5 GB 697.5 min step 25000 loss 0.0015 scale 1.20 lr 2.0e-04 0.60 it/s vram 6.5 GB 699.1 min step 25050 loss 0.0015 scale 1.29 lr 2.0e-04 0.60 it/s vram 6.5 GB 700.6 min step 25100 loss 0.0015 scale 1.08 lr 2.0e-04 0.60 it/s vram 6.5 GB 702.2 min step 25150 loss 0.0015 scale 0.83 lr 2.0e-04 0.60 it/s vram 6.5 GB 703.7 min step 25200 loss 0.0015 scale 1.87 lr 2.0e-04 0.60 it/s vram 6.5 GB 705.3 min step 25250 loss 0.0015 scale 1.54 lr 2.0e-04 0.60 it/s vram 6.5 GB 706.8 min step 25300 loss 0.0015 scale 1.80 lr 2.0e-04 0.60 it/s vram 6.5 GB 708.4 min step 25350 loss 0.0015 scale 1.59 lr 2.0e-04 0.60 it/s vram 6.5 GB 709.9 min step 25400 loss 0.0016 scale 0.93 lr 2.0e-04 0.60 it/s vram 6.5 GB 711.5 min step 25450 loss 0.0015 scale 1.49 lr 2.0e-04 0.59 it/s vram 6.5 GB 713.0 min step 25500 loss 0.0015 scale 1.35 lr 2.0e-04 0.59 it/s vram 6.5 GB 714.6 min step 25550 loss 0.0014 scale 1.70 lr 2.0e-04 0.59 it/s vram 6.5 GB 716.1 min step 25600 loss 0.0015 scale 1.86 lr 2.0e-04 0.59 it/s vram 6.5 GB 717.7 min step 25650 loss 0.0016 scale 1.16 lr 2.0e-04 0.59 it/s vram 6.5 GB 719.3 min step 25700 loss 0.0014 scale 1.22 lr 2.0e-04 0.59 it/s vram 6.5 GB 720.8 min step 25750 loss 0.0016 scale 1.12 lr 2.0e-04 0.59 it/s vram 6.5 GB 722.4 min step 25800 loss 0.0016 scale 1.24 lr 2.0e-04 0.59 it/s vram 6.5 GB 723.9 min step 25850 loss 0.0015 scale 1.79 lr 2.0e-04 0.59 it/s vram 6.5 GB 725.5 min step 25900 loss 0.0015 scale 1.43 lr 2.0e-04 0.59 it/s vram 6.5 GB 727.1 min step 25950 loss 0.0016 scale 0.91 lr 2.0e-04 0.59 it/s vram 6.5 GB 728.6 min step 26000 loss 0.0015 scale 1.64 lr 2.0e-04 0.59 it/s vram 6.5 GB 730.2 min preview scale 1.00: target error coverage 0.013, green 0.024, street 0.013, height_m 0.575, far 0.114, bsize_m 5.266 preview scale 2.00: target error coverage 0.046, green 0.063, street 0.004, height_m 3.071, far 0.348, bsize_m 11.72 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.09, green 0.11, street 0.04 val loss 0.0012 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 26050 loss 0.0015 scale 1.50 lr 2.0e-04 0.59 it/s vram 6.5 GB 732.3 min step 26100 loss 0.0015 scale 1.34 lr 2.0e-04 0.59 it/s vram 6.5 GB 733.8 min step 26150 loss 0.0015 scale 1.21 lr 2.0e-04 0.59 it/s vram 6.5 GB 735.4 min step 26200 loss 0.0015 scale 1.23 lr 2.0e-04 0.59 it/s vram 6.5 GB 737.0 min step 26250 loss 0.0015 scale 1.54 lr 2.0e-04 0.59 it/s vram 6.5 GB 738.5 min step 26300 loss 0.0015 scale 1.15 lr 2.0e-04 0.59 it/s vram 6.5 GB 740.1 min step 26350 loss 0.0015 scale 1.18 lr 2.0e-04 0.59 it/s vram 6.5 GB 741.6 min step 26400 loss 0.0015 scale 1.68 lr 2.0e-04 0.59 it/s vram 6.5 GB 743.2 min step 26450 loss 0.0015 scale 1.46 lr 2.0e-04 0.59 it/s vram 6.5 GB 744.7 min step 26500 loss 0.0015 scale 1.14 lr 2.0e-04 0.59 it/s vram 6.5 GB 746.2 min step 26550 loss 0.0015 scale 1.34 lr 2.0e-04 0.59 it/s vram 6.5 GB 747.8 min step 26600 loss 0.0014 scale 0.93 lr 2.0e-04 0.59 it/s vram 6.5 GB 749.3 min step 26650 loss 0.0015 scale 1.00 lr 2.0e-04 0.59 it/s vram 6.5 GB 750.9 min step 26700 loss 0.0015 scale 1.35 lr 2.0e-04 0.59 it/s vram 6.5 GB 752.4 min step 26750 loss 0.0015 scale 1.81 lr 2.0e-04 0.59 it/s vram 6.5 GB 754.0 min step 26800 loss 0.0014 scale 0.95 lr 2.0e-04 0.59 it/s vram 6.5 GB 755.5 min step 26850 loss 0.0015 scale 0.93 lr 2.0e-04 0.59 it/s vram 6.5 GB 757.1 min step 26900 loss 0.0014 scale 1.58 lr 2.0e-04 0.59 it/s vram 6.5 GB 758.7 min step 26950 loss 0.0015 scale 0.99 lr 2.0e-04 0.59 it/s vram 6.5 GB 760.2 min step 27000 loss 0.0016 scale 0.76 lr 2.0e-04 0.59 it/s vram 6.5 GB 761.8 min step 27050 loss 0.0015 scale 0.77 lr 2.0e-04 0.59 it/s vram 6.5 GB 763.3 min step 27100 loss 0.0015 scale 0.80 lr 2.0e-04 0.59 it/s vram 6.5 GB 764.9 min step 27150 loss 0.0015 scale 1.42 lr 2.0e-04 0.59 it/s vram 6.5 GB 766.5 min step 27200 loss 0.0015 scale 1.73 lr 2.0e-04 0.59 it/s vram 6.5 GB 768.0 min step 27250 loss 0.0015 scale 1.43 lr 2.0e-04 0.59 it/s vram 6.5 GB 769.6 min step 27300 loss 0.0015 scale 0.95 lr 2.0e-04 0.59 it/s vram 6.5 GB 771.1 min step 27350 loss 0.0014 scale 1.04 lr 2.0e-04 0.59 it/s vram 6.5 GB 772.7 min step 27400 loss 0.0015 scale 1.60 lr 2.0e-04 0.59 it/s vram 6.5 GB 774.3 min step 27450 loss 0.0014 scale 1.17 lr 2.0e-04 0.59 it/s vram 6.5 GB 775.8 min step 27500 loss 0.0014 scale 1.79 lr 2.0e-04 0.59 it/s vram 6.5 GB 777.3 min step 27550 loss 0.0015 scale 1.73 lr 2.0e-04 0.59 it/s vram 6.5 GB 778.9 min step 27600 loss 0.0015 scale 1.15 lr 2.0e-04 0.59 it/s vram 6.5 GB 780.4 min step 27650 loss 0.0015 scale 1.99 lr 2.0e-04 0.59 it/s vram 6.5 GB 782.0 min step 27700 loss 0.0015 scale 1.58 lr 2.0e-04 0.59 it/s vram 6.5 GB 783.6 min step 27750 loss 0.0015 scale 1.66 lr 2.0e-04 0.59 it/s vram 6.5 GB 785.1 min step 27800 loss 0.0015 scale 1.10 lr 2.0e-04 0.59 it/s vram 6.5 GB 786.7 min step 27850 loss 0.0015 scale 0.97 lr 2.0e-04 0.59 it/s vram 6.5 GB 788.2 min step 27900 loss 0.0014 scale 0.99 lr 2.0e-04 0.59 it/s vram 6.5 GB 789.8 min step 27950 loss 0.0016 scale 1.07 lr 2.0e-04 0.59 it/s vram 6.5 GB 791.3 min step 28000 loss 0.0015 scale 1.25 lr 2.0e-04 0.59 it/s vram 6.5 GB 792.9 min preview scale 1.00: target error coverage 0.015, green 0.023, street 0.014, height_m 0.529, far 0.1, bsize_m 5.917 preview scale 2.00: target error coverage 0.05, green 0.063, street 0.003, height_m 3.069, far 0.356, bsize_m 12.005 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.09, green 0.10, street 0.04 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 28050 loss 0.0016 scale 0.78 lr 2.0e-04 0.59 it/s vram 6.5 GB 795.0 min step 28100 loss 0.0015 scale 1.19 lr 2.0e-04 0.59 it/s vram 6.5 GB 796.6 min step 28150 loss 0.0015 scale 0.89 lr 2.0e-04 0.59 it/s vram 6.5 GB 798.1 min step 28200 loss 0.0014 scale 1.18 lr 2.0e-04 0.59 it/s vram 6.5 GB 799.7 min step 28250 loss 0.0015 scale 1.48 lr 2.0e-04 0.59 it/s vram 6.5 GB 801.2 min step 28300 loss 0.0015 scale 0.93 lr 2.0e-04 0.59 it/s vram 6.5 GB 802.8 min step 28350 loss 0.0015 scale 1.02 lr 2.0e-04 0.59 it/s vram 6.5 GB 804.3 min step 28400 loss 0.0014 scale 1.79 lr 2.0e-04 0.59 it/s vram 6.5 GB 805.9 min step 28450 loss 0.0015 scale 1.25 lr 2.0e-04 0.59 it/s vram 6.5 GB 807.4 min step 28500 loss 0.0015 scale 1.32 lr 2.0e-04 0.59 it/s vram 6.5 GB 809.0 min step 28550 loss 0.0014 scale 0.96 lr 2.0e-04 0.59 it/s vram 6.5 GB 810.6 min step 28600 loss 0.0015 scale 1.78 lr 2.0e-04 0.59 it/s vram 6.5 GB 812.1 min step 28650 loss 0.0015 scale 1.33 lr 2.0e-04 0.59 it/s vram 6.5 GB 813.7 min step 28700 loss 0.0014 scale 1.34 lr 2.0e-04 0.59 it/s vram 6.5 GB 815.2 min step 28750 loss 0.0016 scale 1.16 lr 2.0e-04 0.59 it/s vram 6.5 GB 816.8 min step 28800 loss 0.0015 scale 0.97 lr 2.0e-04 0.59 it/s vram 6.5 GB 818.3 min step 28850 loss 0.0014 scale 1.93 lr 2.0e-04 0.59 it/s vram 6.5 GB 819.9 min step 28900 loss 0.0015 scale 0.94 lr 2.0e-04 0.59 it/s vram 6.5 GB 821.5 min step 28950 loss 0.0015 scale 1.23 lr 2.0e-04 0.59 it/s vram 6.5 GB 823.0 min step 29000 loss 0.0014 scale 1.36 lr 2.0e-04 0.59 it/s vram 6.5 GB 824.6 min step 29050 loss 0.0014 scale 1.42 lr 2.0e-04 0.59 it/s vram 6.5 GB 826.1 min step 29100 loss 0.0015 scale 0.96 lr 2.0e-04 0.59 it/s vram 6.5 GB 827.7 min step 29150 loss 0.0015 scale 1.46 lr 2.0e-04 0.59 it/s vram 6.5 GB 829.2 min step 29200 loss 0.0015 scale 0.86 lr 2.0e-04 0.59 it/s vram 6.5 GB 830.8 min step 29250 loss 0.0015 scale 1.36 lr 2.0e-04 0.59 it/s vram 6.5 GB 832.3 min step 29300 loss 0.0014 scale 1.88 lr 2.0e-04 0.59 it/s vram 6.5 GB 833.9 min step 29350 loss 0.0015 scale 0.82 lr 2.0e-04 0.59 it/s vram 6.5 GB 835.5 min step 29400 loss 0.0014 scale 0.90 lr 2.0e-04 0.59 it/s vram 6.5 GB 837.0 min step 29450 loss 0.0015 scale 0.77 lr 2.0e-04 0.59 it/s vram 6.5 GB 838.6 min step 29500 loss 0.0014 scale 1.09 lr 2.0e-04 0.59 it/s vram 6.5 GB 840.1 min step 29550 loss 0.0014 scale 1.25 lr 2.0e-04 0.59 it/s vram 6.5 GB 841.7 min step 29600 loss 0.0014 scale 1.81 lr 2.0e-04 0.59 it/s vram 6.5 GB 843.2 min step 29650 loss 0.0015 scale 0.97 lr 2.0e-04 0.58 it/s vram 6.5 GB 844.8 min step 29700 loss 0.0015 scale 1.87 lr 2.0e-04 0.58 it/s vram 6.5 GB 846.3 min step 29750 loss 0.0014 scale 1.23 lr 2.0e-04 0.58 it/s vram 6.5 GB 847.8 min step 29800 loss 0.0014 scale 1.75 lr 2.0e-04 0.58 it/s vram 6.5 GB 849.4 min step 29850 loss 0.0014 scale 0.80 lr 2.0e-04 0.58 it/s vram 6.5 GB 850.9 min step 29900 loss 0.0015 scale 1.14 lr 2.0e-04 0.58 it/s vram 6.5 GB 852.5 min step 29950 loss 0.0016 scale 0.83 lr 2.0e-04 0.58 it/s vram 6.5 GB 854.1 min step 30000 loss 0.0015 scale 0.95 lr 2.0e-04 0.58 it/s vram 6.5 GB 855.6 min preview scale 1.00: target error coverage 0.013, green 0.026, street 0.015, height_m 0.536, far 0.099, bsize_m 6.037 preview scale 2.00: target error coverage 0.045, green 0.065, street 0.002, height_m 2.983, far 0.346, bsize_m 13.087 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.09, green 0.08, street 0.04 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 30050 loss 0.0015 scale 0.80 lr 2.0e-04 0.58 it/s vram 6.5 GB 857.7 min step 30100 loss 0.0015 scale 1.63 lr 2.0e-04 0.58 it/s vram 6.5 GB 859.3 min step 30150 loss 0.0014 scale 1.11 lr 2.0e-04 0.58 it/s vram 6.5 GB 860.8 min step 30200 loss 0.0014 scale 1.64 lr 2.0e-04 0.58 it/s vram 6.5 GB 862.4 min step 30250 loss 0.0014 scale 1.58 lr 2.0e-04 0.58 it/s vram 6.5 GB 864.0 min step 30300 loss 0.0015 scale 1.00 lr 2.0e-04 0.58 it/s vram 6.5 GB 865.5 min step 30350 loss 0.0014 scale 0.84 lr 2.0e-04 0.58 it/s vram 6.5 GB 867.1 min step 30400 loss 0.0015 scale 1.09 lr 2.0e-04 0.58 it/s vram 6.5 GB 868.6 min step 30450 loss 0.0015 scale 0.84 lr 2.0e-04 0.58 it/s vram 6.5 GB 870.2 min step 30500 loss 0.0014 scale 1.15 lr 2.0e-04 0.58 it/s vram 6.5 GB 871.7 min step 30550 loss 0.0015 scale 1.81 lr 2.0e-04 0.58 it/s vram 6.5 GB 873.3 min step 30600 loss 0.0015 scale 1.32 lr 2.0e-04 0.58 it/s vram 6.5 GB 874.8 min step 30650 loss 0.0015 scale 1.19 lr 2.0e-04 0.58 it/s vram 6.5 GB 876.4 min step 30700 loss 0.0015 scale 1.35 lr 2.0e-04 0.58 it/s vram 6.5 GB 877.9 min step 30750 loss 0.0014 scale 0.75 lr 2.0e-04 0.58 it/s vram 6.5 GB 879.5 min step 30800 loss 0.0015 scale 1.48 lr 2.0e-04 0.58 it/s vram 6.5 GB 881.1 min step 30850 loss 0.0014 scale 1.55 lr 2.0e-04 0.58 it/s vram 6.5 GB 882.6 min step 30900 loss 0.0014 scale 0.77 lr 2.0e-04 0.58 it/s vram 6.5 GB 884.2 min step 30950 loss 0.0014 scale 1.54 lr 2.0e-04 0.58 it/s vram 6.5 GB 885.7 min step 31000 loss 0.0015 scale 1.29 lr 2.0e-04 0.58 it/s vram 6.5 GB 887.3 min step 31050 loss 0.0014 scale 1.77 lr 2.0e-04 0.58 it/s vram 6.5 GB 888.8 min step 31100 loss 0.0014 scale 0.77 lr 2.0e-04 0.58 it/s vram 6.5 GB 890.4 min step 31150 loss 0.0015 scale 0.84 lr 2.0e-04 0.58 it/s vram 6.5 GB 892.0 min step 31200 loss 0.0015 scale 1.48 lr 2.0e-04 0.58 it/s vram 6.5 GB 893.5 min step 31250 loss 0.0014 scale 1.56 lr 2.0e-04 0.58 it/s vram 6.5 GB 895.1 min step 31300 loss 0.0014 scale 0.99 lr 2.0e-04 0.58 it/s vram 6.5 GB 896.6 min step 31350 loss 0.0014 scale 1.77 lr 2.0e-04 0.58 it/s vram 6.5 GB 898.2 min step 31400 loss 0.0015 scale 0.91 lr 2.0e-04 0.58 it/s vram 6.5 GB 899.7 min step 31450 loss 0.0015 scale 0.88 lr 2.0e-04 0.58 it/s vram 6.5 GB 901.2 min step 31500 loss 0.0014 scale 1.15 lr 2.0e-04 0.58 it/s vram 6.5 GB 902.8 min step 31550 loss 0.0014 scale 1.18 lr 2.0e-04 0.58 it/s vram 6.5 GB 904.3 min step 31600 loss 0.0016 scale 0.92 lr 2.0e-04 0.58 it/s vram 6.5 GB 905.9 min step 31650 loss 0.0015 scale 1.76 lr 2.0e-04 0.58 it/s vram 6.5 GB 907.5 min step 31700 loss 0.0015 scale 1.71 lr 2.0e-04 0.58 it/s vram 6.5 GB 909.0 min step 31750 loss 0.0016 scale 0.99 lr 2.0e-04 0.58 it/s vram 6.5 GB 910.6 min step 31800 loss 0.0015 scale 1.04 lr 2.0e-04 0.58 it/s vram 6.5 GB 912.2 min step 31850 loss 0.0014 scale 0.89 lr 2.0e-04 0.58 it/s vram 6.5 GB 913.7 min step 31900 loss 0.0015 scale 0.77 lr 2.0e-04 0.58 it/s vram 6.5 GB 915.3 min step 31950 loss 0.0015 scale 1.77 lr 2.0e-04 0.58 it/s vram 6.5 GB 916.8 min step 32000 loss 0.0015 scale 1.56 lr 2.0e-04 0.58 it/s vram 6.5 GB 918.4 min preview scale 1.00: target error coverage 0.011, green 0.035, street 0.014, height_m 0.524, far 0.09, bsize_m 6.683 preview scale 2.00: target error coverage 0.041, green 0.068, street 0.003, height_m 3.092, far 0.348, bsize_m 11.703 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.09, green 0.07, street 0.03 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 32050 loss 0.0014 scale 1.48 lr 2.0e-04 0.58 it/s vram 6.5 GB 920.5 min step 32100 loss 0.0014 scale 1.22 lr 2.0e-04 0.58 it/s vram 6.5 GB 922.1 min step 32150 loss 0.0014 scale 1.83 lr 2.0e-04 0.58 it/s vram 6.5 GB 923.6 min step 32200 loss 0.0014 scale 0.84 lr 2.0e-04 0.58 it/s vram 6.5 GB 925.1 min step 32250 loss 0.0015 scale 1.58 lr 2.0e-04 0.58 it/s vram 6.5 GB 926.7 min step 32300 loss 0.0014 scale 0.97 lr 2.0e-04 0.58 it/s vram 6.5 GB 928.2 min step 32350 loss 0.0014 scale 0.96 lr 2.0e-04 0.58 it/s vram 6.5 GB 929.8 min step 32400 loss 0.0014 scale 1.65 lr 2.0e-04 0.58 it/s vram 6.5 GB 931.4 min step 32450 loss 0.0015 scale 1.42 lr 2.0e-04 0.58 it/s vram 6.5 GB 932.9 min step 32500 loss 0.0014 scale 1.08 lr 2.0e-04 0.58 it/s vram 6.5 GB 934.5 min step 32550 loss 0.0014 scale 0.88 lr 2.0e-04 0.58 it/s vram 6.5 GB 936.0 min step 32600 loss 0.0015 scale 1.42 lr 2.0e-04 0.58 it/s vram 6.5 GB 937.6 min step 32650 loss 0.0014 scale 0.84 lr 2.0e-04 0.58 it/s vram 6.5 GB 939.1 min step 32700 loss 0.0014 scale 0.76 lr 2.0e-04 0.58 it/s vram 6.5 GB 940.7 min step 32750 loss 0.0014 scale 1.72 lr 2.0e-04 0.58 it/s vram 6.5 GB 942.3 min step 32800 loss 0.0015 scale 1.34 lr 2.0e-04 0.58 it/s vram 6.5 GB 943.8 min step 32850 loss 0.0014 scale 1.69 lr 2.0e-04 0.58 it/s vram 6.5 GB 945.4 min step 32900 loss 0.0014 scale 1.71 lr 2.0e-04 0.58 it/s vram 6.5 GB 946.9 min step 32950 loss 0.0015 scale 0.76 lr 2.0e-04 0.58 it/s vram 6.5 GB 948.5 min step 33000 loss 0.0014 scale 1.41 lr 2.0e-04 0.58 it/s vram 6.5 GB 950.0 min step 33050 loss 0.0015 scale 1.11 lr 2.0e-04 0.58 it/s vram 6.5 GB 951.6 min step 33100 loss 0.0014 scale 1.90 lr 2.0e-04 0.58 it/s vram 6.5 GB 953.1 min step 33150 loss 0.0015 scale 0.76 lr 2.0e-04 0.58 it/s vram 6.5 GB 954.7 min step 33200 loss 0.0015 scale 0.79 lr 2.0e-04 0.58 it/s vram 6.5 GB 956.2 min step 33250 loss 0.0014 scale 1.32 lr 2.0e-04 0.58 it/s vram 6.5 GB 957.8 min step 33300 loss 0.0014 scale 1.15 lr 2.0e-04 0.58 it/s vram 6.5 GB 959.3 min step 33350 loss 0.0014 scale 0.88 lr 2.0e-04 0.58 it/s vram 6.5 GB 960.9 min step 33400 loss 0.0014 scale 1.19 lr 2.0e-04 0.58 it/s vram 6.5 GB 962.4 min step 33450 loss 0.0014 scale 1.47 lr 2.0e-04 0.58 it/s vram 6.5 GB 964.0 min step 33500 loss 0.0013 scale 1.28 lr 2.0e-04 0.58 it/s vram 6.5 GB 965.6 min step 33550 loss 0.0015 scale 1.05 lr 2.0e-04 0.58 it/s vram 6.5 GB 967.1 min step 33600 loss 0.0015 scale 1.30 lr 2.0e-04 0.58 it/s vram 6.5 GB 968.7 min step 33650 loss 0.0014 scale 1.17 lr 2.0e-04 0.58 it/s vram 6.5 GB 970.2 min step 33700 loss 0.0015 scale 1.63 lr 2.0e-04 0.58 it/s vram 6.5 GB 971.8 min step 33750 loss 0.0014 scale 0.82 lr 2.0e-04 0.58 it/s vram 6.5 GB 973.3 min step 33800 loss 0.0014 scale 1.31 lr 2.0e-04 0.58 it/s vram 6.5 GB 974.9 min step 33850 loss 0.0014 scale 1.43 lr 2.0e-04 0.58 it/s vram 6.5 GB 976.5 min step 33900 loss 0.0014 scale 0.80 lr 2.0e-04 0.58 it/s vram 6.5 GB 978.0 min step 33950 loss 0.0014 scale 0.99 lr 2.0e-04 0.58 it/s vram 6.5 GB 979.6 min step 34000 loss 0.0014 scale 1.62 lr 2.0e-04 0.58 it/s vram 6.5 GB 981.1 min preview scale 1.00: target error coverage 0.014, green 0.036, street 0.013, height_m 0.519, far 0.1, bsize_m 6.247 preview scale 2.00: target error coverage 0.044, green 0.067, street 0.005, height_m 3.009, far 0.353, bsize_m 13.222 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.05, coverage 0.09, green 0.07, street 0.04 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 34050 loss 0.0014 scale 0.97 lr 2.0e-04 0.58 it/s vram 6.5 GB 983.2 min step 34100 loss 0.0015 scale 1.13 lr 2.0e-04 0.58 it/s vram 6.5 GB 984.8 min step 34150 loss 0.0014 scale 1.98 lr 2.0e-04 0.58 it/s vram 6.5 GB 986.3 min step 34200 loss 0.0014 scale 1.45 lr 2.0e-04 0.58 it/s vram 6.5 GB 987.9 min step 34250 loss 0.0015 scale 1.57 lr 2.0e-04 0.58 it/s vram 6.5 GB 989.5 min step 34300 loss 0.0015 scale 1.55 lr 2.0e-04 0.58 it/s vram 6.5 GB 991.0 min step 34350 loss 0.0015 scale 1.05 lr 2.0e-04 0.58 it/s vram 6.5 GB 992.6 min step 34400 loss 0.0014 scale 1.26 lr 2.0e-04 0.58 it/s vram 6.5 GB 994.1 min step 34450 loss 0.0014 scale 1.79 lr 2.0e-04 0.58 it/s vram 6.5 GB 995.7 min step 34500 loss 0.0014 scale 0.84 lr 2.0e-04 0.58 it/s vram 6.5 GB 997.2 min step 34550 loss 0.0015 scale 1.19 lr 2.0e-04 0.58 it/s vram 6.5 GB 998.8 min step 34600 loss 0.0014 scale 0.83 lr 2.0e-04 0.58 it/s vram 6.5 GB 1000.4 min step 34650 loss 0.0016 scale 1.58 lr 2.0e-04 0.58 it/s vram 6.5 GB 1001.9 min step 34700 loss 0.0015 scale 1.23 lr 2.0e-04 0.58 it/s vram 6.5 GB 1003.5 min step 34750 loss 0.0015 scale 1.57 lr 2.0e-04 0.58 it/s vram 6.5 GB 1005.0 min step 34800 loss 0.0015 scale 0.87 lr 2.0e-04 0.58 it/s vram 6.5 GB 1006.6 min step 34850 loss 0.0013 scale 1.12 lr 2.0e-04 0.58 it/s vram 6.5 GB 1008.1 min step 34900 loss 0.0015 scale 1.43 lr 2.0e-04 0.58 it/s vram 6.5 GB 1009.7 min step 34950 loss 0.0014 scale 0.80 lr 2.0e-04 0.58 it/s vram 6.5 GB 1011.3 min step 35000 loss 0.0015 scale 1.68 lr 2.0e-04 0.58 it/s vram 6.5 GB 1012.8 min step 35050 loss 0.0015 scale 1.70 lr 2.0e-04 0.58 it/s vram 6.5 GB 1014.4 min step 35100 loss 0.0014 scale 1.64 lr 2.0e-04 0.58 it/s vram 6.5 GB 1015.9 min step 35150 loss 0.0014 scale 1.26 lr 2.0e-04 0.58 it/s vram 6.5 GB 1017.5 min step 35200 loss 0.0015 scale 1.65 lr 2.0e-04 0.58 it/s vram 6.5 GB 1019.1 min step 35250 loss 0.0014 scale 0.84 lr 2.0e-04 0.58 it/s vram 6.5 GB 1020.6 min step 35300 loss 0.0014 scale 1.13 lr 2.0e-04 0.58 it/s vram 6.5 GB 1022.2 min step 35350 loss 0.0014 scale 1.06 lr 2.0e-04 0.58 it/s vram 6.5 GB 1023.7 min step 35400 loss 0.0014 scale 1.97 lr 2.0e-04 0.58 it/s vram 6.5 GB 1025.3 min step 35450 loss 0.0014 scale 0.87 lr 2.0e-04 0.58 it/s vram 6.5 GB 1026.9 min step 35500 loss 0.0014 scale 0.96 lr 2.0e-04 0.58 it/s vram 6.5 GB 1028.4 min step 35550 loss 0.0013 scale 1.03 lr 2.0e-04 0.58 it/s vram 6.5 GB 1030.0 min step 35600 loss 0.0014 scale 0.87 lr 2.0e-04 0.58 it/s vram 6.5 GB 1031.5 min step 35650 loss 0.0015 scale 1.78 lr 2.0e-04 0.58 it/s vram 6.5 GB 1033.1 min step 35700 loss 0.0014 scale 1.50 lr 2.0e-04 0.58 it/s vram 6.5 GB 1034.6 min step 35750 loss 0.0014 scale 1.48 lr 2.0e-04 0.58 it/s vram 6.5 GB 1036.2 min step 35800 loss 0.0014 scale 1.90 lr 2.0e-04 0.57 it/s vram 6.5 GB 1037.8 min step 35850 loss 0.0015 scale 0.88 lr 2.0e-04 0.57 it/s vram 6.5 GB 1039.3 min step 35900 loss 0.0014 scale 1.95 lr 2.0e-04 0.57 it/s vram 6.5 GB 1040.8 min step 35950 loss 0.0015 scale 1.56 lr 2.0e-04 0.57 it/s vram 6.5 GB 1042.4 min step 36000 loss 0.0014 scale 1.21 lr 2.0e-04 0.57 it/s vram 6.5 GB 1044.0 min preview scale 1.00: target error coverage 0.015, green 0.027, street 0.011, height_m 0.555, far 0.118, bsize_m 5.893 preview scale 2.00: target error coverage 0.044, green 0.06, street 0.004, height_m 3.046, far 0.344, bsize_m 13.107 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.05, coverage 0.10, green 0.10, street 0.05 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 36050 loss 0.0014 scale 1.14 lr 2.0e-04 0.57 it/s vram 6.5 GB 1046.1 min step 36100 loss 0.0013 scale 1.85 lr 2.0e-04 0.57 it/s vram 6.5 GB 1047.6 min step 36150 loss 0.0015 scale 0.83 lr 2.0e-04 0.57 it/s vram 6.5 GB 1049.2 min step 36200 loss 0.0014 scale 1.21 lr 2.0e-04 0.57 it/s vram 6.5 GB 1050.7 min step 36250 loss 0.0015 scale 0.97 lr 2.0e-04 0.57 it/s vram 6.5 GB 1052.3 min step 36300 loss 0.0014 scale 1.31 lr 2.0e-04 0.57 it/s vram 6.5 GB 1053.9 min step 36350 loss 0.0015 scale 1.79 lr 2.0e-04 0.57 it/s vram 6.5 GB 1055.4 min step 36400 loss 0.0015 scale 1.68 lr 2.0e-04 0.57 it/s vram 6.5 GB 1057.0 min step 36450 loss 0.0015 scale 1.31 lr 2.0e-04 0.57 it/s vram 6.5 GB 1058.6 min step 36500 loss 0.0014 scale 1.66 lr 2.0e-04 0.57 it/s vram 6.5 GB 1060.1 min step 36550 loss 0.0015 scale 1.00 lr 2.0e-04 0.57 it/s vram 6.5 GB 1061.7 min step 36600 loss 0.0014 scale 1.06 lr 2.0e-04 0.57 it/s vram 6.5 GB 1063.2 min step 36650 loss 0.0015 scale 1.68 lr 2.0e-04 0.57 it/s vram 6.5 GB 1064.8 min step 36700 loss 0.0015 scale 1.17 lr 2.0e-04 0.57 it/s vram 6.5 GB 1066.3 min step 36750 loss 0.0015 scale 1.28 lr 2.0e-04 0.57 it/s vram 6.5 GB 1067.9 min step 36800 loss 0.0014 scale 1.39 lr 2.0e-04 0.57 it/s vram 6.5 GB 1069.4 min step 36850 loss 0.0014 scale 0.96 lr 2.0e-04 0.57 it/s vram 6.5 GB 1071.0 min step 36900 loss 0.0015 scale 0.75 lr 2.0e-04 0.57 it/s vram 6.5 GB 1072.6 min step 36950 loss 0.0015 scale 1.83 lr 2.0e-04 0.57 it/s vram 6.5 GB 1074.1 min step 37000 loss 0.0014 scale 0.77 lr 2.0e-04 0.57 it/s vram 6.5 GB 1075.7 min step 37050 loss 0.0015 scale 0.78 lr 2.0e-04 0.57 it/s vram 6.5 GB 1077.3 min step 37100 loss 0.0014 scale 0.92 lr 2.0e-04 0.57 it/s vram 6.5 GB 1078.8 min step 37150 loss 0.0015 scale 1.29 lr 2.0e-04 0.57 it/s vram 6.5 GB 1080.4 min step 37200 loss 0.0014 scale 1.40 lr 2.0e-04 0.57 it/s vram 6.5 GB 1081.9 min step 37250 loss 0.0013 scale 0.82 lr 2.0e-04 0.57 it/s vram 6.5 GB 1083.5 min step 37300 loss 0.0015 scale 1.13 lr 2.0e-04 0.57 it/s vram 6.5 GB 1085.1 min step 37350 loss 0.0014 scale 1.28 lr 2.0e-04 0.57 it/s vram 6.5 GB 1086.6 min step 37400 loss 0.0015 scale 1.36 lr 2.0e-04 0.57 it/s vram 6.5 GB 1088.2 min step 37450 loss 0.0014 scale 0.85 lr 2.0e-04 0.57 it/s vram 6.5 GB 1089.7 min step 37500 loss 0.0014 scale 0.88 lr 2.0e-04 0.57 it/s vram 6.5 GB 1091.3 min step 37550 loss 0.0014 scale 1.29 lr 2.0e-04 0.57 it/s vram 6.5 GB 1092.8 min step 37600 loss 0.0015 scale 1.51 lr 2.0e-04 0.57 it/s vram 6.5 GB 1094.4 min step 37650 loss 0.0014 scale 1.65 lr 2.0e-04 0.57 it/s vram 6.5 GB 1096.0 min step 37700 loss 0.0014 scale 0.91 lr 2.0e-04 0.57 it/s vram 6.5 GB 1097.5 min step 37750 loss 0.0014 scale 1.87 lr 2.0e-04 0.57 it/s vram 6.5 GB 1099.1 min step 37800 loss 0.0014 scale 1.64 lr 2.0e-04 0.57 it/s vram 6.5 GB 1100.6 min step 37850 loss 0.0014 scale 1.10 lr 2.0e-04 0.57 it/s vram 6.5 GB 1102.2 min step 37900 loss 0.0015 scale 0.77 lr 2.0e-04 0.57 it/s vram 6.5 GB 1103.7 min step 37950 loss 0.0015 scale 1.12 lr 2.0e-04 0.57 it/s vram 6.5 GB 1105.2 min step 38000 loss 0.0014 scale 1.45 lr 2.0e-04 0.57 it/s vram 6.5 GB 1106.8 min preview scale 1.00: target error coverage 0.015, green 0.036, street 0.01, height_m 0.609, far 0.139, bsize_m 6.547 preview scale 2.00: target error coverage 0.045, green 0.063, street 0.005, height_m 2.856, far 0.342, bsize_m 12.068 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.05, coverage 0.10, green 0.07, street 0.04 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 38050 loss 0.0014 scale 1.21 lr 2.0e-04 0.57 it/s vram 6.5 GB 1108.9 min step 38100 loss 0.0014 scale 1.99 lr 2.0e-04 0.57 it/s vram 6.5 GB 1110.5 min step 38150 loss 0.0014 scale 1.56 lr 2.0e-04 0.57 it/s vram 6.5 GB 1112.0 min step 38200 loss 0.0014 scale 1.56 lr 2.0e-04 0.57 it/s vram 6.5 GB 1113.6 min step 38250 loss 0.0015 scale 1.10 lr 2.0e-04 0.57 it/s vram 6.5 GB 1115.1 min step 38300 loss 0.0014 scale 1.71 lr 2.0e-04 0.57 it/s vram 6.5 GB 1116.7 min step 38350 loss 0.0014 scale 1.61 lr 2.0e-04 0.57 it/s vram 6.5 GB 1118.2 min step 38400 loss 0.0015 scale 1.50 lr 2.0e-04 0.57 it/s vram 6.5 GB 1119.8 min step 38450 loss 0.0014 scale 1.68 lr 2.0e-04 0.57 it/s vram 6.5 GB 1121.3 min step 38500 loss 0.0014 scale 1.21 lr 2.0e-04 0.57 it/s vram 6.5 GB 1122.9 min step 38550 loss 0.0014 scale 1.87 lr 2.0e-04 0.57 it/s vram 6.5 GB 1124.4 min step 38600 loss 0.0013 scale 1.34 lr 2.0e-04 0.57 it/s vram 6.5 GB 1126.0 min step 38650 loss 0.0014 scale 0.82 lr 2.0e-04 0.57 it/s vram 6.5 GB 1127.5 min step 38700 loss 0.0015 scale 1.92 lr 2.0e-04 0.57 it/s vram 6.5 GB 1129.1 min step 38750 loss 0.0013 scale 0.77 lr 2.0e-04 0.57 it/s vram 6.5 GB 1130.6 min step 38800 loss 0.0015 scale 1.89 lr 2.0e-04 0.57 it/s vram 6.5 GB 1132.2 min step 38850 loss 0.0014 scale 1.11 lr 2.0e-04 0.57 it/s vram 6.5 GB 1133.8 min step 38900 loss 0.0014 scale 1.02 lr 2.0e-04 0.57 it/s vram 6.5 GB 1135.3 min step 38950 loss 0.0016 scale 0.76 lr 2.0e-04 0.57 it/s vram 6.5 GB 1136.9 min step 39000 loss 0.0015 scale 1.47 lr 2.0e-04 0.57 it/s vram 6.5 GB 1138.4 min step 39050 loss 0.0015 scale 1.25 lr 2.0e-04 0.57 it/s vram 6.5 GB 1140.0 min step 39100 loss 0.0014 scale 0.86 lr 2.0e-04 0.57 it/s vram 6.5 GB 1141.5 min step 39150 loss 0.0015 scale 1.36 lr 2.0e-04 0.57 it/s vram 6.5 GB 1143.1 min step 39200 loss 0.0013 scale 1.70 lr 2.0e-04 0.57 it/s vram 6.5 GB 1144.6 min step 39250 loss 0.0014 scale 1.13 lr 2.0e-04 0.57 it/s vram 6.5 GB 1146.2 min step 39300 loss 0.0015 scale 1.57 lr 2.0e-04 0.57 it/s vram 6.5 GB 1147.7 min step 39350 loss 0.0015 scale 1.84 lr 2.0e-04 0.57 it/s vram 6.5 GB 1149.3 min step 39400 loss 0.0015 scale 1.65 lr 2.0e-04 0.57 it/s vram 6.5 GB 1150.8 min step 39450 loss 0.0015 scale 0.94 lr 2.0e-04 0.57 it/s vram 6.5 GB 1152.4 min step 39500 loss 0.0014 scale 1.57 lr 2.0e-04 0.57 it/s vram 6.5 GB 1153.9 min step 39550 loss 0.0013 scale 1.40 lr 2.0e-04 0.57 it/s vram 6.5 GB 1155.5 min step 39600 loss 0.0014 scale 1.81 lr 2.0e-04 0.57 it/s vram 6.5 GB 1157.0 min step 39650 loss 0.0014 scale 1.24 lr 2.0e-04 0.57 it/s vram 6.5 GB 1158.6 min step 39700 loss 0.0014 scale 0.79 lr 2.0e-04 0.57 it/s vram 6.5 GB 1160.1 min step 39750 loss 0.0014 scale 1.19 lr 2.0e-04 0.57 it/s vram 6.5 GB 1161.7 min step 39800 loss 0.0014 scale 1.55 lr 2.0e-04 0.57 it/s vram 6.5 GB 1163.3 min step 39850 loss 0.0015 scale 1.74 lr 2.0e-04 0.57 it/s vram 6.5 GB 1164.8 min step 39900 loss 0.0014 scale 1.26 lr 2.0e-04 0.57 it/s vram 6.5 GB 1166.4 min step 39950 loss 0.0014 scale 1.96 lr 2.0e-04 0.57 it/s vram 6.5 GB 1167.9 min step 40000 loss 0.0015 scale 1.88 lr 2.0e-04 0.57 it/s vram 6.5 GB 1169.5 min preview scale 1.00: target error coverage 0.017, green 0.034, street 0.011, height_m 0.571, far 0.134, bsize_m 5.486 preview scale 2.00: target error coverage 0.046, green 0.058, street 0.003, height_m 2.797, far 0.341, bsize_m 11.993 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.09, green 0.07, street 0.04 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 40050 loss 0.0014 scale 1.48 lr 2.0e-04 0.57 it/s vram 6.5 GB 1171.6 min step 40100 loss 0.0013 scale 0.95 lr 2.0e-04 0.57 it/s vram 6.5 GB 1173.2 min step 40150 loss 0.0015 scale 0.86 lr 2.0e-04 0.57 it/s vram 6.5 GB 1174.7 min step 40200 loss 0.0014 scale 1.25 lr 2.0e-04 0.57 it/s vram 6.5 GB 1176.3 min step 40250 loss 0.0014 scale 1.08 lr 2.0e-04 0.57 it/s vram 6.5 GB 1177.9 min step 40300 loss 0.0015 scale 1.07 lr 2.0e-04 0.57 it/s vram 6.5 GB 1179.4 min step 40350 loss 0.0014 scale 1.56 lr 2.0e-04 0.57 it/s vram 6.5 GB 1181.0 min step 40400 loss 0.0015 scale 0.82 lr 2.0e-04 0.57 it/s vram 6.5 GB 1182.6 min step 40450 loss 0.0014 scale 0.96 lr 2.0e-04 0.57 it/s vram 6.5 GB 1184.1 min step 40500 loss 0.0014 scale 1.28 lr 2.0e-04 0.57 it/s vram 6.5 GB 1185.7 min step 40550 loss 0.0014 scale 1.07 lr 2.0e-04 0.57 it/s vram 6.5 GB 1187.2 min step 40600 loss 0.0014 scale 0.98 lr 2.0e-04 0.57 it/s vram 6.5 GB 1188.8 min step 40650 loss 0.0015 scale 1.07 lr 2.0e-04 0.57 it/s vram 6.5 GB 1190.3 min step 40700 loss 0.0014 scale 1.07 lr 2.0e-04 0.57 it/s vram 6.5 GB 1191.9 min step 40750 loss 0.0014 scale 1.62 lr 2.0e-04 0.57 it/s vram 6.5 GB 1193.4 min step 40800 loss 0.0015 scale 0.82 lr 2.0e-04 0.57 it/s vram 6.5 GB 1195.0 min step 40850 loss 0.0013 scale 1.32 lr 2.0e-04 0.57 it/s vram 6.5 GB 1196.6 min step 40900 loss 0.0013 scale 1.47 lr 2.0e-04 0.57 it/s vram 6.5 GB 1198.1 min step 40950 loss 0.0014 scale 1.05 lr 2.0e-04 0.57 it/s vram 6.5 GB 1199.7 min step 41000 loss 0.0015 scale 1.56 lr 2.0e-04 0.57 it/s vram 6.5 GB 1201.2 min step 41050 loss 0.0014 scale 0.79 lr 2.0e-04 0.57 it/s vram 6.5 GB 1202.8 min step 41100 loss 0.0014 scale 1.86 lr 2.0e-04 0.57 it/s vram 6.5 GB 1204.3 min step 41150 loss 0.0015 scale 1.50 lr 2.0e-04 0.57 it/s vram 6.5 GB 1205.9 min step 41200 loss 0.0015 scale 1.84 lr 2.0e-04 0.57 it/s vram 6.5 GB 1207.5 min step 41250 loss 0.0014 scale 1.29 lr 2.0e-04 0.57 it/s vram 6.5 GB 1209.0 min step 41300 loss 0.0014 scale 1.90 lr 2.0e-04 0.57 it/s vram 6.5 GB 1210.6 min step 41350 loss 0.0014 scale 0.97 lr 2.0e-04 0.57 it/s vram 6.5 GB 1212.1 min step 41400 loss 0.0014 scale 0.79 lr 2.0e-04 0.57 it/s vram 6.5 GB 1213.7 min step 41450 loss 0.0014 scale 1.12 lr 2.0e-04 0.57 it/s vram 6.5 GB 1215.3 min step 41500 loss 0.0015 scale 0.91 lr 2.0e-04 0.57 it/s vram 6.5 GB 1216.8 min step 41550 loss 0.0014 scale 0.89 lr 2.0e-04 0.57 it/s vram 6.5 GB 1218.4 min step 41600 loss 0.0014 scale 0.84 lr 2.0e-04 0.57 it/s vram 6.5 GB 1219.9 min step 41650 loss 0.0013 scale 0.85 lr 2.0e-04 0.57 it/s vram 6.5 GB 1221.5 min step 41700 loss 0.0014 scale 1.85 lr 2.0e-04 0.57 it/s vram 6.5 GB 1223.1 min step 41750 loss 0.0014 scale 1.25 lr 2.0e-04 0.57 it/s vram 6.5 GB 1224.6 min step 41800 loss 0.0014 scale 1.04 lr 2.0e-04 0.57 it/s vram 6.5 GB 1226.2 min step 41850 loss 0.0014 scale 0.80 lr 2.0e-04 0.57 it/s vram 6.5 GB 1227.7 min step 41900 loss 0.0013 scale 0.85 lr 2.0e-04 0.57 it/s vram 6.5 GB 1229.3 min step 41950 loss 0.0013 scale 1.49 lr 2.0e-04 0.57 it/s vram 6.5 GB 1230.9 min step 42000 loss 0.0015 scale 1.97 lr 2.0e-04 0.57 it/s vram 6.5 GB 1232.4 min preview scale 1.00: target error coverage 0.015, green 0.037, street 0.01, height_m 0.608, far 0.141, bsize_m 5.555 preview scale 2.00: target error coverage 0.047, green 0.057, street 0.004, height_m 2.985, far 0.342, bsize_m 10.591 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.08, green 0.07, street 0.02 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 42050 loss 0.0013 scale 1.45 lr 2.0e-04 0.57 it/s vram 6.5 GB 1234.5 min step 42100 loss 0.0013 scale 1.78 lr 2.0e-04 0.57 it/s vram 6.5 GB 1236.1 min step 42150 loss 0.0013 scale 0.76 lr 2.0e-04 0.57 it/s vram 6.5 GB 1237.7 min step 42200 loss 0.0013 scale 0.85 lr 2.0e-04 0.57 it/s vram 6.5 GB 1239.2 min step 42250 loss 0.0014 scale 1.23 lr 2.0e-04 0.57 it/s vram 6.5 GB 1240.8 min step 42300 loss 0.0014 scale 1.84 lr 2.0e-04 0.57 it/s vram 6.5 GB 1242.3 min step 42350 loss 0.0014 scale 0.96 lr 2.0e-04 0.57 it/s vram 6.5 GB 1243.9 min step 42400 loss 0.0014 scale 1.08 lr 2.0e-04 0.57 it/s vram 6.5 GB 1245.4 min step 42450 loss 0.0014 scale 1.68 lr 2.0e-04 0.57 it/s vram 6.5 GB 1247.0 min step 42500 loss 0.0014 scale 1.26 lr 2.0e-04 0.57 it/s vram 6.5 GB 1248.6 min step 42550 loss 0.0014 scale 1.26 lr 2.0e-04 0.57 it/s vram 6.5 GB 1250.1 min step 42600 loss 0.0014 scale 1.20 lr 2.0e-04 0.57 it/s vram 6.5 GB 1251.7 min step 42650 loss 0.0013 scale 0.82 lr 2.0e-04 0.57 it/s vram 6.5 GB 1253.2 min step 42700 loss 0.0014 scale 0.81 lr 2.0e-04 0.57 it/s vram 6.5 GB 1254.8 min step 42750 loss 0.0015 scale 1.28 lr 2.0e-04 0.57 it/s vram 6.5 GB 1256.3 min step 42800 loss 0.0015 scale 1.47 lr 2.0e-04 0.57 it/s vram 6.5 GB 1257.9 min step 42850 loss 0.0014 scale 1.45 lr 2.0e-04 0.57 it/s vram 6.5 GB 1259.4 min step 42900 loss 0.0013 scale 0.82 lr 2.0e-04 0.57 it/s vram 6.5 GB 1261.0 min step 42950 loss 0.0014 scale 0.83 lr 2.0e-04 0.57 it/s vram 6.5 GB 1262.6 min step 43000 loss 0.0015 scale 1.88 lr 2.0e-04 0.57 it/s vram 6.5 GB 1264.1 min step 43050 loss 0.0013 scale 0.87 lr 2.0e-04 0.57 it/s vram 6.5 GB 1265.7 min step 43100 loss 0.0014 scale 0.78 lr 2.0e-04 0.57 it/s vram 6.5 GB 1267.3 min step 43150 loss 0.0013 scale 1.03 lr 2.0e-04 0.57 it/s vram 6.5 GB 1268.8 min step 43200 loss 0.0014 scale 1.62 lr 2.0e-04 0.57 it/s vram 6.5 GB 1270.4 min step 43250 loss 0.0014 scale 1.32 lr 2.0e-04 0.57 it/s vram 6.5 GB 1271.9 min step 43300 loss 0.0014 scale 1.06 lr 2.0e-04 0.57 it/s vram 6.5 GB 1273.5 min step 43350 loss 0.0014 scale 1.77 lr 2.0e-04 0.57 it/s vram 6.5 GB 1275.1 min step 43400 loss 0.0015 scale 0.79 lr 2.0e-04 0.57 it/s vram 6.5 GB 1276.6 min step 43450 loss 0.0014 scale 1.39 lr 2.0e-04 0.57 it/s vram 6.5 GB 1278.2 min step 43500 loss 0.0014 scale 1.89 lr 2.0e-04 0.57 it/s vram 6.5 GB 1279.8 min step 43550 loss 0.0014 scale 1.58 lr 2.0e-04 0.57 it/s vram 6.5 GB 1281.3 min step 43600 loss 0.0013 scale 0.89 lr 2.0e-04 0.57 it/s vram 6.5 GB 1282.9 min step 43650 loss 0.0014 scale 0.89 lr 2.0e-04 0.57 it/s vram 6.5 GB 1284.4 min step 43700 loss 0.0013 scale 1.41 lr 2.0e-04 0.57 it/s vram 6.5 GB 1285.9 min step 43750 loss 0.0014 scale 1.95 lr 2.0e-04 0.57 it/s vram 6.5 GB 1287.5 min step 43800 loss 0.0013 scale 0.88 lr 2.0e-04 0.57 it/s vram 6.5 GB 1289.1 min step 43850 loss 0.0014 scale 0.77 lr 2.0e-04 0.57 it/s vram 6.5 GB 1290.6 min step 43900 loss 0.0013 scale 1.72 lr 2.0e-04 0.57 it/s vram 6.5 GB 1292.2 min step 43950 loss 0.0014 scale 1.48 lr 2.0e-04 0.57 it/s vram 6.5 GB 1293.7 min step 44000 loss 0.0014 scale 0.78 lr 2.0e-04 0.57 it/s vram 6.5 GB 1295.3 min preview scale 1.00: target error coverage 0.015, green 0.039, street 0.009, height_m 0.611, far 0.141, bsize_m 5.556 preview scale 2.00: target error coverage 0.046, green 0.059, street 0.005, height_m 2.798, far 0.328, bsize_m 10.295 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.10, green 0.09, street 0.02 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 44050 loss 0.0013 scale 0.96 lr 2.0e-04 0.57 it/s vram 6.5 GB 1297.3 min step 44100 loss 0.0014 scale 1.25 lr 2.0e-04 0.57 it/s vram 6.5 GB 1298.9 min step 44150 loss 0.0014 scale 1.96 lr 2.0e-04 0.57 it/s vram 6.5 GB 1300.5 min step 44200 loss 0.0014 scale 1.36 lr 2.0e-04 0.57 it/s vram 6.5 GB 1302.0 min step 44250 loss 0.0013 scale 1.03 lr 2.0e-04 0.57 it/s vram 6.5 GB 1303.5 min step 44300 loss 0.0014 scale 1.91 lr 2.0e-04 0.57 it/s vram 6.5 GB 1305.1 min step 44350 loss 0.0014 scale 1.17 lr 2.0e-04 0.57 it/s vram 6.5 GB 1306.7 min step 44400 loss 0.0014 scale 0.78 lr 2.0e-04 0.57 it/s vram 6.5 GB 1308.2 min step 44450 loss 0.0014 scale 1.85 lr 2.0e-04 0.57 it/s vram 6.5 GB 1309.8 min step 44500 loss 0.0014 scale 1.18 lr 2.0e-04 0.57 it/s vram 6.5 GB 1311.3 min step 44550 loss 0.0014 scale 1.13 lr 2.0e-04 0.57 it/s vram 6.5 GB 1312.9 min step 44600 loss 0.0013 scale 1.08 lr 2.0e-04 0.57 it/s vram 6.5 GB 1314.4 min step 44650 loss 0.0014 scale 0.85 lr 2.0e-04 0.57 it/s vram 6.5 GB 1316.0 min step 44700 loss 0.0014 scale 1.10 lr 2.0e-04 0.57 it/s vram 6.5 GB 1317.5 min step 44750 loss 0.0014 scale 1.75 lr 2.0e-04 0.57 it/s vram 6.5 GB 1319.1 min step 44800 loss 0.0014 scale 1.55 lr 2.0e-04 0.57 it/s vram 6.5 GB 1320.6 min step 44850 loss 0.0014 scale 1.41 lr 2.0e-04 0.57 it/s vram 6.5 GB 1322.2 min step 44900 loss 0.0014 scale 1.93 lr 2.0e-04 0.57 it/s vram 6.5 GB 1323.7 min step 44950 loss 0.0013 scale 1.12 lr 2.0e-04 0.57 it/s vram 6.5 GB 1325.3 min step 45000 loss 0.0015 scale 0.87 lr 2.0e-04 0.57 it/s vram 6.5 GB 1326.9 min step 45050 loss 0.0014 scale 1.32 lr 2.0e-04 0.57 it/s vram 6.5 GB 1328.5 min step 45100 loss 0.0014 scale 1.52 lr 2.0e-04 0.57 it/s vram 6.5 GB 1330.0 min step 45150 loss 0.0013 scale 1.54 lr 2.0e-04 0.57 it/s vram 6.5 GB 1331.5 min step 45200 loss 0.0014 scale 0.88 lr 2.0e-04 0.57 it/s vram 6.5 GB 1333.1 min step 45250 loss 0.0015 scale 0.97 lr 2.0e-04 0.57 it/s vram 6.5 GB 1334.7 min step 45300 loss 0.0014 scale 1.23 lr 2.0e-04 0.57 it/s vram 6.5 GB 1336.2 min step 45350 loss 0.0014 scale 0.91 lr 2.0e-04 0.56 it/s vram 6.5 GB 1337.8 min step 45400 loss 0.0014 scale 1.64 lr 2.0e-04 0.56 it/s vram 6.5 GB 1339.4 min step 45450 loss 0.0014 scale 1.09 lr 2.0e-04 0.56 it/s vram 6.5 GB 1340.9 min step 45500 loss 0.0014 scale 1.64 lr 2.0e-04 0.56 it/s vram 6.5 GB 1342.5 min step 45550 loss 0.0014 scale 1.03 lr 2.0e-04 0.56 it/s vram 6.5 GB 1344.0 min step 45600 loss 0.0015 scale 0.87 lr 2.0e-04 0.56 it/s vram 6.5 GB 1345.6 min step 45650 loss 0.0014 scale 0.98 lr 2.0e-04 0.56 it/s vram 6.5 GB 1347.1 min step 45700 loss 0.0014 scale 1.92 lr 2.0e-04 0.56 it/s vram 6.5 GB 1348.7 min step 45750 loss 0.0014 scale 1.58 lr 2.0e-04 0.56 it/s vram 6.5 GB 1350.2 min step 45800 loss 0.0014 scale 0.91 lr 2.0e-04 0.56 it/s vram 6.5 GB 1351.8 min step 45850 loss 0.0013 scale 1.64 lr 2.0e-04 0.56 it/s vram 6.5 GB 1353.4 min step 45900 loss 0.0013 scale 1.97 lr 2.0e-04 0.56 it/s vram 6.5 GB 1354.9 min step 45950 loss 0.0013 scale 1.27 lr 2.0e-04 0.56 it/s vram 6.5 GB 1356.5 min step 46000 loss 0.0014 scale 1.71 lr 2.0e-04 0.56 it/s vram 6.5 GB 1358.1 min preview scale 1.00: target error coverage 0.013, green 0.034, street 0.01, height_m 0.611, far 0.134, bsize_m 5.978 preview scale 2.00: target error coverage 0.044, green 0.054, street 0.004, height_m 2.724, far 0.303, bsize_m 9.48 condition delivered (1.0 = the request arrives in full, 0 = ignored): far 0.04, coverage 0.10, green 0.09, street 0.04 val loss 0.0011 (EMA weights, 6 frozen batches from 4 cities the model has never seen) step 46050 loss 0.0014 scale 1.07 lr 2.0e-04 0.56 it/s vram 6.5 GB 1360.3 min step 46100 loss 0.0014 scale 1.51 lr 2.0e-04 0.56 it/s vram 6.5 GB 1361.8 min step 46150 loss 0.0013 scale 1.72 lr 2.0e-04 0.56 it/s vram 6.5 GB 1363.4 min step 46200 loss 0.0013 scale 1.38 lr 2.0e-04 0.56 it/s vram 6.5 GB 1365.0 min step 46250 loss 0.0014 scale 0.83 lr 2.0e-04 0.56 it/s vram 6.5 GB 1366.5 min step 46300 loss 0.0014 scale 1.42 lr 2.0e-04 0.56 it/s vram 6.5 GB 1368.0 min step 46350 loss 0.0013 scale 1.99 lr 2.0e-04 0.56 it/s vram 6.5 GB 1369.2 min step 46400 loss 0.0014 scale 0.89 lr 2.0e-04 0.56 it/s vram 6.5 GB 1370.3 min step 46450 loss 0.0013 scale 0.90 lr 2.0e-04 0.56 it/s vram 6.5 GB 1371.5 min step 46500 loss 0.0014 scale 1.11 lr 2.0e-04 0.56 it/s vram 6.5 GB 1372.6 min