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### teacher
=== gen MODE=teacher OUT=outputs/eval/imgs/teacher N=256 RES=512 ===
W0613 19:52:33.175000 30835 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
W0613 19:52:33.202000 30835 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
Unable to import `torchao` Tensor objects. This may affect loading checkpoints serialized with `torchao`
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 75/256 (45s)
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 100/256 (59s)
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 0%| | 0/4 [00:00<?, ?it/s] 50%|█████ | 2/4 [00:00<00:00, 18.37it/s] 100%|██████████| 4/4 [00:00<00:00, 12.16it/s] 100%|██████████| 4/4 [00:00<00:00, 12.81it/s]
 0%| | 0/4 [00:00<?, ?it/s] 50%|█████ | 2/4 [00:00<00:00, 18.35it/s] 100%|██████████| 4/4 [00:00<00:00, 12.18it/s] 100%|██████████| 4/4 [00:00<00:00, 12.83it/s]
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 0%| | 0/4 [00:00<?, ?it/s] 50%|█████ | 2/4 [00:00<00:00, 18.30it/s] 100%|██████████| 4/4 [00:00<00:00, 12.16it/s] 100%|██████████| 4/4 [00:00<00:00, 12.80it/s]
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 125/256 (74s)
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DONE teacher -> outputs/eval/imgs/teacher (192 new imgs, 114s)
### plain NVFP4 r0
=== gen MODE=fq:0 OUT=outputs/eval/imgs/pilot_fq0 N=256 RES=512 ===
W0613 19:55:17.350000 31177 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
W0613 19:55:17.428000 31177 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
Unable to import `torchao` Tensor objects. This may affect loading checkpoints serialized with `torchao`
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calibrating act stats (4 fwd passes)...
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applied fake-quant NVFP4 W4A4 plain-NVFP4 (rank0), no-smooth plain-SVD refine=3
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 0%| | 0/4 [00:00<?, ?it/s] 25%|██▌ | 1/4 [00:00<00:00, 4.05it/s] 50%|█████ | 2/4 [00:00<00:00, 4.03it/s] 75%|███████▌ | 3/4 [00:00<00:00, 4.03it/s] 100%|██████████| 4/4 [00:00<00:00, 4.02it/s] 100%|██████████| 4/4 [00:00<00:00, 4.03it/s]
 0%| | 0/4 [00:00<?, ?it/s] 25%|██▌ | 1/4 [00:00<00:00, 4.06it/s] 50%|█████ | 2/4 [00:00<00:00, 4.04it/s] 75%|███████▌ | 3/4 [00:00<00:00, 4.03it/s] 100%|██████████| 4/4 [00:00<00:00, 4.02it/s] 100%|██████████| 4/4 [00:00<00:00, 4.03it/s]
 0%| | 0/4 [00:00<?, ?it/s] 25%|██▌ | 1/4 [00:00<00:00, 4.05it/s] 50%|█████ | 2/4 [00:00<00:00, 4.04it/s] 75%|███████▌ | 3/4 [00:00<00:00, 4.03it/s] 100%|██████████| 4/4 [00:00<00:00, 4.02it/s] 100%|██████████| 4/4 [00:00<00:00, 4.03it/s]
 25/256 (29s)
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 0%| | 0/4 [00:00<?, ?it/s] 25%|██▌ | 1/4 [00:00<00:00, 4.05it/s] 50%|█████ | 2/4 [00:00<00:00, 4.03it/s] 75%|███████▌ | 3/4 [00:00<00:00, 4.02it/s] 100%|██████████| 4/4 [00:00<00:00, 4.02it/s] 100%|██████████| 4/4 [00:00<00:00, 4.02it/s]
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 50/256 (59s)
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 0%| | 0/4 [00:00<?, ?it/s] 25%|██▌ | 1/4 [00:00<00:00, 4.05it/s] 50%|█████ | 2/4 [00:00<00:00, 4.03it/s] 75%|███████▌ | 3/4 [00:00<00:00, 4.01it/s] 100%|██████████| 4/4 [00:00<00:00, 4.01it/s] 100%|██████████| 4/4 [00:00<00:00, 4.02it/s]
 0%| | 0/4 [00:00<?, ?it/s] 25%|██▌ | 1/4 [00:00<00:00, 4.05it/s] 50%|█████ | 2/4 [00:00<00:00, 4.03it/s] 75%|███████▌ | 3/4 [00:00<00:00, 4.02it/s] 100%|██████████| 4/4 [00:00<00:00, 4.01it/s] 100%|██████████| 4/4 [00:00<00:00, 4.02it/s]
 0%| | 0/4 [00:00<?, ?it/s] 25%|██▌ | 1/4 [00:00<00:00, 4.05it/s] 50%|█████ | 2/4 [00:00<00:00, 4.03it/s] 75%|███████▌ | 3/4 [00:00<00:00, 4.02it/s] 100%|██████████| 4/4 [00:00<00:00, 4.01it/s] 100%|██████████| 4/4 [00:00<00:00, 4.02it/s]
 75/256 (89s)
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 100/256 (119s)
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DONE fq:0 -> outputs/eval/imgs/pilot_fq0 (192 new imgs, 228s)
### SVDQuant r128 (fake-q)
=== gen MODE=fq:128 OUT=outputs/eval/imgs/pilot_fq128 N=256 RES=512 ===
W0613 20:00:14.219000 31435 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
W0613 20:00:14.248000 31435 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
Unable to import `torchao` Tensor objects. This may affect loading checkpoints serialized with `torchao`
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calibrating act stats (4 fwd passes)...
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applied fake-quant NVFP4 W4A4 SVDQuant-NVFP4 rank128, no-smooth plain-SVD refine=3
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 25/256 (30s)
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 50/256 (61s)
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 75/256 (91s)
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 100/256 (121s)
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DONE fq:128 -> outputs/eval/imgs/pilot_fq128 (192 new imgs, 232s)
### SVDQuant r128 (real kernel)
=== REAL-gen MODE=ours:128 OUT=outputs/eval/imgs/pilot_ours128_real TAG=ours128_256 N=256 RES=512 ===
W0613 20:11:41.426000 31749 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
W0613 20:11:41.454000 31749 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
Unable to import `torchao` Tensor objects. This may affect loading checkpoints serialized with `torchao`
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/usr/local/lib/python3.11/dist-packages/nunchaku/lora/flux/utils.py:93: UserWarning: Using a non-tuple sequence for multidimensional indexing is deprecated and will be changed in pytorch 2.9; use x[tuple(seq)] instead of x[seq]. In pytorch 2.9 this will be interpreted as tensor index, x[torch.tensor(seq)], which will result either in an error or a different result (Triggered internally at /pytorch/torch/csrc/autograd/python_variable_indexing.cpp:347.)
 result[[slice(0, extent) for extent in tensor.shape]] = tensor
converted 120 Linears -> REAL NVFP4 W4A4 kernel in 480s
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 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.52it/s] 100%|██████████| 4/4 [00:00<00:00, 23.37it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.39it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.40it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.41it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.45it/s] 100%|██████████| 4/4 [00:00<00:00, 23.34it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.50it/s] 100%|██████████| 4/4 [00:00<00:00, 23.35it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.45it/s] 100%|██████████| 4/4 [00:00<00:00, 23.34it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.50it/s] 100%|██████████| 4/4 [00:00<00:00, 23.39it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.41it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.46it/s] 100%|██████████| 4/4 [00:00<00:00, 23.35it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.51it/s] 100%|██████████| 4/4 [00:00<00:00, 23.40it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.40it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.41it/s]
 50/256 (18s)
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 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.41it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.41it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.46it/s] 100%|██████████| 4/4 [00:00<00:00, 23.33it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.51it/s] 100%|██████████| 4/4 [00:00<00:00, 23.39it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.52it/s] 100%|██████████| 4/4 [00:00<00:00, 23.40it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.20it/s] 100%|██████████| 4/4 [00:00<00:00, 23.10it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.43it/s] 100%|██████████| 4/4 [00:00<00:00, 23.31it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.51it/s] 100%|██████████| 4/4 [00:00<00:00, 23.38it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.49it/s] 100%|██████████| 4/4 [00:00<00:00, 23.39it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.40it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.52it/s] 100%|██████████| 4/4 [00:00<00:00, 23.41it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.48it/s] 100%|██████████| 4/4 [00:00<00:00, 23.38it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.52it/s] 100%|██████████| 4/4 [00:00<00:00, 23.39it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.40it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 75/256 (27s)
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.27it/s] 100%|██████████| 4/4 [00:00<00:00, 23.21it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.33it/s] 100%|██████████| 4/4 [00:00<00:00, 23.26it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.45it/s] 100%|██████████| 4/4 [00:00<00:00, 23.33it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.41it/s] 100%|██████████| 4/4 [00:00<00:00, 23.30it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.46it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.59it/s] 100%|██████████| 4/4 [00:00<00:00, 23.46it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.26it/s] 100%|██████████| 4/4 [00:00<00:00, 23.18it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.02it/s] 100%|██████████| 4/4 [00:00<00:00, 22.91it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.43it/s] 100%|██████████| 4/4 [00:00<00:00, 23.34it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.51it/s] 100%|██████████| 4/4 [00:00<00:00, 23.41it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 100/256 (35s)
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.34it/s] 100%|██████████| 4/4 [00:00<00:00, 23.24it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.51it/s] 100%|██████████| 4/4 [00:00<00:00, 23.40it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.60it/s] 100%|██████████| 4/4 [00:00<00:00, 23.47it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.59it/s] 100%|██████████| 4/4 [00:00<00:00, 23.46it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.51it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.59it/s] 100%|██████████| 4/4 [00:00<00:00, 23.48it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.46it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.49it/s] 100%|██████████| 4/4 [00:00<00:00, 23.38it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.26it/s] 100%|██████████| 4/4 [00:00<00:00, 22.61it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.28it/s] 100%|██████████| 4/4 [00:00<00:00, 23.21it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.23it/s] 100%|██████████| 4/4 [00:00<00:00, 23.14it/s]
 125/256 (44s)
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 22.98it/s] 100%|██████████| 4/4 [00:00<00:00, 22.84it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.36it/s] 100%|██████████| 4/4 [00:00<00:00, 23.29it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.45it/s] 100%|██████████| 4/4 [00:00<00:00, 23.34it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.44it/s] 100%|██████████| 4/4 [00:00<00:00, 23.27it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.13it/s] 100%|██████████| 4/4 [00:00<00:00, 23.11it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.56it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.43it/s]
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 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.63it/s] 100%|██████████| 4/4 [00:00<00:00, 23.50it/s]
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 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.46it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.59it/s] 100%|██████████| 4/4 [00:00<00:00, 23.47it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.46it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.55it/s] 100%|██████████| 4/4 [00:00<00:00, 23.44it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.57it/s] 100%|██████████| 4/4 [00:00<00:00, 23.46it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.29it/s] 100%|██████████| 4/4 [00:00<00:00, 23.18it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.46it/s] 100%|██████████| 4/4 [00:00<00:00, 23.37it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.41it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.42it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.58it/s] 100%|██████████| 4/4 [00:00<00:00, 23.45it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.15it/s] 100%|██████████| 4/4 [00:00<00:00, 23.11it/s]
 150/256 (53s)
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 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.39it/s] 100%|██████████| 4/4 [00:00<00:00, 23.30it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.09it/s] 100%|██████████| 4/4 [00:00<00:00, 23.08it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.26it/s] 100%|██████████| 4/4 [00:00<00:00, 23.13it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.12it/s] 100%|██████████| 4/4 [00:00<00:00, 22.96it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.38it/s] 100%|██████████| 4/4 [00:00<00:00, 23.22it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.45it/s] 100%|██████████| 4/4 [00:00<00:00, 23.31it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.41it/s] 100%|██████████| 4/4 [00:00<00:00, 23.32it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.52it/s] 100%|██████████| 4/4 [00:00<00:00, 23.40it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.48it/s] 100%|██████████| 4/4 [00:00<00:00, 23.30it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.28it/s] 100%|██████████| 4/4 [00:00<00:00, 23.21it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.41it/s] 100%|██████████| 4/4 [00:00<00:00, 23.26it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.49it/s] 100%|██████████| 4/4 [00:00<00:00, 23.38it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.33it/s] 100%|██████████| 4/4 [00:00<00:00, 23.27it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.48it/s] 100%|██████████| 4/4 [00:00<00:00, 23.35it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.33it/s] 100%|██████████| 4/4 [00:00<00:00, 23.24it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.46it/s] 100%|██████████| 4/4 [00:00<00:00, 23.28it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.41it/s] 100%|██████████| 4/4 [00:00<00:00, 23.29it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.50it/s] 100%|██████████| 4/4 [00:00<00:00, 23.25it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.37it/s] 100%|██████████| 4/4 [00:00<00:00, 23.31it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.46it/s] 100%|██████████| 4/4 [00:00<00:00, 23.27it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.41it/s] 100%|██████████| 4/4 [00:00<00:00, 23.21it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.30it/s] 100%|██████████| 4/4 [00:00<00:00, 23.25it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.16it/s] 100%|██████████| 4/4 [00:00<00:00, 23.03it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.48it/s] 100%|██████████| 4/4 [00:00<00:00, 23.34it/s]
 175/256 (61s)
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.38it/s] 100%|██████████| 4/4 [00:00<00:00, 23.29it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.35it/s] 100%|██████████| 4/4 [00:00<00:00, 23.26it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.52it/s] 100%|██████████| 4/4 [00:00<00:00, 23.36it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.38it/s] 100%|██████████| 4/4 [00:00<00:00, 23.27it/s]
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 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.24it/s] 100%|██████████| 4/4 [00:00<00:00, 23.18it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.23it/s] 100%|██████████| 4/4 [00:00<00:00, 23.08it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.37it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.34it/s] 100%|██████████| 4/4 [00:00<00:00, 23.26it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.42it/s] 100%|██████████| 4/4 [00:00<00:00, 23.33it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.53it/s] 100%|██████████| 4/4 [00:00<00:00, 23.31it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.41it/s] 100%|██████████| 4/4 [00:00<00:00, 23.30it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.33it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.34it/s] 100%|██████████| 4/4 [00:00<00:00, 23.26it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.43it/s] 100%|██████████| 4/4 [00:00<00:00, 23.18it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.23it/s] 100%|██████████| 4/4 [00:00<00:00, 23.17it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.47it/s] 100%|██████████| 4/4 [00:00<00:00, 23.34it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.43it/s] 100%|██████████| 4/4 [00:00<00:00, 23.32it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.19it/s] 100%|██████████| 4/4 [00:00<00:00, 23.10it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.31it/s] 100%|██████████| 4/4 [00:00<00:00, 23.25it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.36it/s] 100%|██████████| 4/4 [00:00<00:00, 23.12it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.42it/s] 100%|██████████| 4/4 [00:00<00:00, 23.23it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.37it/s] 100%|██████████| 4/4 [00:00<00:00, 23.30it/s]
 200/256 (70s)
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 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.51it/s] 100%|██████████| 4/4 [00:00<00:00, 23.28it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.44it/s] 100%|██████████| 4/4 [00:00<00:00, 23.36it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.36it/s] 100%|██████████| 4/4 [00:00<00:00, 23.29it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.54it/s] 100%|██████████| 4/4 [00:00<00:00, 23.35it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.25it/s] 100%|██████████| 4/4 [00:00<00:00, 23.19it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.48it/s] 100%|██████████| 4/4 [00:00<00:00, 23.26it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.43it/s] 100%|██████████| 4/4 [00:00<00:00, 23.33it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.33it/s] 100%|██████████| 4/4 [00:00<00:00, 23.28it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.50it/s] 100%|██████████| 4/4 [00:00<00:00, 23.36it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.47it/s] 100%|██████████| 4/4 [00:00<00:00, 23.34it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.46it/s] 100%|██████████| 4/4 [00:00<00:00, 23.29it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.42it/s] 100%|██████████| 4/4 [00:00<00:00, 23.32it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.48it/s] 100%|██████████| 4/4 [00:00<00:00, 23.26it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.50it/s] 100%|██████████| 4/4 [00:00<00:00, 23.39it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.51it/s] 100%|██████████| 4/4 [00:00<00:00, 23.37it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.29it/s] 100%|██████████| 4/4 [00:00<00:00, 23.21it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.52it/s] 100%|██████████| 4/4 [00:00<00:00, 23.40it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.35it/s] 100%|██████████| 4/4 [00:00<00:00, 23.26it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.52it/s] 100%|██████████| 4/4 [00:00<00:00, 23.27it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.19it/s] 100%|██████████| 4/4 [00:00<00:00, 23.13it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.34it/s] 100%|██████████| 4/4 [00:00<00:00, 23.25it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.12it/s] 100%|██████████| 4/4 [00:00<00:00, 23.01it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.31it/s] 100%|██████████| 4/4 [00:00<00:00, 23.23it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.49it/s] 100%|██████████| 4/4 [00:00<00:00, 23.36it/s]
 225/256 (78s)
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.39it/s] 100%|██████████| 4/4 [00:00<00:00, 23.31it/s]
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 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.39it/s] 100%|██████████| 4/4 [00:00<00:00, 23.22it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.50it/s] 100%|██████████| 4/4 [00:00<00:00, 23.35it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.40it/s] 100%|██████████| 4/4 [00:00<00:00, 23.28it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.43it/s] 100%|██████████| 4/4 [00:00<00:00, 23.27it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.43it/s] 100%|██████████| 4/4 [00:00<00:00, 23.30it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.42it/s] 100%|██████████| 4/4 [00:00<00:00, 23.26it/s]
 0%| | 0/4 [00:00<?, ?it/s] 75%|███████▌ | 3/4 [00:00<00:00, 23.40it/s] 100%|██████████| 4/4 [00:00<00:00, 23.19it/s]
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DONE ours:128 -> outputs/eval/imgs/pilot_ours128_real | {'mode': 'ours:128', 'tag': 'ours128_256', 'res': 512, 'n': 256, 's_per_img_median': 0.347, 'img_per_s': 2.892, 'step_ms_median': 42.34, 'peak_vram_gb': 12.57}
### metrics @ N=256
Setting up [LPIPS] perceptual loss: trunk [alex], v[0.1], spatial [off]
/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.
 warnings.warn(
/usr/local/lib/python3.11/dist-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=AlexNet_Weights.IMAGENET1K_V1`. You can also use `weights=AlexNet_Weights.DEFAULT` to get the most up-to-date weights.
 warnings.warn(msg)
Loading model from: /usr/local/lib/python3.11/dist-packages/lpips/weights/v0.1/alex.pth
/usr/local/lib/python3.11/dist-packages/open_clip/factory.py:450: UserWarning: QuickGELU mismatch between final model config (quick_gelu=False) and pretrained tag 'openai' (quick_gelu=True).
 warnings.warn(
W0613 20:21:59.586000 32032 torch/utils/_pytree.py:630] <enum 'KernelPreference'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
W0613 20:21:59.627000 32032 torch/utils/_pytree.py:630] <enum 'ScaleCalculationMode'> is an Enum subclass and is now natively supported by torch.compile as an opaque value type. Calling register_constant() on Enum subclasses is deprecated and will be an error in a future release.
Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
WARNING:huggingface_hub.utils._http:Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.
 Loading weights: 0%| | 0/910 [00:00<?, ?it/s] Loading weights: 88%|████████▊ | 801/910 [00:00<00:00, 7996.57it/s] Loading weights: 100%|██████████| 910/910 [00:00<00:00, 7978.61it/s]
--- teacher (256 imgs) ---
 {'PickScore': 21.6368, 'CLIP': 30.9781, 'LPIPS': None, 'PSNR': None, 'FID_vs_real': np.float64(128.599), 'FID_vs_teacher': None}
--- pilot_ours128_real (256 imgs) ---
 {'PickScore': 21.5982, 'CLIP': 30.9701, 'LPIPS': 0.1714, 'PSNR': 18.1972, 'FID_vs_real': np.float64(129.002), 'FID_vs_teacher': np.float64(42.732)}
--- pilot_fq128 (256 imgs) ---
 {'PickScore': 21.622, 'CLIP': 31.0382, 'LPIPS': 0.1758, 'PSNR': 18.1218, 'FID_vs_real': np.float64(128.777), 'FID_vs_teacher': np.float64(43.849)}
--- pilot_fq0 (256 imgs) ---
 {'PickScore': 21.6312, 'CLIP': 30.9998, 'LPIPS': 0.2107, 'PSNR': 17.0477, 'FID_vs_real': np.float64(127.043), 'FID_vs_teacher': np.float64(50.395)}
=== SUMMARY (outputs/eval/metrics.json) ===
model PickScore↑ CLIP↑ LPIPS↓ PSNR↑ FIDreal↓ FIDteach↓
teacher 21.6368 30.9781 None None 128.599 None
pilot_ours128_real 21.5982 30.9701 0.1714 18.1972 129.002 42.732
pilot_fq128 21.622 31.0382 0.1758 18.1218 128.777 43.849
pilot_fq0 21.6312 30.9998 0.2107 17.0477 127.043 50.395
### SCALE256 ALL DONE

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