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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 10 new columns ({'p_solver_sigma', 'objective_LPIPS', 'p_dataset_sigma_blur', 'p_solver_zeta', 'p_dataset_mask', 'objective_runtime', 'p_dataset_filter', 'p_solver_denoiser', 'p_dataset_factor', 'objective_LPIPS_std'})

This happened while the csv dataset builder was generating data using

hf://datasets/deepinv/benchmarks/div2k_gaussian_deblurring.csv (at revision e96c44ce5a6f78a075f2a797f80314b68eaf444f), [/tmp/hf-datasets-cache/medium/datasets/67894867206413-config-parquet-and-info-deepinv-benchmarks-36c9c11f/hub/datasets--deepinv--benchmarks/snapshots/e96c44ce5a6f78a075f2a797f80314b68eaf444f/cbsd500_gaussian_denoising.csv (origin=hf://datasets/deepinv/benchmarks@e96c44ce5a6f78a075f2a797f80314b68eaf444f/cbsd500_gaussian_denoising.csv), /tmp/hf-datasets-cache/medium/datasets/67894867206413-config-parquet-and-info-deepinv-benchmarks-36c9c11f/hub/datasets--deepinv--benchmarks/snapshots/e96c44ce5a6f78a075f2a797f80314b68eaf444f/div2k_gaussian_deblurring.csv (origin=hf://datasets/deepinv/benchmarks@e96c44ce5a6f78a075f2a797f80314b68eaf444f/div2k_gaussian_deblurring.csv)]

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1893, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              base_seed: int64
              objective_name: string
              obj_description: double
              solver_name: string
              solver_description: double
              dataset_name: string
              idx_rep: int64
              sampling_strategy: string
              file_objective: string
              file_solver: string
              p_solver_sigma: double
              file_dataset: string
              p_dataset_physics: string
              p_dataset_noise: string
              p_dataset_sigma: double
              p_dataset_img_size: int64
              p_dataset_debug: bool
              stop_val: int64
              time: double
              objective_PSNR: double
              objective_PSNR_std: double
              objective_NIQE: double
              objective_NIQE_std: double
              objective_runtime: double
              env-OMP_NUM_THREADS: double
              platform: string
              platform-architecture: string
              platform-release: string
              platform-version: string
              system-cpus: int64
              system-processor: string
              system-ram (GB): int64
              version-cuda: string
              version-numpy: string
              version-numpy-libs: double
              version-scipy: string
              benchmark-git-tag: double
              run_date: string
              p_solver_denoiser: string
              p_solver_zeta: double
              p_dataset_mask: double
              objective_LPIPS: double
              objective_LPIPS_std: double
              p_dataset_sigma_blur: double
              p_dataset_factor: double
              p_dataset_filter: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 6176
              to
              {'base_seed': Value('int64'), 'objective_name': Value('string'), 'obj_description': Value('float64'), 'solver_name': Value('string'), 'solver_description': Value('float64'), 'dataset_name': Value('string'), 'idx_rep': Value('int64'), 'sampling_strategy': Value('string'), 'file_objective': Value('string'), 'file_solver': Value('string'), 'file_dataset': Value('string'), 'p_dataset_physics': Value('string'), 'p_dataset_noise': Value('string'), 'p_dataset_sigma': Value('float64'), 'p_dataset_img_size': Value('int64'), 'p_dataset_debug': Value('bool'), 'stop_val': Value('int64'), 'time': Value('float64'), 'objective_PSNR': Value('float64'), 'objective_PSNR_std': Value('float64'), 'objective_NIQE': Value('float64'), 'objective_NIQE_std': Value('float64'), 'env-OMP_NUM_THREADS': Value('float64'), 'platform': Value('string'), 'platform-architecture': Value('string'), 'platform-release': Value('string'), 'platform-version': Value('string'), 'system-cpus': Value('int64'), 'system-processor': Value('string'), 'system-ram (GB)': Value('int64'), 'version-cuda': Value('string'), 'version-numpy': Value('string'), 'version-numpy-libs': Value('float64'), 'version-scipy': Value('string'), 'benchmark-git-tag': Value('float64'), 'run_date': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1895, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 10 new columns ({'p_solver_sigma', 'objective_LPIPS', 'p_dataset_sigma_blur', 'p_solver_zeta', 'p_dataset_mask', 'objective_runtime', 'p_dataset_filter', 'p_solver_denoiser', 'p_dataset_factor', 'objective_LPIPS_std'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/deepinv/benchmarks/div2k_gaussian_deblurring.csv (at revision e96c44ce5a6f78a075f2a797f80314b68eaf444f), [/tmp/hf-datasets-cache/medium/datasets/67894867206413-config-parquet-and-info-deepinv-benchmarks-36c9c11f/hub/datasets--deepinv--benchmarks/snapshots/e96c44ce5a6f78a075f2a797f80314b68eaf444f/cbsd500_gaussian_denoising.csv (origin=hf://datasets/deepinv/benchmarks@e96c44ce5a6f78a075f2a797f80314b68eaf444f/cbsd500_gaussian_denoising.csv), /tmp/hf-datasets-cache/medium/datasets/67894867206413-config-parquet-and-info-deepinv-benchmarks-36c9c11f/hub/datasets--deepinv--benchmarks/snapshots/e96c44ce5a6f78a075f2a797f80314b68eaf444f/div2k_gaussian_deblurring.csv (origin=hf://datasets/deepinv/benchmarks@e96c44ce5a6f78a075f2a797f80314b68eaf444f/div2k_gaussian_deblurring.csv)]
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

base_seed
int64
objective_name
string
obj_description
null
solver_name
string
solver_description
null
dataset_name
string
idx_rep
int64
sampling_strategy
string
file_objective
string
file_solver
string
file_dataset
string
p_dataset_physics
string
p_dataset_noise
string
p_dataset_sigma
float64
p_dataset_img_size
int64
p_dataset_debug
bool
stop_val
int64
time
float64
objective_PSNR
float64
objective_PSNR_std
float64
objective_NIQE
float64
objective_NIQE_std
float64
env-OMP_NUM_THREADS
null
platform
string
platform-architecture
string
platform-release
string
platform-version
string
system-cpus
int64
system-processor
string
system-ram (GB)
int64
version-cuda
string
version-numpy
string
version-numpy-libs
null
version-scipy
string
benchmark-git-tag
null
run_date
string
0
CBSD68 denoising
null
DRUNet
null
CBSD68[debug=True,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/drunet.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
true
1
0.000001
32.103269
0.239604
4.871617
0.582643
null
Linux
x86_64
6.14.0-1017-azure
#17~24.04.1-Ubuntu SMP Mon Dec 1 20:10:50 UTC 2025
4
AMD EPYC 7763 64-Core Processor
16
null
2.4.2
null
1.17.1
null
2026-03-06T00:27:23.563943
0
CBSD68 denoising
null
Restormer
null
CBSD68[debug=True,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/restformer.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
true
1
0.000001
32.115033
0.208101
5.256838
0.594838
null
Linux
x86_64
6.14.0-1017-azure
#17~24.04.1-Ubuntu SMP Mon Dec 1 20:10:50 UTC 2025
4
AMD EPYC 7763 64-Core Processor
16
null
2.4.2
null
1.17.1
null
2026-03-06T00:27:23.563943
0
CBSD68 denoising
null
BilateralFilter
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/bilateral_filter.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
26.683462
1.474712
5.645592
0.632739
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
DiffUNet
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/diffunet.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0
32.028945
2.289037
5.824276
2.001946
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
DnCNN
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/dncnn.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
30.390981
1.612104
3.829981
0.80054
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
DRUNet
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/drunet.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
32.156237
2.278577
5.883538
2.07872
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
DScCP
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/dsccp.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
30.929258
1.969875
4.656352
1.092377
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
GSDRUNet
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/gsdrunet.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
6.580977
1.78242
15.086739
1.807352
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
NCSNpp
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/ncsnpp.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
31.90675
2.20486
5.814342
2.185554
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
RAM
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/ram.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
31.964643
2.247895
5.83918
2.152772
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
Restormer
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/restormer.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0
32.249153
2.3077
6.009099
2.221778
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
SCUNet
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/scunet.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
30.864273
2.207399
6.479414
2.286468
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
SwinIR
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/swinir.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
23.680602
0.343483
8.819978
1.89938
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
TGVDenoiser
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/tgv_denoiser.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
21.744512
0.048404
8.335771
1.35073
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
TVDenoiser
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/tv_denoiser.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
27.634631
2.526239
6.859775
1.329947
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
CBSD68 denoising
null
WaveletDenoiser
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Iteration
objective.py
solvers/wavelet_denoiser.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
25.188321
0.894033
8.21586
1.76697
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
64
Intel(R) Xeon(R) Gold 6338 CPU @ 2.00GHz
125
NVIDIA GeForce RTX 2080 SUPER: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:19:22.502048
0
DIV2K Gaussian Deblurring
null
DPIR[sigma=0.1]
null
DIV2K[debug=True,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]
0
Iteration
objective.py
solvers/dpir.py
datasets/div2k.py
Blur
GaussianNoise
0.1
256
true
1
0.000001
15.807317
1.760037
11.134003
2.065661
null
Linux
x86_64
6.14.0-1017-azure
#17~24.04.1-Ubuntu SMP Mon Dec 1 20:10:50 UTC 2025
4
AMD EPYC 7763 64-Core Processor
16
null
2.4.2
null
1.17.1
null
2026-03-06T00:29:05.888724
0
DIV2K Gaussian Deblurring
null
DPIR[sigma=0.2]
null
DIV2K[debug=True,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]
0
Run_once
objective.py
solvers/dpir.py
datasets/div2k.py
Blur
GaussianNoise
0.1
256
true
1
0.000001
15.42128
1.659039
10.687968
1.25861
null
Linux
x86_64
6.14.0-1017-azure
#17~24.04.1-Ubuntu SMP Mon Dec 1 20:10:50 UTC 2025
4
AMD EPYC 7763 64-Core Processor
16
null
2.4.2
null
1.17.1
null
2026-03-06T00:29:05.888724
0
DIV2K Gaussian Deblurring
null
RAM
null
DIV2K[debug=True,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]
0
Iteration
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AMD EPYC 7763 64-Core Processor
16
null
2.4.2
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1.17.1
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2026-03-06T00:29:05.888724
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DIV2K Gaussian Deblurring
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DPIR[sigma=0.1]
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DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]
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Iteration
objective.py
solvers/dpir.py
datasets/div2k.py
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false
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0.000001
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x86_64
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#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
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null
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2026-04-07T15:05:55.990232
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DIV2K Gaussian Deblurring
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DPIR[sigma=0.2]
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]
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Run_once
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solvers/dpir.py
datasets/div2k.py
Blur
GaussianNoise
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false
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0.000001
17.440334
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null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
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2026-04-07T15:05:55.990232
0
DIV2K Gaussian Deblurring
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RAM
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.1]
0
Iteration
objective.py
solvers/ram.py
datasets/div2k.py
Blur
GaussianNoise
0.1
256
false
1
0.000001
22.266349
2.470334
9.38898
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null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-07T15:05:55.990232
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DIV2K Inpainting (30% random)
null
DDRM[denoiser=DRUNet,zeta=0.95]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Iteration
objective.py
solvers/ddrm.py
datasets/div2k.py
Inpainting
ZeroNoise
null
256
false
1
0.000001
27.423401
2.476094
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T11:55:55.530657
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DIV2K Inpainting (30% random)
null
DDRM[denoiser=DiffUNet,zeta=0.95]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Run_once
objective.py
solvers/ddrm.py
datasets/div2k.py
Inpainting
ZeroNoise
null
256
false
1
0.000001
27.043713
2.679773
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T11:55:55.530657
0
DIV2K Inpainting (30% random)
null
DiffPIR[denoiser=DRUNet,zeta=0.95]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Iteration
objective.py
solvers/diffpir.py
datasets/div2k.py
Inpainting
ZeroNoise
null
256
false
1
0.000001
25.222449
2.19572
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
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null
1.17.1
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2026-04-11T11:55:55.530657
0
DIV2K Inpainting (30% random)
null
DiffPIR[denoiser=DiffUNet,zeta=0.95]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Run_once
objective.py
solvers/diffpir.py
datasets/div2k.py
Inpainting
ZeroNoise
null
256
false
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0.000001
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2.137542
null
null
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Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
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null
1.17.1
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2026-04-11T11:55:55.530657
0
DIV2K Inpainting (30% random)
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DPIR[sigma=0.05]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Iteration
objective.py
solvers/dpir.py
datasets/div2k.py
Inpainting
ZeroNoise
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256
false
1
0.000001
9.512997
4.248157
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T11:55:55.530657
0
DIV2K Inpainting (30% random)
null
DPIR[sigma=0.1]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Run_once
objective.py
solvers/dpir.py
datasets/div2k.py
Inpainting
ZeroNoise
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false
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0.000001
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null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
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null
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2026-04-11T11:55:55.530657
0
DIV2K Inpainting (30% random)
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DPS[denoiser=DRUNet]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Iteration
objective.py
solvers/dps.py
datasets/div2k.py
Inpainting
ZeroNoise
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256
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0.000001
24.260642
3.410625
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
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null
1.17.1
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2026-04-11T11:55:55.530657
0
DIV2K Inpainting (30% random)
null
DPS[denoiser=DiffUNet]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Run_once
objective.py
solvers/dps.py
datasets/div2k.py
Inpainting
ZeroNoise
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0.000001
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null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
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null
1.17.1
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2026-04-11T11:55:55.530657
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DIV2K Inpainting (30% random)
null
RAM
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Iteration
objective.py
solvers/ram.py
datasets/div2k.py
Inpainting
ZeroNoise
null
256
false
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0.000001
27.198805
2.317799
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T11:55:55.530657
0
DIV2K Gaussian Deblurring
null
DiffPIR[denoiser=DRUNet,zeta=0.45]
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]
0
Iteration
objective.py
solvers/diffpir.py
datasets/div2k.py
Blur
GaussianNoise
0.05
256
false
1
0.000001
24.17139
2.406143
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T12:01:11.057002
0
DIV2K Gaussian Deblurring
null
DiffPIR[denoiser=DiffUNet,zeta=0.45]
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]
0
Run_once
objective.py
solvers/diffpir.py
datasets/div2k.py
Blur
GaussianNoise
0.05
256
false
1
0.000001
23.993535
2.3955
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T12:01:11.057002
0
DIV2K Gaussian Deblurring
null
DPIR[sigma=0.1]
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]
0
Iteration
objective.py
solvers/dpir.py
datasets/div2k.py
Blur
GaussianNoise
0.05
256
false
1
0.000001
24.423825
2.484958
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T12:01:11.057002
0
DIV2K Gaussian Deblurring
null
DPIR[sigma=0.2]
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]
0
Run_once
objective.py
solvers/dpir.py
datasets/div2k.py
Blur
GaussianNoise
0.05
256
false
1
0.000001
23.174851
2.316559
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T12:01:11.057002
0
DIV2K Gaussian Deblurring
null
DPS[denoiser=DRUNet]
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]
0
Iteration
objective.py
solvers/dps.py
datasets/div2k.py
Blur
GaussianNoise
0.05
256
false
1
0.000001
14.958787
6.745183
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T12:01:11.057002
0
DIV2K Gaussian Deblurring
null
DPS[denoiser=DiffUNet]
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]
0
Run_once
objective.py
solvers/dps.py
datasets/div2k.py
Blur
GaussianNoise
0.05
256
false
1
0.000001
22.53791
2.417071
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T12:01:11.057002
0
DIV2K Gaussian Deblurring
null
RAM
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]
0
Iteration
objective.py
solvers/ram.py
datasets/div2k.py
Blur
GaussianNoise
0.05
256
false
1
0.000001
25.632086
2.558075
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T12:01:11.057002
0
DIV2K Super Resolution (2x)
null
DPIR[sigma=0.1]
null
DIV2K[debug=False,factor=2,filter=bicubic,img_size=256,noise=ZeroNoise,physics=Downsampling]
0
Iteration
objective.py
solvers/dpir.py
datasets/div2k.py
Downsampling
ZeroNoise
null
256
false
1
0.000001
26.858231
2.284362
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T15:32:27.308897
0
DIV2K Super Resolution (2x)
null
DPIR[sigma=0.2]
null
DIV2K[debug=False,factor=2,filter=bicubic,img_size=256,noise=ZeroNoise,physics=Downsampling]
0
Run_once
objective.py
solvers/dpir.py
datasets/div2k.py
Downsampling
ZeroNoise
null
256
false
1
0.000001
24.439561
2.201863
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T15:32:27.308897
0
DIV2K Super Resolution (2x)
null
DPS[denoiser=DRUNet]
null
DIV2K[debug=False,factor=2,filter=bicubic,img_size=256,noise=ZeroNoise,physics=Downsampling]
0
Iteration
objective.py
solvers/dps.py
datasets/div2k.py
Downsampling
ZeroNoise
null
256
false
1
0.000001
24.221115
3.559833
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T15:32:27.308897
0
DIV2K Super Resolution (2x)
null
DPS[denoiser=DiffUNet]
null
DIV2K[debug=False,factor=2,filter=bicubic,img_size=256,noise=ZeroNoise,physics=Downsampling]
0
Run_once
objective.py
solvers/dps.py
datasets/div2k.py
Downsampling
ZeroNoise
null
256
false
1
0.000001
24.801447
3.584937
null
null
null
Linux
x86_64
6.12.63+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.63-1 (2025-12-30)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 2080 Ti: cuda_12.4
2.4.3
null
1.17.1
null
2026-04-11T15:32:27.308897
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