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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 5 new columns ({'p_solver_zeta', 'p_solver_sigma', 'p_solver_denoiser', 'p_solver_max_iter', 'p_dataset_sigma_blur'})

This happened while the csv dataset builder was generating data using

hf://datasets/deepinv/benchmarks/div2k_gaussian_deblurring.csv (at revision 77a44960eeeef9408fa6dbab530140f05b790428), ['hf://datasets/deepinv/benchmarks@77a44960eeeef9408fa6dbab530140f05b790428/cbsd68_gaussian_denoising.csv', 'hf://datasets/deepinv/benchmarks@77a44960eeeef9408fa6dbab530140f05b790428/div2k_gaussian_deblurring.csv', 'hf://datasets/deepinv/benchmarks@77a44960eeeef9408fa6dbab530140f05b790428/div2k_inpainting_easy.csv', 'hf://datasets/deepinv/benchmarks@77a44960eeeef9408fa6dbab530140f05b790428/div2k_super_resolution_2x.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/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/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/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              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_denoiser: string
              p_solver_zeta: double
              file_dataset: string
              p_dataset_physics: string
              p_dataset_noise: string
              p_dataset_sigma: double
              p_dataset_sigma_blur: int64
              p_dataset_img_size: int64
              p_dataset_debug: bool
              stop_val: int64
              time: double
              objective_PSNR: double
              objective_PSNR_std: double
              objective_LPIPS: double
              objective_LPIPS_std: 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
              p_solver_sigma: double
              p_solver_max_iter: double
              run_date: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 5529
              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_LPIPS': Value('float64'), 'objective_LPIPS_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 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1850, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              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 5 new columns ({'p_solver_zeta', 'p_solver_sigma', 'p_solver_denoiser', 'p_solver_max_iter', 'p_dataset_sigma_blur'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/deepinv/benchmarks/div2k_gaussian_deblurring.csv (at revision 77a44960eeeef9408fa6dbab530140f05b790428), ['hf://datasets/deepinv/benchmarks@77a44960eeeef9408fa6dbab530140f05b790428/cbsd68_gaussian_denoising.csv', 'hf://datasets/deepinv/benchmarks@77a44960eeeef9408fa6dbab530140f05b790428/div2k_gaussian_deblurring.csv', 'hf://datasets/deepinv/benchmarks@77a44960eeeef9408fa6dbab530140f05b790428/div2k_inpainting_easy.csv', 'hf://datasets/deepinv/benchmarks@77a44960eeeef9408fa6dbab530140f05b790428/div2k_super_resolution_2x.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_LPIPS
float64
objective_LPIPS_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 gaussian denoising
null
BilateralFilter
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/bilateral_filter.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
26.68097
1.468791
0.43744
0.080796
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
DiffUNet
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/diffunet.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
32.032722
2.28114
0.102803
0.046002
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
DnCNN
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/dncnn.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
30.390876
1.611304
0.142383
0.056022
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
DRUNet
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/drunet.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
32.16815
2.298569
0.094392
0.039336
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
DScCP
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/dsccp.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
30.933347
1.978814
0.124171
0.052451
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
GSDRUNet
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/gsdrunet.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
32.064355
2.252977
0.087117
0.033844
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
NCSNpp
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/ncsnpp.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
31.908129
2.207435
0.110212
0.051271
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
RAM
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/ram.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000003
31.964573
2.252761
0.101053
0.040908
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
Restormer
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/restormer.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
32.245022
2.309428
0.092225
0.040614
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
SCUNet
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/scunet.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
30.862451
2.204068
0.143237
0.067855
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
SwinIR
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/swinir.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000001
32.214415
2.283771
0.090735
0.037531
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
TGVDenoiser
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/tgv_denoiser.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
28.069529
2.053944
0.241892
0.061247
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
TVDenoiser
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/tv_denoiser.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
27.632452
2.523214
0.256019
0.079594
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
0
CBSD68 gaussian denoising
null
WaveletDenoiser
null
CBSD68[debug=False,img_size=256,noise=GaussianNoise,physics=Denoising,sigma=0.1]
0
Run_once
objective.py
solvers/wavelet_denoiser.py
datasets/cbsd68.py
Denoising
GaussianNoise
0.1
256
false
1
0.000002
25.184574
0.887901
0.320142
0.098573
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T11:22:20.282484
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
Run_once
objective.py
solvers/diffpir.py
datasets/div2k.py
Blur
GaussianNoise
0.05
256
false
1
0.000002
24.164407
2.408579
0.32807
0.109155
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T05:40:35.513428
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
0.000002
23.991897
2.387925
0.280615
0.102627
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T05:40:35.513428
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
Run_once
objective.py
solvers/dpir.py
datasets/div2k.py
Blur
GaussianNoise
0.05
256
false
1
0.000002
24.42815
2.488564
0.41828
0.115239
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T05:40:35.513428
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
23.174452
2.316333
0.500545
0.120724
null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T05:40:35.513428
0
DIV2K Gaussian Deblurring
null
DPS[denoiser=DRUNet,max_iter=1000]
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
0.000002
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#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
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124
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2026-08-24T05:40:35.513428
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DIV2K Gaussian Deblurring
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DPS[denoiser=DiffUNet,max_iter=1000]
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]
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Run_once
objective.py
solvers/dps.py
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Blur
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256
false
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#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
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NVIDIA GeForce RTX 3090 Ti: cuda_12.4
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2026-08-24T05:40:35.513428
0
DIV2K Gaussian Deblurring
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RAM
null
DIV2K[debug=False,img_size=256,noise=GaussianNoise,physics=Blur,sigma=0.05,sigma_blur=2]
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Run_once
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#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
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DDRM[denoiser=DRUNet,zeta=0.95]
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DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
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objective.py
solvers/ddrm.py
datasets/div2k.py
Inpainting
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0.000002
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#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
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null
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2026-08-24T00:46:08.290152
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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
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0.000002
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x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
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2026-08-24T00:46:08.290152
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DIV2K Inpainting easy
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DiffPIR[denoiser=DRUNet,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
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ZeroNoise
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1
0.000002
25.220287
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x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
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2026-08-24T00:46:08.290152
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DIV2K Inpainting easy
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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
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ZeroNoise
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false
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0.000002
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x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T00:46:08.290152
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DIV2K Inpainting easy
null
DPIR[sigma=0.05]
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
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0.000003
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Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T00:46:08.290152
0
DIV2K Inpainting easy
null
DPIR[sigma=0.1]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
Run_once
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x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
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null
1.17.1
null
2026-08-24T00:46:08.290152
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DIV2K Inpainting easy
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DPS[denoiser=DRUNet,max_iter=1000]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
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objective.py
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Inpainting
ZeroNoise
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x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
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null
1.17.1
null
2026-08-24T00:46:08.290152
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DIV2K Inpainting easy
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DPS[denoiser=DiffUNet,max_iter=1000]
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
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x86_64
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#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
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null
1.17.1
null
2026-08-24T00:46:08.290152
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DIV2K Inpainting easy
null
RAM
null
DIV2K[debug=False,img_size=256,mask=0.3,noise=ZeroNoise,physics=Inpainting]
0
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objective.py
solvers/ram.py
datasets/div2k.py
Inpainting
ZeroNoise
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256
false
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0.000002
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Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
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null
1.17.1
null
2026-08-24T00:46:08.290152
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
Run_once
objective.py
solvers/dpir.py
datasets/div2k.py
Downsampling
ZeroNoise
null
256
false
1
0.000001
26.858437
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0.31999
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null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T10:11:22.700149
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
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256
false
1
0.000002
24.439692
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0.427936
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null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T10:11:22.700149
0
DIV2K Super Resolution 2x
null
DPS[denoiser=DRUNet,max_iter=1000]
null
DIV2K[debug=False,factor=2,filter=bicubic,img_size=256,noise=ZeroNoise,physics=Downsampling]
0
Run_once
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solvers/dps.py
datasets/div2k.py
Downsampling
ZeroNoise
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0.000001
21.930927
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x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T10:11:22.700149
0
DIV2K Super Resolution 2x
null
DPS[denoiser=DiffUNet,max_iter=1000]
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
0.000002
19.994142
2.872559
0.614912
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null
Linux
x86_64
6.12.101+deb13-amd64
#1 SMP PREEMPT_DYNAMIC Debian 6.12.101-1 (2026-08-05)
32
Intel(R) Xeon(R) Gold 6142 CPU @ 2.60GHz
124
NVIDIA GeForce RTX 3090 Ti: cuda_12.4
2.4.6
null
1.17.1
null
2026-08-24T10:11:22.700149
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