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mind-inria · Feb 5, 2025 · 8d24298 · 8d24298
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diff --git a/_downloads/01e51c9dd42be7fa4afb015669305065/example_learn_straight_line_readouts.zip b/_downloads/01e51c9dd42be7fa4afb015669305065/example_learn_straight_line_readouts.zip
diff --git a/_downloads/038126aa6dd78d627c7aa86b076e558f/example_readme.zip b/_downloads/038126aa6dd78d627c7aa86b076e558f/example_readme.zip
diff --git a/_downloads/05ff0e4a4c7542701609a314823a9531/example_stacked.zip b/_downloads/05ff0e4a4c7542701609a314823a9531/example_stacked.zip
diff --git a/_downloads/07fc94ab669542d5bb33853fd085cadb/example_density.zip b/_downloads/07fc94ab669542d5bb33853fd085cadb/example_density.zip
diff --git a/_downloads/0862f4b2f296755c1b3d7adbaf2fe5cc/example_offresonance.zip b/_downloads/0862f4b2f296755c1b3d7adbaf2fe5cc/example_offresonance.zip
diff --git a/_downloads/0af583f7ca05ba0a72371e8173ea2e58/example_display_config.zip b/_downloads/0af583f7ca05ba0a72371e8173ea2e58/example_display_config.zip
diff --git a/_downloads/0da04bc6f4d83fe8027e3a21c9295109/example_2D_trajectories.zip b/_downloads/0da04bc6f4d83fe8027e3a21c9295109/example_2D_trajectories.zip
diff --git a/_downloads/10408bfbfe8d3e76f2be7acbbfc703f9/example_trajectory_tools.zip b/_downloads/10408bfbfe8d3e76f2be7acbbfc703f9/example_trajectory_tools.zip
diff --git a/_downloads/13bb15de5481cb9869dd72ac2f59a90c/example_cg.zip b/_downloads/13bb15de5481cb9869dd72ac2f59a90c/example_cg.zip
diff --git a/_downloads/1850d87d0a3a6a59ff8bef208bf12555/example_fastMRI_UNet.zip b/_downloads/1850d87d0a3a6a59ff8bef208bf12555/example_fastMRI_UNet.zip
diff --git a/_downloads/1988af5f75066a9b7665590c10b7a02f/autoexamples_jupyter.zip b/_downloads/1988af5f75066a9b7665590c10b7a02f/autoexamples_jupyter.zip
diff --git a/_downloads/21e1a44b51b2ed4565475ed05ab5e732/example_subspace.zip b/_downloads/21e1a44b51b2ed4565475ed05ab5e732/example_subspace.zip
diff --git a/_downloads/2426f4ce2014f5630d86d45d62b37749/autoexamples_python.zip b/_downloads/2426f4ce2014f5630d86d45d62b37749/autoexamples_python.zip
diff --git a/_downloads/311a9b79ee5ede36f4088f2263a69963/example_learn_samples.zip b/_downloads/311a9b79ee5ede36f4088f2263a69963/example_learn_samples.zip
diff --git a/_downloads/592845a87450091541674bff1b2a8d24/example_gif_3D.zip b/_downloads/592845a87450091541674bff1b2a8d24/example_gif_3D.zip
diff --git a/_downloads/69ad0d96ef5a8c47033a87a0e228798c/example_gif_2D.zip b/_downloads/69ad0d96ef5a8c47033a87a0e228798c/example_gif_2D.zip
diff --git a/_downloads/a0bd69790bd0c33131382602e80540fb/example_sampling_densities.zip b/_downloads/a0bd69790bd0c33131382602e80540fb/example_sampling_densities.zip
diff --git a/_downloads/b02f5a1bd2a2a90bd2e08987661dc2c3/example_learn_samples_multires.zip b/_downloads/b02f5a1bd2a2a90bd2e08987661dc2c3/example_learn_samples_multires.zip
diff --git a/_downloads/bb69a753e8eea9533dd888f2c16abe64/example_learn_samples_multicoil.zip b/_downloads/bb69a753e8eea9533dd888f2c16abe64/example_learn_samples_multicoil.zip
diff --git a/_downloads/ecff5db0d530c01f65853d24ac7d55b5/example_3D_trajectories.zip b/_downloads/ecff5db0d530c01f65853d24ac7d55b5/example_3D_trajectories.zip
diff --git a/_images/mrinufft_learn_2d_sampling_pattern.gif b/_images/mrinufft_learn_2d_sampling_pattern.gif
diff --git a/_images/mrinufft_learn_traj.gif b/_images/mrinufft_learn_traj.gif
diff --git a/_images/mrinufft_learn_traj_mc.gif b/_images/mrinufft_learn_traj_mc.gif
diff --git a/_images/mrinufft_learn_unet.gif b/_images/mrinufft_learn_unet.gif
diff --git a/_images/sphx_glr_example_3D_trajectories_019.png b/_images/sphx_glr_example_3D_trajectories_019.png
diff --git a/_images/sphx_glr_example_3D_trajectories_020.png b/_images/sphx_glr_example_3D_trajectories_020.png
diff --git a/_images/sphx_glr_example_cg_001.png b/_images/sphx_glr_example_cg_001.png
diff --git a/_images/sphx_glr_example_cg_thumb.png b/_images/sphx_glr_example_cg_thumb.png
diff --git a/_images/sphx_glr_example_density_005.png b/_images/sphx_glr_example_density_005.png
diff --git a/_images/sphx_glr_example_fastMRI_UNet_001.png b/_images/sphx_glr_example_fastMRI_UNet_001.png
diff --git a/_images/sphx_glr_example_fastMRI_UNet_002.png b/_images/sphx_glr_example_fastMRI_UNet_002.png
diff --git a/_images/sphx_glr_example_fastMRI_UNet_thumb.gif b/_images/sphx_glr_example_fastMRI_UNet_thumb.gif
diff --git a/_images/sphx_glr_example_learn_samples_001.png b/_images/sphx_glr_example_learn_samples_001.png
diff --git a/_images/sphx_glr_example_learn_samples_002.png b/_images/sphx_glr_example_learn_samples_002.png
diff --git a/_images/sphx_glr_example_learn_samples_multicoil_001.png b/_images/sphx_glr_example_learn_samples_multicoil_001.png
diff --git a/_images/sphx_glr_example_learn_samples_multicoil_003.png b/_images/sphx_glr_example_learn_samples_multicoil_003.png
diff --git a/_images/sphx_glr_example_learn_samples_multicoil_thumb.gif b/_images/sphx_glr_example_learn_samples_multicoil_thumb.gif
diff --git a/_images/sphx_glr_example_learn_samples_thumb.gif b/_images/sphx_glr_example_learn_samples_thumb.gif
diff --git a/_images/sphx_glr_example_learn_straight_line_readouts_001.png b/_images/sphx_glr_example_learn_straight_line_readouts_001.png
diff --git a/_images/sphx_glr_example_learn_straight_line_readouts_002.png b/_images/sphx_glr_example_learn_straight_line_readouts_002.png
diff --git a/_images/sphx_glr_example_learn_straight_line_readouts_thumb.gif b/_images/sphx_glr_example_learn_straight_line_readouts_thumb.gif
diff --git a/_images/sphx_glr_example_sampling_densities_012.png b/_images/sphx_glr_example_sampling_densities_012.png
diff --git a/_images/sphx_glr_example_sampling_densities_013.png b/_images/sphx_glr_example_sampling_densities_013.png
diff --git a/_images/sphx_glr_example_sampling_densities_014.png b/_images/sphx_glr_example_sampling_densities_014.png
diff --git a/_images/sphx_glr_example_sampling_densities_015.png b/_images/sphx_glr_example_sampling_densities_015.png
diff --git a/_images/sphx_glr_example_sampling_densities_016.png b/_images/sphx_glr_example_sampling_densities_016.png
diff --git a/_images/sphx_glr_example_sampling_densities_017.png b/_images/sphx_glr_example_sampling_densities_017.png
diff --git a/_images/sphx_glr_example_sampling_densities_018.png b/_images/sphx_glr_example_sampling_densities_018.png
diff --git a/_images/sphx_glr_example_sampling_densities_019.png b/_images/sphx_glr_example_sampling_densities_019.png
diff --git a/_images/sphx_glr_example_sampling_densities_020.png b/_images/sphx_glr_example_sampling_densities_020.png
diff --git a/_modules/mrinufft/operators/interfaces/utils/gpu_utils.html b/_modules/mrinufft/operators/interfaces/utils/gpu_utils.html
@@ -712,7 +712,7 @@ <h1>Source code for mrinufft.operators.interfaces.utils.gpu_utils</h1><div class
 <a class="viewcode-back" href="../../../../../generated/_autosummary/mrinufft.operators.interfaces.utils.gpu_utils.is_cuda_tensor.html#mrinufft.operators.interfaces.utils.gpu_utils.is_cuda_tensor">[docs]</a>
 <span class="k">def</span><span class="w"> </span><span class="nf">is_cuda_tensor</span><span class="p">(</span><span class="n">var</span><span class="p">):</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Check if var is a CUDA tensor.&quot;&quot;&quot;</span>
-    <span class="k">return</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">var</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="ow">and</span> <span class="n">var</span><span class="o">.</span><span class="n">is_cuda</span></div>
+    <span class="k">return</span> <span class="n">TORCH_AVAILABLE</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">var</span><span class="p">,</span> <span class="n">torch</span><span class="o">.</span><span class="n">Tensor</span><span class="p">)</span> <span class="ow">and</span> <span class="n">var</span><span class="o">.</span><span class="n">is_cuda</span></div>
 
 
 

diff --git a/_sources/generated/autoexamples/GPU/example_cg.rst b/_sources/generated/autoexamples/GPU/example_cg.rst
@@ -170,7 +170,7 @@ Display the results
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.080 seconds)
+   **Total running time of the script:** (0 minutes 1.177 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_GPU_example_cg.py:

diff --git a/_sources/generated/autoexamples/GPU/example_density.rst b/_sources/generated/autoexamples/GPU/example_density.rst
@@ -103,7 +103,7 @@ Create sample data
     /volatile/github-ci-mind-inria/gpu_runner2/_work/_tool/Python/3.10.16/x64/lib/python3.10/site-packages/finufft/_interfaces.py:329: UserWarning: Argument `data` does not satisfy the following requirement: C. Copying array (this may reduce performance)
       warnings.warn(f"Argument `{name}` does not satisfy the following requirement: {prop}. Copying array (this may reduce performance)")
 
-    <matplotlib.image.AxesImage object at 0x7a855dcfaad0>
+    <matplotlib.image.AxesImage object at 0x768decb4ba00>
 
 
 
@@ -331,15 +331,15 @@ Pipe's method is an iterative scheme, that use the interpolation and spreading k
 
  .. code-block:: none
 
-    [0.00880264 0.04015241 0.08094852 ... 3.2305737  2.659058   3.443778  ]
+    [0.00879562 0.0401402  0.08093609 ... 3.1808376  2.8537495  2.5255663 ]
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.346 seconds)
+   **Total running time of the script:** (0 minutes 4.358 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_GPU_example_density.py:

diff --git a/_sources/generated/autoexamples/GPU/example_fastMRI_UNet.rst b/_sources/generated/autoexamples/GPU/example_fastMRI_UNet.rst
diff --git a/_sources/generated/autoexamples/GPU/example_learn_samples.rst b/_sources/generated/autoexamples/GPU/example_learn_samples.rst
diff --git a/_sources/generated/autoexamples/GPU/example_learn_samples_multicoil.rst b/_sources/generated/autoexamples/GPU/example_learn_samples_multicoil.rst
diff --git a/_sources/generated/autoexamples/GPU/example_learn_straight_line_readouts.rst b/_sources/generated/autoexamples/GPU/example_learn_straight_line_readouts.rst
diff --git a/_sources/generated/autoexamples/GPU/sg_execution_times.rst b/_sources/generated/autoexamples/GPU/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**09:08.296** total execution time for 6 files **from generated/autoexamples/GPU**:
+**09:13.401** total execution time for 6 files **from generated/autoexamples/GPU**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_learn_straight_line_readouts.py` (``example_learn_straight_line_readouts.py``)
-     - 04:56.673
+     - 04:58.021
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_fastMRI_UNet.py` (``example_fastMRI_UNet.py``)
-     - 01:31.303
+     - 01:32.406
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_learn_samples_multicoil.py` (``example_learn_samples_multicoil.py``)
-     - 01:25.173
+     - 01:26.492
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_learn_samples.py` (``example_learn_samples.py``)
-     - 01:09.721
+     - 01:10.948
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_density.py` (``example_density.py``)
-     - 00:04.346
+     - 00:04.358
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_cg.py` (``example_cg.py``)
-     - 00:01.080
+     - 00:01.177
      - 0.0
diff --git a/_sources/generated/autoexamples/example_2D_trajectories.rst b/_sources/generated/autoexamples/example_2D_trajectories.rst
@@ -1338,7 +1338,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 21.114 seconds)
+   **Total running time of the script:** (0 minutes 21.697 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_2D_trajectories.py:

diff --git a/_sources/generated/autoexamples/example_3D_trajectories.rst b/_sources/generated/autoexamples/example_3D_trajectories.rst
@@ -2030,7 +2030,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 4.490 seconds)
+   **Total running time of the script:** (1 minutes 4.348 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_3D_trajectories.py:

diff --git a/_sources/generated/autoexamples/example_display_config.rst b/_sources/generated/autoexamples/example_display_config.rst
@@ -313,7 +313,7 @@ are observed.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 5.364 seconds)
+   **Total running time of the script:** (0 minutes 5.740 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_display_config.py:

diff --git a/_sources/generated/autoexamples/example_gif_2D.rst b/_sources/generated/autoexamples/example_gif_2D.rst
@@ -274,7 +274,7 @@ Animation rendering
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 18.311 seconds)
+   **Total running time of the script:** (1 minutes 16.445 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_gif_2D.py:

diff --git a/_sources/generated/autoexamples/example_gif_3D.rst b/_sources/generated/autoexamples/example_gif_3D.rst
@@ -278,7 +278,7 @@ Animation rendering
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (2 minutes 0.323 seconds)
+   **Total running time of the script:** (2 minutes 2.157 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_gif_3D.py:

diff --git a/_sources/generated/autoexamples/example_learn_samples_multires.rst b/_sources/generated/autoexamples/example_learn_samples_multires.rst
diff --git a/_sources/generated/autoexamples/example_offresonance.rst b/_sources/generated/autoexamples/example_offresonance.rst
@@ -332,7 +332,7 @@ is significantly reduced using the off-resonance corrected NUFFT operator (right
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.899 seconds)
+   **Total running time of the script:** (0 minutes 1.948 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_offresonance.py:

diff --git a/_sources/generated/autoexamples/example_readme.rst b/_sources/generated/autoexamples/example_readme.rst
@@ -123,7 +123,7 @@ An example to show how to perform a simple NUFFT.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.072 seconds)
+   **Total running time of the script:** (0 minutes 2.130 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_readme.py:

diff --git a/_sources/generated/autoexamples/example_sampling_densities.rst b/_sources/generated/autoexamples/example_sampling_densities.rst
@@ -856,7 +856,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (2 minutes 15.800 seconds)
+   **Total running time of the script:** (2 minutes 11.883 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_sampling_densities.py:

diff --git a/_sources/generated/autoexamples/example_stacked.rst b/_sources/generated/autoexamples/example_stacked.rst
@@ -218,7 +218,7 @@ Operator setup
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 2.859 seconds)
+   **Total running time of the script:** (0 minutes 3.044 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_stacked.py:

diff --git a/_sources/generated/autoexamples/example_subspace.rst b/_sources/generated/autoexamples/example_subspace.rst
@@ -515,7 +515,7 @@ The projected k-space is equivalent to the regular reconstruction followed by pr
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 36.770 seconds)
+   **Total running time of the script:** (0 minutes 39.659 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_subspace.py:

diff --git a/_sources/generated/autoexamples/example_trajectory_tools.rst b/_sources/generated/autoexamples/example_trajectory_tools.rst
@@ -2135,7 +2135,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 49.964 seconds)
+   **Total running time of the script:** (0 minutes 52.196 seconds)
 
 
 .. _sphx_glr_download_generated_autoexamples_example_trajectory_tools.py:

diff --git a/_sources/generated/autoexamples/sg_execution_times.rst b/_sources/generated/autoexamples/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**09:40.177** total execution time for 12 files **from generated/autoexamples**:
+**09:47.065** total execution time for 12 files **from generated/autoexamples**:
 
 .. container::
 
@@ -33,38 +33,38 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_generated_autoexamples_example_sampling_densities.py` (``example_sampling_densities.py``)
-     - 02:15.800
+     - 02:11.883
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_gif_3D.py` (``example_gif_3D.py``)
-     - 02:00.323
+     - 02:02.157
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_gif_2D.py` (``example_gif_2D.py``)
-     - 01:18.311
-     - 0.0
-   * - :ref:`sphx_glr_generated_autoexamples_example_3D_trajectories.py` (``example_3D_trajectories.py``)
-     - 01:04.490
+     - 01:16.445
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_learn_samples_multires.py` (``example_learn_samples_multires.py``)
-     - 01:01.210
+     - 01:05.818
+     - 0.0
+   * - :ref:`sphx_glr_generated_autoexamples_example_3D_trajectories.py` (``example_3D_trajectories.py``)
+     - 01:04.348
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_trajectory_tools.py` (``example_trajectory_tools.py``)
-     - 00:49.964
+     - 00:52.196
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_subspace.py` (``example_subspace.py``)
-     - 00:36.770
+     - 00:39.659
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_2D_trajectories.py` (``example_2D_trajectories.py``)
-     - 00:21.114
+     - 00:21.697
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_display_config.py` (``example_display_config.py``)
-     - 00:05.364
+     - 00:05.740
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_stacked.py` (``example_stacked.py``)
-     - 00:02.859
+     - 00:03.044
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_readme.py` (``example_readme.py``)
-     - 00:02.072
+     - 00:02.130
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_offresonance.py` (``example_offresonance.py``)
-     - 00:01.899
+     - 00:01.948
      - 0.0
diff --git a/_sources/sg_execution_times.rst b/_sources/sg_execution_times.rst
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**18:48.473** total execution time for 18 files **from all galleries**:
+**19:00.466** total execution time for 18 files **from all galleries**:
 
 .. container::
 
@@ -33,56 +33,56 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_learn_straight_line_readouts.py` (``../examples/GPU/example_learn_straight_line_readouts.py``)
-     - 04:56.673
+     - 04:58.021
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_sampling_densities.py` (``../examples/example_sampling_densities.py``)
-     - 02:15.800
+     - 02:11.883
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_gif_3D.py` (``../examples/example_gif_3D.py``)
-     - 02:00.323
+     - 02:02.157
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_fastMRI_UNet.py` (``../examples/GPU/example_fastMRI_UNet.py``)
-     - 01:31.303
+     - 01:32.406
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_learn_samples_multicoil.py` (``../examples/GPU/example_learn_samples_multicoil.py``)
-     - 01:25.173
+     - 01:26.492
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_gif_2D.py` (``../examples/example_gif_2D.py``)
-     - 01:18.311
+     - 01:16.445
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_learn_samples.py` (``../examples/GPU/example_learn_samples.py``)
-     - 01:09.721
-     - 0.0
-   * - :ref:`sphx_glr_generated_autoexamples_example_3D_trajectories.py` (``../examples/example_3D_trajectories.py``)
-     - 01:04.490
+     - 01:10.948
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_learn_samples_multires.py` (``../examples/example_learn_samples_multires.py``)
-     - 01:01.210
+     - 01:05.818
+     - 0.0
+   * - :ref:`sphx_glr_generated_autoexamples_example_3D_trajectories.py` (``../examples/example_3D_trajectories.py``)
+     - 01:04.348
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_trajectory_tools.py` (``../examples/example_trajectory_tools.py``)
-     - 00:49.964
+     - 00:52.196
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_subspace.py` (``../examples/example_subspace.py``)
-     - 00:36.770
+     - 00:39.659
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_2D_trajectories.py` (``../examples/example_2D_trajectories.py``)
-     - 00:21.114
+     - 00:21.697
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_display_config.py` (``../examples/example_display_config.py``)
-     - 00:05.364
+     - 00:05.740
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_density.py` (``../examples/GPU/example_density.py``)
-     - 00:04.346
+     - 00:04.358
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_stacked.py` (``../examples/example_stacked.py``)
-     - 00:02.859
+     - 00:03.044
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_readme.py` (``../examples/example_readme.py``)
-     - 00:02.072
+     - 00:02.130
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_example_offresonance.py` (``../examples/example_offresonance.py``)
-     - 00:01.899
+     - 00:01.948
      - 0.0
    * - :ref:`sphx_glr_generated_autoexamples_GPU_example_cg.py` (``../examples/GPU/example_cg.py``)
-     - 00:01.080
+     - 00:01.177
      - 0.0
diff --git a/_static/coverage_badge.svg b/_static/coverage_badge.svg
diff --git a/generated/autoexamples/GPU/example_cg.html b/generated/autoexamples/GPU/example_cg.html
@@ -831,7 +831,7 @@ <h2>References<a class="headerlink" href="#references" title="Link to this headi
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../../_images/sphx_glr_example_cg_001.png" srcset="../../../_images/sphx_glr_example_cg_001.png" alt="Original image, Conjugate gradient, Adjoint NUFFT" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.080 seconds)</p>
+<img src="../../../_images/sphx_glr_example_cg_001.png" srcset="../../../_images/sphx_glr_example_cg_001.png" alt="Original image, Conjugate gradient, Adjoint NUFFT" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.177 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-generated-autoexamples-gpu-example-cg-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/mind-inria/mri-nufft/gh-pages?urlpath=lab/tree/examples/generated/autoexamples/GPU/example_cg.ipynb"><img alt="Launch binder" src="../../../_images/binder_badge_logo.svg" style="width: 150px;" />

diff --git a/generated/autoexamples/GPU/example_density.html b/generated/autoexamples/GPU/example_density.html
@@ -805,7 +805,7 @@ <h2>Create sample data<a class="headerlink" href="#create-sample-data" title="Li
 /volatile/github-ci-mind-inria/gpu_runner2/_work/_tool/Python/3.10.16/x64/lib/python3.10/site-packages/finufft/_interfaces.py:329: UserWarning: Argument `data` does not satisfy the following requirement: C. Copying array (this may reduce performance)
   warnings.warn(f&quot;Argument `{name}` does not satisfy the following requirement: {prop}. Copying array (this may reduce performance)&quot;)
 
-&lt;matplotlib.image.AxesImage object at 0x7a855dcfaad0&gt;
+&lt;matplotlib.image.AxesImage object at 0x768decb4ba00&gt;
 </pre></div>
 </div>
 <p>As you can see, the radial sampling pattern as a strong concentration of sampling point in the center, resulting in a  low-frequency biased adjoint reconstruction.</p>
@@ -929,10 +929,10 @@ <h2>Pipe’s Method<a class="headerlink" href="#pipe-s-method" title="Link to th
 <span class="nb">print</span><span class="p">(</span><a href="../../_autosummary/mrinufft.operators.interfaces.gpunufft.MRIGpuNUFFT.html#mrinufft.operators.interfaces.gpunufft.MRIGpuNUFFT.density" title="mrinufft.operators.interfaces.gpunufft.MRIGpuNUFFT.density" class="sphx-glr-backref-module-mrinufft-operators-interfaces-gpunufft sphx-glr-backref-type-py-property"><span class="n">nufft</span><span class="o">.</span><span class="n">density</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../../../_images/sphx_glr_example_density_005.png" srcset="../../../_images/sphx_glr_example_density_005.png" alt="Ground Truth, no density compensation, Pipe density compensation" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[0.00880264 0.04015241 0.08094852 ... 3.2305737  2.659058   3.443778  ]
+<img src="../../../_images/sphx_glr_example_density_005.png" srcset="../../../_images/sphx_glr_example_density_005.png" alt="Ground Truth, no density compensation, Pipe density compensation" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[0.00879562 0.0401402  0.08093609 ... 3.1808376  2.8537495  2.5255663 ]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.346 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.358 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-generated-autoexamples-gpu-example-density-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/mind-inria/mri-nufft/gh-pages?urlpath=lab/tree/examples/generated/autoexamples/GPU/example_density.ipynb"><img alt="Launch binder" src="../../../_images/binder_badge_logo.svg" style="width: 150px;" />