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tensorly · Apr 2, 2024 · d8b9020 · d8b9020
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diff --git a/dev/_downloads/02911ae80224ade0c761c6cc5f2d7d69/plot_parafac2_compression.ipynb b/dev/_downloads/02911ae80224ade0c761c6cc5f2d7d69/plot_parafac2_compression.ipynb
@@ -225,7 +225,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/dev/_downloads/0d7c4ccdff2f531825995c8fa152400c/plot_guide_for_constrained_cp.ipynb b/dev/_downloads/0d7c4ccdff2f531825995c8fa152400c/plot_guide_for_constrained_cp.ipynb
@@ -207,7 +207,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/2e3d154df5c15282f0c4a6209fe4ae14/plot_covid.ipynb b/dev/_downloads/2e3d154df5c15282f0c4a6209fe4ae14/plot_covid.ipynb
@@ -121,7 +121,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/4646f2ed882fdbd7317db8bc1eb3916e/plot_cp_regression.ipynb b/dev/_downloads/4646f2ed882fdbd7317db8bc1eb3916e/plot_cp_regression.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/468942bd78c2647648843aeda5b2ab0c/plot_IL2.ipynb b/dev/_downloads/468942bd78c2647648843aeda5b2ab0c/plot_IL2.ipynb
@@ -132,7 +132,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/dev/_downloads/6f392aba7031ac3e4c8365850f77f099/plot_cp_line_search.ipynb b/dev/_downloads/6f392aba7031ac3e4c8365850f77f099/plot_cp_line_search.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/7c4762fd973c92c13874f6405624a983/plot_tensor.ipynb b/dev/_downloads/7c4762fd973c92c13874f6405624a983/plot_tensor.ipynb
@@ -89,7 +89,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/8c1716b060db83a5d0c4cf467673c021/plot_parafac2.ipynb b/dev/_downloads/8c1716b060db83a5d0c4cf467673c021/plot_parafac2.ipynb
@@ -150,7 +150,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/963a65841fc063b51ab7dcf8ecab1001/plot_nn_cp_hals.ipynb b/dev/_downloads/963a65841fc063b51ab7dcf8ecab1001/plot_nn_cp_hals.ipynb
@@ -236,7 +236,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/ba9ab31b668e2e402c959f74d1c232fd/plot_tucker_regression.ipynb b/dev/_downloads/ba9ab31b668e2e402c959f74d1c232fd/plot_tucker_regression.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/c6b629fdc27c337322799c80254dc184/plot_image_compression.ipynb b/dev/_downloads/c6b629fdc27c337322799c80254dc184/plot_image_compression.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/c8fb7612e0bd35c006429a54d1f43cb4/plot_permute_factors.ipynb b/dev/_downloads/c8fb7612e0bd35c006429a54d1f43cb4/plot_permute_factors.ipynb
@@ -114,7 +114,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_downloads/cdde43113b9e6de785a08675bf643a4d/plot_nn_tucker.ipynb b/dev/_downloads/cdde43113b9e6de785a08675bf643a4d/plot_nn_tucker.ipynb
@@ -196,7 +196,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.10.13"
+      "version": "3.10.14"
     }
   },
   "nbformat": 4,

diff --git a/dev/_images/sphx_glr_plot_cp_line_search_001.png b/dev/_images/sphx_glr_plot_cp_line_search_001.png
diff --git a/dev/_images/sphx_glr_plot_cp_line_search_thumb.png b/dev/_images/sphx_glr_plot_cp_line_search_thumb.png
diff --git a/dev/_images/sphx_glr_plot_guide_for_constrained_cp_001.png b/dev/_images/sphx_glr_plot_guide_for_constrained_cp_001.png
diff --git a/dev/_images/sphx_glr_plot_guide_for_constrained_cp_002.png b/dev/_images/sphx_glr_plot_guide_for_constrained_cp_002.png
diff --git a/dev/_images/sphx_glr_plot_guide_for_constrained_cp_003.png b/dev/_images/sphx_glr_plot_guide_for_constrained_cp_003.png
diff --git a/dev/_images/sphx_glr_plot_guide_for_constrained_cp_004.png b/dev/_images/sphx_glr_plot_guide_for_constrained_cp_004.png
diff --git a/dev/_images/sphx_glr_plot_guide_for_constrained_cp_005.png b/dev/_images/sphx_glr_plot_guide_for_constrained_cp_005.png
diff --git a/dev/_images/sphx_glr_plot_guide_for_constrained_cp_006.png b/dev/_images/sphx_glr_plot_guide_for_constrained_cp_006.png
diff --git a/dev/_images/sphx_glr_plot_guide_for_constrained_cp_thumb.png b/dev/_images/sphx_glr_plot_guide_for_constrained_cp_thumb.png
diff --git a/dev/_images/sphx_glr_plot_image_compression_001.png b/dev/_images/sphx_glr_plot_image_compression_001.png
diff --git a/dev/_images/sphx_glr_plot_image_compression_thumb.png b/dev/_images/sphx_glr_plot_image_compression_thumb.png
diff --git a/dev/_images/sphx_glr_plot_nn_cp_hals_001.png b/dev/_images/sphx_glr_plot_nn_cp_hals_001.png
diff --git a/dev/_images/sphx_glr_plot_nn_cp_hals_thumb.png b/dev/_images/sphx_glr_plot_nn_cp_hals_thumb.png
diff --git a/dev/_images/sphx_glr_plot_nn_tucker_001.png b/dev/_images/sphx_glr_plot_nn_tucker_001.png
diff --git a/dev/_images/sphx_glr_plot_nn_tucker_thumb.png b/dev/_images/sphx_glr_plot_nn_tucker_thumb.png
diff --git a/dev/_images/sphx_glr_plot_permute_factors_001.png b/dev/_images/sphx_glr_plot_permute_factors_001.png
diff --git a/dev/_images/sphx_glr_plot_permute_factors_thumb.png b/dev/_images/sphx_glr_plot_permute_factors_thumb.png
diff --git a/dev/_sources/auto_examples/applications/plot_IL2.rst.txt b/dev/_sources/auto_examples/applications/plot_IL2.rst.txt
@@ -242,7 +242,7 @@ affect IL-2 signaling in immune cells.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.709 seconds)
+   **Total running time of the script:** (0 minutes 1.755 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_IL2.py:

diff --git a/dev/_sources/auto_examples/applications/plot_covid.rst.txt b/dev/_sources/auto_examples/applications/plot_covid.rst.txt
@@ -201,7 +201,7 @@ how each component looks like on weights.
  .. code-block:: none
 
 
-    <matplotlib.colorbar.Colorbar object at 0x7182b5f986d0>
+    <matplotlib.colorbar.Colorbar object at 0x7fcd352b9630>
 
 
 
@@ -228,7 +228,7 @@ References
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 6.653 seconds)
+   **Total running time of the script:** (0 minutes 6.845 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_covid.py:

diff --git a/dev/_sources/auto_examples/applications/plot_image_compression.rst.txt b/dev/_sources/auto_examples/applications/plot_image_compression.rst.txt
@@ -112,7 +112,7 @@ Example on how to use :func:`tensorly.decomposition.parafac` and :func:`tensorly
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.223 seconds)
+   **Total running time of the script:** (0 minutes 2.492 seconds)
 
 
 .. _sphx_glr_download_auto_examples_applications_plot_image_compression.py:

diff --git a/dev/_sources/auto_examples/applications/sg_execution_times.rst.txt b/dev/_sources/auto_examples/applications/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:11.585** total execution time for 3 files **from auto_examples/applications**:
+**00:11.092** total execution time for 3 files **from auto_examples/applications**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_applications_plot_covid.py` (``plot_covid.py``)
-     - 00:06.653
+     - 00:06.845
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_image_compression.py` (``plot_image_compression.py``)
-     - 00:03.223
+     - 00:02.492
      - 0.0
    * - :ref:`sphx_glr_auto_examples_applications_plot_IL2.py` (``plot_IL2.py``)
-     - 00:01.709
+     - 00:01.755
      - 0.0
diff --git a/dev/_sources/auto_examples/decomposition/plot_cp_line_search.rst.txt b/dev/_sources/auto_examples/decomposition/plot_cp_line_search.rst.txt
@@ -88,7 +88,7 @@ Example on how to use :func:`tensorly.decomposition.parafac` with line search to
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 9.283 seconds)
+   **Total running time of the script:** (0 minutes 9.463 seconds)
 
 
 .. _sphx_glr_download_auto_examples_decomposition_plot_cp_line_search.py:

diff --git a/dev/_sources/auto_examples/decomposition/plot_guide_for_constrained_cp.rst.txt b/dev/_sources/auto_examples/decomposition/plot_guide_for_constrained_cp.rst.txt
@@ -240,21 +240,21 @@ a python dictionary:
  .. code-block:: none
 
     1. factor
-     [[5.01 0.77 0.  ]
-     [4.86 0.62 1.25]
-     [4.7  1.23 0.36]
-     [4.2  0.   0.  ]
-     [4.43 1.7  1.78]
-     [4.11 0.   0.41]]
+     [[4.23 1.61 1.67]
+     [4.94 3.18 3.22]
+     [4.19 0.   0.36]
+     [4.76 0.   0.37]
+     [4.66 0.33 0.87]
+     [4.54 0.41 0.  ]]
     2. factor
-     [[ 0.29  0.42 -0.35]
-     [ 0.28  0.52 -0.56]
-     [ 0.37 -0.27 -0.03]
-     [ 0.32  0.44 -0.68]
-     [ 0.36 -0.03 -0.01]
-     [ 0.47 -0.64  0.18]
-     [ 0.42 -0.65  0.43]
-     [ 0.36  0.05  0.31]]
+     [[ 0.29  0.03  0.14]
+     [ 0.34 -0.31  0.21]
+     [ 0.39  0.14 -0.23]
+     [ 0.36 -0.02 -0.03]
+     [ 0.28 -0.96  0.9 ]
+     [ 0.27 -0.46  0.55]
+     [ 0.41  0.79 -0.97]
+     [ 0.35  0.32 -0.27]]
 
 
 
@@ -365,32 +365,32 @@ only `True` depending on the selected constraint.
  .. code-block:: none
 
     1. factor
-     [[ 16.62  -6.19   5.83]
-     [ 15.51   8.93  10.96]
-     [ 15.48   7.21  -3.6 ]
-     [ 13.82 -13.15  12.6 ]
-     [ 13.69  10.19   3.63]
-     [ 14.28   5.18 -12.23]]
+     [[ 30.87  13.92  -2.7 ]
+     [ 32.97 -11.63  -1.82]
+     [ 27.58 -32.52  31.18]
+     [ 32.93 -28.29  52.74]
+     [ 33.5   -6.66  19.37]
+     [ 32.8    5.53   3.37]]
     2. factor
-     [[0.34 0.   0.  ]
-     [0.32 1.   0.4 ]
-     [0.36 0.   0.  ]
-     [0.33 1.09 0.3 ]
-     [0.37 0.   1.23]
-     [0.43 0.   0.  ]
-     [0.4  0.   0.45]
-     [0.41 0.   0.2 ]]
+     [[0.37 0.74 1.44]
+     [0.39 0.   0.45]
+     [0.41 0.   0.  ]
+     [0.37 1.19 1.08]
+     [0.37 0.   0.38]
+     [0.34 0.7  0.57]
+     [0.37 0.17 0.  ]
+     [0.37 0.67 0.  ]]
     3. factor
-     [[ 0.09 -0.01 -0.02]
-     [ 0.09 -0.01  0.03]
-     [ 0.08 -0.   -0.02]
-     [ 0.09  0.02 -0.01]
-     [ 0.09  0.02  0.02]
-     [ 0.09 -0.01  0.  ]
-     [ 0.08  0.01  0.01]
-     [ 0.08  0.03  0.03]
-     [ 0.1  -0.03 -0.02]
-     [ 0.09 -0.01  0.01]]
+     [[ 0.04 -0.01 -0.  ]
+     [ 0.04 -0.02 -0.01]
+     [ 0.04  0.01  0.01]
+     [ 0.04 -0.01 -0.  ]
+     [ 0.04 -0.02 -0.01]
+     [ 0.04  0.    0.  ]
+     [ 0.04  0.01  0.01]
+     [ 0.04 -0.01 -0.01]
+     [ 0.04  0.   -0.01]
+     [ 0.04  0.01  0.  ]]
 
 
 
@@ -416,7 +416,7 @@ IEEE Transactions on Signal Processing 64.19 (2016): 5052-5065.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.436 seconds)
+   **Total running time of the script:** (0 minutes 4.691 seconds)
 
 
 .. _sphx_glr_download_auto_examples_decomposition_plot_guide_for_constrained_cp.py:

diff --git a/dev/_sources/auto_examples/decomposition/plot_nn_cp_hals.rst.txt b/dev/_sources/auto_examples/decomposition/plot_nn_cp_hals.rst.txt
@@ -157,11 +157,11 @@ the case but the approximation is quite coarse.
  .. code-block:: none
 
     reconstructed tensor
-     [[[8195.32 8155.03]
-      [8390.19 8290.16]]
+     [[[8330.97 8239.9 ]
+      [8370.   8308.01]]
 
-     [[9122.29 9026.65]
-      [9047.23 8869.07]]] 
+     [[9100.11 9063.56]
+      [9117.18 9124.91]]] 
 
     input data tensor
      [[[8210. 8211.]
@@ -218,11 +218,11 @@ Again, we can look at the reconstructed tensor entries.
  .. code-block:: none
 
     reconstructed tensor
-     [[[8213.2  8214.26]
-      [8229.96 8234.15]]
+     [[[8208.2  8198.25]
+      [8215.63 8215.23]]
 
-     [[9012.77 9014.  ]
-      [9030.11 9033.87]]] 
+     [[9008.34 8999.47]
+      [9017.04 9016.61]]] 
 
     input data tensor
      [[[8210. 8211.]
@@ -288,8 +288,8 @@ First comparison option is processing time for each algorithm:
  .. code-block:: none
 
     0.21 seconds
-    0.21 seconds
-    282.85 seconds
+    0.27 seconds
+    91.70 seconds
 
 
 
@@ -322,9 +322,9 @@ In Tensorly, we provide a function to calculate Root Mean Square Error (RMSE):
 
  .. code-block:: none
 
-    225.40947
-    26.551804
-    0.35330307
+    241.43759
+    34.252407
+    0.46996328
 
 
 
@@ -386,7 +386,7 @@ Neural computation, 24(4), 1085-1105. (Link)
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (4 minutes 43.344 seconds)
+   **Total running time of the script:** (1 minutes 32.250 seconds)
 
 
 .. _sphx_glr_download_auto_examples_decomposition_plot_nn_cp_hals.py:

diff --git a/dev/_sources/auto_examples/decomposition/plot_nn_tucker.rst.txt b/dev/_sources/auto_examples/decomposition/plot_nn_tucker.rst.txt
@@ -207,7 +207,7 @@ processing time:
  .. code-block:: none
 
     time for tensorly nntucker: 0.09
-    time for HALS with fista: 1.20
+    time for HALS with fista: 1.22
     time for HALS with as: 0.31
 
 
@@ -238,9 +238,9 @@ to compute Root Mean Square Error (RMSE):
 
  .. code-block:: none
 
-    RMSE tensorly nntucker: 284.4879249147315
-    RMSE for hals with fista: 280.8198240816218
-    RMSE for hals with as: 280.61942507465903
+    RMSE tensorly nntucker: 285.99732817359995
+    RMSE for hals with fista: 282.8753945275438
+    RMSE for hals with as: 283.66170998047943
 
 
 
@@ -304,7 +304,7 @@ Neural computation, 24(4), 1085-1105.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.698 seconds)
+   **Total running time of the script:** (0 minutes 1.708 seconds)
 
 
 .. _sphx_glr_download_auto_examples_decomposition_plot_nn_tucker.py: