diff --git a/SimPEG/TensorMesh.py b/SimPEG/TensorMesh.py index 36c532bc..c59f4acd 100644 --- a/SimPEG/TensorMesh.py +++ b/SimPEG/TensorMesh.py @@ -8,21 +8,21 @@ from utils import ndgrid, mkvc class TensorMesh(BaseMesh, TensorView, DiffOperators, InnerProducts): """ -TensorMesh is a mesh class that deals with tensor product meshes. + TensorMesh is a mesh class that deals with tensor product meshes. -Any Mesh that has a constant width along the entire axis -such that it can defined by a single width vector, called 'h'. + Any Mesh that has a constant width along the entire axis + such that it can defined by a single width vector, called 'h'. -:: + :: - hx = np.array([1,1,1]) - hy = np.array([1,2]) - hz = np.array([1,1,1,1]) + hx = np.array([1,1,1]) + hy = np.array([1,2]) + hz = np.array([1,1,1,1]) - mesh = TensorMesh([hx, hy, hz]) + mesh = TensorMesh([hx, hy, hz]) -.. math:: - x^2 = 5 + .. math:: + x^2 = 5 """ _meshType = 'TENSOR' diff --git a/SimPEG/utils/lomutils.py b/SimPEG/utils/lomutils.py index ddfebfb9..cdd6e0de 100644 --- a/SimPEG/utils/lomutils.py +++ b/SimPEG/utils/lomutils.py @@ -1,6 +1,6 @@ import numpy as np from scipy import sparse as sp -from utils import mkvc, ndgrid, sub2ind +from matutils import mkvc, ndgrid, sub2ind from sputils import sdiag diff --git a/SimPEG/utils/sputils.py b/SimPEG/utils/sputils.py index 0cefa26c..39444c27 100644 --- a/SimPEG/utils/sputils.py +++ b/SimPEG/utils/sputils.py @@ -1,5 +1,5 @@ from scipy import sparse as sp -from utils import mkvc +from matutils import mkvc def sdiag(h): diff --git a/notebooks/exPlotImage2D.ipynb b/notebooks/exPlotImage2D.ipynb index b354733f..6dce54c1 100644 --- a/notebooks/exPlotImage2D.ipynb +++ b/notebooks/exPlotImage2D.ipynb @@ -30,7 +30,7 @@ ] } ], - "prompt_number": 17 + "prompt_number": 1 }, { "cell_type": "markdown", @@ -52,7 +52,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 18 + "prompt_number": 2 }, { "cell_type": "code", @@ -71,21 +71,21 @@ { "metadata": {}, "output_type": "display_data", - "png": 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zYXuXLytzBUNruX4d6N6d9WEoaeel+6muZkNDz5wBXFx4RyNtwcHARx+xfZBF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\n42m0jPi0agWMHQts2gT85S+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YdJo6AyXR1tLvXd7mfvky8NNPwMMPm++cdnZsdduiRewxnpAOr77KnqxMWWzm4cFmg1qt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\niY1F0s1do5CaKt8dpHjg4gJ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AOnXqhMGDByO1WiZKTU3FCy+8gNatW2PMmDHIzs62er6YGAExMQJiYwV7wtKU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\n9ytNS2P3bPTe+bE2lNx1yLz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YWBjeeustu/usWLECw4YNw7hx45Cfn+/uKXWLN2bMGB2jGIGzGKXReWtERLB6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\nrcCxYxIA7cv/0uIlzzN7NrB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"text": [ - "" + "" ] } ], - "prompt_number": 19 + "prompt_number": 3 }, { "cell_type": "markdown", @@ -108,7 +108,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 20 + "prompt_number": 4 }, { "cell_type": "code", @@ -130,7 +130,7 @@ "output_type": "display_data", "png": 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"text": [ - "" + "" ] }, { "metadata": {}, "output_type": "pyout", - "prompt_number": 21, + "prompt_number": 5, "text": [ - "" + "" ] } ], - "prompt_number": 21 + "prompt_number": 5 }, { "cell_type": "markdown", @@ -174,7 +174,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 22 + "prompt_number": 6 }, { "cell_type": "code", @@ -198,7 +198,7 @@ "output_type": "display_data", "png": 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"text": [ - "" + "" ] }, { @@ -214,28 +214,19 @@ "output_type": "display_data", "png": 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