Repository: teamtomo/torch-cubic-spline-grids (language: python)

Issue:
bug in optimise_2d_grid_model.ipynb
* torch-cubic-b-spline-grid version: 0.0.8
* Python version:3.8.10
* Operating System:linux

### Description

There is a problem with the code displaying the predicted image and the original image in the optimise_2d_grid_model.ipynb file. The predicted image displays the results calculated by formulas rather than predictions

```python
n = 512
x = torch.tensor(np.linspace([0, 0], [1, 1], n))
xx, yy = torch.meshgrid(x[:, 0], x[:, 1], indexing='xy')
y = torch.sin(xx * 2 * torch.pi) + np.sin(yy * 4 * np.pi)
fig, ax = plt.subplots(1, 2)
ax[0].imshow(y, cmap='gray_r', label='prediction')
ax[1].imshow(target_image, cmap='gray_r', label='ground truth')
```

So, The correct display should be like this
```python
n = 512
x = torch.tensor(np.linspace([0, 0], [1, 1], n))
xx, yy = torch.meshgrid(x[:, 0], x[:, 1], indexing='xy')
x = torch.vstack([xx.flatten(), yy.flatten()]).T
y = grid_2d(x).detach().numpy().reshape(512,512)
fig, ax = plt.subplots(1, 2)
ax[0].imshow(y, cmap='gray_r', label='prediction')
ax[1].imshow(target_image, cmap='gray_r', label='ground truth')
```



### What I Did

```
Paste the command(s) you ran and the output.
If there was a crash, please include the traceback here.
```



Discussion / hints:

Fix patch:
diff --git a/examples/optimise_2d_grid_model.ipynb b/examples/optimise_2d_grid_model.ipynb
index 9cbeecb..5525e58 100644
--- a/examples/optimise_2d_grid_model.ipynb
+++ b/examples/optimise_2d_grid_model.ipynb
@@ -13,6 +13,10 @@
     "collapsed": false,
     "pycharm": {
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2023-08-23T17:52:29.145024Z",
+     "start_time": "2023-08-23T17:52:27.773330Z"
     }
    }
   },
@@ -40,13 +44,17 @@
     "collapsed": false,
     "pycharm": {
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2023-08-23T17:52:29.148516Z",
+     "start_time": "2023-08-23T17:52:29.145577Z"
     }
    }
   },
   {
    "cell_type": "markdown",
    "source": [
-    "initialise our optimisable parameters, a 1D grid of `N_CONTROL_POINTS` uniformly spaced\n",
+    "initialise our optimisable parameters, a 2D grid of uniformly spaced\n",
     "points"
    ],
    "metadata": {
@@ -67,6 +75,10 @@
     "collapsed": false,
     "pycharm": {
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2023-08-23T17:52:29.152329Z",
+     "start_time": "2023-08-23T17:52:29.147935Z"
     }
    }
   },
@@ -99,6 +111,10 @@
     "collapsed": false,
     "pycharm": {
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2023-08-23T17:52:29.156955Z",
+     "start_time": "2023-08-23T17:52:29.152812Z"
     }
    }
   },
@@ -108,7 +124,7 @@
    "outputs": [
     {
      "data": {
-      "text/plain": "<matplotlib.image.AxesImage at 0x1180e93f0>"
+      "text/plain": "<matplotlib.image.AxesImage at 0x14649a230>"
      },
      "execution_count": 5,
      "metadata": {},
@@ -117,7 +133,7 @@
     {
      "data": {
       "text/plain": "<Figure size 640x480 with 1 Axes>",
-      "image/png": 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\n"
+      "image/png": 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WvnLlSmlra5OhoaH0s8OHD8vRo0elr6+vmB4DAMCcwGSCGxgYkIcffli+/e1vy8KFC1Ndp7OzUxYsWCCdnZ3ysY99TLZs2SLnnnuunH322fKpT31K+vr6ZvSA0+jo6EhNcNllnuY67Zb7Ik1rS1N3OayZ5NzzuK692rLbtwzXTAE+k5xWNwTN3VIz1/nqaiYfX4RlS0bUvKF4rOYuLWROUSY4S//d+hZ3dYtZs8hQPCEmOK3csk3B97uzmOC06PY+E5z2HnHfg9n7ZQnxY9lSorWt1RxnmoDuvfdeERH57d/+7Wmf79mzRz7ykY+IiMjdd98t8+bNk3Xr1km1WpW1a9fKV7/6VctlAADgDMA0AdUiXHd0dMju3btl9+7duTsFAABzH2LBAQBAFEqbjiHrnq2FoHDtm9lji+3TLfe5VmsukW5dLaWCxQ07xBbtopVbbOsWt1lLaCRrKJ5GaECWVAduW4teVM/wQPUKxZO9l5qL/EzHZXTD1so07dW3zULTgCzvBt+7LdtWe0e6x1YNaLa2pGMAAIBSwwQEAABRYAICAIAolFYD6ujomFEDstgzfXUtGpAbwlyz5Vo0IE3zca8TYot2CdGA8u7bmGsakEVvsaTvdss0TaieGlDeFBe+8C3aHhHf/q8yakBF7QMK0YC0c4W8M7VwQCLT34uk5AYAgKaBCQgAAKJQahNcR0eHiMy+zPMdu8tH14xmMcG5ZhDtOtpS2rfMLmp5b4l2baURbtg+M04ZTHAhbtiama2eEbrL6IbdiFA81t9D3hBYIW7YllA8vvegxQ07r7lOZPaQP5jgAACg1DABAQBAFJiAAAAgCk2hAWmhxV1dR9NmQkLxaK7WFltuo9ywXZo9HUMZNKAQvcXihl1kiB/SMczMXE/HYNF1QjQgzYW7FlgBAQBAFJiAAAAgCkxAAAAQhdJqQJVKZcZ9QL79CGXQgNgHlK9u2TUgayie7LEvxQL7gE4/j++YfUD/R0g6hnpoQLWONysgAACIAhMQAABEgQkIAACiUGoN6FQ6hqx9M8QvPUQDcvcbWVJyZ89lScHta+vWtaRjCEELpx+SbjkkHYOWDiBEQwnRW/LuISqyrjYWvnHKm47Bd++aIR2DpgGF7NXL/t4tmo977N4P7R3k1rWk5LYca+/P2WAFBAAAUWACAgCAKDSdCc7inuszMWgmOndJ615Hc6d0r2PJgmhZ3vvaaoRkRNXqWkxw2rHVjGNJm3AmmeAa5YYdkhE1r1t/WTKiFuWGXWRGVO1dZrl3ee87JjgAACg1TEAAABAFJiAAAIhCaTWg9vb2mjQgLRSPVuY7l+t2rblwW9wnLZqPe+yzL2vnDQnNo9nai9SAsnUttme3vMiUBCF6Sxk0IHecsiF/LONkGf+QdAwWDcglRBMqyg3bogGFuGFbtpT4NCBtm4tFE9LCk80GKyAAAIgCExAAAESBCQgAAKJQag2ovb1dRHQbscWe7B5re318+pGmNWm2W4uN2G3rs0VrdmsXiyYUogFlsewPcc/r0zby7m+Z6xpQSCieojQgX3iduaQBNSoUj69udhx9exrzvl+1trWm52YFBAAAUWACAgCAKJTWBNfW1pa6jGrhNyyhOtzlo7tMtIQEsSxxNZdI3zI82zYkJIhLSCievBksiwzFExI2pqiMqFpWU7etzzR2ytzs64PI9LHRrum7LqF4/o9GheKxhPvSTPvuu0sbY+095x5bTXCz3Q/3uZwNVkAAABAFJiAAAIgCExAAAEShtBpQa2tr4RqQz2ac193Y4u6tpXUQOd3u22yheFw091wtI2qIGzaheP4PSygei1ZWr1A8ltBOLmVww7Zss7BuE7Ho25ZxKkpXy7Z1n8PZYAUEAABRYAICAIAoMAEBAEAUSq0BnbIjWuyxIVqHRq3hxUV0G6vvPBYffW0/gkuR45JXk7NoARbNwT2u1z4gy74Zt8/10oB84+TuxyjjPqC8+8osmq71+dfeOe7vLtv/kJTclu9edtCAAACg1DABAQBAFEprgps3b166tNXC0VjcJ31mHIsJS4v6bMFdVrtL9my5VibSuGjYmimg1lAdIrqppp6hePKai6x9ypohiozirvXfYlYr0qxpGadmCMWj/Za032yRZjOtT+6Yam1977nscVHRsGt9P7ICAgCAKDABAQBAFJiAAAAgCk2hAdUrI6rFndJn185isbH67MuaLTUkfEhRITcsrqOxMmMWpbcUZR9vZN2QMba4R4fcuxiheHy/B8tvKYtPp837e/b1KeRdVo9nHA0IAABKDRMQAABEgQkIAACiUFoNqAhCfPKL9OfPGxpdpLgQOlofrPpQSMqLWutaw5JoOkKR1y2KkDQijRrjetUtam9PvX6TPrTfS8i9q1fbIt97tfah1muyAgIAgCgwAQEAQBSYgAAAIApzWgMqMlVDrLZFYemDZY+ES1GaiTWWXXavgyVOlq+sXvcuZA9XyL3Me54iz6t9nyL38liw3A9f27x1G3XfLe0sfbCM2SlYAQEAQBSYgAAAIAqlNcElSZIu4/KaJ6zLyeyxL9toUX2yZFD0Xcdtq9W1YDF1aGE/QrLK+kKcWOpqYUpCQrJoz4ylbchz6gu7YnkWLe7FecPEuPV996OodAwWs5rlPvvuR953TKP6FPLOxAQHAABNAxMQAABEIWgCuuuuu6SlpUU2bdqUfjY2NiYDAwOyePFiOeuss2TdunUyMjIS2k8AAJhj5NaAnn/+efnbv/1bec973jPt882bN8t3v/td2bt3r3R2dsrGjRvlxhtvlB/+8Iem809OTqaaQVY7cHUE7dhX17WFZsu1spDr+PqgHYfoUi5FpeS2aAOu7d+iCVn65Kubva4vXL5W13ect607Lpbx9z1PeftUzxBF2jNSxpTcIZpc3neMexzyLtPqWvqgta31t51rBfSrX/1K1q9fLw888ICcc8456ecnTpyQr33ta/LlL39Z3v/+98vKlStlz5498qMf/UieffbZGc9VrVZldHR02h8AAMx9ck1AAwMDct1110l/f/+0zw8ePCgTExPTPl+xYoUsX75c9u3bN+O5BgcHpbOzM/3r6enJ0yUAAGgyzBPQI488Ij/+8Y9lcHDwtLLh4WFpb2+XRYsWTfu8q6tLhoeHZzzf1q1b5cSJE+nfsWPHrF0CAIAmxKQBHTt2TG677TZ58sknpaOjo5AOVCoVqVQqp32e1YBOnjw57XO33mzH2XYz1dXKfW2L0qVce7JW7tOA6rUPyGJr11L2WvYThYRz8YXiqbUPvrpFaij1qmshJNRLdszdMktaZ9+eoaJScruEaECaTmvRdIvUt4t6l+VtWxcN6ODBg/Laa6/J+973PmltbZXW1lZ5+umn5Z577pHW1lbp6uqS8fFxOX78+LR2IyMj0t3dbbkUAADMcUwroGuvvVZ+8pOfTPvs5ptvlhUrVshnPvMZ6enpkba2NhkaGpJ169aJiMjhw4fl6NGj0tfXV1yvAQCg6TFNQAsXLpRLL7102mfvfOc7ZfHixennH/vYx2TLli1y7rnnytlnny2f+tSnpK+vT6666ipTx06ePCkTExMioi8n3eNTbdx2tbTNa76zuESGuGHHCsXjYnEDdk0oWVxTmRbR2j2vW24xmWhlZYhcHkKR310z/2rjbzG5ucdFZk8tysRbZNgby5aMokxllvde9v1Zy3Wyx9m2br3ZKDwW3N133y3z5s2TdevWSbValbVr18pXv/rVoi8DAABNTvAE9IMf/GDacUdHh+zevVt2794demoAAJjDEAsOAACiUNp0DCdPnkztiJptUTu2akAWd29L3axt172mJT1DkaF4Qshrh/fpOhZ3XM1e3traqtbNGxLfEtLELa9Xeg/3mm1tbWrbbD9842RxL872w73PZdCArL+HsmtArlajtW3UO3O2f2uwAgIAgCgwAQEAQBSYgAAAIAql1YDGx8dTG7VmW6zVJlnLcVH7gCxagEUT8mkDIekN8uILlaKl5NbauvqEW9fVGbLHFv3Ip0tpmkmRe27yhnPx9cltm63v29uTPdbK3GPffWYf0Ns0ah+Qb29PXr3IPc7+e3x8XGqBFRAAAESBCQgAAKJQahPcqWV9vUxw2jK2yAiyed1ZRYpzGa5XNGyfeSXb1mKK8ZlxNBOQa5bSzGxu3ZD77LpA521r2QLgXtPyfdxx0cbN51qdLffdK81Ma8mI6lKGaNg+s3i9THAWiaBI2QITHAAANCVMQAAAEAUmIAAAiEJpNaBqtZrag8vuhm2x3TZKAyoyzYDF7q7Z8N26mq7g0xG0ctft1NVJsm3dMvc6mt3dF8omb1uffV9zpXbrat9HK3PLQzQgn66TbWt5nlzKoAHVMyOq5Z0TWwOqVqtSC6yAAAAgCkxAAAAQBSYgAACIQmk1oLGxsdSmW5QGZLGF+uyxWZ2hSA3IkpJb04Qsmo8ljbaIrutYQqdouoJv74hlz4qmbfg0k6xG5D4vbh+0Y7fMsmfIEjrF16fsc+v2wT1XXg2oLOkYQogRiseyL8iyT7FR78zsszU2Nia1wAoIAACiwAQEAABRYAICAIAolFYDGh8fn3EfkC+0eFE+7SEakJZyIWQfkMUW7VJkim6LBqTpSRYNyD2PRa/QYp5p5xHR981oOo57bNnbE6It+TQhi/6VNx2DRfNxj5s9HYP2+3XbNiodQ8j+R/dYe/8SCw4AAJoGJiAAAIhCaU1wb731Vrp8tZjVNNNYM5jginLDdml2E1yIG3ZI6gbNBGdxgfalTchrgvOlVNAyy/rCEOGGffq/RZovI6rFBGeRONxj3LABAKBpYAICAIAoMAEBAEAUSqsBZcN5F+WGHRKKR6vbqHQM9QrF49a1uLc2KhRPGd2wLVqNTy/K6jG+82oalqVtkW7YlntnSdveKA3Iop/Wyw27DKF4fO899/1LOgYAAGhKmIAAACAKTEAAABCF0mpAb731VmoDzRsqwpLi1j2OpQH5zqXVtWhAbtssZUjH4NMNGrUPKHufrXqLZW9P3utY+1TGfUBzSQOaa+kYLMfZdy8aEAAAlBomIAAAiEJpTXATExPpEju7tLO4YVvMaL62saJha6ayotywrcQwwfnC4NTLDbtRGVGz5/ZlKg3pUxndsBsRDdv6eyh7NOxYbti1mu/c9/RssAICAIAoMAEBAEAUmIAAACAKpdWAxsbGUptoXjdBq0thXhurxd3bZ0/W7MBuW+3YV9eCZmsvKv2Ce+xLv6C19ekgWfu0q7e457VkRLVoNZr+4tNmQvpkCQ+kaUDa/SkyI6rPLbteWH5L2d+sxQ3bovm4x5Z3jiUkWYgbNhlRAQCgaWACAgCAKDABAQBAFEqrAVWr1VwpuYvSgFw/dktYDK2ub5+AtjdA2xPkniuWBqQd+3SEbLlb5o6LpiP49jJk9Qp3TN3zZstdjcRt636/vG3dMq2tdk2R079PViNy27rPvFZX08p8uo12rhANKEQfCtFTy6ABhejZaEAAAHDGwQQEAABRKK0Jbnx8PF3qahGutdA8PjNaSEgKiwkue+zWtbhl+8x12nkt5ZYQJ74yS4RrLSqyzwRnMatp9851Y7ZEL9ZMZZa2FtOMz7SnlfsigWfr+qKRW0LxuN9Hu+8umrkuBO33oIXecY8t2yqsYbgsocIsbth5369aW0LxAABAqWECAgCAKDABAQBAFJpCA8rrJhhiz/TZZy16kRau3RK+3acBlSEdQ0i2Sy30i8Vd2qdXWMLnW7QZi73fkkrD4vbr65Pm7m1Jx6Ddj7KkYwghbzqGemZEtbxzNN25XukYtLQ5s8EKCAAAosAEBAAAUWACAgCAKJRWA8raELVUr0WFIQ9pa9m3UZaU3EXtAyoyJbdmH/elhNb2t2jambvvR7P3+1IfuGhjHLKXJPv9rCGXLJqipn9pGpBPrwvRCeulARW1D8gSasu3L1Fra9nb415He4f6NJ9a26IBAQBAqWECAgCAKDABAQBAFEqrAU1OTqY2Xi1WUa1+6TO1DQlLbvHn18Ko++zLllDvFs3BgsXWrqVccO37bp+01A0WvcLFFx9Nu04991M1AkuaAU078+2F0TQgXxqOsqdj8KVBqVc6Bss7p17pGPJq7lqcyiysgAAAIApMQAAAEIWmMMHlNXdZl7hFZTnVrmPJgDpTeZaQLI4haK6wmlnNkhnTZ/JxzUXu/dKuYyHbZ/ca7vfxlRdRVkt5UW21cbOMqXsvNVOs2z/3vjdbKB7NLdsaiievWc3y3rO+j2ZriwkOAABKDRMQAABEwTwB/exnP5MPf/jDsnjxYlmwYIFcdtllcuDAgbQ8SRLZvn27LF26VBYsWCD9/f1y5MiRQjsNAADNj0kD+t///V9Zs2aN/M7v/I788z//s/zar/2aHDlyRM4555y0zpe+9CW555575MEHH5Te3l7Ztm2brF27Vl566SXp6Oio+VpZDago26cl3LlPq9HsnZZ0DBabcUj6bheLJqSFQ7GETvGlZragaQNaymf32JK+26r55G3r63+2rU8z0Z7xMqY+KEsoHouemjcUj/VdoIX/srh7h+jZRWtApgnoi1/8ovT09MiePXvSz3p7e9N/J0kiu3btks997nNy/fXXi4jIN77xDenq6pLHHntMbrrpptPOWa1WpVqtpsejo6OWLgEAQJNiMsF95zvfkVWrVsmHPvQhWbJkiVx++eXywAMPpOWvvvqqDA8PS39/f/pZZ2enrF69Wvbt2zfjOQcHB6WzszP96+npyflVAACgmTBNQK+88orce++9ctFFF8n3vvc9+cQnPiG33nqrPPjggyIiMjw8LCIiXV1d09p1dXWlZS5bt26VEydOpH/Hjh3L8z0AAKDJMJngpqamZNWqVXLnnXeKiMjll18uhw4dkvvuu082bNiQqwOVSkUqlcppnydJktpP84aYsaQ2dsvrlULZkla7yD6FYLGPa3t9LLqUr66mk/j2JlnGNHsuixbgnsvS1hL+36ILiughc7QwOJbvatVmLKkctD5YrhvyLGq/Ycs7xvo81doHtzzkebIc53n/mFZAS5culXe/+93TPrv44ovl6NGjIiLS3d0tIiIjIyPT6oyMjKRlAAAAIsYJaM2aNXL48OFpn7388stywQUXiMjbDgnd3d0yNDSUlo+Ojspzzz0nfX19BXQXAADmCiYT3ObNm+Xqq6+WO++8U/7oj/5I9u/fL/fff7/cf//9IvL2EnjTpk3yhS98QS666KLUDXvZsmVyww03mDo2mwnOssStJ5ZoubO1C63fDJGbLea67DhaImdb+mAp89XNa54okiKfJxftfoT2o1a08/pMrfWiDL+zkD743qFFnLfW/pkmoCuuuEIeffRR2bp1q+zYsUN6e3tl165dsn79+rTO7bffLm+88Ybccsstcvz4cbnmmmvkiSeeMO0BAgCAuY85GOkHP/hB+eAHPzhreUtLi+zYsUN27NgR1DEAAJjbEAsOAACiUNp0DC0tLamNV3OxdW3TFntmUSHxLX3whT/R6lt0kFh2ai2Uiu+7ajqDddxqrRtynjKEsrGe1zIWWqZSy/2o5xjnvY5LSGgqraxR9z2kT5obfN4+1fq9WQEBAEAUmIAAACAKTEAAABCFptCANFu0pjlYQru79V2bsJuCWAsh79szMdt5RE4PqWHRRSzhN0KwjLFFR8jW9Y2hNuYhz4h7nL3vWlmRbUPO6zvO+/vw2fS1PvnuR16tKURv8empedPb+1JpWMIOWfaVaW0tIZcsvx2tLRoQAACUGiYgAACIQmlNcPPnz0+X9dnlpGYKc8vdstbW6V/X0tZFK3f7aEHLqmlZohdpjtD6aDGD+ExLmgnObaudy73P7rmy5b7zZo+LMk/M1DZ7Hcs4adHHrdfRjrUxdMutpsoQs3leQn4fmknLl6FWu66bJVd7j7jn1epaQka599V3rtn6VJdo2AAAAEXBBAQAAFFgAgIAgCiUVgNqbW312iMbiWufzfbNopm4tluf27XmtmnJwFkvfBpEXpdtnz7httV0Hfc5ypZrZW6f2tra1Lpaua+tRW+xnNdtaxkni65mcTm3uN/HCsVjSSOiaa8h/XffDRqWuhbqnXKEFRAAAESBCQgAAKLABAQAAFEoj8ji0Nramtq3Y/j++/ZtTExM1Fw3a5/1aT6aRmTZB+RSr1A8IaFTNL2lyH1AmtbhO29WY/GdV2vrajUWXUfTcdxxsmhClu9j2Qfk03y0e1dkiouQdCWatqFpsW6Zduz77dcrZJFL3t+z9TozwQoIAACiwAQEAABRYAICAIAolFoDOmVn1myLlrhSWd1mpvNm9/poOo7b1rXdunuGNPu4e173OGtr9+0Dqlc6hrzj75b77MmatmHRhHy6iGVvj6aZWI5j1dXGKUQrKzJFREg6gFrLXEI0IE0TapQG5JZp7xxLGhSXvDobseAAAKDUMAEBAEAUSmuCq1QqqXlEM41pS0+tzFfumsK0UOkW12pfKB7L8r6MoXgsZoNmCMVjCXsTEoonW17keS2heMpggnPx3fday3xYQswU5YbtexdY3jnuOGXb+tzg875ftba1ZoVmBQQAAFFgAgIAgCgwAQEAQBRKqwG1t7dLe3u7iNjSFVtSDmttfTbWbLmWqsFa12Izdo816hWKx1eWN6W1L/y/Jc225pZt0UyawQ27XvpXSOrykBTjczkUj/uOcetq7xGLXuTbUmLRXrV7qT0Ds8EKCAAAosAEBAAAUWACAgCAKJRWA6pUKqkGpNkoNfumL3yLtl/HDdtj0XU0/36L5iMy3b7s2zOklTUqHYOLRQMKScdg0SvyaijNoAEVmYpCC41kCYUUEoonJAyUhu/3oOmrRYXi8e0D0o4tGrUv/Ff2Xefb06i9Q7Nt0YAAAKDUMAEBAEAUmsIEl132ae6Gbrlv6amVayY39zq+utmlttt/n4tn9lw+s5rmOqrh1g3JoKjVtbjjWlzm3fIQM5QldI3vOlo2VffYUldzpQ5pG2LWtNy7Rrlhh1CUG7ZmNveZ3LRzhWz9CAnxo5Vr4X9mgxUQAABEgQkIAACiwAQEAABRKLUGVKlURGS6bdFnz9TqhoTX0TKVWmy5PjuvxW0zRAPSysugAWnpFmY6V143bIuu40uTYNGPtLb1zNJaRg1Iy2JsccMOwRLWql6heHz6sOX9ZNGAtHem+4y421PQgAAAoClhAgIAgCgwAQEAQBRKqwF1dHRE1YB8uk723PXUgJptH5DWln1AM5e5bUO0pWbUgNgHNPOxZR9QURqQT5dyn5lseVYfQgMCAIBSwwQEAABRKLUJrqOjQ0RmX+a5ZSLTl5Bu3RA3bHc5rC1btaVzo9ywXRoVDVuLeF3GaNghGVFD2mpmNotprywmuDJEw3YJyYiquWU3KiOqJRq29h70meDymuvc4+zzhAkOAABKDRMQAABEgQkIAACi0HQakJZ+QcSWCbBebthFakB53bBdYmlAWpiVZnPDtmpAeVMsNKMbdqM0oLxhoFwsoaoa5YZt0YCKTMdQlAbkltUCKyAAAIgCExAAAESBCQgAAKJQWg2ovb09DcWj2aI1m2SIBkQ6htlpRCieMqZjsKY+yJs2gXQMM5e5kI5h5jJfXcs705KOIfvvWseTFRAAAESBCQgAAKLABAQAAFEorQY02z6gEL9091jTgFxbp2Vvj3bs8/XXbMYh6RjKsA/ILdN0BUtdEX0fkCXNdlE6TkjbkLoh6SVcTSWrRVli8/l0HO26vniB2nkt6RlC9gFp+4JCNF3Le0RLi+DW9T0TIe/M2drW+r5hBQQAAFFgAgIAgCiU1gTX3t4u7e3tIlKcO6jv2BLGJ2/YHs21UmTumeA0E0qIGcdiVqtXKJ65ZoKzuGG79yd73liheJrNBFdkOoaQd5n2u8sbgsm9xmywAgIAgCgwAQEAQBRME9Dk5KRs27ZNent7ZcGCBfKud71LPv/5z5+2XN2+fbssXbpUFixYIP39/XLkyJHCOw4AAM2NSQP64he/KPfee688+OCDcskll8iBAwfk5ptvls7OTrn11ltFRORLX/qS3HPPPfLggw9Kb2+vbNu2TdauXSsvvfRS6lZdC9lQPFkNxWJPdl0IffZNLSSFFoLCpwFpISos4duLDMVjCT0SEh7FEmbFEtI/RAOyhNfJXteSJsG9TkiKhaLSd7vlljBEFu3VkjpDxPaMWNIxWAjRUzWdVvt9h7hh+zQgSwob7d753qGzta1VAzJNQD/60Y/k+uuvl+uuu05ERC688EL55je/Kfv37xeRtwd/165d8rnPfU6uv/56ERH5xje+IV1dXfLYY4/JTTfddNo5q9WqVKvV9Hh0dNTSJQAAaFJMJrirr75ahoaG5OWXXxYRkRdffFGeeeYZ+cAHPiAiIq+++qoMDw9Lf39/2qazs1NWr14t+/btm/Gcg4OD0tnZmf719PTk/S4AANBEmFZAd9xxh4yOjsqKFStk/vz5Mjk5KTt37pT169eLiMjw8LCIiHR1dU1r19XVlZa5bN26VbZs2ZIej46OMgkBAJwBmCagb33rW/LQQw/Jww8/LJdccom88MILsmnTJlm2bJls2LAhVwcqlUqq9WTJ7gPSbJTavhOfjuDqOhb9SAt3rvnd++y+bltLqPd6peS22Notuo6lriVFd0iKhSJTH8TYB2T5Pj5dTavbqJTcFv2xGfYBaXpwiAakva987zJNg8ubSqPW9NymCejTn/603HHHHamWc9lll8l//ud/yuDgoGzYsEG6u7tFRGRkZESWLl2athsZGZH3vve9lksBAMAcx6QBvfnmmzP+T+jUTN7b2yvd3d0yNDSUlo+Ojspzzz0nfX19BXQXAADmCqYV0O///u/Lzp07Zfny5XLJJZfIv/zLv8iXv/xl+ehHPyoiby/HNm3aJF/4whfkoosuSt2wly1bJjfccIOpY21tbakLqSX8RnbpZwnrITJ9WeszBWimPnd5nC13l91uW0u2xWYIxWNZ3jcqFE/eLKfNYIJrVCieRpngzqRQPJZxCnFX19q6pjPL/ci2dd3/Z8M0AX3lK1+Rbdu2ySc/+Ul57bXXZNmyZfLnf/7nsn379rTO7bffLm+88Ybccsstcvz4cbnmmmvkiSeeMO0BAgCAuY9pAlq4cKHs2rVLdu3aNWudlpYW2bFjh+zYsSO0bwAAMIchFhwAAEShtOkY5s+ff5r9ut5YXDzz6iCuTditW5QGZAm1E4LFLd6iq1ncrt1j3LD/D0sqCovLNm7Y/0deDcinHYeEISpqnPLiPh+zwQoIAACiwAQEAABRYAICAIAolFoDOmVH1LQNLXSNLzS6Zqcsct9MFsteJLcfbl3NNu3al+sViseSkjtkn4NFEwrRi4qq26jrFNkny94qy/iXUQNyCdlTl1cPboQWI3J6f7XQYRa9S2uLBgQAAKWGCQgAAKJQWhPcvHnz0uW35p7rLhEtZhwXbQkZskQPMX9lTXI+s5olI6qlTxazR1GRdi1he9xyLaup7zohJsSi2hZpsgoZ47wm0TMtI2qWIsMDhfTJ8s7UTPe+ezlbW7fdbLACAgCAKDABAQBAFJiAAAAgCqXVgFpaWlL7aVFujpbQF0WGhc9eV3Ph9LVtVHgdl6JC4hc5ppaQP5bruDbuvPc5pG1IiosQTa6o+2E5b8h16unGrIXPctF+o0U+4/V6P9WjT7XeG1ZAAAAQBSYgAACIAhMQAABEobQaEMSjUSFCYvXBcu5GjUVeXQ3qjy8EVsi5LHUb8dxaNaBQWAEBAEAUmIAAACAKTEAAABCFptCAioq7FpKGt151reHPa20bYqcuMhVF1mZcZKwrbZxCYuaFPE++lOkaeWOPWdK0W6/TiLoi+jMSQsh5Y4yT1od69qnW8/ja5oEVEAAARIEJCAAAolBaE9zU1FRqXsi79HTNE77jvG2LrKtlRA0x+dTLtFGvUEI+d0/tur5wKNlyrcw9dst8Iecb8Ty5ffC1bUTYmJCQUUWG4tHKQ8zmMd4b7rGvT9p13HdMUX3SzjMbrIAAACAKTEAAABAFJiAAAIhCaTWgycnJ1FaZtVm69kvt2FLX1/bkyZPTji021uyxxR7rHoe4XhaZysGSOiDbD19IE4vLeQiWlBFaWb1SUVjahmhl9cLqyqs9I0WlAvH1USu3bAGwaCa+335R7zZNVw45r9bWrTcbrIAAACAKTEAAABAFJiAAAIhCqTWgU7pLVn9xtRjt2FL31DVrKXOPfXbS7Lk0+6uIvsfAZ1fNG37Dh2UfjbYPyLdnJZsO2x1/N1V2vcIQnUmEPCNaW/c+W44tKcVdQvStkFA2Re0JLFKjtrzLQt6Zs7VFAwIAgFLDBAQAAFEorQluYmJCJiYmRKR+JjhtKWpZ4lqWzkWFuhDRTQH1NENppg7XVJat6zOnWELMaBGvQ0wmbW1tNZ/XpajIx/WMXqyFjbHUde+zdu/cutpz4HtGLC7oFooywfm2Fli2ZBRlgvPVrYcJ7tS72wcrIAAAiAITEAAARIEJCAAAotB0GpBrW7S4FPra5nXD1sL0uOU+N2xLOoYyhLJx7fBu/7WUBa42kG2rlc1UrmkQra2tsx77dJBs3RC9pVF1fZqi9t01nccdb+3YHX/fM2EJ7TSX0jEUGYrH4oYdUld7h6IBAQBA08AEBAAAUWACAgCAKJRWA6pWq6lduah9QBZ/+CL3AVnsviH7gPKGo3HrWmzrlpD4Pl1HC9tj0SA0fcg9ttQtMr2HJS2y5byu3qWdy61rGVNtb49v308z7APSyuqlAbnvGE0vDtGoQ9572nFW96lWq1ILrIAAACAKTEAAABCF0prgJiYmZHx8XEQaFw1bW4pa3L0tS2eLG63FBOfSKDdsFy3CtWaa8ZlxLOYit2023I7PLKiZrELMpxbTjHZdaziX7Ll8ru153bDdZ8JiksMNW2YtL4MbNqF4AABgTsAEBAAAUWACAgCAKJRWAxobG0ttuHPJDbtIDSgk9I5FE7K4WltcbLW6Frdfkenahq+uFvLHTceQvV9aSB/fcay62nNcRjdsS0bURqVj0H5nvrqNSscQklqmHukYxsbGpBZYAQEAQBSYgAAAIApMQAAAEIXSakDj4+Op/VfzL69XWIkQP3ttH1BIKB5fKgeNeu0D8pVp+0M0+76rT/h0BE0D0vb6+FIHZNtq+tBMfc4eu21D7Pvas+fThDRdx1LXko7BcjzX9wFpGlCsfUAh78zs+zjb9tQeTh+sgAAAIApMQAAAEAUmIAAAiEJpNaCsH3nWztiouEYh+4A0W27IPqBm0IAs9v1GaUBaLDiLBuSLneb2OXsdX3y3vPuAfH3QdB23zH02Y2hALiH7gMqoAVliwbn3w5LKoahYcFoKbrc++4AAAKBpYAICAIAoNL0JTlsixnLDDll2F2WCa1RGVF+ZluW02dywrS7PWtgb1y07hgmuSDfskFA8jXDDtpqgy+6GXZaMqLO5YWOCAwCAUsMEBAAAUSidCe7UcrZaraafadFaNROcz6skJCNqvUxw2nJ/rpvgtD752ub1RNLOIzLdnFTP6MUWE5zFjFZUdIMQE5zP+3Eum+C032yRJjiL5612bH1nzmaCO/X+9o17S1Kkf24B/Nd//Zf09PTE7gYAAARy7NgxOf/882ctL90ENDU1JT//+c8lSRJZvny5HDt2TM4+++zY3Soto6Oj0tPTwzh5YJxqg3GqDcZJJ0kSef3112XZsmWqpaN0Jrh58+bJ+eefL6OjoyIicvbZZ3ODa4Bxqg3GqTYYp9pgnGans7PTWwcnBAAAiAITEAAARKG0E1ClUpG//Mu/lEqlErsrpYZxqg3GqTYYp9pgnIqhdE4IAABwZlDaFRAAAMxtmIAAACAKTEAAABAFJiAAAIgCExAAAEShtBPQ7t275cILL5SOjg5ZvXq17N+/P3aXojE4OChXXHGFLFy4UJYsWSI33HCDHD58eFqdsbExGRgYkMWLF8tZZ50l69atk5GRkUg9Lgd33XWXtLS0yKZNm9LPGKe3+dnPfiYf/vCHZfHixbJgwQK57LLL5MCBA2l5kiSyfft2Wbp0qSxYsED6+/vlyJEjEXvceCYnJ2Xbtm3S29srCxYskHe9613y+c9//rRApWf6OAWRlJBHHnkkaW9vT/7u7/4u+bd/+7fkz/7sz5JFixYlIyMjsbsWhbVr1yZ79uxJDh06lLzwwgvJ7/3e7yXLly9PfvWrX6V1Pv7xjyc9PT3J0NBQcuDAgeSqq65Krr766oi9jsv+/fuTCy+8MHnPe96T3HbbbennjFOS/M///E9ywQUXJB/5yEeS5557LnnllVeS733ve8l//Md/pHXuuuuupLOzM3nssceSF198MfmDP/iDpLe3N3nrrbci9ryx7Ny5M1m8eHHy+OOPJ6+++mqyd+/e5Kyzzkr+5m/+Jq3DOIVRygnoyiuvTAYGBtLjycnJZNmyZcng4GDEXpWH1157LRGR5Omnn06SJEmOHz+etLW1JXv37k3r/Pu//3siIsm+fftidTMar7/+enLRRRclTz75ZPJbv/Vb6QTEOL3NZz7zmeSaa66ZtXxqairp7u5O/vqv/zr97Pjx40mlUkm++c1vNqKLpeC6665LPvrRj0777MYbb0zWr1+fJAnjVASlM8GNj4/LwYMHpb+/P/1s3rx50t/fL/v27YvYs/Jw4sQJERE599xzRUTk4MGDMjExMW3MVqxYIcuXLz8jx2xgYECuu+66aeMhwjid4jvf+Y6sWrVKPvShD8mSJUvk8ssvlwceeCAtf/XVV2V4eHjaOHV2dsrq1avPqHG6+uqrZWhoSF5++WUREXnxxRflmWeekQ984AMiwjgVQemiYf/yl7+UyclJ6erqmvZ5V1eX/PSnP43Uq/IwNTUlmzZtkjVr1sill14qIiLDw8PS3t4uixYtmla3q6tLhoeHI/QyHo888oj8+Mc/lueff/60MsbpbV555RW59957ZcuWLfLZz35Wnn/+ebn11lulvb1dNmzYkI7FTL/BM2mc7rjjDhkdHZUVK1bI/PnzZXJyUnbu3Cnr168XEWGcCqB0ExDoDAwMyKFDh+SZZ56J3ZXScezYMbntttvkySeflI6OjtjdKS1TU1OyatUqufPOO0VE5PLLL5dDhw7JfffdJxs2bIjcu/LwrW99Sx566CF5+OGH5ZJLLpEXXnhBNm3aJMuWLWOcCqJ0JrjzzjtP5s+ff5pn0sjIiHR3d0fqVTnYuHGjPP744/L9739/WpbB7u5uGR8fl+PHj0+rf6aN2cGDB+W1116T973vfdLa2iqtra3y9NNPyz333COtra3S1dXFOInI0qVL5d3vfve0zy6++GI5evSoiEg6Fmf6b/DTn/603HHHHXLTTTfJZZddJn/yJ38imzdvlsHBQRFhnIqgdBNQe3u7rFy5UoaGhtLPpqamZGhoSPr6+iL2LB5JksjGjRvl0Ucflaeeekp6e3unla9cuVLa2tqmjdnhw4fl6NGjZ9SYXXvttfKTn/xEXnjhhfRv1apVsn79+vTfjJPImjVrTnPjf/nll+WCCy4QEZHe3l7p7u6eNk6jo6Py3HPPnVHj9Oabb56WzXP+/PkyNTUlIoxTIcT2gpiJRx55JKlUKsnXv/715KWXXkpuueWWZNGiRcnw8HDsrkXhE5/4RNLZ2Zn84Ac/SH7xi1+kf2+++WZa5+Mf/3iyfPny5KmnnkoOHDiQ9PX1JX19fRF7XQ6yXnBJwjglydsu6q2trcnOnTuTI0eOJA899FDyjne8I/n7v//7tM5dd92VLFq0KPn2t7+d/Ou//mty/fXXn3HuxRs2bEh+/dd/PXXD/sd//MfkvPPOS26//fa0DuMURiknoCRJkq985SvJ8uXLk/b29uTKK69Mnn322dhdioaIzPi3Z8+etM5bb72VfPKTn0zOOeec5B3veEfyh3/4h8kvfvGLeJ0uCe4ExDi9zT/90z8ll156aVKpVJIVK1Yk999//7TyqampZNu2bUlXV1dSqVSSa6+9Njl8+HCk3sZhdHQ0ue2225Lly5cnHR0dyW/8xm8kf/EXf5FUq9W0DuMUBvmAAAAgCqXTgAAA4MyACQgAAKLABAQAAFFgAgIAgCgwAQEAQBSYgAAAIApMQAAAEAUmIAAAiAITEAAARIEJCAAAosAEBAAAUfh/x6Kem/RV4QYAAAAASUVORK5CYII="
      },
      "metadata": {},
      "output_type": "display_data"
@@ -136,6 +152,10 @@
     "collapsed": false,
     "pycharm": {
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2023-08-23T17:52:29.483761Z",
+     "start_time": "2023-08-23T17:52:29.158153Z"
     }
    }
   },
@@ -162,6 +182,10 @@
     "collapsed": false,
     "pycharm": {
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2023-08-23T17:52:29.488019Z",
+     "start_time": "2023-08-23T17:52:29.482842Z"
     }
    }
   },
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      ]
     },
     {
      "data": {
-      "text/plain": "<matplotlib.image.AxesImage at 0x1281a4550>"
+      "text/plain": "<matplotlib.image.AxesImage at 0x1516055d0>"
      },
      "execution_count": 7,
      "metadata": {},
@@ -699,7 +723,7 @@
     {
      "data": {
       "text/plain": "<Figure size 640x480 with 2 Axes>",
-      "image/png": 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\n"
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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -725,7 +749,7 @@
     "n = 512\n",
     "x = torch.tensor(np.linspace([0, 0], [1, 1], n))\n",
     "xx, yy = torch.meshgrid(x[:, 0], x[:, 1], indexing='xy')\n",
-    "y = torch.sin(xx * 2 * torch.pi) + np.sin(yy * 4 * np.pi)\n",
+    "y = grid_2d(torch.stack((xx, yy), dim=-1)).detach().numpy().reshape(512, 512)\n",
     "fig, ax = plt.subplots(1, 2)\n",
     "ax[0].imshow(y, cmap='gray_r', label='prediction')\n",
     "ax[1].imshow(target_image, cmap='gray_r', label='ground truth')"
@@ -734,6 +758,10 @@
     "collapsed": false,
     "pycharm": {
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2023-08-23T17:52:30.317680Z",
+     "start_time": "2023-08-23T17:52:29.486823Z"
     }
    }
   },
@@ -772,4 +800,4 @@
  },
  "nbformat": 4,
  "nbformat_minor": 0
-}
\ No newline at end of file
+}


Test patch:
diff --git a/tests/test_grids.py b/tests/test_grids.py
index bc906c4..29f8751 100644
--- a/tests/test_grids.py
+++ b/tests/test_grids.py
@@ -86,10 +86,19 @@ def test_calling_1d_grid_with_stacked_coords(grid_cls):
 
 
 def test_interpolation_matrix_device():
-    model = CubicBSplineGrid1d(resolution=3)
-    assert model.interpolation_matrix.device == torch.device('cpu')
-    model.to(torch.device('meta'))
-    assert model.interpolation_matrix.device == torch.device('meta')
+    """Interpolation matrix should move when Module moves to a different device."""
+    grid = CubicBSplineGrid1d(resolution=3)
+    assert grid.interpolation_matrix.device == torch.device('cpu')
+    grid.to(torch.device('meta'))
+    assert grid.interpolation_matrix.device == torch.device('meta')
+
+
+def test_grid_device():
+    """Grid data should move when Module moves to a different device."""
+    grid = CubicBSplineGrid1d(resolution=3)
+    assert grid.data.device == torch.device('cpu')
+    grid.to(torch.device('meta'))
+    assert grid.data.device == torch.device('meta')
 
 
 @pytest.mark.parametrize(