diff --git a/docs/notebooks/Calculate_distances.ipynb b/docs/notebooks/Calculate_distances.ipynb index 808a276..c99ef97 100644 --- a/docs/notebooks/Calculate_distances.ipynb +++ b/docs/notebooks/Calculate_distances.ipynb @@ -13,22 +13,7 @@ "execution_count": 1, "id": "a293cd46-83e6-4d73-adcc-ee9a6724739f", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/8f/z1lq69v144zb2p1_l1twh7kh0006md/T/ipykernel_9128/937837507.py:3: DeprecationWarning: \n", - "Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),\n", - "(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)\n", - "but was not found to be installed on your system.\n", - "If this would cause problems for you,\n", - "please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466\n", - " \n", - " import pandas as pd\n" - ] - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -67,7 +52,7 @@ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n", - "100 10.7M 100 10.7M 0 0 4433k 0 0:00:02 0:00:02 --:--:-- 7118k\n" + "100 10.7M 100 10.7M 0 0 3921k 0 0:00:02 0:00:02 --:--:-- 7078k\n" ] } ], @@ -507,10 +492,10 @@ " Conventions: OPENSENSE V0\n", " location: Amsterdam Metropolitan Area\n", " source: Netamo\n", - " comment:
  • title :
    PWS data from Amsterdam
    institution :
    Wageningen University and Research, Department of Environmental Sciences
    history :
    Test Version 0.1
    references :
    https://doi.org/10.1029/2019GL083731
    date_created :
    2022-10-18 10:32:00
    Conventions :
    OPENSENSE V0
    location :
    Amsterdam Metropolitan Area
    source :
    Netamo
    comment :
  • " ], "text/plain": [ "\n", @@ -712,7 +697,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
    " ] @@ -735,7 +720,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 65, "id": "6472fbfc-d346-4950-bbe3-401e08bdaac4", "metadata": {}, "outputs": [], @@ -743,13 +728,14 @@ "distance_matrix = plg.spatial.calc_point_to_point_distances(\n", " ds_pws,\n", " ds_pws,\n", + " max_distance=1000,\n", " # ds_pws.isel(id=slice(50, 80)), ds_pws.isel(id=slice(1, 40)),\n", ")" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 75, "id": "31a7d15a-2cda-4e15-9979-67474c453670", "metadata": {}, "outputs": [ @@ -1120,34 +1106,10 @@ " fill: currentColor;\n", "}\n", "
    <xarray.DataArray (id: 134, id_neighbor: 134)>\n",
    -       "array([[    0.        ,   518.79828487,   531.99603941, ...,\n",
    -       "        28532.23134009, 25291.03668667, 25994.5064412 ],\n",
    -       "       [  518.79828487,     0.        ,   728.38027968, ...,\n",
    -       "        28493.8273213 , 24995.94592241, 25633.14869253],\n",
    -       "       [  531.99603941,   728.38027968,     0.        , ...,\n",
    -       "        28000.75903421, 24846.06853717, 25603.62271956],\n",
    -       "       ...,\n",
    -       "       [28532.23134009, 28493.8273213 , 28000.75903421, ...,\n",
    -       "            0.        , 14448.29575676, 18710.76846276],\n",
    -       "       [25291.03668667, 24995.94592241, 24846.06853717, ...,\n",
    -       "        14448.29575676,     0.        ,  4264.61589559],\n",
    -       "       [25994.5064412 , 25633.14869253, 25603.62271956, ...,\n",
    -       "        18710.76846276,  4264.61589559,     0.        ]])\n",
    +       "<COO: shape=(134, 134), dtype=float64, nnz=398, fill_value=0.0>\n",
            "Coordinates:\n",
            "  * id           (id) <U6 'ams1' 'ams2' 'ams3' ... 'ams132' 'ams133' 'ams134'\n",
    -       "  * id_neighbor  (id_neighbor) <U6 'ams1' 'ams2' 'ams3' ... 'ams133' 'ams134'
  • " ], "text/plain": [ "\n", - "array([[ 0. , 518.79828487, 531.99603941, ...,\n", - " 28532.23134009, 25291.03668667, 25994.5064412 ],\n", - " [ 518.79828487, 0. , 728.38027968, ...,\n", - " 28493.8273213 , 24995.94592241, 25633.14869253],\n", - " [ 531.99603941, 728.38027968, 0. , ...,\n", - " 28000.75903421, 24846.06853717, 25603.62271956],\n", - " ...,\n", - " [28532.23134009, 28493.8273213 , 28000.75903421, ...,\n", - " 0. , 14448.29575676, 18710.76846276],\n", - " [25291.03668667, 24995.94592241, 24846.06853717, ...,\n", - " 14448.29575676, 0. , 4264.61589559],\n", - " [25994.5064412 , 25633.14869253, 25603.62271956, ...,\n", - " 18710.76846276, 4264.61589559, 0. ]])\n", + "\n", "Coordinates:\n", " * id (id) " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%time\n", + "\n", + "import scipy\n", + "\n", + "N = 100\n", + "x = np.random.rand(N)\n", + "y = np.random.rand(N)\n", + "\n", + "distance_matrix = scipy.spatial.distance_matrix(list(zip(x, y)), list(zip(x, y)))\n", + "plt.pcolormesh(distance_matrix);" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "2c727f50-dc0a-4435-b608-a7db74072ac7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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"text/plain": [ "
    " ] @@ -1247,7 +1287,68 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 86, + "id": "f0578ab2-8b28-4d4f-b06b-7d443e88e446", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([14., 12., 18., 20., 24., 36., 34., 38., 36., 32., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]),\n", + " array([1.00000e-02, 1.00010e+02, 2.00010e+02, 3.00010e+02, 4.00010e+02,\n", + " 5.00010e+02, 6.00010e+02, 7.00010e+02, 8.00010e+02, 9.00010e+02,\n", + " 1.00001e+03, 1.10001e+03, 1.20001e+03, 1.30001e+03, 1.40001e+03,\n", + " 1.50001e+03, 1.60001e+03, 1.70001e+03, 1.80001e+03, 1.90001e+03,\n", + " 2.00001e+03, 2.10001e+03, 2.20001e+03, 2.30001e+03, 2.40001e+03,\n", + " 2.50001e+03, 2.60001e+03, 2.70001e+03, 2.80001e+03, 2.90001e+03,\n", + " 3.00001e+03, 3.10001e+03, 3.20001e+03, 3.30001e+03, 3.40001e+03,\n", + " 3.50001e+03, 3.60001e+03, 3.70001e+03, 3.80001e+03, 3.90001e+03,\n", + " 4.00001e+03, 4.10001e+03, 4.20001e+03, 4.30001e+03, 4.40001e+03,\n", + " 4.50001e+03, 4.60001e+03, 4.70001e+03, 4.80001e+03, 4.90001e+03]),\n", + " )" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "distance_matrix.plot.hist(bins=np.arange(0.01, 5000, 100))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7bf5d8c8-7c00-4246-93bb-f6c623ff4e4d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9afea838-4c22-4394-baf6-6cee6dbabaac", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 43, "id": "5c46fc8f-a6c4-4248-b218-9c2e4b468b5e", "metadata": {}, "outputs": [ @@ -1621,7 +1722,7 @@ "array([ 518.79828487, 1857.1349428 , 9980.37990317])\n", "Coordinates:\n", " id <U6 'ams2'\n", - " * id_neighbor (id_neighbor) <U6 'ams1' 'ams5' 'ams34'" + " * id_neighbor (id_neighbor) <U6 'ams1' 'ams5' 'ams34'" ], "text/plain": [ "\n", @@ -1631,7 +1732,7 @@ " * id_neighbor (id_neighbor) " ] @@ -1785,7 +1886,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.10.14" } }, "nbformat": 4, diff --git a/src/poligrain/spatial.py b/src/poligrain/spatial.py index aeb9f75..a425a89 100644 --- a/src/poligrain/spatial.py +++ b/src/poligrain/spatial.py @@ -87,7 +87,10 @@ def project_point_coordinates( def calc_point_to_point_distances( - ds_points_a: xr.DataArray | xr.Dataset, ds_points_b: xr.DataArray | xr.Dataset + ds_points_a: xr.DataArray | xr.Dataset, + ds_points_b: xr.DataArray | xr.Dataset, + max_distance: float | None = None, + allow_large_dense_matrix: bool = False, ) -> xr.DataArray: """Calculate the distance between the point coordinates of two datasets. @@ -110,10 +113,26 @@ def calc_point_to_point_distances( x_a, y_a = get_point_xy(ds_points_a) x_b, y_b = get_point_xy(ds_points_b) - distance_matrix = scipy.spatial.distance_matrix( - x=list(zip(x_a.values, y_a.values)), - y=list(zip(x_b.values, y_b.values)), - ) + if max_distance is None: + N_matrix = len(x_a) * len(x_b) + if not allow_large_dense_matrix and N_matrix > 1000 * 1000: + msg = ( + "Calculating a large dense distance matrix with" + f"{len(x_a)} x {len(x_b)} entries is not allowed" + ) + raise ValueError(msg) + distance_matrix = scipy.spatial.distance_matrix( + x=list(zip(x_a.values, y_a.values)), + y=list(zip(x_b.values, y_b.values)), + ) + else: + tree_a = scipy.spatial.KDTree(data=list(zip(x_a.values, y_a.values))) + tree_b = scipy.spatial.KDTree(data=list(zip(x_b.values, y_b.values))) + distance_matrix = tree_a.sparse_distance_matrix( + tree_b, + max_distance=max_distance, + ) + distance_matrix = sparse.COO.from_scipy_sparse(distance_matrix) dim_a = x_a.dims[0] dim_b = x_b.dims[0] + "_neighbor" diff --git a/tests/test_spatial.py b/tests/test_spatial.py index 2c71364..ddab080 100644 --- a/tests/test_spatial.py +++ b/tests/test_spatial.py @@ -437,3 +437,18 @@ def test_calc_point_to_point_distances(): assert distance_matrix.data == pytest.approx(expected, abs=1e-6) assert list(distance_matrix.id.data) == ["g1", "g2", "g3"] assert list(distance_matrix.id_neighbor.data) == ["g2", "g3"] + + # Test with max_distance to get sparse matrix + distance_matrix = plg.spatial.calc_point_to_point_distances( + ds_points_a=ds_gauge, + ds_points_b=ds_gauge.sel(id=["g2", "g3"]), + max_distance=1, + ) + expected = np.array( + [ + [1, np.sqrt(2)], + [0, 1], + [1, 0], + ] + ) + assert distance_matrix.data.todense() == pytest.approx(expected, abs=1e-6)