diff --git a/.gitignore b/.gitignore new file mode 100644 index 000000000..a07e6b0ca --- /dev/null +++ b/.gitignore @@ -0,0 +1,9 @@ +target/ +**/*.rs.bk +Cargo.lock + +.tox/ +build/ +dist/ +*.egg-info +__pycache__/ diff --git a/.nojekyll b/.nojekyll new file mode 100644 index 000000000..e69de29bb diff --git a/_redirect.html b/_redirect.html new file mode 100644 index 000000000..4f607eaeb --- /dev/null +++ b/_redirect.html @@ -0,0 +1,9 @@ + + +
+ + + + + + diff --git a/index.html b/index.html new file mode 100644 index 000000000..e22946da0 --- /dev/null +++ b/index.html @@ -0,0 +1,9 @@ + + + + + + + + + diff --git a/latest/.buildinfo b/latest/.buildinfo new file mode 100644 index 000000000..556e6866a --- /dev/null +++ b/latest/.buildinfo @@ -0,0 +1,4 @@ +# Sphinx build info version 1 +# This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. +config: dfa7b68530ade75ba2099dda91dc0d08 +tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/latest/.doctrees/devdoc/explanations/architecture.doctree b/latest/.doctrees/devdoc/explanations/architecture.doctree new file mode 100644 index 000000000..73cd41842 Binary files /dev/null and b/latest/.doctrees/devdoc/explanations/architecture.doctree differ diff --git a/latest/.doctrees/devdoc/explanations/index.doctree b/latest/.doctrees/devdoc/explanations/index.doctree new file mode 100644 index 000000000..08a97f1cb Binary files /dev/null and b/latest/.doctrees/devdoc/explanations/index.doctree differ diff --git a/latest/.doctrees/devdoc/explanations/interfaces.doctree b/latest/.doctrees/devdoc/explanations/interfaces.doctree new file mode 100644 index 000000000..ce6221c7d Binary files /dev/null and b/latest/.doctrees/devdoc/explanations/interfaces.doctree differ diff --git a/latest/.doctrees/devdoc/get-started.doctree b/latest/.doctrees/devdoc/get-started.doctree new file mode 100644 index 000000000..879488258 Binary files /dev/null and b/latest/.doctrees/devdoc/get-started.doctree differ diff --git a/latest/.doctrees/devdoc/how-to/index.doctree b/latest/.doctrees/devdoc/how-to/index.doctree new file mode 100644 index 000000000..aeeb87f5f Binary files /dev/null and b/latest/.doctrees/devdoc/how-to/index.doctree differ diff --git a/latest/.doctrees/devdoc/how-to/new-calculator.doctree b/latest/.doctrees/devdoc/how-to/new-calculator.doctree new file mode 100644 index 000000000..a6e11ff14 Binary files /dev/null and b/latest/.doctrees/devdoc/how-to/new-calculator.doctree differ diff --git a/latest/.doctrees/devdoc/how-to/profiling.doctree b/latest/.doctrees/devdoc/how-to/profiling.doctree new file mode 100644 index 000000000..4ee851684 Binary files /dev/null and b/latest/.doctrees/devdoc/how-to/profiling.doctree differ diff --git a/latest/.doctrees/devdoc/index.doctree b/latest/.doctrees/devdoc/index.doctree new file mode 100644 index 000000000..818cd2159 Binary files /dev/null and b/latest/.doctrees/devdoc/index.doctree differ diff --git a/latest/.doctrees/environment.pickle b/latest/.doctrees/environment.pickle new file mode 100644 index 000000000..75a0bc8ec Binary files /dev/null and b/latest/.doctrees/environment.pickle differ diff --git a/latest/.doctrees/examples/compute-soap.doctree b/latest/.doctrees/examples/compute-soap.doctree new file mode 100644 index 000000000..181981b74 Binary files /dev/null and b/latest/.doctrees/examples/compute-soap.doctree differ diff --git a/latest/.doctrees/examples/first-calculation.doctree b/latest/.doctrees/examples/first-calculation.doctree new file mode 100644 index 000000000..57604d038 Binary files /dev/null and b/latest/.doctrees/examples/first-calculation.doctree differ diff --git a/latest/.doctrees/examples/index.doctree b/latest/.doctrees/examples/index.doctree new file mode 100644 index 000000000..415494244 Binary files /dev/null and b/latest/.doctrees/examples/index.doctree differ diff --git a/latest/.doctrees/examples/keys-selection.doctree b/latest/.doctrees/examples/keys-selection.doctree new file mode 100644 index 000000000..d9670bb93 Binary files /dev/null and b/latest/.doctrees/examples/keys-selection.doctree differ diff --git a/latest/.doctrees/examples/profiling.doctree b/latest/.doctrees/examples/profiling.doctree new file mode 100644 index 000000000..8d9108104 Binary files /dev/null and b/latest/.doctrees/examples/profiling.doctree differ diff --git a/latest/.doctrees/examples/property-selection.doctree b/latest/.doctrees/examples/property-selection.doctree new file mode 100644 index 000000000..359f067e6 Binary files /dev/null and b/latest/.doctrees/examples/property-selection.doctree differ diff --git a/latest/.doctrees/examples/sample-selection.doctree b/latest/.doctrees/examples/sample-selection.doctree new file mode 100644 index 000000000..5c31c3901 Binary files /dev/null and b/latest/.doctrees/examples/sample-selection.doctree differ diff --git a/latest/.doctrees/examples/sg_execution_times.doctree b/latest/.doctrees/examples/sg_execution_times.doctree new file mode 100644 index 000000000..74313ee8d Binary files /dev/null and b/latest/.doctrees/examples/sg_execution_times.doctree differ diff --git a/latest/.doctrees/examples/splined-radial-integral.doctree b/latest/.doctrees/examples/splined-radial-integral.doctree new file mode 100644 index 000000000..41a12d3a6 Binary files /dev/null and b/latest/.doctrees/examples/splined-radial-integral.doctree differ diff --git a/latest/.doctrees/examples/understanding-hypers.doctree b/latest/.doctrees/examples/understanding-hypers.doctree new file mode 100644 index 000000000..83af7b549 Binary files /dev/null and b/latest/.doctrees/examples/understanding-hypers.doctree differ diff --git a/latest/.doctrees/explanations/concepts.doctree b/latest/.doctrees/explanations/concepts.doctree new file mode 100644 index 000000000..a5b97216c Binary files /dev/null and b/latest/.doctrees/explanations/concepts.doctree differ diff --git a/latest/.doctrees/explanations/index.doctree b/latest/.doctrees/explanations/index.doctree new file mode 100644 index 000000000..b3600de0a Binary files /dev/null and b/latest/.doctrees/explanations/index.doctree differ diff --git a/latest/.doctrees/explanations/soap.doctree b/latest/.doctrees/explanations/soap.doctree new file mode 100644 index 000000000..d8567c437 Binary files /dev/null and b/latest/.doctrees/explanations/soap.doctree differ diff --git a/latest/.doctrees/get-started/index.doctree b/latest/.doctrees/get-started/index.doctree new file mode 100644 index 000000000..1fa40538d Binary files /dev/null and b/latest/.doctrees/get-started/index.doctree differ diff --git a/latest/.doctrees/get-started/installation.doctree b/latest/.doctrees/get-started/installation.doctree new file mode 100644 index 000000000..cf55b01e4 Binary files /dev/null and b/latest/.doctrees/get-started/installation.doctree differ diff --git a/latest/.doctrees/get-started/rascaline.doctree b/latest/.doctrees/get-started/rascaline.doctree new file mode 100644 index 000000000..17b0c57b3 Binary files /dev/null and b/latest/.doctrees/get-started/rascaline.doctree differ diff --git a/latest/.doctrees/get-started/tutorials.doctree b/latest/.doctrees/get-started/tutorials.doctree new file mode 100644 index 000000000..c056bde41 Binary files /dev/null and b/latest/.doctrees/get-started/tutorials.doctree differ diff --git a/latest/.doctrees/how-to/computing-soap.doctree b/latest/.doctrees/how-to/computing-soap.doctree new file mode 100644 index 000000000..5ac27d729 Binary files /dev/null and b/latest/.doctrees/how-to/computing-soap.doctree differ diff --git a/latest/.doctrees/how-to/index.doctree b/latest/.doctrees/how-to/index.doctree new file mode 100644 index 000000000..fd6452c90 Binary files /dev/null and b/latest/.doctrees/how-to/index.doctree differ diff --git a/latest/.doctrees/how-to/keys-selection.doctree b/latest/.doctrees/how-to/keys-selection.doctree new file mode 100644 index 000000000..29a88a0e1 Binary files /dev/null and b/latest/.doctrees/how-to/keys-selection.doctree differ diff --git a/latest/.doctrees/how-to/property-selection.doctree b/latest/.doctrees/how-to/property-selection.doctree new file mode 100644 index 000000000..6fa9204ba Binary files /dev/null and b/latest/.doctrees/how-to/property-selection.doctree differ diff --git a/latest/.doctrees/how-to/sample-selection.doctree b/latest/.doctrees/how-to/sample-selection.doctree new file mode 100644 index 000000000..6b54eb8a3 Binary files /dev/null and b/latest/.doctrees/how-to/sample-selection.doctree differ diff --git a/latest/.doctrees/how-to/splined-radial-integral.doctree b/latest/.doctrees/how-to/splined-radial-integral.doctree new file mode 100644 index 000000000..5d40feee1 Binary files /dev/null and b/latest/.doctrees/how-to/splined-radial-integral.doctree differ diff --git a/latest/.doctrees/index.doctree b/latest/.doctrees/index.doctree new file mode 100644 index 000000000..79dbd8b34 Binary files /dev/null and b/latest/.doctrees/index.doctree differ diff --git a/latest/.doctrees/references/api/c/calculators.doctree b/latest/.doctrees/references/api/c/calculators.doctree new file mode 100644 index 000000000..00fb9be3c Binary files /dev/null and b/latest/.doctrees/references/api/c/calculators.doctree differ diff --git a/latest/.doctrees/references/api/c/index.doctree b/latest/.doctrees/references/api/c/index.doctree new file mode 100644 index 000000000..296e8aa62 Binary files /dev/null and b/latest/.doctrees/references/api/c/index.doctree differ diff --git a/latest/.doctrees/references/api/c/misc.doctree b/latest/.doctrees/references/api/c/misc.doctree new file mode 100644 index 000000000..c70d22570 Binary files /dev/null and b/latest/.doctrees/references/api/c/misc.doctree differ diff --git a/latest/.doctrees/references/api/c/systems.doctree b/latest/.doctrees/references/api/c/systems.doctree new file mode 100644 index 000000000..784b22910 Binary files /dev/null and b/latest/.doctrees/references/api/c/systems.doctree differ diff --git a/latest/.doctrees/references/api/cxx/calculators.doctree b/latest/.doctrees/references/api/cxx/calculators.doctree new file mode 100644 index 000000000..f48b32f09 Binary files /dev/null and b/latest/.doctrees/references/api/cxx/calculators.doctree differ diff --git a/latest/.doctrees/references/api/cxx/index.doctree b/latest/.doctrees/references/api/cxx/index.doctree new file mode 100644 index 000000000..edfb2b05d Binary files /dev/null and b/latest/.doctrees/references/api/cxx/index.doctree differ diff --git a/latest/.doctrees/references/api/cxx/misc.doctree b/latest/.doctrees/references/api/cxx/misc.doctree new file mode 100644 index 000000000..64d683b7b Binary files /dev/null and b/latest/.doctrees/references/api/cxx/misc.doctree differ diff --git a/latest/.doctrees/references/api/cxx/systems.doctree b/latest/.doctrees/references/api/cxx/systems.doctree new file mode 100644 index 000000000..e6422be5c Binary files /dev/null and b/latest/.doctrees/references/api/cxx/systems.doctree differ diff --git a/latest/.doctrees/references/api/index.doctree b/latest/.doctrees/references/api/index.doctree new file mode 100644 index 000000000..92518614f Binary files /dev/null and b/latest/.doctrees/references/api/index.doctree differ diff --git a/latest/.doctrees/references/api/python/calculators.doctree b/latest/.doctrees/references/api/python/calculators.doctree new file mode 100644 index 000000000..24c197391 Binary files /dev/null and b/latest/.doctrees/references/api/python/calculators.doctree differ diff --git a/latest/.doctrees/references/api/python/index.doctree b/latest/.doctrees/references/api/python/index.doctree new file mode 100644 index 000000000..8b3374fd3 Binary files /dev/null and b/latest/.doctrees/references/api/python/index.doctree differ diff --git a/latest/.doctrees/references/api/python/misc.doctree b/latest/.doctrees/references/api/python/misc.doctree new file mode 100644 index 000000000..103130b44 Binary files /dev/null and b/latest/.doctrees/references/api/python/misc.doctree differ diff --git a/latest/.doctrees/references/api/python/systems.doctree b/latest/.doctrees/references/api/python/systems.doctree new file mode 100644 index 000000000..1151cf085 Binary files /dev/null and b/latest/.doctrees/references/api/python/systems.doctree differ diff --git a/latest/.doctrees/references/api/python/utils/index.doctree b/latest/.doctrees/references/api/python/utils/index.doctree new file mode 100644 index 000000000..d84c2202e Binary files /dev/null and b/latest/.doctrees/references/api/python/utils/index.doctree differ diff --git a/latest/.doctrees/references/api/python/utils/power-spectrum.doctree b/latest/.doctrees/references/api/python/utils/power-spectrum.doctree new file mode 100644 index 000000000..27504fd6f Binary files /dev/null and b/latest/.doctrees/references/api/python/utils/power-spectrum.doctree differ diff --git a/latest/.doctrees/references/api/python/utils/splines.doctree b/latest/.doctrees/references/api/python/utils/splines.doctree new file mode 100644 index 000000000..a937e0673 Binary files /dev/null and b/latest/.doctrees/references/api/python/utils/splines.doctree differ diff --git a/latest/.doctrees/references/api/rust.doctree b/latest/.doctrees/references/api/rust.doctree new file mode 100644 index 000000000..9e2bff425 Binary files /dev/null and b/latest/.doctrees/references/api/rust.doctree differ diff --git a/latest/.doctrees/references/api/torch/calculators.doctree b/latest/.doctrees/references/api/torch/calculators.doctree new file mode 100644 index 000000000..87ddea1d1 Binary files /dev/null and b/latest/.doctrees/references/api/torch/calculators.doctree differ diff --git a/latest/.doctrees/references/api/torch/cxx/calculators.doctree b/latest/.doctrees/references/api/torch/cxx/calculators.doctree new file mode 100644 index 000000000..80f431b59 Binary files /dev/null and b/latest/.doctrees/references/api/torch/cxx/calculators.doctree differ diff --git a/latest/.doctrees/references/api/torch/cxx/index.doctree b/latest/.doctrees/references/api/torch/cxx/index.doctree new file mode 100644 index 000000000..ca52262b1 Binary files /dev/null and b/latest/.doctrees/references/api/torch/cxx/index.doctree differ diff --git a/latest/.doctrees/references/api/torch/cxx/systems.doctree b/latest/.doctrees/references/api/torch/cxx/systems.doctree new file mode 100644 index 000000000..f90d6b78d Binary files /dev/null and b/latest/.doctrees/references/api/torch/cxx/systems.doctree differ diff --git a/latest/.doctrees/references/api/torch/index.doctree b/latest/.doctrees/references/api/torch/index.doctree new file mode 100644 index 000000000..093439962 Binary files /dev/null and b/latest/.doctrees/references/api/torch/index.doctree differ diff --git a/latest/.doctrees/references/api/torch/systems.doctree b/latest/.doctrees/references/api/torch/systems.doctree new file mode 100644 index 000000000..863846895 Binary files /dev/null and b/latest/.doctrees/references/api/torch/systems.doctree differ diff --git a/latest/.doctrees/references/api/torch/utils/index.doctree b/latest/.doctrees/references/api/torch/utils/index.doctree new file mode 100644 index 000000000..21047a80c Binary files /dev/null and b/latest/.doctrees/references/api/torch/utils/index.doctree differ diff --git a/latest/.doctrees/references/api/torch/utils/power-spectrum.doctree b/latest/.doctrees/references/api/torch/utils/power-spectrum.doctree new file mode 100644 index 000000000..e551c6f39 Binary files /dev/null and b/latest/.doctrees/references/api/torch/utils/power-spectrum.doctree differ diff --git a/latest/.doctrees/references/calculators/atomic-composition.doctree b/latest/.doctrees/references/calculators/atomic-composition.doctree new file mode 100644 index 000000000..a5ebe24ca Binary files /dev/null and b/latest/.doctrees/references/calculators/atomic-composition.doctree differ diff --git a/latest/.doctrees/references/calculators/index.doctree b/latest/.doctrees/references/calculators/index.doctree new file mode 100644 index 000000000..4f55d7577 Binary files /dev/null and b/latest/.doctrees/references/calculators/index.doctree differ diff --git a/latest/.doctrees/references/calculators/lode-spherical-expansion.doctree b/latest/.doctrees/references/calculators/lode-spherical-expansion.doctree new file mode 100644 index 000000000..8863c65a2 Binary files /dev/null and b/latest/.doctrees/references/calculators/lode-spherical-expansion.doctree differ diff --git a/latest/.doctrees/references/calculators/neighbor-list.doctree b/latest/.doctrees/references/calculators/neighbor-list.doctree new file mode 100644 index 000000000..12525771c Binary files /dev/null and b/latest/.doctrees/references/calculators/neighbor-list.doctree differ diff --git a/latest/.doctrees/references/calculators/soap-power-spectrum.doctree b/latest/.doctrees/references/calculators/soap-power-spectrum.doctree new file mode 100644 index 000000000..01762b1eb Binary files /dev/null and b/latest/.doctrees/references/calculators/soap-power-spectrum.doctree differ diff --git a/latest/.doctrees/references/calculators/soap-radial-spectrum.doctree b/latest/.doctrees/references/calculators/soap-radial-spectrum.doctree new file mode 100644 index 000000000..857da58e9 Binary files /dev/null and b/latest/.doctrees/references/calculators/soap-radial-spectrum.doctree differ diff --git a/latest/.doctrees/references/calculators/sorted-distances.doctree b/latest/.doctrees/references/calculators/sorted-distances.doctree new file mode 100644 index 000000000..0c5182109 Binary files /dev/null and b/latest/.doctrees/references/calculators/sorted-distances.doctree differ diff --git a/latest/.doctrees/references/calculators/spherical-expansion-by-pair.doctree b/latest/.doctrees/references/calculators/spherical-expansion-by-pair.doctree new file mode 100644 index 000000000..5f5a6b007 Binary files /dev/null and b/latest/.doctrees/references/calculators/spherical-expansion-by-pair.doctree differ diff --git a/latest/.doctrees/references/calculators/spherical-expansion.doctree b/latest/.doctrees/references/calculators/spherical-expansion.doctree new file mode 100644 index 000000000..619097ba0 Binary files /dev/null and b/latest/.doctrees/references/calculators/spherical-expansion.doctree differ diff --git a/latest/.doctrees/references/index.doctree b/latest/.doctrees/references/index.doctree new file mode 100644 index 000000000..912315162 Binary files /dev/null and b/latest/.doctrees/references/index.doctree differ diff --git a/latest/_downloads/081634a43959105f7f41a7682e76d405/property-selection.ipynb b/latest/_downloads/081634a43959105f7f41a7682e76d405/property-selection.ipynb new file mode 100644 index 000000000..7cb833e88 --- /dev/null +++ b/latest/_downloads/081634a43959105f7f41a7682e76d405/property-selection.ipynb @@ -0,0 +1,248 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n# Property Selection\n\n.. start-body\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import chemfiles\nimport numpy as np\nfrom metatensor import Labels, MetatensorError, TensorBlock, TensorMap\nfrom skmatter.feature_selection import FPS\n\nfrom rascaline import SoapPowerSpectrum" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First we load the dataset with chemfiles\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "with chemfiles.Trajectory(\"dataset.xyz\") as trajectory:\n frames = [f for f in trajectory]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and define the hyper parameters of the representation\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "HYPER_PARAMETERS = {\n \"cutoff\": 5.0,\n \"max_radial\": 6,\n \"max_angular\": 4,\n \"atomic_gaussian_width\": 0.3,\n \"center_atom_weight\": 1.0,\n \"radial_basis\": {\n \"Gto\": {},\n },\n \"cutoff_function\": {\n \"ShiftedCosine\": {\"width\": 0.5},\n },\n}\n\ncalculator = SoapPowerSpectrum(**HYPER_PARAMETERS)\n\ndescriptor = calculator.compute(frames)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The selections for feature can be a set of ``Labels``, in which case the names\nof the labels must be a subset of the names of the properties produced by the\ncalculator. You can see the default set of names with:\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "print(\"property names:\", descriptor.property_names)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can use a subset of these names to define a selection. In this case, only\nproperties matching the labels in this selection will be used by rascaline\n(here, only properties with ``l = 0`` will be used)\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "selection = Labels(\n names=[\"l\"],\n values=np.array([[0]]),\n)\nselected_descriptor = calculator.compute(frames, selected_properties=selection)\n\nselected_descriptor = selected_descriptor.keys_to_samples(\"species_center\")\nselected_descriptor = selected_descriptor.keys_to_properties(\n [\"species_neighbor_1\", \"species_neighbor_2\"]\n)\n\nproperties = selected_descriptor.block().properties" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We expect to get `[0]` as the list of `l` properties\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "print(f\"we have the following angular components: {np.unique(properties['l'])}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The previous selection method uses the same selection for all blocks. If you\ncan to use different selection for different blocks, you should use a\n``TensorMap`` to create your selection\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "selected_descriptor = calculator.compute(frames, selected_properties=selection)\ndescriptor_for_comparison = calculator.compute(\n frames, selected_properties=selected_descriptor\n)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The descriptor had 180 properties stored in the first block, the\nselected_descriptor had 36. So ``descriptor_for_comparison`` will also have 36\nproperties.\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "print(\"shape of first block initially:\", descriptor.block(0).values.shape)\nprint(\"shape of first block of reference:\", selected_descriptor.block(0).values.shape)\nprint(\n \"shape of first block after selection:\",\n descriptor_for_comparison.block(0).values.shape,\n)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ``TensorMap`` format allows us to select different features within each\nblock, and then construct a general matrix of features. We can select the most\nsignificant features using FPS, which selects features based on the distance\nbetween them. The following code snippet selects the 10 most important\nfeatures in each block, then constructs a TensorMap containing this selection,\nand calculates the final matrix of features for it.\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def fps_feature_selection(descriptor, n_to_select):\n \"\"\"\n Select ``n_to_select`` features block by block in the ``descriptor``, using\n Farthest Point Sampling to do the selection; and return a ``TensorMap`` with\n the right structure to be used as properties selection with rascaline calculators\n \"\"\"\n blocks = []\n for block in descriptor:\n # create a separate FPS selector for each block\n fps = FPS(n_to_select=n_to_select)\n mask = fps.fit(block.values).get_support()\n selected_properties = Labels(\n names=block.properties.names,\n values=block.properties.values[mask],\n )\n # The only important data here is the properties, so we create empty\n # sets of samples and components.\n blocks.append(\n TensorBlock(\n values=np.empty((1, len(selected_properties))),\n samples=Labels.single(),\n components=[],\n properties=selected_properties,\n )\n )\n\n return TensorMap(descriptor.keys, blocks)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can then apply this function to subselect according to the data contained\nin a descriptor\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "selection = fps_feature_selection(descriptor, n_to_select=10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "and use the selection with rascaline, potentially running the calculation on a\ndifferent set of systems\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "selected_descriptor = calculator.compute(frames, selected_properties=selection)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that in this case it is no longer possible to have a single feature\nmatrix, because each block will have its own properties.\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "try:\n selected_descriptor.keys_to_samples(\"species_center\")\nexcept MetatensorError as err:\n print(err)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + ".. end-body\n\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.5" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/latest/_downloads/08b985c96711d158571cd9dd7ef9d241/understanding-hypers.ipynb b/latest/_downloads/08b985c96711d158571cd9dd7ef9d241/understanding-hypers.ipynb new file mode 100644 index 000000000..4236ac00e --- /dev/null +++ b/latest/_downloads/08b985c96711d158571cd9dd7ef9d241/understanding-hypers.ipynb @@ -0,0 +1,273 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n\n# Changing SOAP hyper parameters\n\nIn the first `tutorial