{ "cells": [ { "cell_type": "markdown", "id": "e3d26383-9387-46d0-991b-5577287ec963", "metadata": {}, "source": [ "# Orientation mapping for Molecular Glasses\n", "\n", "This notebook looks into doing orientation mapping for polymers using hyperspy and pyxem. This is a similar work flow for producing figures similar to those in the paper:\n", "```\n", "Using 4D STEM to Probe Mesoscale Order in Molecular Glass Films Prepared by Physical Vapor Deposition\n", "Debaditya Chatterjee, Shuoyuan Huang, Kaichen Gu, Jianzhu Ju, Junguang Yu, Harald Bock, Lian Yu, M. D. Ediger, and Paul M. Voyles\n", "Nano Letters 2023 23 (5), 2009-2015\n", "DOI: 10.1021/acs.nanolett.3c00197\n", "```\n", "\n", "In this paper disk like structures in the glass are oriented in domains in the molecular glass. These domains result from Pi-Pi like stacking and the orientation of the structure can be measured by 4-D STEM. \n", "\n", "Here we will go through the processing in pyxem/ hyperspy to create a figure similar to the image below which comes from the above paper.\n", "\n", "
\n", "\n", "This is also a good example of how to develop custom workflows in pyxem. This might eventaully be added as a supported feature to pyxem/hyperspy using the `Model` class upstream in hyperspy but this requires that parallel processing in `hyperspy` when fitting signals is improved. \n", "\n", "There are a couple of really cool things to focus on. Specifically this make heavy use of the `map` function in order to make these workflows both parallel and operate out of memory. This notebook is also designed to be easy to modify in the case that you have a different function that you want to fit!\n", "\n", "The raw data used in section1 can be found at the link below:\n", "\n", "https://app.globus.org/file-manager?origin_id=82f1b5c6-6e9b-11e5-ba47-22000b92c6ec&origin_path=%2Fmdf_open%2Fchatterjee_phenester_orientation_v1.3%2FFig2%2Fhttps://app.globus.org/file-manager?origin_id=82f1b5c6-6e9b-11e5-ba47-22000b92c6ec&origin_path=%2Fmdf_open%2Fchatterjee_phenester_orientation_v1.3%2FFig2%2F" ] }, { "cell_type": "markdown", "id": "6ea0ee14-e038-4f86-b282-8c3007a7f7a2", "metadata": {}, "source": [ "# Contents\n", "\n", "0. [Loading the Data/Setup](#Section0)\n", "1. [Removing Ellipticity and Polar Unwrapping](#Section1)\n", "2. [Processing the Polar Spectrum](#Section2)\n", " 1. [Smoothing Functions](#Section2a)\n", "3. [Fitting The Polar Spectrum](#Section3)\n", " 1. [Fitting Functions](#Section3a)\n", " 2. [Testing Initial Parameters](#Section3b)\n", " 3. [Visualizing the Results and Checking](#Section3c)\n", "4. [Making a Figure with Flow Lines](#Section4)" ] }, { "cell_type": "markdown", "id": "8720d03b-50c9-4f54-b32b-4138ee72e198", "metadata": {}, "source": [ "\n", "# 0. Loading the Data/ Setup" ] }, { "cell_type": "code", "execution_count": null, "id": "208f231f-db10-45de-8381-a687a28dbe8d", "metadata": { "tags": [] }, "outputs": [], "source": [ "import hyperspy.api as hs # importing hyperspy " ] }, { "cell_type": "code", "execution_count": null, "id": "9ef0bd65-ad3e-42bd-9483-e08b96495f7a", "metadata": { "tags": [] }, "outputs": [], "source": [ "import zarr" ] }, { "cell_type": "code", "execution_count": null, "id": "865ce2a3-1819-41ea-9d51-5ac7f32bc92c", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:hyperspy.io:`signal_type='Signal2D'` not understood. See `hs.print_known_signal_types()` for a list of installed signal types or https://github.com/hyperspy/hyperspy-extensions-list for the list of all hyperspy extensions providing signals.\n" ] } ], "source": [ "store2 = zarr.ZipStore(path=\"data/12/data_processed.zspy\")\n", "s = hs.load(store2, lazy=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "18b6e458-05ef-4e9c-b370-d7479951eb3c", "metadata": { "tags": [] }, "outputs": [], "source": [ "mean_dp = s.mean()" ] }, { "cell_type": "code", "execution_count": null, "id": "37de78c2-8d76-457e-a3b3-b2b5ea85ae07", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 425.61 ms\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:hyperspy.io:`signal_type='Signal2D'` not understood. See `hs.print_known_signal_types()` for a list of installed signal types or https://github.com/hyperspy/hyperspy-extensions-list for the list of all hyperspy extensions providing signals.\n" ] } ], "source": [ "mean_dp.compute()# Compute the mean Diffraciton pattern" ] }, { "cell_type": "markdown", "id": "d09bf27a-7d19-40ce-a878-77aca96d0102", "metadata": { "tags": [] }, "source": [ "\n", "# 1.0 Removing Ellipticity and Polar Unwrapping\n", "\n", "Often times you will have some ellipticity in a diffraction pattern or you might not know the exact center. \n", "\n", "In pyxem we have a method `determine_ellipse` which can be used to find some ellipse. This is useful for patterns where you don't have a zero beam to find the beam shift. It is a pretty simple function, it just finds the max points in the diffraction pattern and uses those to define an ellipse. " ] }, { "cell_type": "code", "execution_count": null, "id": "c8f9812d-80db-443d-8681-f3114cd8a296", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:silx.opencl.common:Unable to import pyOpenCl. Please install it from: https://pypi.org/project/pyopencl\n" ] } ], "source": [ "from pyxem.utils.ransac_ellipse_tools import determine_ellipse, _get_max_positions" ] }, { "cell_type": "code", "execution_count": null, "id": "d519d349-8af0-49c5-82c4-25b0cad5cfd3", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "mean_dp.plot()" ] }, { "cell_type": "code", "execution_count": null, "id": "ead31af1-da36-4e48-923b-c0ecbb7a0270", "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "from skimage.morphology import disk, dilation\n", "mask = np.logical_not((mean_dp>.001) * (mean_dp<.8))\n", "mask.data = dilation(mask.data, disk(14))" ] }, { "cell_type": "code", "execution_count": null, "id": "bc198d44-e169-4546-b9ce-d240672bf1c7", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mask.plot()" ] }, { "cell_type": "code", "execution_count": null, "id": "6ff7dd41-30fe-41c4-8b24-a3d0544779a0", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "pos = _get_max_positions(mean_dp, mask=mask.data, num_points=900)\n", "plt.figure()\n", "plt.imshow(mean_dp.data)\n", "plt.scatter(pos[:, 1], pos[:,0])" ] }, { "cell_type": "code", "execution_count": null, "id": "30d18c03-acbe-411a-bc69-aca61fd13fae", "metadata": { "tags": [] }, "outputs": [], "source": [ "center, affine = determine_ellipse(mean_dp, mask=mask.data, num_points=1000)" ] }, { "cell_type": "code", "execution_count": null, "id": "3facfcf0-12f2-4a77-bf17-4275024ed9f2", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([[0.99722978, 0.00123876, 0. ],\n", " [0.00123876, 0.99944606, 0. ],\n", " [0. , 0. , 1. ]])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "affine" ] }, { "cell_type": "code", "execution_count": null, "id": "2a93925c-7b30-472e-9946-d3c57f9329af", "metadata": { "tags": [] }, "outputs": [], "source": [ "#Polar conversion on mean DP using pyXem\n", "mean_dp.set_signal_type('electron_diffraction') # \n", "mean_dp.unit = \"k_A^-1\" # setting unit\n", "mean_dp.beam_energy = 200 # seting beam energy \n", "mean_dp.camera_length = 1700\n", "mean_dp.set_ai(center=center)" ] }, { "cell_type": "code", "execution_count": null, "id": "f0095083-7e5a-41fc-8fc4-e6c5f36be63e", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: k\n", "WARNING:pyFAI.geometry.core:No fast path for space: k\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[ ] | 0% Completed | 87.38 us" ] }, { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: k\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 106.03 ms\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_dp.get_azimuthal_integral2d(npt=100,radial_range=(0.2,0.75), sum=True).plot(vmax=.4) " ] }, { "cell_type": "markdown", "id": "8ce739fe-e62e-4f83-b0da-bd41267057eb", "metadata": {}, "source": [ "Now we can use the same parameters on the entire dataset." ] }, { "cell_type": "code", "execution_count": null, "id": "c2d75cfd-9d01-40c9-8d15-7e6e35883e19", "metadata": { "tags": [] }, "outputs": [], "source": [ "#Polar conversion on mean DP using pyXem\n", "s.set_signal_type('electron_diffraction') # \n", "s.unit = \"k_A^-1\" # setting unit\n", "s.beam_energy = 200 # seting beam energy \n", "s.camera_length = 1700\n", "s.set_ai(center=center)" ] }, { "cell_type": "code", "execution_count": null, "id": "c391ff08-d594-4ee1-946e-07260e26b662", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:pyFAI.geometry.core:No fast path for space: k\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 11.20 s\n" ] } ], "source": [ "ps = s.get_azimuthal_integral2d(npt=100,radial_range=(0.2,0.75), sum=True) # Use sum=True to conserve counts\n", "pss = ps.isig[:,0.25:0.35].sum(axis=-1) #Radial k-summed azimuthal intensity profiles\n", "pss.compute()" ] }, { "cell_type": "code", "execution_count": null, "id": "2948a660-3d8e-4d8e-be80-d71a4099eb5b", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "ERROR:hyperspy.io_plugins._hierarchical:The writer could not write the following information in the file: ai : Detector Detector\t Spline= None\t PixelSize= 2.483e-04, 2.483e-04 m\n", "Wavelength= 2.507934e-12 m\n", "SampleDetDist= 1.000000e+00 m\tPONI= 1.479258e-02, 1.645019e-02 m\trot1=0.000000 rot2=0.000000 rot3=0.000000 rad\n", "DirectBeamDist= 1000.000 mm\tCenter: x=66.255, y=59.579 pix\tTilt= 0.000° tiltPlanRotation= 0.000° 𝛌= 0.025Å\n", "Traceback (most recent call last):\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/hyperspy/io_plugins/_hierarchical.py\", line 786, in dict2group\n", " group.attrs[key] = value\n", " ~~~~~~~~~~~^^^^^\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/zarr/attrs.py\", line 89, in __setitem__\n", " self._write_op(self._setitem_nosync, item, value)\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/zarr/attrs.py\", line 83, in _write_op\n", " return f(*args, **kwargs)\n", " ^^^^^^^^^^^^^^^^^^\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/zarr/attrs.py\", line 103, in _setitem_nosync\n", " self._put_nosync(d)\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/zarr/attrs.py\", line 153, in _put_nosync\n", " self.store[self.key] = json_dumps(d)\n", " ^^^^^^^^^^^^^\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/zarr/util.py\", line 68, in json_dumps\n", " return json.dumps(\n", " ^^^^^^^^^^^\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/json/__init__.py\", line 238, in dumps\n", " **kw).encode(obj)\n", " ^^^^^^^^^^^\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/json/encoder.py\", line 202, in encode\n", " chunks = list(chunks)\n", " ^^^^^^^^^^^^\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/json/encoder.py\", line 432, in _iterencode\n", " yield from _iterencode_dict(o, _current_indent_level)\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/json/encoder.py\", line 406, in _iterencode_dict\n", " yield from chunks\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/json/encoder.py\", line 439, in _iterencode\n", " o = _default(o)\n", " ^^^^^^^^^^^\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/site-packages/zarr/util.py\", line 63, in default\n", " return json.JSONEncoder.default(self, o)\n", " ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", " File \"/Users/carterfrancis/mambaforge/envs/pyxem-demos/lib/python3.11/json/encoder.py\", line 180, in default\n", " raise TypeError(f'Object of type {o.__class__.__name__} '\n", "TypeError: Object of type AzimuthalIntegrator is not JSON serializable\n" ] } ], "source": [ "pss.save(\"data/PolarSum.zspy\", overwrite=False) # Saving the data for use later (we are going to use some precomputed stuff which is a little larger)" ] }, { "cell_type": "markdown", "id": "5246cfc6-e789-4766-b26d-e5bc4dc4b23c", "metadata": {}, "source": [ "\n", "# 2. Processing the Polar Spectrum\n", "\n", "\n", "The radial spectra have a fair bit of noise so we should think about filtering the data. In this case we can smooth the data before fitting the two arcs. Using a larger sigma smooths the data more at the cost of losing small features in the dataset." ] }, { "cell_type": "code", "execution_count": null, "id": "2f1bc01f-9d2a-4be2-8894-4af833858e87", "metadata": { "tags": [] }, "outputs": [], "source": [ "import hyperspy.api as hs" ] }, { "cell_type": "code", "execution_count": null, "id": "cf5ea9cd-9e8c-460b-8847-1e3e867920ce", "metadata": { "tags": [] }, "outputs": [], "source": [ "from scipy.ndimage import gaussian_filter1d" ] }, { "cell_type": "code", "execution_count": null, "id": "d6c490a8-b200-4873-adea-1a28cc0b11eb", "metadata": { "tags": [] }, "outputs": [], "source": [ "pss = hs.load(\"data/12/PolarSum.zspy\", lazy=True)\n", "pss.rechunk((4,4))" ] }, { "cell_type": "code", "execution_count": null, "id": "5951d232-e34b-4813-bd2f-438b574edb58", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", "
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Navigation Axes

Signal Axes

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\n", "
" ], "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pss" ] }, { "cell_type": "code", "execution_count": null, "id": "86881446-9d03-4385-9ed0-cbde28d02fa8", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 532.52 ms\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pss.plot()" ] }, { "cell_type": "markdown", "id": "a89cf286-705e-443b-b4fd-826281926d7f", "metadata": {}, "source": [ "\n", "## 2a. Smoothing Functions\n", "\n", "These are just some custom functions for filtering when there is a zero beam. It just ignores the zero beam when guassian filtering so that \n", "intensity doesn't bleed into the masked region" ] }, { "cell_type": "code", "execution_count": null, "id": "034f07bf-b25f-4ac6-bb2f-b1a84a4cedbe", "metadata": { "tags": [] }, "outputs": [], "source": [ "#Helper Functions (can ignore for the most part)\n", "from scipy.ndimage import gaussian_filter1d\n", "import numpy as np\n", "from pyxem.utils.signal import to_hyperspy_index\n", " \n", "def mask_gaussian1D(data,\n", " sigma,\n", " masked_region=None,\n", " ):\n", " \"\"\"Gaussian smooth the data with a masked region which is ignored.\n", " \n", " Parameters\n", " ----------\n", " data: array-like\n", " A 1D array to be filtered\n", " sigma: float\n", " The sigma used to filter the data\n", " masked_region: tuple or None\n", " The region of the data to be ignored\n", " \"\"\"\n", " if masked_region is not None:\n", " data_smooth = np.zeros(data.shape)\n", " data_smooth[0:masked_region[0]] = gaussian_filter1d(data[0:masked_region[0]],sigma)\n", " data_smooth[masked_region[1]:] = gaussian_filter1d(data[masked_region[1]:],sigma)\n", " else:\n", " data_smooth = gaussian_filter1d(data,sig)\n", " return data_smooth\n", "\n", "def smooth_signal(signal, sigma, masked_region=None, **kwargs):\n", " \"\"\"\n", " Helper function to smooth a signal. The masked_region will use real units if the \n", " values are floats and pixel units if an int is passed\n", " \"\"\"\n", " if masked_region is not None:\n", " masked_region =[to_hyperspy_index(m, signal.axes_manager.signal_axes[0]) for m in masked_region]\n", " return signal.map(mask_gaussian1D, sigma=sigma, masked_region=masked_region, **kwargs)" ] }, { "cell_type": "code", "execution_count": null, "id": "d1f28966-fe76-4b15-8f2d-a2ccaef38b19", "metadata": { "tags": [] }, "outputs": [], "source": [ "smoothed = smooth_signal(pss,\n", " sigma=5,\n", " masked_region=(-0.2, 0.1),\n", " inplace=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "327ac8ae-3d36-4739-a9fc-e76afe30d728", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 2.31 sms\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "smoothed.plot()" ] }, { "cell_type": "markdown", "id": "882cb689-3e1a-4771-a4b1-69e85d8e7f11", "metadata": {}, "source": [ "\n", "# 3. Fitting The Polar Spectrum\n", "\n", "Now that we have a polar spectrum defined we can start to fit the peaks" ] }, { "cell_type": "markdown", "id": "9e15f5ba-2194-4ded-9fb6-3e86511b1ccb", "metadata": {}, "source": [ "\n", "## 3.a Fitting Functions\n", "\n", "These functions below help to initalize the fit and then to fit the data using the `map` function. We could equivilently use the hyperspy.model and `multifit` function but the `multifit` function is a little too slow for the amount of data that we want to process. We also have a very good idea of the location of the peaks in the data from the \"guess\" and we can use that to our advantage to help speed up the operation.\n", "\n", "The model is still a good place to play around with parameters and see if things work for the first position." ] }, { "cell_type": "code", "execution_count": null, "id": "34e44f9e-23a3-421c-9853-7a8721490928", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Additional Helper functions for fitting the signal\n", "from functools import partial\n", "from scipy.optimize import curve_fit\n", "# Take initial guess of peak position\n", "def guess_peak(data,kernel):\n", " x2 = np.linspace(-np.pi,np.pi,360)\n", " corr = np.correlate(data,kernel,'same')\n", " x = x2[np.argmax(corr)]\n", " # if max peak is second peak then shift 180 degrees\n", " if x > np.pi:\n", " x = x-np.pi\n", " elif x<0:\n", " x =x+np.pi\n", " return x \n", "# Gaussian function\n", "def gaussian(x,a,p,sig):\n", " \"\"\"\n", " Parameters:\n", " -----------\n", " x: array-like\n", " The positions at which to ca\n", " a:\n", " Height of the Gaussian\n", " p:\n", " The Position of the center of the peak\n", " sigma:\n", " The sigma value for the gaussian\n", " \"\"\"\n", " return a*np.exp(-(x-p)**2/(2*sig**2))\n", "\n", "# Fitting function (single pair)\n", "def composite(x, # phi\n", " y_offset,# baseline\n", " peak1_pos,a_peak1, a_peak2, sig,# peak intensities, position and sigma\n", " beam_stop_pos): # beamstop\n", " beamstop = np.ones(len(x))\n", " beamstop[beam_stop_pos[0]:beam_stop_pos[1]]=0\n", " return (y_offset + \n", " gaussian(x, a_peak1, peak1_pos, sig) +\n", " gaussian(x, a_peak2, peak1_pos-np.pi, sig)+ \n", " gaussian(x, a_peak1, peak1_pos+np.pi, sig))*beamstop\n", "\n", "# Fit peak parameters\n", "def peak_fit(data,\n", " composite, \n", " fixed_parameters,\n", " bounds,\n", " fitting_kwds = [\"y_offset\", \"peak1_pos\", \"a_peak1\", \"a_peak2\", \"sig\"],\n", " method='chi2',\n", " **kwargs):\n", " \"\"\"\n", " A general function to fit the composite function defined above.\n", " \n", " This function can be generalized to any composite function by creating a new function.\n", " \n", " The fixed parameters are fixed during the fitting while other kwargs passed only represent the initial parameters for fitting\n", " and are iteratively changed to minimize the cost function.\n", " \n", " Parameters\n", " ----------\n", " data: np.array\n", " The data to be fit. A 1-D array\n", " composite: func\n", " The funtion to be fit\n", " fixed_parameters: dict\n", " A dictionary mapping between the fixed parameters for the function that is being optimized. \n", " bounds: \n", " The bounds for the parameters which are being fit in a dictionary\n", " i.e.: bounds = {\"y_offset\":(low_y, hi_y), \"peak1_pos\":(low_pos, hi_pos),}\n", " fitting_kwds: list\n", " The list of keywords that are passed to the function to be fit.\n", " method:\n", " The statistical analysis of the fit to return\n", " kwargs:\n", " The inital values for the composite function as well as any keyword arguments for `scipy.optimize.curve_fit`\n", " \"\"\"\n", " data = data+0.00000000001 # handle zeros\n", " \n", " comp = partial(composite, **fixed_parameters) # set fixed values\n", " x2 = np.linspace(-np.pi,np.pi,360)\n", " initial_guess = [kwargs.pop(k, 1) for k in fitting_kwds]\n", " unpacked_bounds = (tuple([bounds.get(k, (-np.inf, np.inf))[0] for k in fitting_kwds]),\n", " tuple([bounds.get(k, (-np.inf, np.inf))[1] for k in fitting_kwds]))\n", " try:\n", " popt,pcov = curve_fit(comp,\n", " x2,\n", " data,\n", " p0=initial_guess,\n", " bounds=unpacked_bounds,\n", " sigma=1/np.power(data,1/4),\n", " method='trf',\n", " **kwargs)\n", " except:\n", " return [1,0,0,0,0,0]\n", "\n", " if method == 'std':\n", " gof = np.sum(np.sqrt(np.diag(pcov)))\n", " if method == 'chi2':\n", " gof = np.nansum(((comp(x2, *popt)-data)**2/data)[data>0])/(360-len(unpacked_bounds[0]))\n", " if method == 'r2':\n", " ss_tot = np.sum((data-np.mean(data))**2)\n", " ss_res = np.sum((data-comp(x2, *popt))**2)\n", " gof = 1-ss_res/ss_tot\n", " return np.array([gof,*popt])" ] }, { "cell_type": "code", "execution_count": null, "id": "c44babea-4235-4bca-a629-22979316eaba", "metadata": { "tags": [] }, "outputs": [], "source": [ "x2 = np.linspace(-np.pi,np.pi,360)\n", "kernel = gaussian(x2,35,0,0.36)+8\n", "orientation_guess = smoothed.map(guess_peak,\n", " kernel=kernel,\n", " inplace=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "91189b56-3464-4261-8bba-5f7011091839", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", "
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" ], "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "orientation_guess" ] }, { "cell_type": "code", "execution_count": null, "id": "e3a9796a-91dd-4b7f-9346-21a9c63c51d7", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 3.06 sms\n" ] } ], "source": [ "orientation_guess.compute()" ] }, { "cell_type": "code", "execution_count": null, "id": "2b2409ab-fc36-4f81-a01c-7892958977ab", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "orientation_guess.plot()" ] }, { "cell_type": "code", "execution_count": null, "id": "da6265fe-e4da-4c9f-a7a9-aa8964335ba4", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Inital Parameters for fitting\n", "bounds = {\"y_offset\": (0,2),\n", " \"peak1_pos\": (0, np.pi),\n", " \"a_peak1\":(2, 15),\n", " \"a_peak2\":(2,15),\n", " \"sig\": (0.1, 0.3)\n", " }\n", "\n", "inital_pos = {\"y_offset\": 1,\n", " \"a_peak1\":4,\n", " \"a_peak2\":4,\n", " \"sig\":.2,}\n", "beam_stop_pos = [to_hyperspy_index(edge, smoothed.axes_manager.signal_axes[0]) for edge in (-0.2, 0.1)]\n", "\n", "fixed_parameters = {\"beam_stop_pos\":beam_stop_pos}" ] }, { "cell_type": "markdown", "id": "002649ac-97ac-4a40-bafe-0288ae4e60a4", "metadata": {}, "source": [ "\n", "\n", "## 3.b Testing Inital Parameters:\n", "\n", "Let's look at one position in the dataset and see if our inital parameters and bounds are reasonable. You have to adjust these values a little bit \n", "to make things a little easier to fit." ] }, { "cell_type": "code", "execution_count": null, "id": "26370173-b42e-4788-b682-a7c47ec5ee8b", "metadata": { "tags": [] }, "outputs": [], "source": [ "data = smoothed.inav[4,4].data.compute()\n", "orientation = orientation_guess.inav[4,4].data[0]" ] }, { "cell_type": "code", "execution_count": null, "id": "a46814ea-aa78-46c8-ae99-1e544f4fdcc7", "metadata": { "tags": [] }, "outputs": [], "source": [ "peaks = smoothed.map(peak_fit,\n", " composite=composite,\n", " fixed_parameters=fixed_parameters,\n", " bounds=bounds,\n", " peak1_pos=orientation_guess,\n", " inplace=False,\n", " **inital_pos,\n", " )" ] }, { "cell_type": "code", "execution_count": null, "id": "c611cf7f-1ba9-4138-a3b7-3237addfe93b", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.figure()\n", "x = np.linspace(-np.pi,np.pi,360)\n", "plt.plot(x, data, label=\"Original Data\")\n", "\n", "initial_fit = composite(x,\n", " beam_stop_pos=beam_stop_pos,\n", " peak1_pos=orientation,\n", " **inital_pos,\n", " )\n", "plt.plot(x,\n", " initial_fit,\n", " label=\"Initial Fit\")\n", "\n", "fitted = peak_fit(data,\n", " composite=composite,\n", " fixed_parameters=fixed_parameters,\n", " bounds=bounds,\n", " peak1_pos=orientation,\n", " **inital_pos,)\n", "plt.plot(x,composite(x,\n", " *fitted[1:],\n", " beam_stop_pos=beam_stop_pos,\n", " ),\n", " label=\"fitted\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "b54fb57c-cdc3-42b0-b242-4a8a7cf72ab1", "metadata": { "tags": [] }, "outputs": [], "source": [ "\n", "beam_stop_pos = [to_hyperspy_index(edge, smoothed.axes_manager.signal_axes[0]) for edge in (-0.2, 0.1)]\n", "peaks = smoothed.map(peak_fit,\n", " composite=composite,\n", " fixed_parameters=fixed_parameters,\n", " bounds=bounds,\n", " peak1_pos=orientation_guess,\n", " inplace=False,\n", " **inital_pos,\n", " )" ] }, { "cell_type": "code", "execution_count": null, "id": "837e37f7-d5cd-4abd-a1a2-4ca0d421162c", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([0.2432117 , 1.42473297, 0.27754391, 3.27041607, 2.03215613,\n", " 0.26445866])" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "peaks.data[3,4].compute()" ] }, { "cell_type": "code", "execution_count": null, "id": "713c01cc-c4af-498a-8e68-2deafafd0b24", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 116.52 s\n" ] } ], "source": [ "# Run fitting in parallel (Should take a minute or two)\n", "peaks.compute()" ] }, { "cell_type": "code", "execution_count": null, "id": "3f51176c-efaa-494a-8b09-380aae622f38", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "hs.plot.plot_images(peaks.T,\n", " label=[\"Chi^2\",\"Backgrond\", \"Orientation\", \"Peak1 Amplitude\", \"Peak2 Amplitude\", \"Sigma\"],\n", " per_row=3, tight_layout=True, scalebar=\"all\", axes_decor=\"off\",scalebar_color=\"white\", cmap=\"hot\")\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7a97b2e0-89e0-4d63-a4f4-9ca064c069db", "metadata": {}, "source": [ "\n", "## 3.c Visualizing the Results and Checking for Accuracy\n", "\n", "We can always see how well our fit performed but plotting both signals on top of each other. " ] }, { "cell_type": "code", "execution_count": null, "id": "08ab85cc-d134-42ce-bdc2-44fe5de16387", "metadata": { "tags": [] }, "outputs": [], "source": [ "# creating a cyclical mcap from 0-> pi\n", "from matplotlib.colors import LinearSegmentedColormap\n", "cdata = np.loadtxt('data/12/colorwheel.txt')\n", "cmap= LinearSegmentedColormap.from_list('my_colormap', cdata)" ] }, { "cell_type": "code", "execution_count": null, "id": "2565c8a5-6dab-4df8-84c2-89ffe925ae84", "metadata": { "tags": [] }, "outputs": [], "source": [ "def apply_composite(data):\n", " x = np.linspace(-np.pi,np.pi,360)\n", " return composite(x,*data[1:], beam_stop_pos=beam_stop_pos,)" ] }, { "cell_type": "code", "execution_count": null, "id": "1bdc0b39-44ce-4ff1-b75c-75019441bc7d", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[########################################] | 100% Completed | 946.54 ms\n" ] } ], "source": [ "ans = peaks.map(apply_composite, inplace=False)" ] }, { "cell_type": "code", "execution_count": null, "id": "4c3a8785-92b8-430a-97e1-da5cb367b464", "metadata": { "tags": [] }, "outputs": [], "source": [ "# Just add in the answer as a complex signal.\n", "both = smoothed+ans.data*1j\n", "both.metadata.General.title= \"Fit+Smoothed Data\"" ] }, { "cell_type": "code", "execution_count": null, "id": "13c1e9d5-7a5f-468d-90d1-58bb30a814c0", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "both.navigator = peaks.isig[2]\n", "both.axes_manager.navigation_axes[0].index=12\n", "both.axes_manager.navigation_axes[1].index=15\n", "both.plot(navigator_kwds={\"cmap\":cmap,\n", " \"interpolation\":'none'})" ] }, { "cell_type": "markdown", "id": "fd548a78-5525-48a5-b85e-3181fa2bd021", "metadata": { "tags": [] }, "source": [ "\n", "# 4.0 Making a Nice Figure with Flow Lines\n", "\n", "Now we can make a nice figure with some Flow/ Orientataion arrows. " ] }, { "cell_type": "code", "execution_count": null, "id": "b175e459-342d-4e0d-a2e3-2b53c84ecfa2", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(127, 127)" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "peaks.axes_manager.navigation_shape" ] }, { "cell_type": "code", "execution_count": null, "id": "b5200da6-f261-4563-8f04-7db1e10413c6", "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1)\n", "\n", "im = axs.imshow(peaks.isig[2].data,\n", " cmap=cmap, interpolation='none', \n", " extent=peaks.axes_manager.navigation_extent)\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.axes_grid1.anchored_artists import AnchoredSizeBar\n", "import matplotlib.font_manager as fm\n", "fontprops = fm.FontProperties(size=24, weight=\"bold\")\n", "\n", "scalebar = AnchoredSizeBar(axs.transData,\n", " 80, '80 nm', 'lower left', \n", " pad=0.1,\n", " color='black',\n", " frameon=False,\n", " size_vertical=7,\n", " fontproperties=fontprops)\n", "\n", "axs.add_artist(scalebar)\n", "axs.set_xticks([])\n", "axs.set_yticks([])\n", "cbar = fig.colorbar(im, ax=axs)\n", "cbar.set_ticks([0, np.pi/2, np.pi])\n", "cbar.set_ticklabels([\"0\", \"$\\pi/2$\", \"$\\pi$\"])\n", "cbar.set_label(\"Orientation\")\n", "vx = np.cos(peaks.isig[2].data)\n", "vy = np.sin(peaks.isig[2].data)\n", "\n", "nav_axes = peaks.axes_manager.navigation_axes\n", "sep =7\n", "axs.quiver(nav_axes[1].axis[::sep],nav_axes[0].axis[::sep], vx[::sep,::sep], vy[::sep, ::sep],)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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" } }, "nbformat": 4, "nbformat_minor": 5 }