From 8c5390261a6ef0b82b008f5fc18608a2a896b715 Mon Sep 17 00:00:00 2001 From: Dimitri Yatsenko Date: Wed, 28 Feb 2024 12:24:14 +0000 Subject: [PATCH] update README with a complete example in `examples/notebook.ipynb` --- README.md | 42 +-- examples/workbook.ipynb | 260 ++++++++++++++++-- src/poisson_numcodecs/__init__.py | 4 + .../{Poisson.py => poisson.py} | 1 - tests/test_poisson_codec.py | 2 +- 5 files changed, 247 insertions(+), 62 deletions(-) rename src/poisson_numcodecs/{Poisson.py => poisson.py} (97%) diff --git a/README.md b/README.md index 0ff132b..2ec102a 100644 --- a/README.md +++ b/README.md @@ -2,10 +2,16 @@ # Poisson - numcodecs implementation -This codec enables one to equalize noise across imaging levels for shot-noise -limited imaging. This allows for some lossy compression based on fundamental -statistics coming from each pixel. Precision can be tuned to adjust the compression -trade-off. +This codec is designed for compressing movies with Poisson noise, which are produced by photon-limited modalities such multiphoton microscopy, radiography, and astronomy. + +The codec assumes that the video is linearly encoded with a potential offset (`zero_level`) and that the `photon_sensitivity` (the average increase in intensity per photon) is known or can be accurately estimated from the data. + +The codec re-quantizes the grayscale efficiently with a square-root-like transformation to equalize the noise variance across the grayscale levels: the [Anscombe Transform](https://en.wikipedia.org/wiki/Anscombe_transform). +This results in a smaller number of unique grayscale levels and significant improvements in the compressibility of the data without sacrificing signal accuracy. + +To use the codec, one must supply two pieces of information: `zero_level` (the input value corresponding to the absence of light) and `photon_sensitivity` (levels/photon). + +The codec is used in Zarr as a filter prior to compression. [Zarr](https://zarr.readthedocs.io/en/stable/index.html). @@ -37,30 +43,4 @@ pytest tests/ ## Usage -This is a simple example on how to use the `Poisson` codec with `zarr`: - -``` -from poisson_numcodecs import Poisson - -data = ... # any 2D dumpy array -# here we assume that the data has a shape of (num_frames, x, y) - -# dark_signal and signal_to_photon_gain must be calculated from the data or -# measured directly on the instrument. -# dark_signal is the signal level when no photons are recorded. -# signal_to_photon_gain is the conversion scalor to convert the measure signal -# into absolute photon numbers. - -# instantiate Poisson object -poisson_filter = Poisson(dark_signal, signal_to_photon_gain, encoded_dtype, decoded_dtype, integer_per_photon) - -# using default Zarr compressor -photon_data = zarr.array(data, filters=[poisson_filter]) - -data_read = photon_data[:] -``` -Available `**kwargs` can be browsed with: `Poisson?` - -**NOTE:** -In order to reload in zarr an array saved with the `Poisson`, you just need to have the `poisson_numcodecs` package -installed. +An complete example is provided in [examples/workbook.ipynb](examples/workbook.ipynb) diff --git a/examples/workbook.ipynb b/examples/workbook.ipynb index 0cbc48b..3fb35be 100644 --- a/examples/workbook.ipynb +++ b/examples/workbook.ipynb @@ -2,24 +2,31 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "c1efd290", "metadata": {}, "outputs": [], "source": [ - "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "from numcodecs import Blosc\n", "import os\n", "import numpy as np\n", - "from poisson_numcodecs.Poisson import Poisson\n", + "from poisson_numcodecs import Poisson\n", "from poisson_numcodecs import estimate\n", - "import zarr\n" + "import zarr" + ] + }, + { + "cell_type": "markdown", + "id": "e3da93c4", + "metadata": {}, + "source": [ + "### Load example data and estimate `zero_level` and `photon_sensitivity` " ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "id": "9bc83088", "metadata": {}, "outputs": [], @@ -29,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "e352f315", "metadata": {}, "outputs": [], @@ -45,20 +52,59 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "e1b5e68d", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "{'model': HuberRegressor(),\n", + " 'counts': array([605, 679, 675, ..., 27, 20, 26]),\n", + " 'min_intensity': 90,\n", + " 'max_intensity': 3016,\n", + " 'variance': array([ 5706.29669421, 5897.68851252, 5368.22962963, ...,\n", + " 250302.94444444, 566103.325 , 584751.57692308]),\n", + " 'sensitivity': 96.99485239520567,\n", + " 'zero_level': 86.30213578612849}" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "qs" ] }, + { + "cell_type": "markdown", + "id": "92abc23e", + "metadata": {}, + "source": [ + "The slope and x-intercept for the photon transfer curve yield the photon sensitivity and the zero level." + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "id": "50f3d031", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "intensity = np.r_[qs['min_intensity']:qs['max_intensity']]\n", "sensitivity = qs['sensitivity']\n", @@ -67,28 +113,90 @@ "plt.plot(intensity, (intensity - zero_level) * sensitivity, 'r')\n", "plt.grid(True)\n", "plt.xlabel('intensity')\n", - "plt.ylabel('variance')" + "plt.ylabel('variance');" + ] + }, + { + "cell_type": "markdown", + "id": "5bac614e", + "metadata": {}, + "source": [ + "## Illustrate GIF compression\n", + "This does not use `zarr` and `numcodecs`" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "2e6efa14", "metadata": {}, "outputs": [], "source": [ "# make compression lookup tables\n", "zero = np.int16(np.round(qs['zero_level']))\n", - "LUT1 = estimate.make_anscombe_lookup(sensitivity)\n", + "LUT1 = estimate.make_anscombe_lookup(sensitivity, input_max=data.max()-zero)\n", "LUT2 = estimate.make_inverse_lookup(LUT1)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, + "id": "02617660", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'compression/decompression transform')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axx = plt.subplots(1, 2, figsize=(8, 4))\n", + "axx = iter(axx.flatten())\n", + "\n", + "ax = next(axx)\n", + "ax.plot(LUT1)\n", + "ax.grid(True)\n", + "ax.set_title('compressing LUT')\n", + "\n", + "ax = next(axx)\n", + "ax.plot(LUT2[LUT1])\n", + "ax.plot(np.r_[:LUT1.size], np.r_[:LUT1.size], 'k:')\n", + "ax.grid(True)\n", + "ax.set_title('compression/decompression transform')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "id": "a6d75d83", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Compression ratio: 3.79\n" + ] + } + ], "source": [ "# save compressed video as .gif\n", "compressed = estimate.lookup(data - zero, LUT1)\n", @@ -98,9 +206,25 @@ "print(f'Compression ratio: {np.prod(data.shape)*2 / os.path.getsize(gif_path):0.2f}')" ] }, + { + "cell_type": "markdown", + "id": "f60375a6", + "metadata": {}, + "source": [ + "You may open and view the saved `test.gif`" + ] + }, + { + "cell_type": "markdown", + "id": "dc35be12", + "metadata": {}, + "source": [ + "### Illustrate image compression using numcodecs / zarr" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "6645b70f", "metadata": {}, "outputs": [], @@ -111,44 +235,122 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "id": "560e02fa", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
Typezarr.core.Array
Data typeint16
Shape(300, 200, 200)
Chunk shape(75, 50, 100)
OrderC
Read-onlyFalse
Filter [0]Poisson(decoded_dtype='int16', encoded_dtype='int8', photon_sensitivity=96.99485239520567, zero_level=86.30213578612849)
CompressorBlosc(cname='zstd', clevel=1, shuffle=SHUFFLE, blocksize=0)
Store typezarr.storage.KVStore
No. bytes24000000 (22.9M)
No. bytes stored5242634 (5.0M)
Storage ratio4.6
Chunks initialized32/32
" + ], + "text/plain": [ + "Type : zarr.core.Array\n", + "Data type : int16\n", + "Shape : (300, 200, 200)\n", + "Chunk shape : (75, 50, 100)\n", + "Order : C\n", + "Read-only : False\n", + "Filter [0] : Poisson(decoded_dtype='int16', encoded_dtype='int8',\n", + " : photon_sensitivity=96.99485239520567,\n", + " : zero_level=86.30213578612849)\n", + "Compressor : Blosc(cname='zstd', clevel=1, shuffle=SHUFFLE, blocksize=0)\n", + "Store type : zarr.storage.KVStore\n", + "No. bytes : 24000000 (22.9M)\n", + "No. bytes stored : 5242634 (5.0M)\n", + "Storage ratio : 4.6\n", + "Chunks initialized : 32/32" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# using default Zarr compressor\n", "img = zarr.array(data, filters=[poisson_filter], compressor=Blosc(cname='zstd', clevel=1))\n", "img.info" ] }, { "cell_type": "code", - "execution_count": null, - "id": "0243f913", + "execution_count": 11, + "id": "8c256b55", "metadata": {}, "outputs": [], "source": [ - "img = zarr.open('im.zarr')" + "# save zarr\n", + "zarr.save('im.zarr', img)" + ] + }, + { + "cell_type": "markdown", + "id": "1fdbce77", + "metadata": {}, + "source": [ + "# RESTART THE KERNEL\n", + "Restart the kernel manually to test zarr loading" ] }, { "cell_type": "code", - "execution_count": null, - "id": "87de828b", + "execution_count": 1, + "id": "3b88553a", "metadata": {}, "outputs": [], "source": [ - "plt.imshow(img[10,:,:])" + "import matplotlib.pyplot as plt\n", + "import zarr\n", + "\n", + "# you don't need to import poisson_numcodecs but it must be installed" ] }, { "cell_type": "code", - "execution_count": null, - "id": "e283c924", + "execution_count": 2, + "id": "0243f913", "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# open zarr\n", + "img = zarr.open('im.zarr')\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "87de828b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "ls -l" + "# show a decompressed frame\n", + "plt.imshow(img[10,:,:])\n", + "plt.axis(False);" ] }, { diff --git a/src/poisson_numcodecs/__init__.py b/src/poisson_numcodecs/__init__.py index e69de29..444f9c8 100644 --- a/src/poisson_numcodecs/__init__.py +++ b/src/poisson_numcodecs/__init__.py @@ -0,0 +1,4 @@ +from .poisson import Poisson + +__all__ = ["Poisson"] + diff --git a/src/poisson_numcodecs/Poisson.py b/src/poisson_numcodecs/poisson.py similarity index 97% rename from src/poisson_numcodecs/Poisson.py rename to src/poisson_numcodecs/poisson.py index 65f2be4..1fc58bf 100644 --- a/src/poisson_numcodecs/Poisson.py +++ b/src/poisson_numcodecs/poisson.py @@ -4,7 +4,6 @@ import numpy as np import numcodecs from numcodecs.abc import Codec -from numcodecs.compat import ndarray_copy from . import estimate ### NUMCODECS Codec ### diff --git a/tests/test_poisson_codec.py b/tests/test_poisson_codec.py index 97b411b..0e35899 100644 --- a/tests/test_poisson_codec.py +++ b/tests/test_poisson_codec.py @@ -1,4 +1,4 @@ -from poisson_numcodecs.Poisson import Poisson +from poisson_numcodecs import Poisson import numpy as np import pytest