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@aaronspring
Created April 7, 2022 08:25
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wrapping bitinformation.round for xarray
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{
"cells": [
{
"cell_type": "markdown",
"id": "3f2c9098",
"metadata": {},
"source": [
"# Example to retrieve bitinformation"
]
},
{
"cell_type": "markdown",
"id": "822d7b08",
"metadata": {},
"source": [
"## Get information content per bit"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "17ed6911-f0f4-4f15-aae6-f35adf4def65",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.core.options.set_options at 0x7ffff014f580>"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import xarray as xr\n",
"\n",
"xr.set_options(display_style=\"text\")"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "73e7598e-cc79-4e52-8ac2-8bcd3caef60d",
"metadata": {},
"outputs": [],
"source": [
"labels = [\"rasm\",\"air_temperature\",\"ROMS_example\", \"era5-2mt-2019-03-uk.grib\", \"eraint_uvz\"]"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "e6e682c1-988c-4331-beed-21c1858aed2a",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<pre>&lt;xarray.Dataset&gt;\n",
"Dimensions: (lat: 25, time: 2920, lon: 53)\n",
"Coordinates:\n",
" * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 ... 25.0 22.5 20.0 17.5 15.0\n",
" * lon (lon) float32 200.0 202.5 205.0 207.5 ... 322.5 325.0 327.5 330.0\n",
" * time (time) datetime64[ns] 2013-01-01 ... 2014-12-31T18:00:00\n",
"Data variables:\n",
" air (time, lat, lon) float32 241.2 242.5 243.5 ... 296.5 296.2 295.7\n",
"Attributes:\n",
" Conventions: COARDS\n",
" title: 4x daily NMC reanalysis (1948)\n",
" description: Data is from NMC initialized reanalysis\\n(4x/day). These a...\n",
" platform: Model\n",
" references: http://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanaly...</pre>"
],
"text/plain": [
"<xarray.Dataset>\n",
"Dimensions: (lat: 25, time: 2920, lon: 53)\n",
"Coordinates:\n",
" * lat (lat) float32 75.0 72.5 70.0 67.5 65.0 ... 25.0 22.5 20.0 17.5 15.0\n",
" * lon (lon) float32 200.0 202.5 205.0 207.5 ... 322.5 325.0 327.5 330.0\n",
" * time (time) datetime64[ns] 2013-01-01 ... 2014-12-31T18:00:00\n",
"Data variables:\n",
" air (time, lat, lon) float32 241.2 242.5 243.5 ... 296.5 296.2 295.7\n",
"Attributes:\n",
" Conventions: COARDS\n",
" title: 4x daily NMC reanalysis (1948)\n",
" description: Data is from NMC initialized reanalysis\\n(4x/day). These a...\n",
" platform: Model\n",
" references: http://www.esrl.noaa.gov/psd/data/gridded/data.ncep.reanaly..."
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"label = labels[1]\n",
"ds = xr.tutorial.load_dataset(label)\n",
"ds"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "04503509-9674-46b3-a515-a1ab26023fa9",
"metadata": {},
"outputs": [],
"source": [
"v=list(ds.data_vars)[0]"
]
},
{
"cell_type": "code",
"execution_count": 64,
"id": "165221dd-5c89-4293-89e3-9332d36ec314",
"metadata": {},
"outputs": [],
"source": [
"#ds.isel(month=0,level=0)[v].plot()"
]
},
{
"cell_type": "code",
"execution_count": 65,
"id": "8aca856a-0885-471b-879b-239f0975881b",
"metadata": {},
"outputs": [],
"source": [
"#ds.mean('ocean_time').isel(s_rho=0).to_array().isel(variable=0).plot() # roms"
]
},
{
"cell_type": "code",
"execution_count": 66,
"id": "ca00011d-a260-4d9b-96bb-c26e7f572ba1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7ffb23ea0220>"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ds.mean('time')[v].plot()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"id": "1057cc3b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'air': array([0.00000000e+00, 0.00000000e+00, 0.00000000e+00, 0.00000000e+00,\n",
" 0.00000000e+00, 3.19826019e-01, 3.19826019e-01, 3.19826019e-01,\n",
" 3.19826019e-01, 3.19826019e-01, 3.19649597e-01, 5.53380169e-01,\n",
" 3.48240937e-01, 1.37250062e-01, 2.54742744e-02, 6.11993878e-04,\n",
" 6.33730489e-06, 8.48709966e-06, 3.67981139e-05, 3.85561247e-05,\n",
" 3.88502575e-05, 1.09325789e-04, 1.22927553e-03, 0.00000000e+00,\n",
" 5.09290232e-04, 7.48091826e-04, 1.56721912e-04, 3.73042255e-05,\n",
" 3.31947743e-04, 0.00000000e+00, 3.74561268e-05, 5.77014602e-04])}"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"bitinfo = bp.get_bitinformation(ds, dim=\"lat\")\n",
"bitinfo"
]
},
{
"cell_type": "code",
"execution_count": 68,
"id": "6602c5b6-f7bc-4e00-a49a-213fa9c829f5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'air': 14}"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"keepbits = bp.get_keepbits(ds, bitinfo, inflevel=0.99)\n",
"keepbits"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b7e56486-6d14-4fe4-bf33-c027dd67df06",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 120,
"id": "c6ff5681-e3a4-4634-8631-44042dfdb316",
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"from numcodecs.bitround import BitRound\n",
"\n",
"\n",
"def bitround(data, keepbits):\n",
" \"\"\"Bitround for Arrays.\"\"\"\n",
" codec = BitRound(keepbits=keepbits)\n",
" data = data.copy() # otherwise overwrites the input\n",
" encoded = codec.encode(data)\n",
" return codec.decode(encoded)\n",
"\n",
"\n",
"def xr_bitround(da, keepbits):\n",
" \"\"\"Apply bitrounding based on keepbits from bp.get_keepbits for xarray.Dataset or xr.DataArray.\n",
"\n",
" Inputs\n",
" ------\n",
" da : xr.DataArray or xr.Dataset\n",
" input netcdf to bitround with dtype float32\n",
" keepbits : int or dict of {str: int}\n",
" how many bits to keep. int\n",
"\n",
" Returns\n",
" -------\n",
" da_bitrounded : xr.DataArray or xr.Dataset\n",
"\n",
" Example\n",
" -------\n",
" >>> ds = xr.tutorial.load_dataset(\"air_temperature\")\n",
" >>> info_per_bit = bp.get_bitinformation(ds, dim=\"lon\")\n",
" >>> keepbits = bp.get_keepbits(ds, info_per_bit, 0.99)\n",
" >>> ds_bitrounded = xr_bitround(ds, keepbits)\n",
" \"\"\"\n",
" if isinstance(da, xr.Dataset):\n",
" da_bitrounded = da.copy()\n",
" for v in da.data_vars:\n",
" da_bitrounded[v] = xr_bitround(da[v], keepbits)\n",
" return da_bitrounded\n",
"\n",
" assert da.dtype == \"float32\"\n",
" da_bitrounded = da.copy()\n",
" if isinstance(keepbits, int):\n",
" keep = keepbits\n",
" elif isinstance(keepbits, dict):\n",
" v = da.name\n",
" if v in keepbits.keys():\n",
" keep = keepbits[v]\n",
" else:\n",
" raise ValueError(f\"name {v} not for in keepbits: {keepbits.keys()}\")\n",
" # fails for .data\n",
" da_bitrounded.values = bitround(\n",
" da.values, keep\n",
" )\n",
" da_bitrounded.attrs[\n",
" \"_QuantizeBitRoundNumberOfSignificantDigits\"\n",
" ] = keep # document keepbits\n",
" return da_bitrounded"
]
},
{
"cell_type": "markdown",
"id": "b6e7651e-79bc-4c08-be9f-1e74d625db8f",
"metadata": {},
"source": [
"# `jl_bitround`"
]
},
{
"cell_type": "code",
"execution_count": 72,
"id": "d1fb5fe8-213b-43e8-b56b-d2bb84658083",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<PyCall.jlwrap get_keepbits>"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import argparse\n",
"import json\n",
"import logging\n",
"import os\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import xarray as xr\n",
"from julia.api import Julia\n",
"\n",
"jl = Julia(compiled_modules=False, debug=False)\n",
"from julia import Main # noqa: E402\n",
"\n",
"path_to_julia_functions = os.path.join(\n",
" \"../bitinformation_pipeline/get_n_plot_bitinformation.jl\"\n",
")\n",
"Main.path = path_to_julia_functions\n",
"jl.using(\"BitInformation\")\n",
"jl.eval(\"include(Main.path)\")"
]
},
{
"cell_type": "code",
"execution_count": 109,
"id": "8f2916fe-4078-44b4-86ca-6be2b31fb010",
"metadata": {},
"outputs": [],
"source": [
"X = ds[v]\n",
"X_jl_bitround = X.copy()"
]
},
{
"cell_type": "code",
"execution_count": 110,
"id": "3fc1dc04-67e7-4b4f-b3bc-be5b3711d0fb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1.12 ms, sys: 0 ns, total: 1.12 ms\n",
"Wall time: 1.77 ms\n"
]
}
],
"source": [
"Main.X = X.values\n",
"Main.keep = keepbits[v]\n",
"%time X_jl_bitround.values = jl.eval(f\"round!(X,keep)\")"
]
},
{
"cell_type": "markdown",
"id": "203d135f-f727-4cf1-a7f9-939a20359a0c",
"metadata": {},
"source": [
"## `xr_bitround`"
]
},
{
"cell_type": "code",
"execution_count": 113,
"id": "2d8ba6e2-f4bc-4b7d-b211-c8319b803efa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 13.6 ms, sys: 3.25 ms, total: 16.8 ms\n",
"Wall time: 17.7 ms\n"
]
}
],
"source": [
"%time X_xr_bitround = xr_bitround(X, keepbits[v])"
]
},
{
"cell_type": "markdown",
"id": "2ac32a1e-247b-491e-a6e3-96488d5e35c8",
"metadata": {},
"source": [
"## Comparison"
]
},
{
"cell_type": "code",
"execution_count": 116,
"id": "db2ea7e0-08d9-49c2-996f-7abeb9e04f57",
"metadata": {},
"outputs": [],
"source": [
"c = xr.concat([X,X_xr_bitround, X_jl_bitround], dim=\"bitround\").assign_coords(bitround=[\"No\",\"xarray\",\"python\"])"
]
},
{
"cell_type": "code",
"execution_count": 117,
"id": "feae4f37-fb77-47af-b911-9268354cf917",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.plot.facetgrid.FacetGrid at 0x7ffb50389a80>"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x648 with 10 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"c.isel(time=[0,1000,-1]).plot(col='time', row='bitround',robust=True)"
]
},
{
"cell_type": "markdown",
"id": "9c5dd1e1-63ed-494d-b5e1-faa31aae6fed",
"metadata": {},
"source": [
"> identical when `numcodecs.BitRound` gets keepbits and not keep mantissa bits"
]
},
{
"cell_type": "markdown",
"id": "f340c428-0691-4dc8-af70-0939fdfffa0f",
"metadata": {},
"source": [
"> I am not sure bounding numcodecs.BitRound to keepbits in range(0,23) is correct.\n",
"https://github.com/zarr-developers/numcodecs/pull/299/files"
]
},
{
"cell_type": "code",
"execution_count": 118,
"id": "d6fc5dd8-3414-44e9-84b9-e7aec45d80c4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.plot.facetgrid.FacetGrid at 0x7ffb480a26b0>"
]
},
"execution_count": 118,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 7 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"(c.drop_sel(bitround=\"No\")-c.sel(bitround=\"No\")).isel(time=[0,1000,-1]).plot(col='time', row='bitround',robust=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "539ae32c-7a0f-4807-ad7a-589239438612",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "bitinfo",
"language": "python",
"name": "bitinfo"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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