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@aaronspring
Created January 5, 2020 17:18
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tiny differences in xskillscore results in chunked inputs
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{
"cells": [
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import xskillscore as xs\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"#ds = xr.tutorial.load_dataset('rasm') # fail for no internet connection\n",
"# workaround\n",
"ds = xr.open_dataset('/work/mh0727/m300524/tmp/rasm.nc')['Tair']"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"a = ds.isel(time=slice(None, ds.time.size//2))\n",
"b = ds.isel(time=slice(ds.time.size//2, None))\n",
"a['time'] = b['time'].values"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"ac=a.chunk({'y':25})\n",
"bc=b.chunk({'y':25})"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"metric rmse\n",
"no chunks\n",
"CPU times: user 23 ms, sys: 17 ms, total: 40 ms\n",
"Wall time: 36.9 ms\n",
"chunks\n",
"CPU times: user 267 ms, sys: 92 ms, total: 359 ms\n",
"Wall time: 233 ms\n",
"assert_equal failed\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"xr.testing.assert_allclose(rc,r) None\n",
"\n",
"metric pearson_r\n",
"no chunks\n",
"CPU times: user 22 ms, sys: 10 ms, total: 32 ms\n",
"Wall time: 32.2 ms\n",
"chunks\n",
"CPU times: user 273 ms, sys: 86 ms, total: 359 ms\n",
"Wall time: 223 ms\n",
"assert_equal failed\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"xr.testing.assert_allclose(rc,r) None\n",
"\n"
]
}
],
"source": [
"for metric in ['mse', 'pearson_r']:\n",
" print(f'metric {metric}')\n",
" print(f'no chunks')\n",
" %time r = getattr(xs,metric)(a,b,'time')\n",
" print(f'chunks')\n",
" %time rc = getattr(xs,metric)(ac,bc,'time').load()\n",
" try:\n",
" xr.testing.assert_equal(rc,r)\n",
" except:\n",
" print('assert_equal failed')\n",
" xr.concat([r,rc],dim='chunked').plot(col='chunked', robust=True)\n",
" plt.show()\n",
" (r-rc).plot(robust=True)\n",
" plt.title('difference')\n",
" plt.show()\n",
"\n",
" print('xr.testing.assert_allclose(rc,r)',xr.testing.assert_allclose(rc,r))\n",
" print('')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"def xr_mse(a, b, dim):\n",
" \"\"\"mse implementation using xarray only.\"\"\"\n",
" return ((a-b)**2).mean(dim)\n",
"\n",
"def covariance_gufunc(x, y):\n",
" return ((x - x.mean(axis=-1, keepdims=True))\n",
" * (y - y.mean(axis=-1, keepdims=True))).mean(axis=-1)\n",
"\n",
"\n",
"def pearson_correlation_gufunc(x, y):\n",
" return covariance_gufunc(x, y) / (x.std(axis=-1) * y.std(axis=-1))\n",
"\n",
"\n",
"def xr_pearson_r(x, y, dim):\n",
" \"\"\"pearson_r implementation using xarray and minimal numpy only.\"\"\"\n",
" return xr.apply_ufunc(\n",
" pearson_correlation_gufunc, x, y,\n",
" input_core_dims=[[dim], [dim]],\n",
" dask='parallelized',\n",
" output_dtypes=[float])"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"metric xr_mse\n",
"no chunks\n",
"CPU times: user 21 ms, sys: 6 ms, total: 27 ms\n",
"Wall time: 22.6 ms\n",
"chunks\n",
"CPU times: user 185 ms, sys: 60 ms, total: 245 ms\n",
"Wall time: 156 ms\n",
"xr.testing.assert_allclose(rc,r) None\n",
"\n",
"metric xr_pearson_r\n",
"no chunks\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/xarray/core/nanops.py:140: RuntimeWarning: Mean of empty slice\n",
" return np.nanmean(a, axis=axis, dtype=dtype)\n",
"/work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/dask/array/numpy_compat.py:40: RuntimeWarning: invalid value encountered in true_divide\n",
" x = np.divide(x1, x2, out)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 41 ms, sys: 10 ms, total: 51 ms\n",
"Wall time: 48.5 ms\n",
"chunks\n",
"CPU times: user 226 ms, sys: 89 ms, total: 315 ms\n",
"Wall time: 169 ms\n",
"assert_equal failed\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"xr.testing.assert_allclose(rc,r) None\n",
"\n"
]
}
],
"source": [
"for metric in [xr_mse,xr_pearson_r]:\n",
" print(f'metric {metric.__name__}')\n",
" print(f'no chunks')\n",
" %time r = metric(a,b,'time')\n",
" print(f'chunks')\n",
" %time rc = metric(ac,bc,'time').load()\n",
" try:\n",
" xr.testing.assert_equal(rc,r)\n",
" except:\n",
" print('assert_equal failed')\n",
" xr.concat([r,rc],dim='chunked').plot(col='chunked', robust=True)\n",
" plt.show()\n",
" (r-rc).plot(robust=True)\n",
" plt.title('difference')\n",
" plt.show()\n",
"\n",
" print('xr.testing.assert_allclose(rc,r)',xr.testing.assert_allclose(rc,r))\n",
" print('')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"only `xr_mse` gives identical results!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:pymistral]",
"language": "python",
"name": "conda-env-pymistral-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
{
"cells": [
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import xskillscore as xs\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"#ds = xr.tutorial.load_dataset('rasm') # fail for no internet connection\n",
"# workaround\n",
"ds = xr.open_dataset('/work/mh0727/m300524/tmp/rasm.nc')['Tair']"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"a = ds.isel(time=slice(None, ds.time.size//2))\n",
"b = ds.isel(time=slice(ds.time.size//2, None))\n",
"a['time'] = b['time'].values"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [],
"source": [
"ac=a.chunk({'y':25})\n",
"bc=b.chunk({'y':25})"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"metric rmse\n",
"no chunks\n",
"CPU times: user 23 ms, sys: 17 ms, total: 40 ms\n",
"Wall time: 36.9 ms\n",
"chunks\n",
"CPU times: user 267 ms, sys: 92 ms, total: 359 ms\n",
"Wall time: 233 ms\n",
"assert_equal failed\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"xr.testing.assert_allclose(rc,r) None\n",
"\n",
"metric pearson_r\n",
"no chunks\n",
"CPU times: user 22 ms, sys: 10 ms, total: 32 ms\n",
"Wall time: 32.2 ms\n",
"chunks\n",
"CPU times: user 273 ms, sys: 86 ms, total: 359 ms\n",
"Wall time: 223 ms\n",
"assert_equal failed\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"xr.testing.assert_allclose(rc,r) None\n",
"\n"
]
}
],
"source": [
"for metric in ['mse', 'pearson_r']:\n",
" print(f'metric {metric}')\n",
" print(f'no chunks')\n",
" %time r = getattr(xs,metric)(a,b,'time')\n",
" print(f'chunks')\n",
" %time rc = getattr(xs,metric)(ac,bc,'time').load()\n",
" try:\n",
" xr.testing.assert_equal(rc,r)\n",
" except:\n",
" print('assert_equal failed')\n",
" xr.concat([r,rc],dim='chunked').plot(col='chunked', robust=True)\n",
" plt.show()\n",
" (r-rc).plot(robust=True)\n",
" plt.title('difference')\n",
" plt.show()\n",
"\n",
" print('xr.testing.assert_allclose(rc,r)',xr.testing.assert_allclose(rc,r))\n",
" print('')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"def xr_mse(a, b, dim):\n",
" \"\"\"mse implementation using xarray only.\"\"\"\n",
" return ((a-b)**2).mean(dim)\n",
"\n",
"def covariance_gufunc(x, y):\n",
" return ((x - x.mean(axis=-1, keepdims=True))\n",
" * (y - y.mean(axis=-1, keepdims=True))).mean(axis=-1)\n",
"\n",
"\n",
"def pearson_correlation_gufunc(x, y):\n",
" return covariance_gufunc(x, y) / (x.std(axis=-1) * y.std(axis=-1))\n",
"\n",
"\n",
"def xr_pearson_r(x, y, dim):\n",
" \"\"\"pearson_r implementation using xarray and minimal numpy only.\"\"\"\n",
" return xr.apply_ufunc(\n",
" pearson_correlation_gufunc, x, y,\n",
" input_core_dims=[[dim], [dim]],\n",
" dask='parallelized',\n",
" output_dtypes=[float])"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"metric xr_mse\n",
"no chunks\n",
"CPU times: user 21 ms, sys: 6 ms, total: 27 ms\n",
"Wall time: 22.6 ms\n",
"chunks\n",
"CPU times: user 185 ms, sys: 60 ms, total: 245 ms\n",
"Wall time: 156 ms\n",
"xr.testing.assert_allclose(rc,r) None\n",
"\n",
"metric xr_pearson_r\n",
"no chunks\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/xarray/core/nanops.py:140: RuntimeWarning: Mean of empty slice\n",
" return np.nanmean(a, axis=axis, dtype=dtype)\n",
"/work/mh0727/m300524/miniconda3/envs/pymistral/lib/python3.7/site-packages/dask/array/numpy_compat.py:40: RuntimeWarning: invalid value encountered in true_divide\n",
" x = np.divide(x1, x2, out)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 41 ms, sys: 10 ms, total: 51 ms\n",
"Wall time: 48.5 ms\n",
"chunks\n",
"CPU times: user 226 ms, sys: 89 ms, total: 315 ms\n",
"Wall time: 169 ms\n",
"assert_equal failed\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 504x216 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"xr.testing.assert_allclose(rc,r) None\n",
"\n"
]
}
],
"source": [
"for metric in [xr_mse,xr_pearson_r]:\n",
" print(f'metric {metric.__name__}')\n",
" print(f'no chunks')\n",
" %time r = metric(a,b,'time')\n",
" print(f'chunks')\n",
" %time rc = metric(ac,bc,'time').load()\n",
" try:\n",
" xr.testing.assert_equal(rc,r)\n",
" except:\n",
" print('assert_equal failed')\n",
" xr.concat([r,rc],dim='chunked').plot(col='chunked', robust=True)\n",
" plt.show()\n",
" (r-rc).plot(robust=True)\n",
" plt.title('difference')\n",
" plt.show()\n",
"\n",
" print('xr.testing.assert_allclose(rc,r)',xr.testing.assert_allclose(rc,r))\n",
" print('')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"only `xr_mse` gives identical results!"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:pymistral]",
"language": "python",
"name": "conda-env-pymistral-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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