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@eddienko
Created April 1, 2018 06:22
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Dask/Image pipeline (delayed).ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Imports"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "import time\nimport random\nimport numpy as np\nimport dask.array as da\n\nimport dask\nfrom dask import visualize, delayed\nfrom dask.distributed import Client, LocalCluster, progress, as_completed",
"execution_count": 1,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Start a local cluster"
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "cluster = LocalCluster()\nc = Client(cluster)\nc\n#\n# To connect to the dashboard do:\n# ssh -L 8787:localhost:8787 eglez@localhost -p 2222\n#",
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 2,
"data": {
"text/plain": "<Client: scheduler='tcp://127.0.0.1:45705' processes=4 cores=4>",
"text/html": "<table style=\"border: 2px solid white;\">\n<tr>\n<td style=\"vertical-align: top; border: 0px solid white\">\n<h3>Client</h3>\n<ul>\n <li><b>Scheduler: </b>tcp://127.0.0.1:45705\n <li><b>Dashboard: </b><a href='http://127.0.0.1:8787/status' target='_blank'>http://127.0.0.1:8787/status</a>\n</ul>\n</td>\n<td style=\"vertical-align: top; border: 0px solid white\">\n<h3>Cluster</h3>\n<ul>\n <li><b>Workers: </b>4</li>\n <li><b>Cores: </b>4</li>\n <li><b>Memory: </b>4.14 GB</li>\n</ul>\n</td>\n</tr>\n</table>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Pipeline class"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "class Pipeline:\n def __init__(self, image):\n self.image = image\n\n @dask.delayed\n def imread(name, hdu):\n time.sleep(2)\n arr = np.ones([1000, 1000])\n return da.from_array(arr, chunks=100)\n\n @dask.delayed\n def imsave(img, out):\n time.sleep(2)\n return\n\n @dask.delayed\n def preprocess(img):\n time.sleep(3)\n return img * 0.5\n\n @dask.delayed\n def biascor(img, bias):\n time.sleep(1)\n return img - bias\n\n @dask.delayed\n def flatcor(img, bias):\n time.sleep(1)\n return img - bias\n\n @dask.delayed\n def findobj(img):\n time.sleep(3)\n return da.from_array(np.arange(1000), chunks=1000)\n\n @dask.delayed\n def wcsfit(img, cat):\n time.sleep(3)\n return img\n\n def graph(self):\n stack = []\n for i in range(4):\n #array = da.from_delayed(self.imread(self.image, i), dtype=float, shape=(4096,4096))\n array = self.imread(\n self.image, i, dask_key_name=f'{self.image}[{i+1}]')\n _ = self.preprocess(array, dask_key_name=f'p{self.image}[{i+1}]')\n # read bias\n #bias = da.from_delayed(self.imread('bias_'+self.image, i), dtype=float, shape=(4096,4096))\n bias = self.imread('bias_' + self.image, i,\n dask_key_name=f'{self.image}_bias[{i+1}]')\n _ = self.biascor(_, bias, dask_key_name=f'b{self.image}[{i+1}]')\n # flat\n flat = self.imread('flat_' + self.image, i,\n dask_key_name=f'{self.image}_flat[{i+1}]')\n _ = self.flatcor(_, flat, dask_key_name=f'f{self.image}[{i+1}]')\n # extract object\n cat = self.findobj(_, dask_key_name=f'f{self.image}_cat[{i+1}]')\n # fit wcs\n _ = self.wcsfit(_, cat, dask_key_name=f'w{self.image}[{i+1}]')\n stack.append(_)\n\n out = self.imsave(stack, f'{self.image}_final',\n dask_key_name=f'{self.image}_final')\n return out\n\n def compute(self, client, graph):\n return client.compute(graph)",
"execution_count": 3,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Visualize one computation"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "pipe = Pipeline('image1')\nres = pipe.graph()\nvisualize(res, rankdir='BB')",
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"execution_count": 4,
"data": {
"image/png": 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"text/plain": "<IPython.core.display.Image object>"
},
"metadata": {}
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Submit the jobs for 10 images"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "futures = []\nfor i in range(10):\n pipe = Pipeline(f'image{i}')\n res = pipe.graph()\n f = pipe.compute(c, res)\n futures.append(f)",
"execution_count": 5,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "# Wait for results"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "for future in as_completed(futures):\n print(future)\n future.cancel()",
"execution_count": null,
"outputs": []
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"display_name": "Python 3",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.4",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
"description": "Dask/Image pipeline (delayed).ipynb",
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},
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}
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