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Data Publication API.ipynb
2652 lines | 212.4 KiB | text/plain | TextLexer
Brian Granger
Adding data publication example notebook.
r8141 {
Min RK
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r18669 "cells": [
Brian Granger
Adding data publication example notebook.
r8141 {
Min RK
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r18669 "cell_type": "markdown",
"metadata": {},
"source": [
"# IPython's Data Publication API"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"IPython has an API that allows IPython Engines to publish data back to the Client. This Notebook shows how this API works."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We begin by enabling matplotlib plotting and creating a `Client` object to work with an IPython cluster."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"from IPython.parallel import Client"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
Brian Granger
Adding data publication example notebook.
r8141 {
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r18669 "data": {
"text/plain": [
"<DirectView [0, 1, 2, 3,...]>"
]
},
"execution_count": 3,
Brian Granger
Adding data publication example notebook.
r8141 "metadata": {},
Min RK
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r18669 "output_type": "execute_result"
}
],
"source": [
"c = Client()\n",
"dv = c[:]\n",
"dv.block = False\n",
"dv"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simple publication"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is a simple Python function we are going to run on the Engines. This function uses `publish_data` to publish a simple Python dictionary when it is run."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def publish_it():\n",
" from IPython.kernel.zmq.datapub import publish_data\n",
" publish_data(dict(a='hi'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We run the function on the Engines using `apply_async` and save the returned `AsyncResult` object:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ar = dv.apply_async(publish_it)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The published data from each engine is then available under the `.data` attribute of the `AsyncResult` object."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
Brian Granger
Adding data publication example notebook.
r8141 {
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r18669 "data": {
"text/plain": [
"[{'a': 'hi'},\n",
" {'a': 'hi'},\n",
" {'a': 'hi'},\n",
" {'a': 'hi'},\n",
" {'a': 'hi'},\n",
" {'a': 'hi'},\n",
" {'a': 'hi'},\n",
" {'a': 'hi'}]"
]
},
"execution_count": 6,
Brian Granger
Adding data publication example notebook.
r8141 "metadata": {},
Min RK
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r18669 "output_type": "execute_result"
}
],
"source": [
"ar.data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Each time `publish_data` is called, the `.data` attribute is updated with the most recently published data."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simulation loop"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In many cases, the Engines will be running a simulation loop and we will want to publish data at each time step of the simulation. To show how this works, we create a mock simulation function that iterates over a loop and publishes a NumPy array and loop variable at each time step. By inserting a call to `time.sleep(1)`, we ensure that new data will be published every second."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def simulation_loop():\n",
" from IPython.kernel.zmq.datapub import publish_data\n",
" import time\n",
" import numpy as np\n",
" for i in range(10):\n",
" publish_data(dict(a=np.random.rand(20), i=i))\n",
" time.sleep(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, we run the `simulation_loop` function in parallel using `apply_async` and save the returned `AsyncResult` object."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ar = dv.apply_async(simulation_loop)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"New data will be published by the Engines every second. Anytime we access `ar.data`, we will get the most recently published data."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
Brian Granger
Adding data publication example notebook.
r8141 {
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r18669 "data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x10c41e910>"
]
},
"execution_count": 10,
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r11536 "metadata": {},
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r18669 "output_type": "execute_result"
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r11536 },
{
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r18669 "data": {
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],
"text/plain": [
"<matplotlib.figure.Figure at 0x10c41e850>"
]
},
Brian Granger
Adding data publication example notebook.
r8141 "metadata": {},
Min RK
upate exmaple notebooks to nbformat v4
r18669 "output_type": "display_data"
Brian Granger
Adding data publication example notebook.
r8141 }
],
Min RK
upate exmaple notebooks to nbformat v4
r18669 "source": [
"data = ar.data\n",
"for i, d in enumerate(data):\n",
" plt.plot(d['a'], label='engine: '+str(i))\n",
"plt.title('Data published at time step: ' + str(data[0]['i']))\n",
"plt.legend()"
]
Brian Granger
Adding data publication example notebook.
r8141 }
Min RK
upate exmaple notebooks to nbformat v4
r18669 ],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 0
Brian Granger
Adding data publication example notebook.
r8141 }