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## TaskConcurrencyManifesto.md

      
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                Swift Concurrency Manifesto
              
          
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    Swift Concurrency Manifesto
Author: Chris Lattner
Chinese Translation by Jason Yu
Contents

Introduction
Overall Vision


## pg-pong.py
""" Trains an agent with (stochastic) Policy Gradients on Pong. Uses OpenAI Gym. """
import numpy as np
import cPickle as pickle
import gym

# hyperparameters
H = 200 # number of hidden layer neurons
batch_size = 10 # every how many episodes to do a param update?
learning_rate = 1e-4
gamma = 0.99 # discount factor for reward

## styles.xml
<?xml version="1.0" encoding="utf-8"?>
<resources>

    <!-- TextView Empty Base-->
    <style name="TextViewBase" parent="android:TextAppearance.Holo.Widget.TextView"/>

    <!-- ActionBar Title -->
    <style name="CustomActionBarTitleBase" parent="TextAppearance.AppCompat.Widget.ActionBar.Title"/>

    <!-- Text Views Default Base -->
	""" Trains an agent with (stochastic) Policy Gradients on Pong. Uses OpenAI Gym. """
	import numpy as np
	import cPickle as pickle
	import gym

	# hyperparameters
	H = 200 # number of hidden layer neurons
	batch_size = 10 # every how many episodes to do a param update?
	learning_rate = 1e-4
	gamma = 0.99 # discount factor for reward
	<?xml version="1.0" encoding="utf-8"?>
	<resources>

	<!-- TextView Empty Base-->
	<style name="TextViewBase" parent="android:TextAppearance.Holo.Widget.TextView"/>

	<!-- ActionBar Title -->
	<style name="CustomActionBarTitleBase" parent="TextAppearance.AppCompat.Widget.ActionBar.Title"/>

	<!-- Text Views Default Base -->