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committedJun 16, 2017
Remove unused line
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‎PolicyGradient/Continuous MountainCar Actor Critic Solution.ipynb

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"cells": [
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{
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"cell_type": "code",
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"execution_count": 7,
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"execution_count": 2,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[2016-10-01 17:53:25,157] Making new env: MountainCarContinuous-v0\n"
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"[2017-06-16 13:11:05,265] Making new env: MountainCarContinuous-v0\n"
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]
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},
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{
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"array([-0.21213569, 0.03012651])"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
@@ -63,10 +61,8 @@
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},
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{
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"cell_type": "code",
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},
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
@@ -76,7 +72,7 @@
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" transformer_weights=None)"
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]
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},
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"execution_count": 9,
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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{
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"execution_count": 5,
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"collapsed": true
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},
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"outputs": [],
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"source": [
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" def __init__(self, learning_rate=0.01, scope=\"policy_estimator\"):\n",
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" with tf.variable_scope(scope):\n",
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" self.state = tf.placeholder(tf.float32, [400], \"state\")\n",
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" self.action = tf.placeholder(dtype=tf.float32, name=\"action\")\n",
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" self.target = tf.placeholder(dtype=tf.float32, name=\"target\")\n",
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"\n",
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" # This is just linear classifier\n",
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},
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{
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"cell_type": "code",
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"execution_count": 57,
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"execution_count": 7,
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"metadata": {
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"collapsed": false
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"collapsed": true
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"outputs": [],
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"source": [
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {
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},
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{
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"cell_type": "code",
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"metadata": {
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},
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"execution_count": 19,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Step 168 @ Episode 50/50 (-7.791017010758367)"
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"WARNING:tensorflow:From /Users/dennybritz/venv/py3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py:170: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n",
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"Instructions for updating:\n",
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"Use `tf.global_variables_initializer` instead.\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[2017-06-16 13:31:05,772] From /Users/dennybritz/venv/py3/lib/python3.6/site-packages/tensorflow/python/util/tf_should_use.py:170: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n",
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"Instructions for updating:\n",
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"Use `tf.global_variables_initializer` instead.\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Step 662 @ Episode 50/50 (65.13252566564918))"
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]
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}
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],
@@ -324,65 +335,29 @@
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"\n",
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"with tf.Session() as sess:\n",
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" sess.run(tf.initialize_all_variables())\n",
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" # Note, due to randomness in the policy the number of episodes you need to learn a good\n",
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" # Note, due to randomness in the policy the number of episodes you need varies\n",
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" # TODO: Sometimes the algorithm gets stuck, I'm not sure what exactly is happening there.\n",
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" stats = actor_critic(env, policy_estimator, value_estimator, 50, discount_factor=0.95)"
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]
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},
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{
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"cell_type": "code",
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"metadata": {
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"outputs": [
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{
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"data": {
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dG2azucn9m1JcXOxxG66Z5yn8sO7CG+svfLHuwhvrL7xlZ2dj8+bN7ssZGRkec3A2JWiB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\nERGxOAU+EREREYtT4BMRERGxuL8BWxrhTmS4SyYAAAAASUVORK5CYII=\n",
342-
"text/plain": [
343-
"<matplotlib.figure.Figure at 0x10e5276d8>"
344-
]
345-
},
346-
"metadata": {},
347-
"output_type": "display_data"
348-
},
349-
{
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"data": {
351-
"image/png": 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//17FEV0ffL+1RQv1/vPPPzFo0CC3xE4L9S7P1dT7hkrubrnlljKzn7Zv346u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\nIiIW8v9HRmjl1jV3zwAAAABJRU5ErkJggg==\n",
352-
"text/plain": [
353-
"<matplotlib.figure.Figure at 0x115ceb048>"
354-
]
355-
},
356-
"metadata": {},
357-
"output_type": "display_data"
358-
},
359-
{
360-
"data": {
361-
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UixwRERE5DCm7CNn9P2jPLIMKDDY6juF4HzkiIiJyGLJ3BxDdmyXuFyxyRERE5DBkx1fQ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\nyBERERE5qP8PaviNMBAHa5gAAAAASUVORK5CYII=\n",
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"<matplotlib.figure.Figure at 0x10e497828>"
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]
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},
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"metadata": {},
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"output_type": "display_data"
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},
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{
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"data": {
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"text/plain": [
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"(<matplotlib.figure.Figure at 0x10e5276d8>,\n",
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" <matplotlib.figure.Figure at 0x115ceb048>,\n",
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" <matplotlib.figure.Figure at 0x10e497828>)"
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]
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},
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"execution_count": 60,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"plotting.plot_episode_stats(stats, smoothing_window=10)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": []
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},
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{
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"cell_type": "code",
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"execution_count": null,
@@ -409,9 +384,9 @@
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.5.0"
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"version": "3.6.1"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 0
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"nbformat_minor": 1
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}

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