From 8c006c72f60c0c664eabbce991ca34194b0de453 Mon Sep 17 00:00:00 2001 From: Benjamin Killeen Date: Sun, 15 Sep 2019 14:08:29 -0400 Subject: [PATCH 1/3] edited plot_success_rate, added instructions --- plot_success_rate/calculate_successes.ipynb | 151 +++++++++++++------- 1 file changed, 100 insertions(+), 51 deletions(-) diff --git a/plot_success_rate/calculate_successes.ipynb b/plot_success_rate/calculate_successes.ipynb index c87e02c9..05ebf7c3 100644 --- a/plot_success_rate/calculate_successes.ipynb +++ b/plot_success_rate/calculate_successes.ipynb @@ -15,63 +15,53 @@ ] }, { - "cell_type": "code", - "execution_count": 208, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "any_stack_heights = np.loadtxt('any-stack-v2-steps-37k/transitions/stack-height.log.txt')\n", - "any_stack_actions = np.loadtxt('any-stack-v2-steps-37k/transitions/executed-action.log.txt')\n", - "any_stack_trials = np.loadtxt('any-stack-v2-steps-37k/transitions/trial.log.txt')\n", - "transfer_heights = np.loadtxt('first-grasp-to-stack-transfer-run-3k-actions-stack/transitions/stack-height.log.txt')\n", - "transfer_actions = np.loadtxt('first-grasp-to-stack-transfer-run-3k-actions-stack/transitions/executed-action.log.txt')\n", - "transfer_trials = np.loadtxt('first-grasp-to-stack-transfer-run-3k-actions-stack/transitions/trial.log.txt')\n", - "grasp_actions = np.loadtxt('train-grasp-place-split-efficientnet-21k-acc/transitions/executed-action.log.txt')\n", - "grasp_trials = np.loadtxt('train-grasp-place-split-efficientnet-21k-acc/transitions/trial.log.txt')\n", - "grasp_rewards = np.loadtxt('train-grasp-place-split-efficientnet-21k-acc/transitions/reward-value.log.txt')\n", - "# row_lengths = np.loadtxt('check_row/transitions/stack-height.log.txt')\n", - "# row_actions = np.loadtxt('check_row/transitions/executed-action.log.txt')\n", - "window=1000" + "# Instructions for Use\n", + "\n", + "The \"Main Functions\" section contains functions which return the success rate to be plotted as well as lower and upper bounds for uncertainty plotting.\n", + "\n", + "To plot a given log, simply copy the below two cells and replace `log_dir` with the relate path of the logs you wish to plot.\n", + "\n", + "Note:\n", + "* There are no height logs for the pushing and grasping task. This uses a different function `get_grasp_action_efficiency()` to account for this.\n", + "* The `check_row` runs should use `include_push=True` and `hot_fix=True` in order to count push actions as possible being successful." ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 199, "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "4619\n", - "2260\n", - "2260\n" + "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:50: RuntimeWarning: Mean of empty slice.\n", + "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:52: RuntimeWarning: invalid value encountered in double_scalars\n" ] } ], "source": [ - "trials = any_stack_trials\n", - "heights = any_stack_heights\n", - "print((trials[1:] > trials[:-1]).sum())\n", - "print((heights == 4).sum())\n", - "print(np.logical_and(trials[1:] > trials[:-1], heights == 4).sum())" + "window = 1000\n", + "log_dir = 'TODO: add real log dir'\n", + "heights = np.loadtxt(os.path.join(log_dir, 'transitions', 'stack-height.log.txt'))\n", + "actions = np.loadtxt(os.path.join(log_dir, 'transitions', 'executed-action.log.txt'))\n", + "trials = np.loadtxt(os.path.join(log_dir, 'transitions', 'trial.log.txt'))\n", + "grasp_rate, grasp_lower, grasp_upper = get_grasp_success_rate(actions, window=window)\n", + "place_rate, place_lower, place_upper = get_place_success_rate(heights, actions, window=window)\n", + "eff, eff_lower, eff_upper = get_action_efficiency(heights, window=window)" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 200, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1. 0. 1. ... 1. 1. 1.]\n" - ] - }, { "data": { - "image/png": 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\n", "text/plain": [ "
" ] @@ -83,14 +73,43 @@ } ], "source": [ - "print(grasp_actions[:, 0])\n", - "plt.hist(grasp_label_value, bins=30)\n", - "plt.yscale('log')" + "colors = ['tab:blue', 'tab:green', 'tab:orange']\n", + "alpha = 0.35\n", + "mult = 100\n", + "\n", + "plt.plot(mult*grasp_rate, color=colors[0], label='Grasp Success Rate')\n", + "plt.plot(mult*place_rate, color=colors[1], label='Place Success Rate')\n", + "plt.plot(mult*eff, color=colors[2], label='Action Efficiency')\n", + "\n", + "plt.fill_between(np.arange(1, grasp_rate.shape[0]+1), \n", + " mult*grasp_lower, mult*grasp_upper,\n", + " color=colors[0], alpha=alpha)\n", + "plt.fill_between(np.arange(1, place_rate.shape[0]+1), \n", + " mult*place_lower, mult*place_upper,\n", + " color=colors[1], alpha=alpha)\n", + "plt.fill_between(np.arange(1, eff.shape[0]+1), \n", + " mult*eff_lower, mult*eff_upper,\n", + " color=colors[2], alpha=alpha)\n", + "\n", + "ax = plt.gca()\n", + "plt.xlabel('Iteration')\n", + "plt.ylabel('Running Mean')\n", + "plt.title('Stack 4 Blocks Training')\n", + "plt.legend()\n", + "ax.yaxis.set_major_formatter(PercentFormatter())\n", + "plt.savefig(log_dir + '_success_plot.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Main Functions" ] }, { "cell_type": "code", - "execution_count": 251, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -119,14 +138,20 @@ " upper = np.clip(upper, 0, 1)\n", " return success_rate, lower, upper\n", "\n", - "def get_place_success_rate(stack_height, actions, include_push=False, window=200):\n", + "def get_place_success_rate(stack_height, actions, include_push=False, window=200, hot_fix=False, max_height=4):\n", " \"\"\"\n", " stack_heights: length N array of integer stack heights\n", " actions: Nx4 array of actions giving [id, rotation, i, j]\n", + " hot_fix: fix the stack_height bug, where the trial didn't end on successful pushes, which reached a stack of 4.\n", " \n", " where id=0 is a push, id=1 is grasp, and id=2 is place.\n", " \n", " \"\"\"\n", + " if hot_fix:\n", + " indices = np.logical_or(stack_height < 4, np.array([True] + list(stack_height[:-1] < 4)))\n", + " stack_height = stack_height[indices]\n", + " actions = actions[indices]\n", + " \n", " if include_push:\n", " success_possible = actions[:, 0] == 2\n", " else:\n", @@ -198,6 +223,13 @@ " return efficiency, lower, upper" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Any-object Stacking" + ] + }, { "cell_type": "code", "execution_count": 199, @@ -214,9 +246,10 @@ ], "source": [ "window = 1000\n", - "heights = any_stack_heights\n", - "actions = any_stack_actions\n", - "trials = any_stack_trials\n", + "log_dir = 'any-stack-v2-steps-37k'\n", + "heights = np.loadtxt(os.path.join(log_dir, 'transitions', 'stack-height.log.txt'))\n", + "actions = np.loadtxt(os.path.join(log_dir, 'transitions', 'executed-action.log.txt'))\n", + "trials = np.loadtxt(os.path.join(log_dir, 'transitions', 'trial.log.txt'))\n", "grasp_rate, grasp_lower, grasp_upper = get_grasp_success_rate(actions, window=window)\n", "place_rate, place_lower, place_upper = get_place_success_rate(heights, actions, window=window)\n", "eff, eff_lower, eff_upper = get_action_efficiency(heights, window=window)" @@ -265,7 +298,14 @@ "plt.title('Stack 4 Blocks Training')\n", "plt.legend()\n", "ax.yaxis.set_major_formatter(PercentFormatter())\n", - "plt.savefig('grasp_place_stack_efficiency.pdf')" + "plt.savefig(log_dir + '_success_plot.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Push + Grasp" ] }, { @@ -275,9 +315,10 @@ "outputs": [], "source": [ "window = 200\n", - "actions = grasp_actions\n", - "rewards = grasp_rewards\n", - "trials = grasp_trials\n", + "log_dir = 'train-grasp-place-split-efficientnet-21k-acc'\n", + "heights = np.loadtxt(os.path.join(log_dir, 'transitions', 'stack-height.log.txt'))\n", + "actions = np.loadtxt(os.path.join(log_dir, 'transitions', 'executed-action.log.txt'))\n", + "trials = np.loadtxt(os.path.join(log_dir, 'transitions', 'trial.log.txt'))\n", "grasp_rate, grasp_lower, grasp_upper = get_grasp_success_rate(actions, rewards=rewards, window=window)\n", "eff, eff_lower, eff_upper = get_grasp_action_efficiency(actions, rewards, window=window)" ] @@ -328,7 +369,14 @@ "plt.title('Push + Grasp Training')\n", "plt.legend()\n", "ax.yaxis.set_major_formatter(PercentFormatter())\n", - "plt.savefig('grasp_efficiency.pdf')" + "plt.savefig(log_dir + '_success_plot.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Grasp -> Place Transfer" ] }, { @@ -347,9 +395,10 @@ ], "source": [ "window = 1000\n", - "heights = transfer_heights\n", - "actions = transfer_actions\n", - "trials = transfer_trials\n", + "log_dir = 'first-grasp-to-stack-transfer-run-3k-actions-stack'\n", + "heights = np.loadtxt(os.path.join(log_dir, 'transitions', 'stack-height.log.txt'))\n", + "actions = np.loadtxt(os.path.join(log_dir, 'transitions', 'executed-action.log.txt'))\n", + "trials = np.loadtxt(os.path.join(log_dir, 'transitions', 'trial.log.txt'))\n", "grasp_rate, grasp_lower, grasp_upper = get_grasp_success_rate(actions, window=window)\n", "place_rate, place_lower, place_upper = get_place_success_rate(heights, actions, window=window)\n", "eff, eff_lower, eff_upper = get_action_efficiency(heights, window=window)" @@ -398,7 +447,7 @@ "plt.title('Transfer Learning: Grasping to Stacking')\n", "plt.legend()\n", "ax.yaxis.set_major_formatter(PercentFormatter())\n", - "plt.savefig('transfer_efficiency.pdf')" + "plt.savefig(log_dir + '_success_plot.pdf')" ] }, { From 5d29cf8ee080cef0d69be015bd2b52523ce4c7f1 Mon Sep 17 00:00:00 2001 From: Benjamin Killeen Date: Sun, 15 Sep 2019 16:22:31 -0400 Subject: [PATCH 2/3] simpler to plot now --- .../calculate_successes-checkpoint.ipynb | 338 +++++++---------- ...rain-rows-no-images-16.5k_success_plot.pdf | Bin 0 -> 678699 bytes .../any-stack-v2-steps-37k_success_plot.pdf | Bin 0 -> 1371956 bytes plot_success_rate/calculate_successes.ipynb | 341 ++++++------------ ...plit-efficientnet-21k-acc_success_plot.pdf | Bin 0 -> 166915 bytes 5 files changed, 229 insertions(+), 450 deletions(-) create mode 100644 plot_success_rate/2019-09-13.19-55-21-train-rows-no-images-16.5k_success_plot.pdf create mode 100644 plot_success_rate/any-stack-v2-steps-37k_success_plot.pdf create mode 100644 plot_success_rate/train-grasp-place-split-efficientnet-21k-acc_success_plot.pdf diff --git a/plot_success_rate/.ipynb_checkpoints/calculate_successes-checkpoint.ipynb b/plot_success_rate/.ipynb_checkpoints/calculate_successes-checkpoint.ipynb index c87e02c9..4acf51f9 100644 --- a/plot_success_rate/.ipynb_checkpoints/calculate_successes-checkpoint.ipynb +++ b/plot_success_rate/.ipynb_checkpoints/calculate_successes-checkpoint.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -15,82 +15,34 @@ ] }, { - "cell_type": "code", - "execution_count": 208, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "any_stack_heights = np.loadtxt('any-stack-v2-steps-37k/transitions/stack-height.log.txt')\n", - "any_stack_actions = np.loadtxt('any-stack-v2-steps-37k/transitions/executed-action.log.txt')\n", - "any_stack_trials = np.loadtxt('any-stack-v2-steps-37k/transitions/trial.log.txt')\n", - "transfer_heights = np.loadtxt('first-grasp-to-stack-transfer-run-3k-actions-stack/transitions/stack-height.log.txt')\n", - "transfer_actions = np.loadtxt('first-grasp-to-stack-transfer-run-3k-actions-stack/transitions/executed-action.log.txt')\n", - "transfer_trials = np.loadtxt('first-grasp-to-stack-transfer-run-3k-actions-stack/transitions/trial.log.txt')\n", - "grasp_actions = np.loadtxt('train-grasp-place-split-efficientnet-21k-acc/transitions/executed-action.log.txt')\n", - "grasp_trials = np.loadtxt('train-grasp-place-split-efficientnet-21k-acc/transitions/trial.log.txt')\n", - "grasp_rewards = np.loadtxt('train-grasp-place-split-efficientnet-21k-acc/transitions/reward-value.log.txt')\n", - "# row_lengths = np.loadtxt('check_row/transitions/stack-height.log.txt')\n", - "# row_actions = np.loadtxt('check_row/transitions/executed-action.log.txt')\n", - "window=1000" + "# Instructions for Use\n", + "\n", + "The \"Main Functions\" section contains functions which return the success rate to be plotted as well as lower and upper bounds for uncertainty plotting.\n", + "\n", + "To plot a given log, simply copy the code below two cells and replace `log_dir` with the path of the logs you wish to plot.\n", + "\n", + "```\n", + "window = 1000\n", + "max_iter = None # Can set to an integer\n", + "log_dir = 'LOG_DIR'\n", + "title = 'Stack 4 Blocks, Training'\n", + "plot_it(log_dir, title, window=window, max_iter=max_iter)\n", + "```" ] }, { - "cell_type": "code", - "execution_count": 55, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4619\n", - "2260\n", - "2260\n" - ] - } - ], "source": [ - "trials = any_stack_trials\n", - "heights = any_stack_heights\n", - "print((trials[1:] > trials[:-1]).sum())\n", - "print((heights == 4).sum())\n", - "print(np.logical_and(trials[1:] > trials[:-1], heights == 4).sum())" + "# Main Functions" ] }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[1. 0. 1. ... 1. 1. 1.]\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "print(grasp_actions[:, 0])\n", - "plt.hist(grasp_label_value, bins=30)\n", - "plt.yscale('log')" - ] - }, - { - "cell_type": "code", - "execution_count": 251, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -119,14 +71,20 @@ " upper = np.clip(upper, 0, 1)\n", " return success_rate, lower, upper\n", "\n", - "def get_place_success_rate(stack_height, actions, include_push=False, window=200):\n", + "def get_place_success_rate(stack_height, actions, include_push=False, window=200, hot_fix=False, max_height=4):\n", " \"\"\"\n", " stack_heights: length N array of integer stack heights\n", " actions: Nx4 array of actions giving [id, rotation, i, j]\n", + " hot_fix: fix the stack_height bug, where the trial didn't end on successful pushes, which reached a stack of 4.\n", " \n", " where id=0 is a push, id=1 is grasp, and id=2 is place.\n", " \n", " \"\"\"\n", + " if hot_fix:\n", + " indices = np.logical_or(stack_height < 4, np.array([True] + list(stack_height[:-1] < 4)))\n", + " actions = actions[:stack_height.shape[0]][indices]\n", + " stack_height = stack_height[indices]\n", + " \n", " if include_push:\n", " success_possible = actions[:, 0] == 2\n", " else:\n", @@ -181,7 +139,7 @@ " \n", " \"\"\"\n", " grasps = actions[:, 0] == 1\n", - " efficiency = np.zeros_like(trials, np.float64)\n", + " efficiency = np.zeros_like(rewards, np.float64)\n", " lower = np.zeros_like(efficiency)\n", " upper = np.zeros_like(efficiency)\n", " for i in range(efficiency.shape[0]):\n", @@ -200,36 +158,85 @@ }, { "cell_type": "code", - "execution_count": 199, + "execution_count": 46, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:50: RuntimeWarning: Mean of empty slice.\n", - "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:52: RuntimeWarning: invalid value encountered in double_scalars\n" - ] - } - ], + "outputs": [], "source": [ - "window = 1000\n", - "heights = any_stack_heights\n", - "actions = any_stack_actions\n", - "trials = any_stack_trials\n", - "grasp_rate, grasp_lower, grasp_upper = get_grasp_success_rate(actions, window=window)\n", - "place_rate, place_lower, place_upper = get_place_success_rate(heights, actions, window=window)\n", - "eff, eff_lower, eff_upper = get_action_efficiency(heights, window=window)" + "def plot_it(log_dir, title, window=1000, colors=['tab:blue', 'tab:green', 'tab:orange'], alpha=0.35, mult=100, max_iter=None, place=False):\n", + " if place:\n", + " heights = np.loadtxt(os.path.join(log_dir, 'transitions', 'stack-height.log.txt'))\n", + " rewards = None\n", + " else:\n", + " rewards = np.loadtxt(os.path.join(log_dir, 'transitions', 'reward-value.log.txt'))\n", + " actions = np.loadtxt(os.path.join(log_dir, 'transitions', 'executed-action.log.txt'))\n", + " trials = np.loadtxt(os.path.join(log_dir, 'transitions', 'trial.log.txt'))\n", + " \n", + " if max_iter is not None:\n", + " if place:\n", + " heights = heights[:max_iter]\n", + " else:\n", + " rewards = rewards[:max_iter]\n", + " actions = actions[:max_iter]\n", + " trials = trials[:max_iter]\n", + " \n", + " grasp_rate, grasp_lower, grasp_upper = get_grasp_success_rate(actions, rewards=rewards, window=window)\n", + " if place:\n", + " if 'row' in log_dir or 'row' in title.lower():\n", + " place_rate, place_lower, place_upper = get_place_success_rate(heights, actions, include_push=True, hot_fix=True, window=window)\n", + " else:\n", + " place_rate, place_lower, place_upper = get_place_success_rate(heights, actions, window=window)\n", + " eff, eff_lower, eff_upper = get_action_efficiency(heights, window=window)\n", + " else:\n", + " eff, eff_lower, eff_upper = get_grasp_action_efficiency(actions, rewards, window=window)\n", + "\n", + " plt.plot(mult*grasp_rate, color=colors[0], label='Grasp Success Rate')\n", + " if place:\n", + " plt.plot(mult*place_rate, color=colors[1], label='Place Success Rate')\n", + " plt.plot(mult*eff, color=colors[2], label='Action Efficiency')\n", + "\n", + " plt.fill_between(np.arange(1, grasp_rate.shape[0]+1), \n", + " mult*grasp_lower, mult*grasp_upper,\n", + " color=colors[0], alpha=alpha)\n", + " if place:\n", + " plt.fill_between(np.arange(1, place_rate.shape[0]+1), \n", + " mult*place_lower, mult*place_upper,\n", + " color=colors[1], alpha=alpha)\n", + " plt.fill_between(np.arange(1, eff.shape[0]+1), \n", + " mult*eff_lower, mult*eff_upper,\n", + " color=colors[2], alpha=alpha)\n", + "\n", + " ax = plt.gca()\n", + " plt.xlabel('Iteration')\n", + " plt.ylabel('Running Mean')\n", + " plt.title(title)\n", + " plt.legend()\n", + " ax.yaxis.set_major_formatter(PercentFormatter())\n", + " plt.savefig(log_dir + '_success_plot.pdf')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Any-object Stacking" ] }, { "cell_type": "code", - "execution_count": 200, + "execution_count": 20, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:55: RuntimeWarning: Mean of empty slice.\n", + "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:57: RuntimeWarning: invalid value encountered in double_scalars\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -241,55 +248,36 @@ } ], "source": [ - "colors = ['tab:blue', 'tab:green', 'tab:orange']\n", - "alpha = 0.35\n", - "mult = 100\n", - "\n", - "plt.plot(mult*grasp_rate, color=colors[0], label='Grasp Success Rate')\n", - "plt.plot(mult*place_rate, color=colors[1], label='Place Success Rate')\n", - "plt.plot(mult*eff, color=colors[2], label='Action Efficiency')\n", - "\n", - "plt.fill_between(np.arange(1, grasp_rate.shape[0]+1), \n", - " mult*grasp_lower, mult*grasp_upper,\n", - " color=colors[0], alpha=alpha)\n", - "plt.fill_between(np.arange(1, place_rate.shape[0]+1), \n", - " mult*place_lower, mult*place_upper,\n", - " color=colors[1], alpha=alpha)\n", - "plt.fill_between(np.arange(1, eff.shape[0]+1), \n", - " mult*eff_lower, mult*eff_upper,\n", - " color=colors[2], alpha=alpha)\n", - "\n", - "ax = plt.gca()\n", - "plt.xlabel('Iteration')\n", - "plt.ylabel('Running Mean')\n", - "plt.title('Stack 4 Blocks Training')\n", - "plt.legend()\n", - "ax.yaxis.set_major_formatter(PercentFormatter())\n", - "plt.savefig('grasp_place_stack_efficiency.pdf')" + "window = 1000\n", + "max_iter = None\n", + "log_dir = 'any-stack-v2-steps-37k'\n", + "title = 'Stack 4 Blocks, Training'\n", + "plot_it(log_dir, title, window=window, max_iter=max_iter)" ] }, { - "cell_type": "code", - "execution_count": 258, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "window = 200\n", - "actions = grasp_actions\n", - "rewards = grasp_rewards\n", - "trials = grasp_trials\n", - "grasp_rate, grasp_lower, grasp_upper = get_grasp_success_rate(actions, rewards=rewards, window=window)\n", - "eff, eff_lower, eff_upper = get_grasp_action_efficiency(actions, rewards, window=window)" + "# Arranging Rows" ] }, { "cell_type": "code", - "execution_count": 259, + "execution_count": 21, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:55: RuntimeWarning: Mean of empty slice.\n", + "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:57: RuntimeWarning: invalid value encountered in double_scalars\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -301,68 +289,28 @@ } ], "source": [ - "colors = ['tab:blue', 'tab:green', 'tab:orange']\n", - "alpha = 0.35\n", - "mult = 100\n", - "iters = 5000\n", - "grasp_rate = grasp_rate[:iters]\n", - "grasp_lower = grasp_lower[:iters]\n", - "grasp_upper = grasp_upper[:iters]\n", - "eff = eff[:iters]\n", - "eff_lower = eff_lower[:iters]\n", - "eff_upper = eff_upper[:iters]\n", - "\n", - "plt.plot(mult*grasp_rate, color=colors[0], label='Grasp Success Rate')\n", - "plt.plot(mult*eff, color=colors[2], label='Action Efficiency')\n", - "\n", - "plt.fill_between(np.arange(1, grasp_rate.shape[0]+1), \n", - " mult*grasp_lower, mult*grasp_upper,\n", - " color=colors[0], alpha=alpha)\n", - "plt.fill_between(np.arange(1, eff.shape[0]+1), \n", - " mult*eff_lower, mult*eff_upper,\n", - " color=colors[2], alpha=alpha)\n", - "\n", - "ax = plt.gca()\n", - "plt.xlabel('Iteration')\n", - "plt.ylabel('Running Mean')\n", - "plt.title('Push + Grasp Training')\n", - "plt.legend()\n", - "ax.yaxis.set_major_formatter(PercentFormatter())\n", - "plt.savefig('grasp_efficiency.pdf')" + "window = 1000\n", + "max_iter = None\n", + "log_dir = '../logs/2019-09-13.19-55-21-train-rows-no-images-16.5k'\n", + "title = 'Arrange 4 Blocks in Rows'\n", + "plot_it(log_dir, title, window=window, max_iter=max_iter)" ] }, { - "cell_type": "code", - "execution_count": 195, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:50: RuntimeWarning: Mean of empty slice.\n", - "/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:52: RuntimeWarning: invalid value encountered in double_scalars\n" - ] - } - ], "source": [ - "window = 1000\n", - "heights = transfer_heights\n", - "actions = transfer_actions\n", - "trials = transfer_trials\n", - "grasp_rate, grasp_lower, grasp_upper = get_grasp_success_rate(actions, window=window)\n", - "place_rate, place_lower, place_upper = get_place_success_rate(heights, actions, window=window)\n", - "eff, eff_lower, eff_upper = get_action_efficiency(heights, window=window)" + "# Push + Grasp" ] }, { "cell_type": "code", - "execution_count": 198, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -374,46 +322,12 @@ } ], "source": [ - "colors = ['tab:blue', 'tab:green', 'tab:orange']\n", - "alpha = 0.35\n", - "mult = 100\n", - "\n", - "plt.plot(mult*grasp_rate, color=colors[0], label='Grasp Success Rate')\n", - "plt.plot(mult*place_rate, color=colors[1], label='Place Success Rate')\n", - "plt.plot(mult*eff, color=colors[2], label='Action Efficiency')\n", - "\n", - "plt.fill_between(np.arange(1, grasp_rate.shape[0]+1), \n", - " mult*grasp_lower, mult*grasp_upper,\n", - " color=colors[0], alpha=alpha)\n", - "plt.fill_between(np.arange(1, place_rate.shape[0]+1), \n", - " mult*place_lower, mult*place_upper,\n", - " color=colors[1], alpha=alpha)\n", - "plt.fill_between(np.arange(1, eff.shape[0]+1), \n", - " mult*eff_lower, mult*eff_upper,\n", - " color=colors[2], alpha=alpha)\n", - "\n", - "ax = plt.gca()\n", - "plt.xlabel('Iteration')\n", - "plt.ylabel('Running Mean')\n", - "plt.title('Transfer Learning: Grasping to Stacking')\n", - "plt.legend()\n", - "ax.yaxis.set_major_formatter(PercentFormatter())\n", - "plt.savefig('transfer_efficiency.pdf')" + "window = 200\n", + "max_iter = 5000\n", + "log_dir = 'train-grasp-place-split-efficientnet-21k-acc'\n", + "title = 'Push + Grasp Training'\n", + "plot_it(log_dir, title, window=window, max_iter=max_iter, place=False)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/plot_success_rate/2019-09-13.19-55-21-train-rows-no-images-16.5k_success_plot.pdf b/plot_success_rate/2019-09-13.19-55-21-train-rows-no-images-16.5k_success_plot.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a1f62585030f955b9c6beb8e98d65feb16d4ef88 GIT binary patch literal 678699 zcmYhhWk4KD&^CG!0vjv@2p&AR?cz@G;4Z->K(NIfLJ00B=;9DyfyIKmE-b-iabH}5 zyI;#q!(1?p;S%JU&H&F2ZVvzNAm)CMPcekS9{U0VdC$KvW 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