From 9fe29ca1569bf90465b110b11b258e269a972995 Mon Sep 17 00:00:00 2001 From: perceptualrobots Date: Mon, 15 Jan 2024 21:23:02 +0000 Subject: [PATCH] update --- nbs/00_examples.ipynb | 45 +++++++------------------------ nbs/01_putils.ipynb | 54 +++++++++++++++++++++++++------------- nbs/08_architectures.ipynb | 44 +++++++------------------------ pct/architectures.py | 2 +- pct/putils.py | 23 ++++++++++++++-- 5 files changed, 77 insertions(+), 91 deletions(-) diff --git a/nbs/00_examples.ipynb b/nbs/00_examples.ipynb index e6808079..ff4f1242 100644 --- a/nbs/00_examples.ipynb +++ b/nbs/00_examples.ipynb @@ -17,16 +17,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" - ] - } - ], + "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" @@ -38,7 +29,7 @@ "metadata": {}, "outputs": [], "source": [ - "import gym \n", + "import gym, warnings\n", "render=False\n", "runs=1" ] @@ -204,7 +195,7 @@ "output_type": "stream", "text": [ "**************************\n", - "cartpoleh PCTHierarchy [1, 1, 1, 1] fa2763ce-27ed-11ee-aada-8cf8c5b8669e\n", + "cartpoleh PCTHierarchy [1, 1, 1, 1] 94aa530f-b3e3-11ee-939d-5c879c15de65\n", "--------------------------\n", "PRE: None\n", "Level 0 Cols 1\n", @@ -356,7 +347,7 @@ "output_type": "stream", "text": [ "**************************\n", - "cartpoleh PCTHierarchy [1, 1, 1, 1] fa2763ce-27ed-11ee-aada-8cf8c5b8669e\n", + "cartpoleh PCTHierarchy [1, 1, 1, 1] 94aa530f-b3e3-11ee-939d-5c879c15de65\n", "--------------------------\n", "PRE: CartPole-v1 CartPoleV1 | 0 | links greaterthan \n", "Level 3 Cols 1\n", @@ -431,22 +422,15 @@ "DiGraph with 18 nodes and 21 edges\n", "['greaterthan', 'force', 'CartPole-v1', 'cart_velocity_reference', 'cart_position_output', 'subtract', 'cart_velocity', 'cart_position_reference', 'pole_velocity_output', 'subtract1', 'cart_position', 'pole_velocity_reference', 'pole_angle_output', 'subtract2', 'pole_velocity', 'pole_angle_reference', 'subtract3', 'pole_angle']\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\ryoung\\AppData\\Local\\Temp\\ipykernel_21976\\4286188622.py:3: DeprecationWarning: info is deprecated and will be removed in version 3.0.\n", - "\n", - " print(nx.info(gr))\n" - ] } ], "source": [ "import networkx as nx\n", "gr = cartpole_hierarchy.graph()\n", - "print(nx.info(gr))\n", - "print(gr.nodes())" + "with warnings.catch_warnings():\n", + " warnings.simplefilter(\"ignore\")\n", + " print(nx.info(gr))\n", + " print(gr.nodes())" ] }, { @@ -509,18 +493,7 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\ryoung\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\nbdev\\export.py:54: UserWarning: Notebook 'C:\\Users\\ryoung\\Versioning\\python\\nbdev\\pct\\nbs\\12_yaw_module.ipynb' uses `#|export` without `#|default_exp` cell.\n", - "Note nbdev2 no longer supports nbdev1 syntax. Run `nbdev_migrate` to upgrade.\n", - "See https://nbdev.fast.ai/getting_started.html for more information.\n", - " warn(f\"Notebook '{nbname}' uses `#|export` without `#|default_exp` cell.\\n\"\n" - ] - } - ], + "outputs": [], "source": [ "#| hide\n", "import nbdev; nbdev.nbdev_export()" diff --git a/nbs/01_putils.ipynb b/nbs/01_putils.ipynb index fd8d5a4c..5b2f486e 100644 --- a/nbs/01_putils.ipynb +++ b/nbs/01_putils.ipynb @@ -41,7 +41,9 @@ "import numpy as np\n", "import sys\n", "import importlib\n", - "import json" + "import json\n", + "import warnings\n", + "warnings.filterwarnings(\"error\")" ] }, { @@ -523,7 +525,19 @@ "source": [ "#| export\n", "def sigmoid(x, range, slope) :\n", - " return -range / 2 + range / (1 + np.exp(-x * slope / range));" + " val = 0\n", + " if abs(x) > 10000000:\n", + " exv = - np.sign(x) * 10000000\n", + " else:\n", + " exv = -x * slope / range\n", + " if exv > 709:\n", + " exv = 709\n", + " try:\n", + " val = -range / 2 + range / (1 + np.exp(exv))\n", + " except RuntimeWarning:\n", + " print(f'RuntimeWarning... exv={exv} x={x} slope={slope} range={range}')\n", + "\n", + " return val" ] }, { @@ -534,7 +548,12 @@ "source": [ "#| export\n", "def smooth(new_val, old_val, smooth_factor):\n", - " return old_val * smooth_factor + new_val * (1-smooth_factor)" + " val = 0\n", + " try:\n", + " val = old_val * smooth_factor + new_val * (1-smooth_factor)\n", + " except RuntimeWarning:\n", + " print(f'RuntimeWarning... old_val={old_val} new_val={new_val} smooth_factor={smooth_factor}')\n", + " return val" ] }, { @@ -636,27 +655,26 @@ "metadata": {}, "outputs": [ { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7615941559557646\n" + ] } ], "source": [ - "x = np.linspace(-5, 5, 11)\n", + "x = 2 #np.linspace(-5, 5, 11)\n", + "#x = -10000001\n", "range=2\n", "scale=2\n", "y = sigmoid(x, range, scale)\n", - "plt.plot(x, y)\n", - "plt.grid()\n", - "plt.xlim(-6, 6)\n", - "plt.xlabel('x')\n", - "plt.title('expit(x)')\n", - "plt.show()" + "print(y)\n", + "# plt.plot(x, y)\n", + "# plt.grid()\n", + "# plt.xlim(-6, 6)\n", + "# plt.xlabel('x')\n", + "# plt.title('expit(x)')\n", + "# plt.show()" ] }, { diff --git a/nbs/08_architectures.ipynb b/nbs/08_architectures.ipynb index d0a5f38c..7a010a3d 100644 --- a/nbs/08_architectures.ipynb +++ b/nbs/08_architectures.ipynb @@ -58,7 +58,7 @@ "outputs": [], "source": [ "#| export\n", - "import os\n", + "import os, warnings\n", "import numpy as np\n", "from abc import ABC, abstractmethod" ] @@ -919,9 +919,10 @@ "inputs=[2]\n", "structure = ArchitectureStructure()\n", "config = {'parameters': {}, 'level0': [[[1.0864011617580416, -1.0342161642584196], [-8.899524671308557, -8.976856229389936]], [-0.7295091920311653, -4.460573287694404], [0, 0], [[-4.146713118740296, 1.2794655139677662]]]}\n", - "pa = DynamicArchitecture(structure=structure, config=config, env=env, input_indexes=inputs, namespace=namespace) #, error_collector=te)\n", - "\n", - "pa()\n", + "with warnings.catch_warnings():\n", + " warnings.simplefilter(\"ignore\")\n", + " pa = DynamicArchitecture(structure=structure, config=config, env=env, input_indexes=inputs, namespace=namespace) #, error_collector=te)\n", + " pa()\n", "#hpct = pa.get_hierarchy()\n", "#hpct.summary()\n", "#move={'VModel': [-0.2, -0.3],'Input0': [-0.3, 0],'OL0C0ws': [-0.4, 0],'OL0C1ws': [0.6, 0]}\n", @@ -952,16 +953,6 @@ "level2 [[[1, 0], [0, 1]], [0.633350421196448, 0.5607290603484817], [[41.217164164869104, -76.70635343790484], [83.21744682425535, -96.9311066757899]], [1, 2]]\n", "parameters {}\n" ] - }, - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -1028,16 +1009,6 @@ "level0 [[[1]], [62.82423385532463], [[0]], [1]]\n", "parameters {}\n" ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -1054,6 +1025,11 @@ "hpct.draw(move={'Pendulum': [-0.2, -0.3],'Input0': [-0.3, 0]})" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/pct/architectures.py b/pct/architectures.py index d22a290f..c562d7f1 100644 --- a/pct/architectures.py +++ b/pct/architectures.py @@ -5,7 +5,7 @@ 'setup_environment', 'create_hierarchy'] # %% ../nbs/08_architectures.ipynb 5 -import os +import os, warnings import numpy as np from abc import ABC, abstractmethod diff --git a/pct/putils.py b/pct/putils.py index 8ff3aef9..1a84c9cf 100644 --- a/pct/putils.py +++ b/pct/putils.py @@ -11,6 +11,8 @@ import sys import importlib import json +import warnings +warnings.filterwarnings("error") # %% ../nbs/01_putils.ipynb 4 class SingletonObjects: @@ -316,11 +318,28 @@ def floatListsToString(alist, places): # %% ../nbs/01_putils.ipynb 24 def sigmoid(x, range, slope) : - return -range / 2 + range / (1 + np.exp(-x * slope / range)); + val = 0 + if abs(x) > 10000000: + exv = - np.sign(x) * 10000000 + else: + exv = -x * slope / range + if exv > 709: + exv = 709 + try: + val = -range / 2 + range / (1 + np.exp(exv)) + except RuntimeWarning: + print(f'RuntimeWarning... exv={exv} x={x} slope={slope} range={range}') + + return val # %% ../nbs/01_putils.ipynb 25 def smooth(new_val, old_val, smooth_factor): - return old_val * smooth_factor + new_val * (1-smooth_factor) + val = 0 + try: + val = old_val * smooth_factor + new_val * (1-smooth_factor) + except RuntimeWarning: + print(f'RuntimeWarning... old_val={old_val} new_val={new_val} smooth_factor={smooth_factor}') + return val # %% ../nbs/01_putils.ipynb 26 def dot(inputs, weights):