{ "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4-final" }, "orig_nbformat": 2, "kernelspec": { "name": "python_defaultSpec_1598987116978", "display_name": "Python 3.7.4 64-bit ('abc': conda)" } }, "nbformat": 4, "nbformat_minor": 2, "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### SketchGraphs demo\n", "\n", "In this notebook, we'll first go through various ways of representing and inspecting sketches in SketchGraphs. We'll then take a look at using Onshape's API in order to solve sketch constraints." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "import os\n", "import json\n", "from copy import deepcopy\n", "%matplotlib inline\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "# cd to top-level directory\n", "if os.path.isdir('../sketchgraphs/'): \n", " os.chdir('../')\n", "\n", "import sketchgraphs.data as datalib\n", "from sketchgraphs.data import flat_array\n", "import sketchgraphs.onshape.call as onshape_call" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first load in some sketch construction sequences. In this example, we'll be using the [validation set](https://sketchgraphs.cs.princeton.edu/sequence/sg_t16_validation.npy) (see [documentation](https://princetonlips.github.io/SketchGraphs/data) for details). This notebook assumes the data file is already downloaded and located in a directory `sequence_data`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": "FlatArray(len=315228, mem=186.9 MB)" }, "metadata": {}, "execution_count": 2 } ], "source": [ "seq_data = flat_array.load_dictionary_flat('sequence_data/sg_t16_validation.npy')\n", "seq_data['sequences']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This file has 315,228 sequences. Let's take a look at some of the operations in one of the sequences." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": "NodeOp(label=, parameters={})\nNodeOp(label=, parameters={'isConstruction': False, 'dirX': 1.0, 'dirY': 0.0, 'pntX': -0.0011842120438814163, 'pntY': 0.0, 'startParam': -0.01264495235582774, 'endParam': 0.02118421204388142})\nEdgeOp(label=, references=(1,), parameters={})\nNodeOp(label=, parameters={})\nEdgeOp(label=, references=(2, 1), parameters={})\nEdgeOp(label=, references=(2, 0), parameters={})\nNodeOp(label=, parameters={})\nEdgeOp(label=, references=(3, 1), parameters={})\nNodeOp(label=, parameters={'isConstruction': False, 'dirX': 0.0, 'dirY': 1.0, 'pntX': 0.020000000000000004, 'pntY': 0.004046052694320679, 'startParam': -0.004046052694320679, 'endParam': 0.0009539473056793214})\nEdgeOp(label=, references=(4,), parameters={})\nNodeOp(label=, parameters={})\nEdgeOp(label=, references=(5, 4), parameters={})\nEdgeOp(label=, references=(5, 3), parameters={})\nNodeOp(label=, parameters={})\nEdgeOp(label=, references=(6, 4), parameters={})\nNodeOp(label=, parameters={'isConstruction': False, 'dirX': -1.0, 'dirY': -1.224646799147353e-16, 'pntX': 0.015093873720616102, 'pntY': 0.004999999999999999, 'startParam': -0.004906126279383902, 'endParam': 0.0050938737206161})\nEdgeOp(label=, references=(7,), parameters={})\nNodeOp(label=, parameters={})\nEdgeOp(label=, references=(8, 7), parameters={})\nEdgeOp(label=, references=(8, 6), parameters={})\n" } ], "source": [ "seq = seq_data['sequences'][1327]\n", "print(*seq[:20], sep='\\n')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that a construction sequence is a list of `NodeOp` and `EdgeOp` instances denoting the addition of primitives (also referred to as entities) and constraints, respectively.\n", "\n", "Now let's instantiate a `Sketch` object from this sequence and render it." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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}, "metadata": { "needs_background": "light" } } ], "source": [ "sketch = datalib.sketch_from_sequence(seq)\n", "datalib.render_sketch(sketch);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also render the sketch with a hand-drawn appearance using matplotlib's xkcd drawing mode." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": {} } ], "source": [ "datalib.render_sketch(sketch, hand_drawn=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we'll build a graph representation of the sketch and visualize it with pygraphviz." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "G = datalib.pgvgraph_from_sequence(seq)\n", "datalib.render_graph(G, '/tmp/my_graph.png')" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
", "image/svg+xml": "\n\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n\n", "image/png": 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}, "metadata": { "needs_background": "light" } } ], "source": [ "img = plt.imread('/tmp/my_graph.png')\n", "fig = plt.figure(dpi=500)\n", "plt.imshow(img[:, 500:1700])\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The full graph image for this example is large so we only display a portion of it above. Node labels that begin with `SN` are _subnodes_, specifying a point on some primitive (e.g., an endpoint of a line segment)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solving\n", "\n", "We'll now take a look at how we can interact with Onshape's API in order to pass sketches to a geometric constraint solver. Various command line utilities for the API are defined in `sketchgraphs/onshape/call.py`.\n", "\n", "Onshape developer credentials are required for this. Visit https://princetonlips.github.io/SketchGraphs/onshape_setup for directions. The default path for credentials is `sketchgraphs/onshape/creds/creds.json`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We need to specify the URL of the Onshape document/PartStudio we'll be using. You should set the following `url` for your own document accordingly." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "url = R'https://cad.onshape.com/documents/6f6d14f8facf0bba02184e88/w/66a5db71489c81f4893101ed/e/120c56983451157d26a7102d'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's test out Onshape's solver. We'll first make a copy of our sketch, remove its constraints, and manually add noise to the entity positions within Onshape's GUI." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "no_constraint_sketch = deepcopy(sketch)\n", "no_constraint_sketch.constraints.clear()\n", "onshape_call.add_feature(url, no_constraint_sketch.to_dict(), 'No_Constraints_Sketch')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before running the next code block, manually \"mess up\" the entities a bit in the GUI, i.e., drag the entities in order to leave the original constraints unsatisfied. The more drastic the change, the more difficult it will be for the solver to find a solution.\n", "\n", "Now we retrieve the noisy sketch." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "unsolved_sketch_info = onshape_call.get_info(url, 'No_Constraints_Sketch')\n", "unsolved_sketch = datalib.Sketch.from_info(unsolved_sketch_info['geomEntities'])\n", "datalib.render_sketch(unsolved_sketch);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, let's add the constraints back in and (attempt to) solve them." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "output_type": "display_data", "data": { "text/plain": "
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YWJja2toUHh5ueo5b6Ozs1D/+8Q81NzebngIfwBmwDwsJCdHChQu1cuVK01PcxsqVKzVv3jyNHDnS9BT4AJedAXPe5J5Onz6tW2+9Vdu3b9f48eNNzzHqxIkTio+PV0NDg26++WbTc5yOx6RL8VJkfN33vvc9Pffcc/rlL3+pK1eumJ5jjN1u14IFC/TEE0/4RHzhHggwlJeXp6FDh6qoqMj0FGP++te/6syZMyooKDA9BT6EIwhIko4cOaKJEydqz549ioiIMD3HpY4fP66EhAS9//77iouLMz3HZXhMuhRHEOhbWFiYlixZooULF/rUg/LLRw++FF+4BwKMq37961/r4sWLWrFihekpLvPSSy/p3Llzys/PNz0FPoiPJMJV/v7+ev3115WYmKjw8HDdf//9pic51dtvv60VK1aosrJS/v48FOB6/KvDV4waNUrbtm3T9OnTddNNNyk1NdX0JKeora1VXl6e3nrrLUVGRpqeAx/FEQS+Ji4uThs3btS9996r6upq03Mcbt++fcrIyNDf/vY3JSYmmp4DH0aA0auUlBStW7dOc+bM0Z49e0zPcZh9+/Zp5syZKi4uVkZGhuk58HEEGH2aOXOmXn311atXi55u69atmjFjhlavXq3MzEzTcwDuA8Y3a25u1j333KOUlBStWrVKgYGBpif1y5UrV/T73/9epaWlKisr06RJk0xPcgs8Jl2K+4BxY2JjY/Xhhx/q448/1rRp03Ty5EnTk65bR0eHpk+frvr6eu3du5f4wq0QYFyXkJAQbdmyRXPmzNHEiRO1bds205O+UUVFhW6//Xalp6fr7bff1vDhw01PAr6CIwj0W0VFhR599FFFRkaqqKjI7W7jOnbsmH73u9+psrJSa9eu5ZON+8Bj0qU4goBjpKWlqbGxUdOmTVNSUpIWLVqkzs5O07N0+vRpFRQU6Ic//KGio6PV0tJCfOHWCDBuSEBAgPLz89XU1KTAwEDFxcXp8ccfV2Njo8u3nDhxQvn5+YqJiVFXV5caGhr09NNPa/DgwS7fAvQHAca3MmLECBUWFqqxsVGBgYG6++67NW7cOD377LNqb2932vc9ceKEioqKlJSUpPHjx+vSpUuqr69XcXGxQkNDnfZ9AUfiDBgOZbPZVFVVpQ0bNmjz5s2Kjo5WVlaWkpKSFB8fr6CgoBv6fS9fvqyDBw+qvLxcmzZtUmtrq+bMmaPs7GylpaVp4MCBDv6TeD8eky7V6xkwAYbT9PT0qLy8XG+++aZqa2vV0tKiqKgoxcTEKDIyUuHh4QoKCpKfn58GDBjwla9PPvlER48e1dGjR9XU1KSWlhaNHj1akydPVnZ2tqZPn050vyUeky5FgGHWxYsXtX//fh06dEitra06cuSILl26JJvNdvXLarXKZrNp+PDhGjNmjMaMGaOYmBjFxcVp0KBBpv8IXoXHpEsRYAD/ZbH02gT04Vv2q9e/bN6OEvBRXBBdP2f9sOIuCAAwhAADgCEEGAAMIcAAYAgBBgBDCDAAGEKAAcAQAgwAhhBgADCEAAOAIQQYAAwhwABgCAEGAEMIMAAYQoABwBACDACGEGAAMIQAA4AhBBgADCHAAGAIAQYAQwgwABhCgAHAEAIMAIYQYAAwhAADgCEEGAAMIcAAYAgBBgBDCDAAGEKAAcAQAgwAhhBgADCEAAOAIf6u/GYWi8WV3w4A3JrLAmy32131rQDAI3AEAQCGEGAAMIQAA4AhBBgADCHAAGAIAQYAQwgwABhCgAHAEAIMAIYQYAAwhAADgCEEGAAMIcAAYAgBBgBDCDAAGEKAAcAQAgwAhhBgADCEAAOAIQQYAAwhwABgCAEGAEMIMAAYQoABwBD/fv56i1NWAIAP4goYAAwhwABgCAEGAEMIMAAYQoABwBACDACGEGAAMIQAA4AhBBgADCHAAGDI/wEgdhtKxZvfLAAAAABJRU5ErkJggg==\n" }, "metadata": { "needs_background": "light" } } ], "source": [ "with_constraints_sketch = deepcopy(unsolved_sketch)\n", "with_constraints_sketch.constraints = sketch.constraints\n", "onshape_call.add_feature(url, with_constraints_sketch.to_dict(), 'With_Constraints_Sketch')\n", "solved_sketch_info = onshape_call.get_info(url, 'With_Constraints_Sketch')\n", "solved_sketch = datalib.Sketch.from_info(solved_sketch_info['geomEntities'])\n", "datalib.render_sketch(solved_sketch);" ] } ] }