PEN-SIMULATOR is a handwriting / svg synthesis system built for simulation of pen-based interaction in AI research. It converts many text representations, such as latex of mathematical expression or smiles of chemical structural formula, into sketching trajectories or vectorized elements.
samples.mp4
-
Adaptation of 2D typesetting library
-
Integration of handwriting character dataset
-
Integration of SVG source
- Mathematical expressions from im2latex.
im2latex-samples.mp4
- Structural formulas from drugbank.
drugbank-samples.mp4
- Draft playground of decimal multiplication
multiply-samples.mp4
PEN-SIMULATOR is written in C++ and has Python bindings.
Visualization utilities:
- Skia (C++, full support): az-data-cli.
- matplotlib (Py, missing rotated system font support): visualize_mpl.py
- OpenCV (Py, missing svg path and system font support): visualize_cv2.py
Python
import pen_simulator as ps
import numpy as np
ps.global_init_couch('path/to/SCUT_IRAC/Couch', [
'Couch_Digit_195', 'Couch_Letter_195', 'Couch_Symbol_130',
'Couch_GB1_188', 'Couch_GB2_195',
])
ps.global_init_makemeahanzi('path/to/makemeahanzi/graphics.txt')
def example():
def on_label(origin: str, fallback: str):
pass # record mathml element / atom of a molecule
def on_hierarchy(hierarchies: list[str], label: str):
pass # record mathml stack / bond of a molecule
def draw_line(x0: float, y0: float, x1: float, y1: float):
pass # do embedding or visualization for sketching trajectories
def draw_path(d: str, transform: np.array):
pass # ... for svg path (maybe fallback)
def draw_text(label: str, box: np.array, transform: np.array):
pass # ... for system font (maybe fallback)
pen_context = ps.PenContext()
pen_context.register_draw_line(draw_line) # raise exception if missing
pen_context.register_draw_path(draw_path) # raise exception if missing
pen_context.register_draw_text(draw_text) # raise exception if missing
pen_context.register_on_label(on_label) # optional
pen_context.register_on_hierarchy(on_hierarchy) # optional
pen_op = ps.generate(
text='your-awesome-latex-code',
source_type=ps.SourceType.HANDWRITING,
text_type=ps.TextType.LATEX,
traverse_order=ps.TraverseOrder.DEFAULT,
)
pen_op.fit_into_keep_ratio(720 * 0.8, 480 * 0.8)
pen_op.move_center_to(np.array([720 / 2, 480 / 2]))
pen_op.set_context(pen_context)
pen_op.on_paint() # will invoke all callbacksC++ (a quick start is adding new cmake subprojects under apps/)
#include "az/data/synthesis_tex_generator.h"
#include "az/data/structural_formula_item.h"
#include "az/data/couch_reader.h"
#include "az/data/makemeahanzi_reader.h"
void example() {
using namespace az::pen;
using namespace az::data;
CouchDatasetReader hw_reader;
hw_reader.sync_load_all("path/to/SCUT_IRAC/Couch", {
"Couch_Digit_195", "Couch_Letter_195", "Couch_Symbol_130",
"Couch_GB1_188", "Couch_GB2_195",
});
const auto hw_shape_provider = [&](const UCharType &label) { return hw_reader.select(label); };
UnicodeSvgReader svg_reader;
svg_reader.sync_load_all("path/to/makemeahanzi/graphics.txt");
const auto svg_shape_provider = [&](const UCharType &label) { return svg_reader.select(label); };
const auto shape_provider = hw_shape_provider; /* or svg_shape_provider */
/* 1. generate latex */
auto pen_tex = SynthesisTexGenerator::generate_next("your-awesome-latex-code", shape_provider);
/* 2. generate structural formula */
StructuralFormulaItem item;
item.create_from_format(shape_provider, "your-awesome-smiles", "smi");
auto pen_smi = item.data;
}You can make use of derivations of PenOp like render_with_skia function in apps/az_data_cli/skia_utils.cpp:
void example(az::pen::PenOp *data) {
auto pen_context = std::make_shared<PenContext>();
pen_context->register_draw_line([&](
const ScalarType &x0, const ScalarType &y0,
const ScalarType &x1, const ScalarType &y1
) { /* ... for most handwriting cases ... */ });
pen_context->register_draw_path([&](
const SkPath *path,
const TransformMatrix2 &mat
) { /* ...for most svg cases, also work as a handwriting fallback... */ });
pen_context->register_draw_text([&](
const UCharType &label,
const Box2 &box,
const TransformMatrix2 &mat
) { /* ... if label is absent even in svg, use system font as a fallback */ });
data->set_context(pen_context);
data->on_paint();
data->set_context(nullptr);
}Recommended system configurations:
CMake 3.27.x, Ninja 1.11.x, GCC 11.x / MSVC 14.38+ / Apple Clang 15.x, Node 20.x,
Python 3.11.x (optional), Qt 6.5.3 (optional)Get latest source code:
git clone git@github.com:xuguodong1999/pen-simulator.git --branch main --single-branch --recursive
# if you did not perform recursive clone on the first time, update submodules before building
git submodule init
git submodule sync
git submodule updateBuild mathjax with json output and generate js codes as C++ string buffer:
pushd www
pnpm install
pnpm --filter @xgd/mathjax-json run build
popdBuild root as a common CMake project:
mkdir build
cmake -G Ninja -B build -S . -DCMAKE_BUILD_TYPE=Release
# for development purpose, add -DBUILD_SHARED_LIBS=ON may be helpful- (optional) If you need opencv highgui for visualization, add flags like
-DCMAKE_PREFIX_PATH=/path/to/Qt/6.5.3/gcc_64to enable Qt integration.
Build python bindings (optional): add -DPYTHON_EXECUTABLE=path/to/python in cmake configurations.
We pack static version of python wheel by running python setup.py bdist_wheel under python/.
- Jin, L. and Yan, G. and Liu, G. and Li, Y. and Ding, K. SCUT-COUCH2009: a comprehensive online unconstrained Chinese handwriting database and benchmark evaluation[J]. International Journal on Document Analysis and Recognition, 2011, 14(1): 53-64.
- MathJax team. MathJax. https://github.com/mathjax/MathJax-src. 2010.
- Schrödinger Inc. Coordgenlibs. https://github.com/schrodinger/coordgenlibs. 2017.
- Landrum, G. RDKit. https://www.rdkit.org/. 2010.
- Skishore. Makemeahanzi. https://github.com/skishore/makemeahanzi. 2016.
@misc{PENSIM2024,
title = {pen simulator: data synthesis for simulation of pen-based interaction},
author = {xuguodong1999},
year = {2024},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/xuguodong1999/pen-simulator}}
}