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@kne42
Created August 2, 2019 23:31
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import time"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def time_call(func, args, kwargs):\n",
" start = time.process_time()\n",
" result = func(*args, **kwargs)\n",
" end = time.process_time()\n",
" return end - start, result"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a b\n"
]
},
{
"data": {
"text/plain": [
"8.60000000000305e-05"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"time_call(print, ('a', 'b'), {})[0]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.000136000000000025"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"time_call(lambda a, b: a ** b, (2000, 2000), {})[0]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"class lazy:\n",
" def __init__(self, resolver):\n",
" self._resolver = resolver\n",
" \n",
" def resolve(self):\n",
" return self._resolver()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"class Action:\n",
" def __init__(self, func, args, kwargs):\n",
" self.func = func\n",
" self.args = args\n",
" self.kwargs = kwargs\n",
" \n",
" def resolve_args(self):\n",
" args = []\n",
" \n",
" for arg in self.args:\n",
" if isinstance(arg, lazy):\n",
" arg = arg.resolve()\n",
" args.append(arg)\n",
" \n",
" kwargs = {}\n",
" \n",
" for name, value in self.kwargs.items():\n",
" if isinstance(value, lazy):\n",
" value = value.resolve()\n",
" kwargs[name] = value\n",
" \n",
" return args, kwargs\n",
" \n",
" def execute(self):\n",
" args, kwargs = self.resolve_args()\n",
" result = self.func(*args, **kwargs)\n",
" \n",
" def undo(self):\n",
" raise NotImplementedError()\n",
"\n",
" def redo(self):\n",
" raise NotImplementedError()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"class InvertableAction(Action):\n",
" def __init__(self, func, args, kwargs, inverse_func):\n",
" super().__init__(func, args, kwargs)\n",
" self.inverse_func = inverse_func\n",
" \n",
" def undo(self):\n",
" args, kwargs = self.resolve_args()\n",
" self.inverse_func(*args, **kwargs)\n",
" \n",
" def redo(self):\n",
" self.execute()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"l = [0]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def add(l, i):\n",
" l[0] += i\n",
" print(l[0])"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def sub(l, i):\n",
" l[0] -= i\n",
" print(l[0])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"ia = InvertableAction(add, (lazy(lambda: l), 5), {}, sub)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"5\n"
]
}
],
"source": [
"ia.execute()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"10\n"
]
}
],
"source": [
"ia.execute()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"5\n"
]
}
],
"source": [
"ia.undo()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n"
]
}
],
"source": [
"ia.undo()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"class UninvertableAction(Action):\n",
" LONG_TIME = 0.5\n",
"\n",
" def __init__(self, func, args, kwargs, getter, setter):\n",
" super().__init__(func, args, kwargs)\n",
" self.getter = getter\n",
" self.setter = setter\n",
" \n",
" def execute(self):\n",
" args, kwargs = self.resolve_args()\n",
" self.call_time, result = time_call(self.func, args, kwargs)\n",
" \n",
" self.is_long_computation = self.call_time >= self.LONG_TIME\n",
" \n",
" self.before = self.getter()\n",
" if self.is_long_computation:\n",
" self.after = result\n",
"\n",
" self.setter(result)\n",
"\n",
" def undo(self):\n",
" self.setter(self.before)\n",
" \n",
" def redo(self):\n",
" if hasattr(self, 'after'):\n",
" self.setter(self.after)\n",
" else:\n",
" self.execute()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/kiraevans/.conda/envs/napari/lib/python3.7/site-packages/dask/config.py:168: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
" data = yaml.load(f.read()) or {}\n"
]
}
],
"source": [
"import skimage"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"class Factory:\n",
" def __init__(self, factory):\n",
" self._data = factory()\n",
" \n",
" def get(self):\n",
" return self._data.copy()\n",
" \n",
" def set(self, data):\n",
" self._data = data"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"data = Factory(skimage.data.astronaut)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"ua = UninvertableAction(skimage.filters.gaussian, (data.get(),), dict(sigma=10, multichannel=True), data.get, data.set)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x12c60cfd0>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ua.execute()\n",
"plt.imshow(data.get())"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x11990fb00>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ua.undo()\n",
"plt.imshow(data.get())"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x12b83cc88>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ua.redo()\n",
"plt.imshow(data.get())"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"%gui qt5"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"import napari"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"viewer = napari.view(skimage.data.astronaut())"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"layer = viewer.layers['Image']"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"action = UninvertableAction(\n",
" skimage.filters.gaussian,\n",
" (lazy(lambda: layer.data),),\n",
" dict(sigma=10, multichannel=True),\n",
" lambda: layer.data,\n",
" lambda result: setattr(layer, 'data', result)\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"action.execute()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"action.undo()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:napari]",
"language": "python",
"name": "conda-env-napari-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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