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@0x00b1
Created August 14, 2020 18:38
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import cellprofiler_core.image\n",
"import cellprofiler_core.object\n",
"import cellprofiler_core.pipeline\n",
"import cellprofiler_core.preferences\n",
"import cellprofiler_core.workspace\n",
"import cellprofiler.modules.gaussianfilter\n",
"import skimage.data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"cellprofiler_core.preferences.set_headless()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a `Pipeline` instance"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"pipeline = cellprofiler_core.pipeline.Pipeline()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a `Module` instance"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"module = cellprofiler.modules.gaussianfilter.GaussianFilter()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create `ImageSetList` and `ImageSet` instances"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"image_set_list = cellprofiler_core.image.ImageSetList()\n",
"\n",
"image_set = image_set_list.get_image_set(0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create `Image` instances, name and add them to the `ImageSet` instance"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x134bb3ac0>"
]
},
"execution_count": 6,
"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": [
"x = skimage.data.camera()\n",
"\n",
"image_x = cellprofiler_core.image.Image(x)\n",
"\n",
"image_set.add(\"x\", image_x)\n",
"\n",
"skimage.io.imshow(image_set.get_image(\"x\").pixel_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create an `ObjectSet` instance, name and add an `Objects` instance"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"object_set = cellprofiler_core.object.ObjectSet()\n",
"\n",
"objets = cellprofiler_core.object.Objects()\n",
"\n",
"object_set.add_objects(objets, \"example\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a `Measurements` instance"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"measurements = cellprofiler_core.measurement.Measurements()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create a `Workspace` instance"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"workspace = cellprofiler_core.workspace.Workspace(\n",
" pipeline,\n",
" module,\n",
" image_set,\n",
" object_set,\n",
" measurements,\n",
" image_set_list,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Configure and run a `Module`"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x134dfa5e0>"
]
},
"execution_count": 10,
"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": [
"module.x_name.value = \"x\"\n",
"module.y_name.value = \"y\"\n",
"\n",
"module.sigma.value = 4\n",
"\n",
"module.run(workspace)\n",
"\n",
"response = image_set.get_image(\"y\")\n",
"\n",
"skimage.io.imshow(response.pixel_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Add `Module` to `Pipeline`"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"pipeline.add_module(module)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Run `Pipeline`"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"output_measurements = pipeline.run(None)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.4"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
@juggy17
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juggy17 commented Nov 3, 2020

Hello Allen,

Thanks for this super useful notebook!

One question though - I have a pipeline file I created using the GUI already. If I already have a pre-defined pipeline, can I just load it and run it on an image_set without having to define measurements and modules again? Do you happen to have an example like that?

Thanks
Jagadish

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