{
"cells": [
{
"cell_type": "markdown",
"id": "664bfe29-de10-4c07-b23e-75bdb9a330d3",
"metadata": {},
"source": [
"### Tutorial 4 - How Create an Agnostic Pipeline\n",
"\n",
"In this tutorial, we will show you how convert a simple code structure into a advanced and agnostic pipeline based on DAGs.\n",
"\n",
"For this, we still can use the **Tutorial 1** with a simple Machine Learning script. There we use `make_blobs` to generate a dataset and them we cluster it using two algorithms: KMeans and SOM.\n",
"\n",
"First, let's generate and save our data (you can use DASF or Scikit-learn). The objective here is just to generate some labeled data and use the `DatasetLabeled` as an example."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "2d3ae542-b03f-49e0-86fc-1cdbf19b5a30",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"from dasf.datasets import make_blobs\n",
"\n",
"n_samples = 100000\n",
"n_bins = 3\n",
"\n",
"# Generate 3 blobs with 2 classes where the second blob contains\n",
"# half positive samples and half negative samples. Probability in this\n",
"# blob is therefore 0.5.\n",
"centers = [(-6, -6), (0, 0), (9, 1)]\n",
"X, y = make_blobs(n_samples=n_samples, centers=centers, shuffle=False, random_state=42)\n",
"\n",
"np.save(\"X.npy\", X)\n",
"np.save(\"y.npy\", y)"
]
},
{
"cell_type": "markdown",
"id": "d90e6b0b-236d-4cab-951b-e973e780c94f",
"metadata": {},
"source": [
"Now, let's import our `DatasetLabeled` and assign each file to the respective type."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1d5d935f-065e-4bda-af74-38b148924463",
"metadata": {},
"outputs": [],
"source": [
"from dasf.datasets import DatasetArray\n",
"from dasf.datasets import DatasetLabeled\n",
"\n",
"\n",
"class MyMakeBlobs(DatasetLabeled):\n",
" def __init__(self):\n",
" super().__init__(name=\"My Own make_blobs()\", download=False)\n",
" \n",
" # Let's assign the train and val data.\n",
" self._train = DatasetArray(name=\"X\", download=False, root=\"X.npy\", chunks=(5000, 2))\n",
" self._val = DatasetArray(name=\"y\", download=False, root=\"y.npy\", chunks=(5000))\n",
"\n",
"make_blobs = MyMakeBlobs()"
]
},
{
"cell_type": "markdown",
"id": "37bcedef-d5cb-40ee-a691-dcb2d1636083",
"metadata": {},
"source": [
"To reduce the variability and as an example, we can normalize the data to help the algorithms to fit better."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "6db9235f-7580-48dd-a9e9-b946a9570a86",
"metadata": {},
"outputs": [],
"source": [
"from dasf.transforms import Normalize\n",
"\n",
"normalize = Normalize()"
]
},
{
"cell_type": "markdown",
"id": "eaaed4e1-b799-4448-99ac-922094b18988",
"metadata": {},
"source": [
"After, creating our dataset and the normalization transformation, we can start the executor. For this example, we can use Dask."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "aa39f7b9-ffb1-4c93-9293-ecda4139d8cf",
"metadata": {},
"outputs": [],
"source": [
"from dasf.pipeline.executors import DaskPipelineExecutor\n",
"\n",
"dask = DaskPipelineExecutor(local=True, use_gpu=False)"
]
},
{
"cell_type": "markdown",
"id": "0bd517c3-8de0-46a4-89c4-78314ffe6491",
"metadata": {},
"source": [
"Now, it is time to create our pipeline objects. We can copy and paste the same code used previously."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "1d3fc983-f6c8-4a66-9a22-fc1a6b5ccd7e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING: CuPy could not be imported\n",
"WARNING: CuPy could not be imported\n",
"WARNING: CuPy could not be imported\n"
]
}
],
"source": [
"from dasf.ml.cluster import KMeans\n",
"from dasf.ml.cluster import SOM\n",
"\n",
"kmeans = KMeans(n_clusters=3, max_iter=100)\n",
"som = SOM(x=1, y=3, input_len=2, num_epochs=100)"
]
},
{
"cell_type": "markdown",
"id": "07966b83-22d5-4bb6-8592-1ec54f365417",
"metadata": {},
"source": [
"As we want to reuse the data after the pipeline execution, we need to persist the data."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "297c99be-394d-4c5f-8dd6-04baab437b5f",
"metadata": {},
"outputs": [],
"source": [
"from dasf.transforms import PersistDaskData\n",
"\n",
"persist_kmeans = PersistDaskData()\n",
"persist_som = PersistDaskData()"
]
},
{
"cell_type": "markdown",
"id": "7b26ce69-d483-4ec3-a570-cfa761299983",
"metadata": {},
"source": [
"Then, we generate the pipeline and connect all the pieces in one single DAG.\n",
"\n",
"Pay attention that we are passing the our fresh executor `dask` to the pipeline by specifying the parameter `executor=`.\n",
"\n",
"To connect all the objects, we use the function `add()` that returns the pipeline itself. The function inputs can be refered as an argument.\n",
"\n",
"At the end, we can visualize the DAG using `visualize()` method. It will plot a image that represents the graph. Let's use one single line to do everything. It should be simple and easy to understand."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "bbee98cf-2425-431f-87af-342fcf0c00c2",
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from dasf.pipeline import Pipeline\n",
"\n",
"pipeline = Pipeline(\"A KMeans and SOM Pipeline\", executor=dask)\n",
"\n",
"pipeline.add(normalize, X=make_blobs._train) \\\n",
" .add(kmeans.fit_predict, X=normalize) \\\n",
" .add(som.fit_predict, X=normalize) \\\n",
" .add(persist_kmeans, X=kmeans.fit_predict) \\\n",
" .add(persist_som, X=som.fit_predict) \\\n",
" .visualize()"
]
},
{
"cell_type": "markdown",
"id": "14815700-715b-4e17-92e0-1203b107c7c8",
"metadata": {},
"source": [
"It is time to run our new pipeline."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "c2dd0613-ccbf-4543-bd01-ba3dda54fbf7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2022-11-25 04:36:49+0000] INFO - Beginning pipeline run for 'A KMeans and SOM Pipeline'\n",
"[2022-11-25 04:36:49+0000] INFO - Task 'DatasetArray.load': Starting task run...\n",
"[2022-11-25 04:36:50+0000] INFO - Task 'DatasetArray.load': Finished task run\n",
"[2022-11-25 04:36:50+0000] INFO - Task 'Normalize.transform': Starting task run...\n",
"[2022-11-25 04:36:50+0000] INFO - Task 'Normalize.transform': Finished task run\n",
"[2022-11-25 04:36:50+0000] INFO - Task 'KMeans.fit_predict': Starting task run...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.8/dist-packages/dask/base.py:1367: UserWarning: Running on a single-machine scheduler when a distributed client is active might lead to unexpected results.\n",
" warnings.warn(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"[2022-11-25 04:37:00+0000] INFO - Task 'KMeans.fit_predict': Finished task run\n",
"[2022-11-25 04:37:00+0000] INFO - Task 'SOM.fit_predict': Starting task run...\n",
"[2022-11-25 04:37:22+0000] INFO - Task 'SOM.fit_predict': Finished task run\n",
"[2022-11-25 04:37:22+0000] INFO - Task 'PersistDaskData.transform': Starting task run...\n",
"[2022-11-25 04:37:22+0000] INFO - Task 'PersistDaskData.transform': Finished task run\n",
"[2022-11-25 04:37:22+0000] INFO - Task 'PersistDaskData.transform': Starting task run...\n",
"[2022-11-25 04:37:23+0000] INFO - Task 'PersistDaskData.transform': Finished task run\n",
"[2022-11-25 04:37:23+0000] INFO - Pipeline run successfully\n",
"CPU times: user 23.2 s, sys: 1.71 s, total: 24.9 s\n",
"Wall time: 33.2 s\n"
]
}
],
"source": [
"%time pipeline.run()"
]
},
{
"cell_type": "markdown",
"id": "eeb8f9cb-de3e-4e9e-bf9f-3d89f59e99ba",
"metadata": {},
"source": [
"Notice that our pipeline returns two methods instead of one. To capture the result of some node, you can easily pass the same function or object to the pipeline function `get_result_from()`."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f3412afd-4f97-4219-954a-5d95cf92d629",
"metadata": {},
"outputs": [],
"source": [
"result_kmeans = pipeline.get_result_from(persist_kmeans).compute()\n",
"result_som = pipeline.get_result_from(persist_som).compute()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "801faa7c-a1c4-48c9-9c6c-de2c480a74dc",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"\n",
"from itertools import cycle\n",
"\n",
"from matplotlib import cm\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def plot_results(X, result):\n",
" y_unique = np.unique(result)\n",
" \n",
" colors = cm.rainbow(np.linspace(0.0, 1.0, y_unique.size))\n",
" \n",
" for this_y, color in zip(y_unique, colors):\n",
" this_X = X[result == this_y]\n",
" plt.scatter(\n",
" this_X[:, 0],\n",
" this_X[:, 1],\n",
" s=50,\n",
" c=color[np.newaxis, :],\n",
" alpha=0.5,\n",
" edgecolor=\"k\",\n",
" label=\"Class %s\" % this_y,\n",
" )\n",
"\n",
"plot_results(make_blobs._train, result_kmeans)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "e3fe23cb-d5ae-4255-9437-42cddb89d004",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_results(make_blobs._train, result_som)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c68ca230-d319-4c35-8e4a-0fb3d017c0cd",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}