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" } }, "cell_type": "markdown", "id": "5aa7216b-a5aa-447f-b967-221d75415c51", "metadata": {}, "source": [ "## Common RDD Transformations and Actions\n", "\n", "![image.png](attachment:c463e8b5-32b3-4a74-8c74-8fa7ecc51c16.png)\n", "\n", "Image is stored here https://www.linkedin.com/pulse/resilient-distributed-datasets-rdds-arabinda-mohapatra-5phef/\n", "\n", "### Transformations\n", "\n", "- map(): Applies a function to each element in the RDD.\n", "- filter(): Filters elements based on a predicate.\n", "- flatMap(): Similar to map(), but each input item can be mapped to 0 or more output items." ] }, { "cell_type": "code", "execution_count": 1, "id": "dc9d3319-bcf9-421f-ba7e-17d86fcfec57", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "24/05/29 22:01:54 WARN Utils: Your hostname, AlienDVD resolves to a loopback address: 127.0.1.1; using 172.25.214.222 instead (on interface eth0)\n", "24/05/29 22:01:54 WARN Utils: Set SPARK_LOCAL_IP if you need to bind to another address\n", "Setting default log level to \"WARN\".\n", "To adjust logging level use sc.setLogLevel(newLevel). For SparkR, use setLogLevel(newLevel).\n", "24/05/29 22:01:56 WARN NativeCodeLoader: Unable to load native-hadoop library for your platform... using builtin-java classes where applicable\n", "24/05/29 22:01:57 WARN Utils: Service 'SparkUI' could not bind on port 4040. Attempting port 4041.\n" ] } ], "source": [ "from pyspark import SparkContext\n", "\n", "# Initialize SparkContext\n", "sc = SparkContext(\"local\", \"RDD Transformations and Actions\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "511b8cdc-441f-4693-9ee0-f08ae9d79b8e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " \r" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[1, 4, 9, 16]\n", "[2, 4]\n", "['hello', 'world', 'foo', 'bar']\n" ] } ], "source": [ "# map() example\n", "rdd = sc.parallelize([1, 2, 3, 4])\n", "squared_rdd = rdd.map(lambda x: x * x)\n", "print(squared_rdd.collect())\n", "\n", "# filter() example\n", "filtered_rdd = rdd.filter(lambda x: x % 2 == 0)\n", "print(filtered_rdd.collect())\n", "\n", "# flatMap() example\n", "rdd = sc.parallelize([\"hello world\", \"foo bar\"])\n", "flat_mapped_rdd = rdd.flatMap(lambda x: x.split(\" \"))\n", "print(flat_mapped_rdd.collect())\n" ] }, { "cell_type": "markdown", "id": "ef6bda57-3ce7-4310-b837-0f9db683a55d", "metadata": {}, "source": [ "### Actions\n", "\n", "- collect(): Returns all elements of the RDD.\n", "- take(n): Returns the first n elements of the RDD.\n", "- count(): Returns the number of elements in the RDD." ] }, { "cell_type": "code", "execution_count": 3, "id": "74272223-b1d6-4766-9787-5c145d8b3503", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 2, 3, 4]\n", "[1, 2]\n", "4\n" ] } ], "source": [ "# collect() example\n", "rdd = sc.parallelize([1, 2, 3, 4])\n", "print(rdd.collect())\n", "\n", "# take(n) example\n", "print(rdd.take(2))\n", "\n", "# count() example\n", "print(rdd.count())\n" ] }, { "cell_type": "markdown", "id": "53f8c97e-719e-4213-95bd-728724bf50b7", "metadata": {}, "source": [ "## Summary\n", "\n", "- Parallelizing a Collection: Use sc.parallelize().\n", "- From an External Dataset: Use sc.textFile().\n", "- From Existing RDDs: Use transformations like map, filter, and flatMap.\n", "- Actions: Use actions like collect, take, and count." ] }, { "cell_type": "code", "execution_count": null, "id": "ea696b5b-ad56-4c09-a7b3-c4d7987b8eab", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 5 }