{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"https://docs.dask.org/en/latest/_images/dask_horizontal.svg\"\n",
    "     align=\"right\"\n",
    "     width=\"30%\"\n",
    "     alt=\"Dask logo\\\">\n",
    "\n",
    "# dask.delayed - parallelize any code\n",
    "\n",
    "What if you don't have an array or dataframe? Instead of having blocks where the function is applied to each block, you can decorate functions with `@delayed` and _have the functions themselves be lazy_. \n",
    "\n",
    "This is a simple way to use `dask` to parallelize existing codebases or build [complex systems](https://blog.dask.org/2018/02/09/credit-models-with-dask). \n",
    "\n",
    "**Related Documentation**\n",
    "\n",
    "* [Delayed documentation](https://docs.dask.org/en/latest/delayed.html)\n",
    "* [Delayed screencast](https://www.youtube.com/watch?v=SHqFmynRxVU)\n",
    "* [Delayed API](https://docs.dask.org/en/latest/delayed-api.html)\n",
    "* [Delayed examples](https://examples.dask.org/delayed.html)\n",
    "* [Delayed best practices](https://docs.dask.org/en/latest/delayed-best-practices.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we'll see in the [distributed scheduler notebook](05_distributed.ipynb), Dask has several ways of executing code in parallel. We'll use the distributed scheduler by creating a `dask.distributed.Client`. For now, this will provide us with some nice diagnostics. We'll talk about schedulers in depth later."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:06.350482Z",
     "iopub.status.busy": "2025-11-04T15:45:06.350266Z",
     "iopub.status.idle": "2025-11-04T15:45:08.077719Z",
     "shell.execute_reply": "2025-11-04T15:45:08.076982Z"
    }
   },
   "outputs": [],
   "source": [
    "from dask.distributed import Client\n",
    "\n",
    "client = Client(n_workers=4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A Typical Workflow\n",
    "\n",
    "Typically if a workflow contains a for-loop it can benefit from delayed. The following example outlines a read-transform-write:\n",
    "\n",
    "```python\n",
    "import dask\n",
    "    \n",
    "@dask.delayed\n",
    "def process_file(filename):\n",
    "    data = read_a_file(filename)\n",
    "    data = do_a_transformation(data)\n",
    "    destination = f\"results/{filename}\"\n",
    "    write_out_data(data, destination)\n",
    "    return destination\n",
    "\n",
    "results = []\n",
    "for filename in filenames:\n",
    "    results.append(process_file(filename))\n",
    "    \n",
    "dask.compute(results)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Basics\n",
    "\n",
    "First let's make some toy functions, `inc` and `add`, that sleep for a while to simulate work. We'll then time running these functions normally.\n",
    "\n",
    "In the next section we'll parallelize this code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:08.080538Z",
     "iopub.status.busy": "2025-11-04T15:45:08.080158Z",
     "iopub.status.idle": "2025-11-04T15:45:08.083552Z",
     "shell.execute_reply": "2025-11-04T15:45:08.083029Z"
    }
   },
   "outputs": [],
   "source": [
    "from time import sleep\n",
    "\n",
    "\n",
    "def inc(x):\n",
    "    sleep(1)\n",
    "    return x + 1\n",
    "\n",
    "\n",
    "def add(x, y):\n",
    "    sleep(1)\n",
    "    return x + y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We time the execution of this normal code using the `%%time` magic, which is a special function of the Jupyter Notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:08.085607Z",
     "iopub.status.busy": "2025-11-04T15:45:08.085432Z",
     "iopub.status.idle": "2025-11-04T15:45:11.092435Z",
     "shell.execute_reply": "2025-11-04T15:45:11.091551Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 97.8 ms, sys: 12.5 ms, total: 110 ms\n",
      "Wall time: 3 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# This takes three seconds to run because we call each\n",
    "# function sequentially, one after the other\n",
    "\n",
    "x = inc(1)\n",
    "y = inc(2)\n",
    "z = add(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parallelize with the `dask.delayed` decorator\n",
    "\n",
    "Those two increment calls *could* be called in parallel, because they are totally independent of one-another.\n",
    "\n",
    "We'll make the `inc` and `add` functions lazy using the `dask.delayed` decorator. When we call the delayed version by passing the arguments, exactly as before, the original function isn't actually called yet - which is why the cell execution finishes very quickly.\n",
    "Instead, a *delayed object* is made, which keeps track of the function to call and the arguments to pass to it.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:11.094747Z",
     "iopub.status.busy": "2025-11-04T15:45:11.094531Z",
     "iopub.status.idle": "2025-11-04T15:45:11.098142Z",
     "shell.execute_reply": "2025-11-04T15:45:11.097662Z"
    }
   },
   "outputs": [],
   "source": [
    "import dask\n",
    "\n",
    "\n",
    "@dask.delayed\n",
    "def inc(x):\n",
    "    sleep(1)\n",
    "    return x + 1\n",
    "\n",
    "\n",
    "@dask.delayed\n",
    "def add(x, y):\n",
    "    sleep(1)\n",
    "    return x + y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:11.100269Z",
     "iopub.status.busy": "2025-11-04T15:45:11.100087Z",
     "iopub.status.idle": "2025-11-04T15:45:11.104382Z",
     "shell.execute_reply": "2025-11-04T15:45:11.103886Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 157 μs, sys: 58 μs, total: 215 μs\n",
      "Wall time: 201 μs\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# This runs immediately, all it does is build a graph\n",
    "\n",
    "x = inc(1)\n",
    "y = inc(2)\n",
    "z = add(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This ran immediately, since nothing has really happened yet.\n",
    "\n",
    "To get the result, call `compute`. Notice that this runs faster than the original code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:11.106513Z",
     "iopub.status.busy": "2025-11-04T15:45:11.106298Z",
     "iopub.status.idle": "2025-11-04T15:45:13.245475Z",
     "shell.execute_reply": "2025-11-04T15:45:13.244811Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 146 ms, sys: 62.7 ms, total: 209 ms\n",
      "Wall time: 2.13 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "# This actually runs our computation using a local thread pool\n",
    "\n",
    "z.compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What just happened?\n",
    "\n",
    "The `z` object is a lazy `Delayed` object.  This object holds everything we need to compute the final result, including references to all of the functions that are required and their inputs and relationship to one-another.  We can evaluate the result with `.compute()` as above or we can visualize the task graph for this value with `.visualize()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:13.248057Z",
     "iopub.status.busy": "2025-11-04T15:45:13.247651Z",
     "iopub.status.idle": "2025-11-04T15:45:13.251965Z",
     "shell.execute_reply": "2025-11-04T15:45:13.251273Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Delayed('add-8aa66287-1edf-4b00-9ad5-a4bc256669cf')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:13.254237Z",
     "iopub.status.busy": "2025-11-04T15:45:13.254038Z",
     "iopub.status.idle": "2025-11-04T15:45:13.287038Z",
     "shell.execute_reply": "2025-11-04T15:45:13.286374Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Look at the task graph for `z`\n",
    "z.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that this includes the names of the functions from before, and the logical flow of the outputs of the `inc` functions to the inputs of `add`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Some questions to consider:\n",
    "\n",
    "-  Why did we go from 3s to 2s?  Why weren't we able to parallelize down to 1s?\n",
    "-  What would have happened if the inc and add functions didn't include the `sleep(1)`?  Would Dask still be able to speed up this code?\n",
    "-  What if we have multiple outputs or also want to get access to x or y?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise: Parallelize a for loop\n",
    "\n",
    "`for` loops are one of the most common things that we want to parallelize.  Use `dask.delayed` on `inc` and `sum` to parallelize the computation below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:13.289713Z",
     "iopub.status.busy": "2025-11-04T15:45:13.289338Z",
     "iopub.status.idle": "2025-11-04T15:45:13.292559Z",
     "shell.execute_reply": "2025-11-04T15:45:13.291944Z"
    }
   },
   "outputs": [],
   "source": [
    "data = [1, 2, 3, 4, 5, 6, 7, 8]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:13.294927Z",
     "iopub.status.busy": "2025-11-04T15:45:13.294464Z",
     "iopub.status.idle": "2025-11-04T15:45:21.305764Z",
     "shell.execute_reply": "2025-11-04T15:45:21.305232Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 241 ms, sys: 51.8 ms, total: 293 ms\n",
      "Wall time: 8.01 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Sequential code\n",
    "\n",
    "\n",
    "def inc(x):\n",
    "    sleep(1)\n",
    "    return x + 1\n",
    "\n",
    "\n",
    "results = []\n",
    "for x in data:\n",
    "    y = inc(x)\n",
    "    results.append(y)\n",
    "\n",
    "total = sum(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:21.308246Z",
     "iopub.status.busy": "2025-11-04T15:45:21.307864Z",
     "iopub.status.idle": "2025-11-04T15:45:21.312097Z",
     "shell.execute_reply": "2025-11-04T15:45:21.311329Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:21.314552Z",
     "iopub.status.busy": "2025-11-04T15:45:21.314060Z",
     "iopub.status.idle": "2025-11-04T15:45:21.317652Z",
     "shell.execute_reply": "2025-11-04T15:45:21.317069Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2 μs, sys: 0 ns, total: 2 μs\n",
      "Wall time: 5.01 μs\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Your parallel code here..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:21.319707Z",
     "iopub.status.busy": "2025-11-04T15:45:21.319530Z",
     "iopub.status.idle": "2025-11-04T15:45:23.385765Z",
     "shell.execute_reply": "2025-11-04T15:45:23.385182Z"
    },
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before computing: Delayed('add-9fedc363b09cf0043b26843ddc5465a8')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "After computing : 44\n"
     ]
    }
   ],
   "source": [
    "@dask.delayed\n",
    "def inc(x):\n",
    "    sleep(1)\n",
    "    return x + 1\n",
    "\n",
    "\n",
    "results = []\n",
    "for x in data:\n",
    "    y = inc(x)\n",
    "    results.append(y)\n",
    "\n",
    "total = sum(results)\n",
    "print(\"Before computing:\", total)  # Let's see what type of thing total is\n",
    "result = total.compute()\n",
    "print(\"After computing :\", result)  # After it's computed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How do the graph visualizations compare with the given solution, compared to a version with the `sum` function used directly rather than wrapped with `delayed`? Can you explain the latter version? You might find the result of the following expression illuminating\n",
    "```python\n",
    "inc(1) + inc(2)\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise: Parallelize a for-loop code with control flow\n",
    "\n",
    "Often we want to delay only *some* functions, running a few of them immediately.  This is especially helpful when those functions are fast and help us to determine what other slower functions we should call.  This decision, to delay or not to delay, is usually where we need to be thoughtful when using `dask.delayed`.\n",
    "\n",
    "In the example below we iterate through a list of inputs.  If that input is even then we want to call `inc`.  If the input is odd then we want to call `double`.  This `is_even` decision to call `inc` or `double` has to be made immediately (not lazily) in order for our graph-building Python code to proceed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:23.388418Z",
     "iopub.status.busy": "2025-11-04T15:45:23.388062Z",
     "iopub.status.idle": "2025-11-04T15:45:23.391427Z",
     "shell.execute_reply": "2025-11-04T15:45:23.390915Z"
    }
   },
   "outputs": [],
   "source": [
    "def double(x):\n",
    "    sleep(1)\n",
    "    return 2 * x\n",
    "\n",
    "\n",
    "def is_even(x):\n",
    "    return not x % 2\n",
    "\n",
    "\n",
    "data = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:23.393658Z",
     "iopub.status.busy": "2025-11-04T15:45:23.393476Z",
     "iopub.status.idle": "2025-11-04T15:45:28.403531Z",
     "shell.execute_reply": "2025-11-04T15:45:28.402956Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Delayed('add-beb153c9a69ec9275e418dbefd3a40bd')\n",
      "CPU times: user 141 ms, sys: 36.9 ms, total: 178 ms\n",
      "Wall time: 5.01 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Sequential code\n",
    "\n",
    "results = []\n",
    "for x in data:\n",
    "    if is_even(x):\n",
    "        y = double(x)\n",
    "    else:\n",
    "        y = inc(x)\n",
    "    results.append(y)\n",
    "\n",
    "total = sum(results)\n",
    "print(total)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:28.405970Z",
     "iopub.status.busy": "2025-11-04T15:45:28.405619Z",
     "iopub.status.idle": "2025-11-04T15:45:28.408925Z",
     "shell.execute_reply": "2025-11-04T15:45:28.408380Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2 μs, sys: 1e+03 ns, total: 3 μs\n",
      "Wall time: 4.53 μs\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Your parallel code here...\n",
    "# TODO: parallelize the sequential code above using dask.delayed\n",
    "# You will need to delay some functions, but not all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:28.410960Z",
     "iopub.status.busy": "2025-11-04T15:45:28.410772Z",
     "iopub.status.idle": "2025-11-04T15:45:28.415236Z",
     "shell.execute_reply": "2025-11-04T15:45:28.414711Z"
    },
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "@dask.delayed\n",
    "def double(x):\n",
    "    sleep(1)\n",
    "    return 2 * x\n",
    "\n",
    "\n",
    "results = []\n",
    "for x in data:\n",
    "    if is_even(x):  # even\n",
    "        y = double(x)\n",
    "    else:  # odd\n",
    "        y = inc(x)\n",
    "    results.append(y)\n",
    "\n",
    "total = sum(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:28.417283Z",
     "iopub.status.busy": "2025-11-04T15:45:28.417088Z",
     "iopub.status.idle": "2025-11-04T15:45:31.462422Z",
     "shell.execute_reply": "2025-11-04T15:45:31.461874Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 117 ms, sys: 24.4 ms, total: 141 ms\n",
      "Wall time: 3.04 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "90"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time total.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.464871Z",
     "iopub.status.busy": "2025-11-04T15:45:31.464461Z",
     "iopub.status.idle": "2025-11-04T15:45:31.552341Z",
     "shell.execute_reply": "2025-11-04T15:45:31.551747Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Some questions to consider:\n",
    "\n",
    "-  What are other examples of control flow where we can't use delayed?\n",
    "-  What would have happened if we had delayed the evaluation of `is_even(x)` in the example above?\n",
    "-  What are your thoughts on delaying `sum`?  This function is both computational but also fast to run."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise: Parallelize a Pandas Groupby Reduction\n",
    "\n",
    "In this exercise we read several CSV files and perform a groupby operation in parallel.  We are given sequential code to do this and parallelize it with `dask.delayed`.\n",
    "\n",
    "The computation we will parallelize is to compute the mean departure delay per airport from some historical flight data.  We will do this by using `dask.delayed` together with `pandas`.  In a future section we will do this same exercise with `dask.dataframe`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create data\n",
    "\n",
    "Run this code to prep some data.\n",
    "\n",
    "This downloads and extracts some historical flight data for flights out of NYC between 1990 and 2000. The data is originally from [here](http://stat-computing.org/dataexpo/2009/the-data.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.555166Z",
     "iopub.status.busy": "2025-11-04T15:45:31.554802Z",
     "iopub.status.idle": "2025-11-04T15:45:31.665755Z",
     "shell.execute_reply": "2025-11-04T15:45:31.665220Z"
    }
   },
   "outputs": [],
   "source": [
    "%run prep.py -d flights"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Inspect data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.668400Z",
     "iopub.status.busy": "2025-11-04T15:45:31.668196Z",
     "iopub.status.idle": "2025-11-04T15:45:31.672588Z",
     "shell.execute_reply": "2025-11-04T15:45:31.672016Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['1990.csv',\n",
       " '1991.csv',\n",
       " '1992.csv',\n",
       " '1993.csv',\n",
       " '1994.csv',\n",
       " '1995.csv',\n",
       " '1996.csv',\n",
       " '1997.csv',\n",
       " '1998.csv',\n",
       " '1999.csv']"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "sorted(os.listdir(os.path.join(\"data\", \"nycflights\")))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read one file with `pandas.read_csv` and compute mean departure delay"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.674785Z",
     "iopub.status.busy": "2025-11-04T15:45:31.674446Z",
     "iopub.status.idle": "2025-11-04T15:45:31.693580Z",
     "shell.execute_reply": "2025-11-04T15:45:31.692977Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>DayofMonth</th>\n",
       "      <th>DayOfWeek</th>\n",
       "      <th>DepTime</th>\n",
       "      <th>CRSDepTime</th>\n",
       "      <th>ArrTime</th>\n",
       "      <th>CRSArrTime</th>\n",
       "      <th>UniqueCarrier</th>\n",
       "      <th>FlightNum</th>\n",
       "      <th>...</th>\n",
       "      <th>AirTime</th>\n",
       "      <th>ArrDelay</th>\n",
       "      <th>DepDelay</th>\n",
       "      <th>Origin</th>\n",
       "      <th>Dest</th>\n",
       "      <th>Distance</th>\n",
       "      <th>TaxiIn</th>\n",
       "      <th>TaxiOut</th>\n",
       "      <th>Cancelled</th>\n",
       "      <th>Diverted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1990</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1621.0</td>\n",
       "      <td>1540</td>\n",
       "      <td>1747.0</td>\n",
       "      <td>1701</td>\n",
       "      <td>US</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>46.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>EWR</td>\n",
       "      <td>PIT</td>\n",
       "      <td>319.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1990</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1547.0</td>\n",
       "      <td>1540</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>1701</td>\n",
       "      <td>US</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>EWR</td>\n",
       "      <td>PIT</td>\n",
       "      <td>319.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1990</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1546.0</td>\n",
       "      <td>1540</td>\n",
       "      <td>1710.0</td>\n",
       "      <td>1701</td>\n",
       "      <td>US</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>EWR</td>\n",
       "      <td>PIT</td>\n",
       "      <td>319.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1990</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1542.0</td>\n",
       "      <td>1540</td>\n",
       "      <td>1710.0</td>\n",
       "      <td>1701</td>\n",
       "      <td>US</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>EWR</td>\n",
       "      <td>PIT</td>\n",
       "      <td>319.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1990</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>1549.0</td>\n",
       "      <td>1540</td>\n",
       "      <td>1706.0</td>\n",
       "      <td>1701</td>\n",
       "      <td>US</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>EWR</td>\n",
       "      <td>PIT</td>\n",
       "      <td>319.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year  Month  DayofMonth  DayOfWeek  DepTime  CRSDepTime  ArrTime  \\\n",
       "0  1990      1           1          1   1621.0        1540   1747.0   \n",
       "1  1990      1           2          2   1547.0        1540   1700.0   \n",
       "2  1990      1           3          3   1546.0        1540   1710.0   \n",
       "3  1990      1           4          4   1542.0        1540   1710.0   \n",
       "4  1990      1           5          5   1549.0        1540   1706.0   \n",
       "\n",
       "   CRSArrTime UniqueCarrier  FlightNum  ...  AirTime  ArrDelay  DepDelay  \\\n",
       "0        1701            US         33  ...      NaN      46.0      41.0   \n",
       "1        1701            US         33  ...      NaN      -1.0       7.0   \n",
       "2        1701            US         33  ...      NaN       9.0       6.0   \n",
       "3        1701            US         33  ...      NaN       9.0       2.0   \n",
       "4        1701            US         33  ...      NaN       5.0       9.0   \n",
       "\n",
       "   Origin  Dest  Distance TaxiIn TaxiOut  Cancelled  Diverted  \n",
       "0     EWR   PIT     319.0    NaN     NaN          0         0  \n",
       "1     EWR   PIT     319.0    NaN     NaN          0         0  \n",
       "2     EWR   PIT     319.0    NaN     NaN          0         0  \n",
       "3     EWR   PIT     319.0    NaN     NaN          0         0  \n",
       "4     EWR   PIT     319.0    NaN     NaN          0         0  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(os.path.join(\"data\", \"nycflights\", \"1990.csv\"))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.695891Z",
     "iopub.status.busy": "2025-11-04T15:45:31.695524Z",
     "iopub.status.idle": "2025-11-04T15:45:31.700410Z",
     "shell.execute_reply": "2025-11-04T15:45:31.699815Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Year                   int64\n",
       "Month                  int64\n",
       "DayofMonth             int64\n",
       "DayOfWeek              int64\n",
       "DepTime              float64\n",
       "CRSDepTime             int64\n",
       "ArrTime              float64\n",
       "CRSArrTime             int64\n",
       "UniqueCarrier         object\n",
       "FlightNum              int64\n",
       "TailNum              float64\n",
       "ActualElapsedTime    float64\n",
       "CRSElapsedTime         int64\n",
       "AirTime              float64\n",
       "ArrDelay             float64\n",
       "DepDelay             float64\n",
       "Origin                object\n",
       "Dest                  object\n",
       "Distance             float64\n",
       "TaxiIn               float64\n",
       "TaxiOut              float64\n",
       "Cancelled              int64\n",
       "Diverted               int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# What is the schema?\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.703028Z",
     "iopub.status.busy": "2025-11-04T15:45:31.702337Z",
     "iopub.status.idle": "2025-11-04T15:45:31.706808Z",
     "shell.execute_reply": "2025-11-04T15:45:31.706338Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['EWR', 'LGA', 'JFK'], dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# What originating airports are in the data?\n",
    "df.Origin.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.708953Z",
     "iopub.status.busy": "2025-11-04T15:45:31.708721Z",
     "iopub.status.idle": "2025-11-04T15:45:31.714411Z",
     "shell.execute_reply": "2025-11-04T15:45:31.713874Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Origin\n",
       "EWR    10.854962\n",
       "JFK    17.027397\n",
       "LGA    10.895592\n",
       "Name: DepDelay, dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Mean departure delay per-airport for one year\n",
    "df.groupby(\"Origin\").DepDelay.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sequential code: Mean Departure Delay Per Airport\n",
    "\n",
    "The above cell computes the mean departure delay per-airport for one year. Here we expand that to all years using a sequential for loop."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.716487Z",
     "iopub.status.busy": "2025-11-04T15:45:31.716311Z",
     "iopub.status.idle": "2025-11-04T15:45:31.719622Z",
     "shell.execute_reply": "2025-11-04T15:45:31.719129Z"
    }
   },
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "\n",
    "filenames = sorted(glob(os.path.join(\"data\", \"nycflights\", \"*.csv\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.721566Z",
     "iopub.status.busy": "2025-11-04T15:45:31.721396Z",
     "iopub.status.idle": "2025-11-04T15:45:31.765945Z",
     "shell.execute_reply": "2025-11-04T15:45:31.765373Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 41 ms, sys: 812 μs, total: 41.8 ms\n",
      "Wall time: 40.5 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "sums = []\n",
    "counts = []\n",
    "for fn in filenames:\n",
    "    # Read in file\n",
    "    df = pd.read_csv(fn)\n",
    "\n",
    "    # Groupby origin airport\n",
    "    by_origin = df.groupby(\"Origin\")\n",
    "\n",
    "    # Sum of all departure delays by origin\n",
    "    total = by_origin.DepDelay.sum()\n",
    "\n",
    "    # Number of flights by origin\n",
    "    count = by_origin.DepDelay.count()\n",
    "\n",
    "    # Save the intermediates\n",
    "    sums.append(total)\n",
    "    counts.append(count)\n",
    "\n",
    "# Combine intermediates to get total mean-delay-per-origin\n",
    "total_delays = sum(sums)\n",
    "n_flights = sum(counts)\n",
    "mean = total_delays / n_flights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.768282Z",
     "iopub.status.busy": "2025-11-04T15:45:31.768094Z",
     "iopub.status.idle": "2025-11-04T15:45:31.772875Z",
     "shell.execute_reply": "2025-11-04T15:45:31.772199Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Origin\n",
       "EWR    12.500968\n",
       "JFK          NaN\n",
       "LGA    10.169227\n",
       "Name: DepDelay, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Parallelize the code above\n",
    "\n",
    "Use `dask.delayed` to parallelize the code above.  Some extra things you will need to know.\n",
    "\n",
    "1.  Methods and attribute access on delayed objects work automatically, so if you have a delayed object you can perform normal arithmetic, slicing, and method calls on it and it will produce the correct delayed calls.\n",
    "    \n",
    "2.  Calling the `.compute()` method works well when you have a single output.  When you have multiple outputs you might want to use the `dask.compute` function. This way Dask can share the intermediate values.\n",
    "    \n",
    "So your goal is to parallelize the code above (which has been copied below) using `dask.delayed`.  You may also want to visualize a bit of the computation to see if you're doing it correctly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.774950Z",
     "iopub.status.busy": "2025-11-04T15:45:31.774764Z",
     "iopub.status.idle": "2025-11-04T15:45:31.778261Z",
     "shell.execute_reply": "2025-11-04T15:45:31.777748Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 2 μs, sys: 0 ns, total: 2 μs\n",
      "Wall time: 4.53 μs\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# your code here"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you load the solution, add `%%time` to the top of the cell to measure the running time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:31.780238Z",
     "iopub.status.busy": "2025-11-04T15:45:31.780046Z",
     "iopub.status.idle": "2025-11-04T15:45:32.297016Z",
     "shell.execute_reply": "2025-11-04T15:45:32.296476Z"
    },
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 92.5 ms, sys: 16.1 ms, total: 109 ms\n",
      "Wall time: 511 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "# This is just one possible solution, there are\n",
    "# several ways to do this using `dask.delayed`\n",
    "\n",
    "\n",
    "@dask.delayed\n",
    "def read_file(filename):\n",
    "    # Read in file\n",
    "    return pd.read_csv(filename)\n",
    "\n",
    "\n",
    "sums = []\n",
    "counts = []\n",
    "for fn in filenames:\n",
    "    # Delayed read in file\n",
    "    df = read_file(fn)\n",
    "\n",
    "    # Groupby origin airport\n",
    "    by_origin = df.groupby(\"Origin\")\n",
    "\n",
    "    # Sum of all departure delays by origin\n",
    "    total = by_origin.DepDelay.sum()\n",
    "\n",
    "    # Number of flights by origin\n",
    "    count = by_origin.DepDelay.count()\n",
    "\n",
    "    # Save the intermediates\n",
    "    sums.append(total)\n",
    "    counts.append(count)\n",
    "\n",
    "# Combine intermediates to get total mean-delay-per-origin\n",
    "total_delays = sum(sums)\n",
    "n_flights = sum(counts)\n",
    "mean, *_ = dask.compute(total_delays / n_flights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:32.299462Z",
     "iopub.status.busy": "2025-11-04T15:45:32.299261Z",
     "iopub.status.idle": "2025-11-04T15:45:32.558122Z",
     "shell.execute_reply": "2025-11-04T15:45:32.557488Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(sum(sums)).visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:32.561869Z",
     "iopub.status.busy": "2025-11-04T15:45:32.561668Z",
     "iopub.status.idle": "2025-11-04T15:45:32.566538Z",
     "shell.execute_reply": "2025-11-04T15:45:32.566042Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Origin\n",
       "EWR    12.500968\n",
       "JFK          NaN\n",
       "LGA    10.169227\n",
       "Name: DepDelay, dtype: float64"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ensure the results still match\n",
    "mean"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Some questions to consider:\n",
    "\n",
    "- How much speedup did you get? Is this how much speedup you'd expect?\n",
    "- Experiment with where to call `compute`. What happens when you call it on `sums` and `counts`? What happens if you wait and call it on `mean`?\n",
    "- Experiment with delaying the call to `sum`. What does the graph look like if `sum` is delayed? What does the graph look like if it isn't?\n",
    "- Can you think of any reason why you'd want to do the reduction one way over the other?\n",
    "\n",
    "### Learn More\n",
    "\n",
    "Visit the [Delayed documentation](https://docs.dask.org/en/latest/delayed.html). In particular, this [delayed screencast](https://www.youtube.com/watch?v=SHqFmynRxVU) will reinforce the concepts you learned here and the [delayed best practices](https://docs.dask.org/en/latest/delayed-best-practices.html) document collects advice on using `dask.delayed` well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Close the Client\n",
    "\n",
    "Before moving on to the next exercise, make sure to close your client or stop this kernel."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2025-11-04T15:45:32.568899Z",
     "iopub.status.busy": "2025-11-04T15:45:32.568708Z",
     "iopub.status.idle": "2025-11-04T15:45:32.804840Z",
     "shell.execute_reply": "2025-11-04T15:45:32.804218Z"
    }
   },
   "outputs": [],
   "source": [
    "client.close()"
   ]
  }
 ],
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