{ "cells": [ { "cell_type": "markdown", "id": "b9dd40a2-26ae-48b7-8dc7-3b4995b2b6e6", "metadata": {}, "source": [ "# Broadcast View\n", "\n", "IPython Parallel is built on the idea of working with N remote IPython instances.\n", "This means that most of the 'parallelism' when working with N engines\n", "via the DirectView is really implemented in the client.\n", "\n", "DirectView methods are all implemented as:\n", "\n", "```python\n", "for engine in engines:\n", " do_something_on(engine)\n", "```\n", "\n", "which means that all operations are at least O(N) *at the client*.\n", "This can be really inefficient when the client is telling all the engines to do the same thing,\n", "*especially* when the client is across the Internet from the cluster.\n", "\n", "IPython 7 includes a new, experimental *broadcast* scheduler that implements the same message pattern,\n", "but sending a request to any number of engines is O(1) in the client.\n", "It is the *scheduler* that implements the fan-out to engines.\n", "\n", "With the broadcast view, a client always sends one message to the root node of the scheduler.\n", "The scheduler then sends one message to each of its two branches,\n", "and so on until it reaches the leaves of the tree,\n", "at which point each leaf sends $\\frac{N}{2^{depth}}$ messages to its assigned engines.\n", "\n", "The performance should be strictly better with a depth of 0 (one scheduler node),\n", "network-wise,\n", "though the Python implementation of the scheduler may have a cost relative to the pure-C default DirectView scheduler. \n", "\n", "\n", "This approach allows deplyments to exchange single-message latency (due to increased depth) for parallelism (due to concurrent sends at the leaves).\n", "\n", "This trade-off increases the baseline cost for small numbers of engines,\n", "while dramatically improving the total time to deliver messages to large numbers of engines,\n", "especially when they contain a lot of data.\n", "\n", "These tests were run with a depth of 3 (8 leaf nodes)" ] }, { "cell_type": "code", "execution_count": 1, "id": "0e46054d-5082-40d9-ace3-413cef646622", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/minrk/dev/ip/parallel/ipyparallel/util.py:205: RuntimeWarning: IPython could not determine IPs for ip-172-31-2-77: [Errno 8] nodename nor servname provided, or not known\n", " warnings.warn(\n" ] } ], "source": [ "import ipyparallel as ipp\n", "\n", "rc = ipp.Client(profile=\"mpi\")\n", "rc.wait_for_engines(100)\n", "direct_view = rc.direct_view()\n", "bcast_view = rc.broadcast_view()" ] }, { "cell_type": "code", "execution_count": 2, "id": "339a80ab-bbeb-423c-abb3-6d429377017d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "I have 100 engines\n" ] } ], "source": [ "print(f\"I have {len(rc)} engines\")" ] }, { "cell_type": "markdown", "id": "ff036951-029a-486e-ada9-ec0ee5edd3bc", "metadata": {}, "source": [ "To test baseline latency, we can run an empty `apply` task with both views:" ] }, { "cell_type": "code", "execution_count": 3, "id": "9c30c899-68fd-470d-80ec-c10e724bd27a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "311 ms ± 67.3 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit direct_view.apply_sync(lambda: None)" ] }, { "cell_type": "code", "execution_count": 4, "id": "ee82f5fa-a2a1-4b72-ad1f-f36427168317", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "259 ms ± 14.6 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "%timeit bcast_view.apply_sync(lambda: None)" ] }, { "cell_type": "markdown", "id": "b4f994af-21b5-440e-b0b3-97e3abd73493", "metadata": {}, "source": [ "With 100 engines, it takes noticeably longer to complete on the direct view as the new broadcast view.\n", "\n", "Sending the same data to engines is probably the pattern that most suffers from this design,\n", "because identical data is duplicated *once per engine* in the client.\n", "\n", "We can compare `view.push` with increasing array sizes:" ] }, { "cell_type": "code", "execution_count": 5, "id": "e5f49dd7-e903-4126-888c-0130261e5fd7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 16 x 16: 2 kB\n", "Direct view\n", "287 ms ± 72 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "Broadcast view\n", "266 ms ± 10.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", " 64 x 64: 32 kB\n", "Direct view\n", "598 ms ± 62.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "Broadcast view\n", "274 ms ± 30.1 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", " 256 x 256: 512 kB\n", "Direct view\n", "5.99 s ± 199 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "Broadcast view\n", "297 ms ± 43.4 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", " 512 x 512: 2 MB\n", "Direct view\n", "22.9 s ± 428 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n", "Broadcast view\n", "559 ms ± 107 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "import numpy as np\n", "\n", "dview_times = []\n", "bcast_times = []\n", "\n", "n_list = [16, 64, 256, 512]\n", "for n in n_list:\n", " chunk = np.random.random((n, n))\n", " b = chunk.nbytes\n", " unit = 'B'\n", " if b > 1024:\n", " b //= 1024\n", " unit = 'kB'\n", " if b > 1024:\n", " b //= 1024\n", " unit = 'MB'\n", " print(f\"{n:4} x {n:4}: {b:4} {unit}\")\n", " print(\"Direct view\")\n", " tr = %timeit -o -n 1 direct_view.push({\"chunk\": chunk}, block=True)\n", " dview_times.append(tr.average)\n", " print(\"Broadcast view\")\n", " tr = %timeit -o -n 1 bcast_view.push({\"chunk\": chunk}, block=True)\n", " bcast_times.append(tr.average)" ] }, { "cell_type": "code", "execution_count": 7, "id": "8926cf3e-a247-413b-be61-7a7db73437e9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ndirect viewbroadcastbroadcast speedupMB
0160.2874950.2657861.0816790.195312
1640.5980650.2738352.1840313.125000
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" ], "text/plain": [ " n direct view broadcast broadcast speedup MB\n", "0 16 0.287495 0.265786 1.081679 0.195312\n", "1 64 0.598065 0.273835 2.184031 3.125000\n", "2 256 5.986274 0.297034 20.153521 50.000000\n", "3 512 22.946806 0.558653 41.075245 200.000000" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "df = pd.DataFrame({\"n\": n_list, \"direct view\": dview_times, \"broadcast\": bcast_times})\n", "df[\"broadcast speedup\"] = df[\"direct view\"] / df.broadcast\n", "# MB is the total number of megabytes delivered (n * n * 8 * number of engines bytes)\n", "df[\"MB\"] = df[\"n\"] ** 2 * 8 * len(rc) / (1024 * 1024) \n", "df" ] }, { "cell_type": "code", "execution_count": 8, "id": "5a875b84-0d26-4e9d-94f6-23732095359e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'seconds')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" 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" ] }, "metadata": { "image/png": { "height": 381, "width": 610 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.plot(x='MB', y=['direct view', 'broadcast'], style='-o', loglog=True)\n", "plt.ylabel(\"seconds\")\n" ] }, { "cell_type": "markdown", "id": "c7bee30d-84c8-4391-9d26-66517858e297", "metadata": {}, "source": [ "# Tuning broadcast views\n", "\n", "As mentioned above, `depth` is a tuning parameter to exchange latency for parallelism.\n", "\n", "This can be set with `IPController.broadcast_scheduler_depth` configuration (default: 1).\n", "The number of leaf nodes in the tree is `2^d` where `d` is the depth of the tree ($d=0$ means only a root node).\n", "\n", "With a DirectView, the total number of request messages is $ 2 N $ and the number of requests to deliver the first message is 2 (one client->scheduler, one scheduler->engine).\n", "\n", "With a Broadcast View, the total number of request messages is\n", "\n", "$$\n", "N + 1 + \\sum_{i=1}^{d} 2^i\n", "$$\n", "\n", "\n", "Since we are talking about delivering messages to all engines,\n", "the metric of interest for a 'cold start' is how many messages must the last engine wait for before its message is delivered,\n", "because until that point, at least some of the cluster is idle, waiting for a task.\n", "This is where the parallelism comes into play.\n", "\n", "In the DirectView, the message destined for the last engine N must wait for N sends from the client to the scheduler, then again for N sends from the scheduler to each engines, for a total of 2 N sends before the engines gets its message.\n", "\n", "In the BroadcastView, we only have to count sends along one path down the tree:\n", "\n", "- one send at the client\n", "- two sends at each level of the scheduler\n", "- $\\frac{N}/{2^d}$ sends at the leaf of the scheduler\n", "\n", "for a total of:\n", "\n", "$$\n", "1 + 2^d + \\frac{N}{2^d}\n", "$$\n", "\n", "sends to get the first message to the last engine (and therefore all engines). This is a good approximation of how deep your scheduler should be based on the number of engines. It is an approximation because it doesn't take into account the difference in cost between a local zmq send call vs a send actually traversing the network and being received." ] }, { "cell_type": "code", "execution_count": 9, "id": "680d971e-2a13-472c-9b08-c1be00b8304b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 397, "width": 610 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "N = np.logspace(0, 11, 12, base=2, dtype=int)\n", "N\n", "\n", "dview_sends = 2 * N\n", "\n", "def bcast_sends(N, depth):\n", " return 1 + (2**depth) + (N / (2**depth))\n", "\n", "plt.loglog(N, dview_sends, '--', label=\"direct view\")\n", "for depth in range(5):\n", " plt.loglog(N, bcast_sends(N, depth), label=f\"broadcast (d={depth})\")\n", "\n", "plt.xlabel(\"N engines\")\n", "plt.ylabel(\"messages\")\n", "plt.title(\"Serial messages for last engine\")\n", "plt.grid(True)\n", "plt.legend(loc=0)" ] }, { "cell_type": "code", "execution_count": 10, "id": "688f856f-c2b4-47ef-93cf-16a5f5abc496", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 397, "width": 616 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# \n", "plt.plot(N, [1] * len(N), '--k')\n", "for depth in range(7):\n", " plt.loglog(N, bcast_sends(N, depth) / dview_sends, label=f\"depth = {depth}\")\n", "\n", "plt.xlabel(\"N engines\")\n", "plt.ylabel(\"relative to dview\")\n", "plt.title(\"Serial messages for last engine\")\n", "\n", "plt.grid(True)\n", "plt.legend(loc=0)" ] }, { "cell_type": "markdown", "id": "5f065a9b-195c-49a7-92d7-670a39d81860", "metadata": {}, "source": [ "## Coalescing replies\n", "\n", "The broadcast view changes the number of requests a client sends from one per engine to just one,\n", "however each engine still has its own *reply* to that request.\n", "\n", "One of the sources of performance in the client, especially when sending many small tasks,\n", "is contention receiving replies.\n", "\n", "The IPython Parallel client receives replies in a background thread.\n", "If replies start arriving before the client is done sending requests,\n", "this can result in a lot of contention and context switching,\n", "slowing down task submission.\n", "\n", "Plus, deserializing all these replies can be a lot of work, especially if the only useful information is that it's done.\n", "\n", "For this, the broadcast view has a tuning parameter to 'coalesce' replies.\n", "Unlike depth, this parameter is set per-request instead of for the cluster as a whole.\n", "\n", "Coalescing reduces the number of replies in the same way that requests are reduced on the way to engines -\n", "by collecting replies at each node, and only sending them along to the next layer up when all engines have replied.\n", "\n", "As a result, when coalescing is enabled,\n", "a BroadcastView sends exactly one request and receives exactly one reply,\n", "dramatically reducing the workload and number of events on the client." ] }, { "cell_type": "code", "execution_count": 11, "id": "b5ecaea7-f8aa-4b93-9403-96a57bb2fa29", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "288 ms ± 44 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" ] } ], "source": [ "bcast_view.is_coalescing = False\n", "%timeit bcast_view.apply_sync(lambda: None)" ] }, { "cell_type": "code", "execution_count": 12, "id": "aa4dadbe-2a76-4163-b8ae-83613fb1ff33", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "216 ms ± 26.4 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n" ] } ], "source": [ "bcast_view.is_coalescing = True\n", "%timeit bcast_view.apply_sync(lambda: None)" ] }, { "cell_type": "markdown", "id": "1a597b4f-64b7-4f31-855e-3c8d44a8e371", "metadata": {}, "source": [ "Coalescing has its own trade-offs.\n", "Each send and receive at each level has a cost, but so does waiting to send messages.\n", "Coalescing behaves best when lots of (especially small) replies are going to come at the same time.\n", "If responses are large and/or spread out, the cost of leaving network bandwidth idle will outweigh the savings of reduced message deserialization." ] } ], "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": "3.9.6" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }