{ "cells": [ { "cell_type": "raw", "metadata": {}, "source": [ "\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn\n", "import pandas as pd\n", "import numpy as np\n", "import math\n", "import sh\n", "\n", "IOSTAT_COLUMNS = ['r/s', 'w/s', 'kr/s', 'kw/s', 'wait', 'actv', 'wsvc_t', 'asvc_t', '%w', '%b', 'device']\n", "TEST_CONFIG = 'max-rate-submit'\n", "DISK_CONFIG = 'ssd'\n", "\n", "NJOBS = [1, 2, 4, 8, 16, 32, 64, 128, 256, 512, 1024]\n", "NDISKS = [1, 2, 4, 8]\n", "\n", "DISKS = ['c1t1d0', 'c1t2d0', 'c1t3d0', 'c2t0d0', 'c2t1d0', 'c2t2d0',\n", " 'c4t0d0', 'c4t1d0', 'c4t2d0', 'c3t0d0', 'c3t1d0']\n", "\n", "seaborn.set()\n", "seaborn.set_context('talk')\n", "\n", "jq = sh.jq.bake('-M', '-r')\n", "\n", "def fio_iops_series(directory):\n", " iops = []\n", " for njobs in NJOBS:\n", " data = jq('.jobs[0].write.iops', '{:s}/fio-{:d}-jobs/fio.json'.format(directory, njobs))\n", " iops.append(float(data.strip()))\n", " return pd.Series(iops, NJOBS)\n", "\n", "def fio_latency_series(directory):\n", " latency = []\n", " for njobs in NJOBS:\n", " data = jq('.jobs[0].write.lat.mean', '{:s}/fio-{:d}-jobs/fio.json'.format(directory, njobs))\n", " latency.append(float(data.strip()))\n", " return pd.Series(latency, NJOBS)\n", "\n", "def iostat_column_series(column, directory, ndisks):\n", " jobavgs = []\n", " for njobs in NJOBS:\n", " diskavgs = pd.Series()\n", " for disk in DISKS[0:ndisks]:\n", " data = pd.read_csv('{:s}/fio-{:d}-jobs/iostat-{:s}.txt'.format(directory, njobs, disk),\n", " delim_whitespace=True, header=None, names=IOSTAT_COLUMNS, skiprows=5)\n", " diskavgs[disk] = data[column].mean()\n", " jobavgs.append(data[column].mean())\n", " return pd.Series(jobavgs, NJOBS)\n", "\n", "def get_pctchange_dataframe(project, master):\n", " diff = pd.DataFrame()\n", " for plabel, mlabel in zip(project, master):\n", " new = project[plabel]\n", " old = master[mlabel]\n", " diff[plabel.replace('project - ', '')] = 100 * ((new - old) / old)\n", " return diff\n", "\n", "def plot_iops_dataframe(df):\n", " df.plot(figsize=(16, 9), style='-o')\n", " plt.title('fio -- write iops vs. fio threads')\n", " plt.xlabel('number of fio threads issuing writes')\n", " plt.ylabel('write iops reported by fio')\n", " plt.loglog(basey=2)\n", " plt.xticks(df.index, df.index)\n", " plt.show()\n", "\n", "def plot_latency_dataframe(df):\n", " df.plot(figsize=(16, 9), style='-o')\n", " plt.title('fio -- average write latency vs. fio threads')\n", " plt.xlabel('number of fio threads issuing writes')\n", " plt.ylabel('average write latency reported by fio (microseconds)')\n", " plt.loglog(basey=2)\n", " plt.xticks(df.index, df.index)\n", " plt.show()\n", "\n", "def plot_iostat_column_dataframe(df, column):\n", " df.plot(figsize=(16, 9), style='-o')\n", " plt.title('iostat -- {:s} vs. fio threads'.format(column))\n", " plt.xlabel('number of fio threads issuing writes')\n", " plt.xscale('log')\n", " plt.xticks(df.index, df.index)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "master_latency = pd.DataFrame()\n", "master_iops = pd.DataFrame()\n", "master_busy = pd.DataFrame()\n", "for i in NDISKS:\n", " directory = 'openzfs-447-perf/{:s}/master/{:d}-{:s}'.format(TEST_CONFIG, i, DISK_CONFIG)\n", " label = 'master - {:d} {:s}'.format(i, DISK_CONFIG)\n", " master_latency[label] = fio_latency_series(directory)\n", " master_iops[label] = fio_iops_series(directory)\n", " master_busy[label] = iostat_column_series('%b', directory, i)\n", "\n", "project_latency = pd.DataFrame()\n", "project_iops = pd.DataFrame()\n", "project_busy = pd.DataFrame()\n", "for i in NDISKS:\n", " directory = 'openzfs-447-perf/{:s}/project/{:d}-{:s}'.format(TEST_CONFIG, i, DISK_CONFIG)\n", " label = 'project - {:d} {:s}'.format(i, DISK_CONFIG)\n", " project_latency[label] = fio_latency_series(directory)\n", " project_iops[label] = fio_iops_series(directory)\n", " project_busy[label] = iostat_column_series('%b', directory, i)\n", "\n", "pctchange_latency = get_pctchange_dataframe(project_latency, master_latency)\n", "pctchange_iops = get_pctchange_dataframe(project_iops, master_iops)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# OpenZFS #447 Performance Results - Max Rate Submit on SSDs\n", "\n", "### Workload Details\n", "\n", "This workload consisted of using `fio` to drive synchronous writes, while varying the number of threads used by `fio`. Each `fio` thread would issue writes to a unique file, using sequential file offsets, `pwrite`, `O_SYNC`, a blocksize of `8k`, and a queue depth of 1 (i.e. each thread performing a single write at a time). Additionally, each thread would issue the writes as quickly as possible; i.e. immediately after a thread's write would complete, it would issue the next write. Here's the `fio` configuration used to acheive this:\n", "```\n", "[global]\n", "group_reporting\n", "clocksource=cpu\n", "ioengine=psync\n", "fallocate=none\n", "blocksize=8k\n", "runtime=60\n", "time_based\n", "iodepth=1\n", "rw=write\n", "thread=0\n", "direct=0\n", "sync=1\n", "\n", "[zfs-workload]\n", "```\n", "\n", "The command line flag `--numjobs` was used to vary the number of threads used for each invocation, ranging from a single thread to 1024 threads.\n", "\n", "### ZFS Pool and Dataset Configuration\n", "\n", "The above `fio` workload was run on zpools with varying numbers of direct attached disks; configurations of 1 disk, 2 disks, 4 disks, and 8 disks were used. All configuration options were kept default at the zpool level (i.e. no `-o` options were passed to `zpool create`).\n", "\n", "For all tests, a single ZFS dataset was used to store all the `fio` files for all thread counts. The configuration options used for this dataset were the following: `recsize=8k`, `compress=lz4`, `checksum=edonr`, `redundant_metadata=most`. These were all chosen to match the options used by our Delphix Engine, except `recsize`, which was used to avoid the read-modify-write penalty since `fio` was issuing `8k` writes.\n", "\n", "### System Hardware Configuration\n", "\n", " - VM running on VMWare ESXi 6.0.0\n", " - 32 vCPUs\n", " - 512 GB of RAM\n", " - Enterprise Solid State Disks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## IOPs as reported by `fio` vs. number of `fio` threads\n", "\n", "Below are graphs of the write IOPs reported by `fio` (using the `write.iops` metric), which accounts for all `fio` threads in the given run; i.e. it's the aggregate value for all `fio` threads vs. the value of each individual `fio` thread. Additionally, each line corresponds to a different zpool configuration; each configuration having a different number of disks in the pool." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### IOPs as reported by `fio` vs. number of `fio` threads - master branch" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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9ev2+VGTYsOE89ti/i2z31lvr2bRpHXPmvErr1m2KbLNo0RLWrFnBSy9NxWq1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E4aJ3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\nERERERERKfEUjkVERERERKTEUzgWERERERGREk/hW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25650601.6667987.3273773.7672848.55
51252847.9176263.9786735.5981325.09
102452256.2580974.3691983.0782186.91
\n", "
" ], "text/plain": [ " master - 1 ssd master - 2 ssd master - 4 ssd master - 8 ssd\n", "1 4979.90 5306.18 5242.85 5169.01\n", "2 5812.49 5795.04 5716.79 5696.14\n", "4 10175.73 10232.98 10498.49 10498.26\n", "8 16432.53 16998.40 17152.00 17821.95\n", "16 24615.69 25121.86 25504.92 26473.08\n", "32 33349.12 33841.41 34738.01 35974.32\n", "64 39807.64 42380.92 43490.18 44981.75\n", "128 45820.27 53774.69 59745.29 61161.21\n", "256 50601.66 67987.32 73773.76 72848.55\n", "512 52847.91 76263.97 86735.59 81325.09\n", "1024 52256.25 80974.36 91983.07 82186.91" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "master_iops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### IOPs as reported by `fio` vs. number of `fio` threads - project branch" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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d5zjAVZZy8ZzC87E7UBQH2J15S5+vuN4rdo7jYvnOa7jnKXFc1vmKe71K1NdV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\n5OXl8frrr9OxY0eCgoK8uTnFVkBAAHPmzGHt2rW43W62bNnC6tWrGTRo0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project - 1 ssdproject - 2 ssdproject - 4 ssdproject - 8 ssd
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" ], "text/plain": [ " project - 1 ssd project - 2 ssd project - 4 ssd project - 8 ssd\n", "1 5124.75 5363.66 5369.33 5124.33\n", "2 8923.62 9449.91 9506.26 9375.27\n", "4 15062.17 15522.92 15854.07 16223.65\n", "8 25228.51 25576.94 27360.68 28378.06\n", "16 36228.39 39524.34 41708.62 44070.53\n", "32 44646.89 54318.18 57197.51 61523.72\n", "64 51784.06 69796.66 78197.09 84056.59\n", "128 54282.25 76433.91 87459.37 90913.90\n", "256 54437.04 82252.39 87417.77 87518.10\n", "512 53401.44 86149.43 86694.34 88568.36\n", "1024 51480.88 85588.35 86470.41 89448.05" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "project_iops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## % change in write IOPs vs. number of `fio` threads - master vs. project\n", "\n", "The following graph shows the percentage change for the IOPs reported by `fio`, between the \"master\" and \"project\" test runs. A positive value here reflects an increase in the IOPs reported by fio when comparing the results of the \"project\" branch to the \"master\" branch; i.e. positive is better. Additionally, a 100% increase would reflect a doubling of the IOPs. Similarly, a 50% decrease would equate to halving the IOPs." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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5OfD0rIWxYydAqVRiypSZWLRoHiIj58LGxgbvvvs+AgMbAQAmTZqKhQvnYeLE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\nuffeezPaSMHo44h/4Fnz5twZTFUOE3e5CO7ZTXDPbrROJ/b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PBtGXeyMrMoFYEG/Uhy/q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DFsUU/F5fDSHFVJ6mw9d4688A+j6gY7z76+F7fHz9iMKB5dPrbbX4LFB8Clcbl91DZ1ugPcdHZK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pctchange_iops.plot(figsize=(16, 9), style='-o')\n", "plt.title('fio -- % change in write iops vs. number of fio threads')\n", "plt.xlabel('number of fio threads issuing writes')\n", "plt.ylabel('% change in write iops reported by fio')\n", "plt.ylim(-50, 150)\n", "plt.xscale('log')\n", "plt.xticks(pctchange_iops.index, pctchange_iops.index)\n", "plt.axhline(0, ls='-.')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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1 ssd2 ssd4 ssd8 ssd
12.9086931.0832652.412428-0.864382
253.52490963.06893566.28667564.589880
448.02053551.69501051.01286054.536561
853.52785050.46675059.51889059.230948
1647.17600857.33046863.53166466.472998
3233.87726660.50802864.65396371.021217
6430.08573264.68887479.80401686.868208
12818.46776542.13733346.38705448.646340
2567.57955420.98195718.49439420.137051
5121.04740212.962163-0.0475588.906563
1024-1.4837845.698088-5.9931258.834911
\n", "
" ], "text/plain": [ " 1 ssd 2 ssd 4 ssd 8 ssd\n", "1 2.908693 1.083265 2.412428 -0.864382\n", "2 53.524909 63.068935 66.286675 64.589880\n", "4 48.020535 51.695010 51.012860 54.536561\n", "8 53.527850 50.466750 59.518890 59.230948\n", "16 47.176008 57.330468 63.531664 66.472998\n", "32 33.877266 60.508028 64.653963 71.021217\n", "64 30.085732 64.688874 79.804016 86.868208\n", "128 18.467765 42.137333 46.387054 48.646340\n", "256 7.579554 20.981957 18.494394 20.137051\n", "512 1.047402 12.962163 -0.047558 8.906563\n", "1024 -1.483784 5.698088 -5.993125 8.834911" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pctchange_iops" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## average write latency as reported by `fio` vs. number of `fio` threads\n", "\n", "Below are graphs of the average write latency (in microseconds) reported by `fio` (using the `write.lat.mean` metric), for all `fio` threads in the test run. Just like the graph of IOPs above, each line represents a different zpool configuration, and there's data for the \"master\" branch as well as the \"project\" branch." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## average write latency as reported by `fio` vs. number of `fio` threads - maser branch" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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+/3w8AJ98MhoHB0e6du3IyJFD8fZuVahxCyGEEEIIIcxn569Pf3pQQVEYjUaj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U8JYl5+kjTbEkJMCqfC8ccff8wvfvELvvGNb3Dw4EFsNhv+/v6sW7eO0dFRHnjggUkpZt26dVRU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\njj09Pfne974HQFRUFKtWrcLNz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ADDEcZR0Y6jpJOkJUrOSIIlB8IsPhnFfkZHaceMmeRu\n2IRn5Q2cPBngjW2d9HWdmDhus1mYu7iExXXlFJVmZfYGRURE5IqXVjiura1l+/btVFdXZ7oeERG5\nSoxF4vxmRytvHOgmEIqT5bGzdkkZt66uJJkyeX1fF79v7GRgNAqYWLIGcc9sJ5XViyWZoqo9ytLm\nCDN7Y5MXtVrJWr6S3I2biBXO5PDebo5+v5FIeLIrdU6em8X15SxYUorTpQZbIiIikp60wrHD4eDb\n3/423/nOd5g5cyYul2vK8f/4j//ISHEiInJlGovEeeyHDXT6x8ZfMJIEQvDCrjZ+v7eLWDxBMgVY\nEliLuvDO7CRuH8ETSlK7P8ySE1E84cnZZlt+AbkbNpL1obV0DSR5taGT1hO7J44bBsyuKaR2eTkz\nKvPUYEtEREQuWNozx7W1tZmuRURErhK/2dFK59Awtpkt2Io6MewxzLiDRP8Mwt1VGPYYrrIObEWd\nJIlS1hNnSVOI6s4Yxrv9tQwDz+Jacjdswjp3EUcP9nLouaMERiITn+P22ll0XTmLlpXhy3aduxgR\nERGRNKQVjvPz81m/fj0zZszIdD0iInIV2H6wFefCXVg8QQCsCZOkPYa9/CS2kjYMaxJnNMWioxGW\nNofJDUzOElu8XnLWriNn/UaGEi52N3TS/PJOksnJrtSlM3OorS+nan4RVqvlkt+fiIiIXH3SCsc/\n/elP+da3vsXs2bNZt24d69evZ8WKFdhsaZ0uIiLXgGA4zr5mP+8c6yeadxyfbZQVjSEWtYTxRE1C\nToPDVW5OldlZeCrK/NYotjMCr6uqmtyNm3BeV8/J5mFe+007/T2BieM2u4V5taXU1pVTUOybjlsU\nERGRq1ha6Xbr1q0MDQ2xY8cO3nzzTf7+7/+eQCDA6tWrWb9+PZ/97GczXaeIiFyG/MNhGpv8NDb1\nc7x9hJQ5HnZzFrfx2ZeHKByZnBH2RE1WHAmx4sjk+YbDQfaq1eRs2EQ0q4iDDV0c/X/fIRqZbLCV\nV+BhcX0582tLcTj1j7IiIiKSGWn/lJGXl8ett97KLbfcwr59+3juuef4zW9+w+9+9zuFYxGRa4Rp\nmrT1Bmls6qexyU97X3DyoCWBvaCf7Bl+6g6PTAnGScOK1Zz8ddhhMOPTf0rO6rV0dEd4e0cn7SdP\nThw3DJgzr4ja+nLKZ+WqwZaIiIhkXFrhePv27bzzzju88847HDhwAJ/Px/Lly/mHf/gHVq5cmeka\nRURkGiWSKZrah2lo8rO3qf/01kunWWO4iwbILh8gaOvGTCXI649z3fEQcYuD1rwldGXVELe5sSfC\nlAeaqRw6QMxqo823kEM/OEDwjOt5fA4WXVfGwmXl+LKc03C3IiIicq1KKxzff//9WCwW1q1bx/e/\n/31WrFiR6bpERGQaRWIJDrYM0tjUz/4TA4ydscwZW5TsskG8JX5GLd0YyST5PTFWdkSp6ojhiaaI\nWxy8M+NjjDnzJk6L29y05i2hM3s+CYsVXpucKS6flUttfTmz5xaqwZaIiIhMi7TC8Q9/+EN2797N\nrl272Lx5MzNnzmTlypWsXLmSFStWUFxcnOk6RUQkw0bGYuxr9tNwvJ/Dp4ZIJFOTB+0RCiqGcRb1\nMWx2QzxJYUeMVe1R5nTFcMTNKddqzV86JRifKWF1jF/SYWV+bSmL68vJL/Rm7L5ERERE0pFWOF6x\nYgUrVqzgi1/8IrFYjH379vGrX/2Khx9+mEQiwZEjR/74RURE5LLTMxgaf374uJ8TnSOcGXENZ5jS\nOSNYcnsZTHWTiqYoPRFlbXuUWd0xbKmp13JVVeOrW46vvp7X/89heM/xM9mMFPf+1Vo12BIREZHL\nRto/lfj9fnbt2sWuXbvYuXMnXV1d1NXVceONN2ayPhERuYhSpsnJ7lEaj493mO4eCE057vCGKa0a\nJZnVxWCil3goSfXRKBvao8zoi2M5Mz1bLHjmL8BXV4+3bjmmJ4vWEwPseqOfWOoPL41OmBYsVjXZ\nEhERkctHWuH4Yx/7GKdOnaK8vJy1a9fy0EMPsXr1arxeLYMTEbncxRMpjrYN0Xi8n8ZmPyPB2BlH\nTby5UUrmjBD1dDAY7yc+mqB6f5Sb26OUDSSmXMuw2fDULsFXV4/vujpiFgenmgZo+V07HaeGSCWn\nLq8+H5fHjs1mvYh3KSIiIvLBpBWO77rrLm688UaqqqoyXY+IiFwEoUic/S0DNB73c6BlgEgsecZR\nk4KSGAWVQwTtbQzFBogPJ5h3JEp1e3TKFkwAFpcL79Jl+Orr8dYuJRSDk8f9tPyime72Ycwz8rDF\nYjCjMheA9pND561v4dLSi3m7IiIiIh9YWuH4c5/7XKbrEBGRD2hwNMLeZj+Nx/s52jZMMnXmLK7J\njFlxcmYMMmRtZTg6SE5/nMXtUWrao+SMTX1A2OrLwltXh69uOZ6FixgNxGk61s/JHx+irzsw5b02\nm4WKqnyq5hVSWVOA02UnGonzsx82MuSfumwbIK/QQ92qWZkYAhEREZH3TZ1QRESuUKZp0ukfG18u\n3eTnVM/U0Gq1QGVNAm+xnz6zheHoCL6OGHXtMao7ongjUwOxLT8fX/1yfHXLcdXMZdAf4vAxPy3/\n5+yQ63BaqawpoGpeERVz8rE7pi6RdrrsfPqeOhp3tnF0fw/hUBy3x86CpaXUrZqF02XPzKCIiIiI\nvE8KxyIiV5BUyqS5c4SG4/3sbfLTNxyectzlMKial8Be0EdX4gT94QCeE6e3XOqM4nrPlkuO0rLx\nQFy/HMesSvq6Auw93k/LtrcJjESmXttjZ87cQqrmFzKjMu+P7kfsdNlZtaGaNTfVkJ3lZjQQJpnm\nM8kiIiIil5rCsYjIZS4aT3L41CCNx/3sbfYTDMenHM/22aiaF8PI7aY9coLOUJA5h2Os74hS2RXF\nPvURYpyVsydmiG0lpXS3D3P4mJ+Tv9xJaCw25b2+bCdz5hVSNa+I0pk5WCzvr8O0za7mWyIiInJ5\nSzscNzU18YMf/IBTp07xxBNP8PLLLzN79mzWrl2byfpERK5JgVCMfc0DNDb1c+jkILHE1CXQpYVO\nZtVESPg6ORVqpj0wRlVjjFvao8zsjWGdsmGxgXvuvNOBuB4jO4/2k0PsbeintbmFaGRqR+rcfDdV\n84uoml9EYYkPw9CWSyIiInL1Sysc79ixgy1btnDzzTezd+9eYrEYfX19PProozz++OPceuutF72w\ncDjMAw88wPDwMFVVVXzjG9/AatXMg4hcvfqGw+w9/fzw8Y6pXaANYE6Fh7LZY0TcHTQHmmgdCVN9\nKMrHO6KU98eZEmGtVjwLF5NVvxzvsjpSTg+tJwbYvb2XtpbDJOJTw3ZhiW88EM8rJK9Q2/SJiIjI\ntSetcPzkk0/y0EMPcffdd1NXVwfAAw88QH5+Pt/5zncyEo5//OMfU1tby1/91V/xv//3/+aFF17g\nE5/4xEX/HBGR6WKaJm29QRqO99PY1E9H/9iU4zarhQVzvBTOGiVgb6Np+DjR3vHu0nd0RCkees8e\nxA4H3iVL8dWvwLtkKTFs43sQv3TqnHsQl87MoWpeIXPmFZKd6874/YqIiIhcztIKx01NTaxbt+6s\n12+66SaefPLJi14UwKlTpybC8NKlS3nxxRcVjkXkipdIpjjWPsze434am/sZHI1OOe512VhU7SN3\nxhADxgmODzURPBWlpiPKn7VHyQu8Zw9ijxffsmX46lfgWbSYUCQ1vgfxz4+fdw/iOfOKmDO3AI/P\neSluWUREROSKkFY4Likp4dixY1RUVEx5fefOnZSVlWWksLlz5/L666+zYsUK3nrrLSKRyB8/SUTk\nMhSOJjh4cpDGpn72Nw8Qik6d8S3IdrJ4rhdvyQBdiaMcGTpB2bEo1e1RVrdHyQq/Zw/i3Fx8dfVk\n1a/APXceI6Mxmo77aXnuwFl7EFttFmbNyWfO/EJmn96DWERERETOllY4vv/++3nkkUdoa2sjlUqx\nfft2Ojs7efbZZ/nqV7+akcLuvPNOvvGNb3DPPfewcuVKcnJyMvI5IiKZMBKM0tjsZ2+Tn8OnBkm8\nZ0nzrGIfC2pcOAr7aQ3vp3HwJBV7o1R3RNnQGcUdnfp+e1HxxJZLztlzGPSHOHjcz8m3Ghl8z3Ls\nP7YHsYiIiIicLa1wfMcdd1BYWMj3vvc93G43Tz31FNXV1TzxxBPcfPPNGSls//79fOpTn2LFihU8\n/fTTrFy5MiOfIyJysXQPjNHY5KfxeD8tXaOcGW8thsG8ihzmVTswcntoCuxm58ApZu+KMbc9yi1d\nMRyJqYHYWVGBr248ENvLZ9DXFRi/9m8/+B7EIiIiIjJV2ls5rV+/nvXr12eylikqKyv5b//tv5FM\nJqmtrb2kny0iko6UadLSNUpjUz+Nx/30DIamHHfYLSyZU0B1lYWYt4vDw6/zRn87VfujLGmPcmtP\nDNvUFdO4qmsm9iC2FhTS3T7MoUN+Tv58J6FgZvYgFhEREZE0w/HTTz99ztcNw8But1NSUsKNN95I\nfn7+RSusqKiIH/3oR+/7fP2QmFnvjq/GOXM0xpn3fsY4lkhy5NTQeIfp435GxqYG1iyPnWVzC5kz\nxyBgb2W//7e82t5FdUeUle1RZvTHsZw5QWy14l2wgKx39yD2ZdN+coh9e/o5efz4Ofcgrl4wvgdx\ncVnWFbEHsb6XM09jnHka48zTGF8aGufM0xhnXqbG1jBN0/xjb3rwwQf5zW9+Q0lJCbW1tQAcPnyY\n7u5uli1bxvDwMAMDA3z/+99nyZIlF1TAnj17+Pa3v01LSwt5eXls3ryZu+666/3djYjIBYrGkzjt\nf/iZ3GAoxp4jvew82EPDsV7C0akdo8sKvdywuJTKqhS9yRZ2dzQS7uqipn28qVbp4Hu3XLKTV1dH\nwaobyFu5nJTdRdPhPo4e7KbpSB/x2NTrl87IZsGSMhYuKaOwxHdFBGIRERGRK01a4fihhx7CarXy\nzW9+E5ttfLI5lUrxjW98g3g8zre+9S2+853v8NZbb13QbO/IyAi33HILjzzyCB//+Mc5cuQI9913\nH0899RQf+tCH3v9dAcPDY6RSf/TW5H2yWAxyc70a5wzSGGfOWDjOr3a08vq+LgKhOFkeOzdeV84n\nVlfidY93cx4YjdBwrJ+G4/0caxsm+Z7/B1Xl2dTNLaRkZoT2aDONvfuxdPePB+KOKAUj79lyye3G\nd90yspYvx7dkKdGEwckmPyeO9tN+jj2IyypyqJ5fRNX8K38PYn0vZ57GOPM0xpmnMb40NM6ZpzHO\nvHfH+GJLa1n1yy+/zPPPPz8RjMcLsvC5z32Oz3zmM3zrW9/i9ttv53/9r/91QR/e1dXF+vXrue22\n2wBYvHgxN9xwAw0NDR84HKdSJsmkvhkzTeOceRrji2ssEuexHzbQ6Z/s8BwIxfnNjlb2HOljxYIi\nDp0corX3PVsiWQwWVuaxrCaf3NIQzWNH2dH7Iu43/dS0R7m9I0r22Hu2XMrKxldXj69+OZ4FCxkL\nJWg57qflJ4cvaA/iq+X/v76XM09jnHka48zTGF8aGufM0xhfedIKx7m5uRw6dIiqqqoprx86dAif\nzweMzwK73Rc2u7Fw4UIef/zxiV+PjIywZ88ePvnJT17QdURE0vWbHa1TgjFGEszxZdV9w2F+s7Nt\n4pDbaWVJVQHL5ubjyh/h8PBhftfzn+QeGaS6PcpnO6N4IlP/0rMVFOCrX4Gvrh53zVxGhiMcP+6n\n5Uf7tAexiIiIyGUsrXD8+c9/nkceeYSjR4+ydOlSUqkUhw4d4tlnn+W//tf/SmdnJ1/72tfYuHHj\n+y4kEAiwZcsWFi9ezKZNm973dUREzicUSfD7vZ1gjWMra8FW1InNiJIwnST6Z5DorsJI2dmwbAZL\n5+aCb4D9/oP8ovsgRbuHqW6P8mddMZzxqYHYUVaOb/lyfPUrcMysYLB/bHwP4tffOfcexNUFzJlX\nxKwq7UEsIiIicrlIKxzfc8895OXl8cwzz/Dss89it9uZO3cu3/72t7nlllvYvXs3q1at4m/+5m/e\nVxHt7e1s2bKFiooKnnrqKSwW7c8pIh+MaZr4RyI0d4zQ1DlCc8cwHf1jYI2TXf0W15/sZ9GOMJ6o\nSchpcLhqkN013QT9NcTLu/lx82HK2kap6YhyT3cM29RHiHHOnjPeYbp+OfaSUno7R2k43k/Lr3ef\nvQex286ceYXMmVfIzMo8rDb9GSciIiJyuUmrIVcmHTp0iM2bN3P77bfz8MMPX7RgPDgY1Br/DLJa\nDfLzfRrnDNIYX5hEMkVbb5DmjuHxMNw5wsh79gUG8JYc4s8O7qXwPQ2zAAazrByscTG7O8aM3jjW\nM4fdMHDPm396D+J6LDl5dLcP03LMz8km/7n3IJ5bSNV87UGs7+XM0xhnnsY48zTGl4bGOfM0xpn3\n7hhfbGnNHCeTSV588UWamppIpcYbzpimSSwW49ChQ/zwhz98Xx/u9/vZvHkz9913H/fff//7uoaI\nXJvGInFOdI7Q1DFCc8cIJ7tHiSVSZ73PYbNQVZ5NzcwcqstzOPKfPz1nMAbIDyRZ13jGMmibFe+i\nWnz1y/FetwxcXtpPDdH4Vh+nmo+ctQdxTr6bqvlFVM0rpKj0ytiDWERERETGpRWOv/GNb/Dzn/+c\nxYsXs3fvXurq6mhra8Pv93P33Xe/7w/funUrg4ODfPe73+W73/3uxOv33nsvX/7yl9/3dUXk6mKa\nJv3D4fEg3Dkehrv8Y5zr32JzfA7mzsihekYOhcVJ4o4hOsc6aQ3s4q3WDu5tnvoMcNKwYjUnw7IJ\n+JavIHv5SjxLlpK02Gk9McDJV9ppPTFAIj41gBeW+KiaV8ic+UXkFXgUiEVERESuUGmF45deeon/\n+T//Jx/5yEf4yEc+wte//nVmz57NV77yFWKxs5ctpmvLli1s2bLlfZ8vIlenRDJFa2+A5tOzws2d\nI4yMnf1njQHMKPJSPTOHkpIU9uwAw8k+2gIH+O1oJ/b9YUoH4pT549T743xkMIHNhLjFQWveErqy\naojb3NgTYcoDzVQOHcCeipH75/fRdmqUk79qOucexKUzs6maV8SceVf+HsQiIiIiMi6tcBwMBlm6\ndCkA8+fP58CBA9TU1PCFL3yBL3zhCxktUESufmOR+EQIbuoY4dT5lkjbLcwpy6J8hoE3b4y4fZCu\n8DH2B7pI9oYpPpKgzB9nwUCcDf4E3sjZ14hbHLwz42OMOfMmX7O5ac1bQndWNa5kkG3/9vZ59iAu\nZPbcQrxn7EEsIiIiIleHtMJxeXk5LS0tlJWVUVVVxaFDh/j0pz+Nw+FgdHQ00zWKyFXENE36hsPj\nXaRPB+Iu/9g535vjszNrloWcwjB4RhhO9tEZ7KItESH/RJJSf5xZA3Gu9ycoGElgOcc6a8Nmw1k5\nG3dVNa6qanbu7GRsLO/sNwIxm4eYzQOm9iAWERERudakFY7/5E/+hAceeIDHHnuMm2++mXvuuYeC\nggJ27tzJokWLMl2jiFzBEskUrT2ByeeFO0cYPecSaZPScigsjWLPDhCy+OkN99CcjOIaTlF6Ik7p\nQJwl/jilA4mz9hp+l72oGFdVNa7qatxzqrDPqGB0NMZA/xgn+8doCYfhnE8rj7NaDW66bZH2IBYR\nERG5xqQVjjdv3kxxcTFer5fa2loeeeQR/v3f/52SkhL+6Z/+KcMlisiVJBiOTzTNau4Y5mRPgPhZ\nS6RNnL4IxTNieHLHiDuGGEz0MZyMMpo0KWxPUOqPM38gTpk/QW7w3N2lLS4XrjnVuKqrcM6pwiyZ\nxUjYoLcvyED/GIO/H2TI335B2ygkkyaVNfnYbArGIiIiIteStMLxY489xt13301FRQUAd9xxB3fc\ncUdGCxORy59pmvQNvdtFepimjhG6B0LvfReGa4ysgjDZhWHwDBMw/cRSMfymiS+YonQgTs3pGeHi\nwTi2c2Vhw8BRPgN3dTXWyirCOTMJmC56/KHTQThIJHzgvLVabRbyCjwM+cf+YFh2eewKxiIiIiLX\noLTC8datWz/Qlk0icnWIJya7SDd1DHOic4TRUPyMd4wHYYt3lOzCMPbsABHLIHEzRhwYSZgUd8eZ\n7Y9T6k9QOhDHFz67aRaANSsbR1U1yRk1hHLKCVh8DA5GGOwfY3RHBGg/b53ZuS4KinzkF3kpKPaS\nX+QjJ8+NxWKw49UT7N11/nMXLi19f4MjIiIiIle0tMLxZz/7Wf75n/+ZL3zhC8ycOROnc2qnVofD\nkZHiRGR6BcPjXaSbOodp7hjhZHeARPLdMDsehK0Fo9izArhygyQcwyQZD8sR08QVSI7PCPsTlA0k\nKBiOn7NpFjYbzKohWlZDKKuUgOFjaDQxPst73ARGTn9N5XLbyC/yUVDkJb/YOx6ICz3YHef/o61+\n9SxaTwww5H/vDDfkFXqoWzXrwgdKRERERK54aYXjX/3qV/j9fl566aVzHj9y5MhFLUpELj3TNOkd\nCtPUMTyxrdLkEunTM8K5o9g8oziyAxieUVLGGbPG0RQzu+KU+uOUDyQpHUjgiJ29PjpPafbhAAAg\nAElEQVRp2IgUzyZSUk3IV8woHoYDSSLhBPQCvQlgeMo5VqtBXqF3fCa4yHd6NtiLx+vAMIwLuk+n\ny86n76mjcWcbR/f3EA7FcXvsLFhaSt2qWepKLSIiInKNSiscP/nkk5muQ0QusXjidBfpzskwHAjF\nOXNptK1iFKt3BKsvgGlJTJxrpEwKhsaXRZcPJJk5YOIbiUy5vonBmD2bMW8xkaLZjHmKCJhuAqHT\nM8+h019Ep5yXneuaCMHvLoseXxJtuWj37nTZWbWhmjU31ZCd5WY0EL6gpl0iIiIicvVJKxxff/31\nAPT29nLy5EmWLVtGMBiksLAwo8WJyMUTCMUmukg3dY5wqjtAIpmcCMJGwSiOWSNYvAEMa2LKuZ5Q\nkjJ/nPLBFLOGIK8/jCUxPitsAjGrmwF3GWPOfEK55Yy5CgmknJyxAhvGACafL3a6bBQUn14S/e5X\noReHM60/li4am13Nt0REREQkzXAcCoX46le/ygsvvIDFYuGll17i0UcfZXh4mKeffpr8/PxM1yki\nF8A0TXoGQxNBuLljhJ7Bsckg7BnFMncEl3cUwzp16bM1YVLSF2fGYIrZw1YK+yM4AmFgfEl00JFL\nj7uMoDOPMXchQWceMd6zFPmMbG2xGuQXeKc0xyoo8uLxXfiSaBERERGRTEkrHD/++OP09PTwwgsv\n8JnPfAaABx98kIceeoj/8T/+B0888URGixS5VgUi4bTeF0+kONUzerqL9HgDrZA5PBmEi0dwzTk7\nCGOa5I4mmTFoUj1ip8Qfw90/CimTsD2LoCObDmclwdI8gs48wrYs+AOBNivHNaU5VkGRl5z8i7sk\nWkREREQkE9IKx6+88gpPP/00c+bMmXiturqar3/963z+85/PWHEi16L+4Cjf3/1L2hNHwBaDhIMK\n20I+f/1tFPmyARgNxThxela4qWOY1qFuTPfIeBD2jmBZNIrrvUEYcMRSzBw0mTvqpHwwia97hHjM\nYMyRR9CRxylnHsHyPMYcuaQs5//jwemynV4OPdkcazqWRIuIiIiIXCxp/SQbDAbx+XxnvW6xWEgk\nEuc4Q0Tej/7gKN98419JOkYnf3faYrSzj69vb2Fh4lZaBwYZSvROBuHSUewzzg7CRsqkJGCwIOBm\n5qBJVk+ISMAk6BifBW525BEsySNuc5+3HovVIK/AM94cq9g7EYi9WhItIiIiIleZtMLx2rVr+bd/\n+zceffTRideGhoZ4/PHHWbNmTcaKE7nWfG/nL8aD8Wm2mEHCMd5F2XQFOJT6CYbP5Fw7i+dELCwa\n8zFryMDTZxIZMglaswg6cjnmyCOckw25f3hJ9HiXaC8FxeOdonPy3FitWhItIiIiIle/tMLx1772\nNf76r/+a1atXE4lE2Lx5M729vVRVVfHYY49lukaRq0o4mqBvKEzvUIiugVE6RvrpDfkZjg2RLDmC\nJ2Rl4eFKUvFKElY3tmQYi72VI4taCXvGZ4idKSsLwznMHnLj6rcQHYZg0kXQkccRRy4pmw2Kzv35\nTqeV/Iku0aeXRWtJtIiIiIhc49L6abi4uJif/OQn7Nixg5aWFhKJBNXV1axZs0ZLK0XO4d0A3DM4\nRsfQIB2jffSHBhiJDROzBDBcYSzOEIYjCm7GvwBPyMrivTcQseXC6R2GElY3pBawaO8M7NZj5CWL\nCMYdBO25NL+7JNp7dg0WA3LznBSU5UzuGVzkxZvl1O9bEREREZH3SCscP/jgg9x+++2sWbOG1atX\nZ7omkStCNJakdyhE92CQ1sFeOkf78YcHGE0ME7cEMVwhDGd4vEO0k/EvzvGbLmXijjgoHMuhtLmE\nsC333J9nyyLKCoK2sy/icaTIz3dTNKuQgtJsCop85ORrSbSIiIiISLrSCscOh4OvfOUrWCwWPvzh\nD3PbbbexcuXKTNcmMu2i8SR9Q2HaBwY4NdhHd6CPgcgQgeQwcWsQwxnCcETGdzc6MwCnDJwRB74B\nF56wA1fEjjPqwpnwYEu6MFIOUqaDOA5ihgOM8RAbtv6RgkyTQnec/EIPRbNLKJ5dTH6RlkSLiIiI\niHxQaf1E/eijj5JIJHjjjTd48cUX+eIXv4jH4+HWW2/ltttuY9GiRZmuUyRjYvEkPUNjtPT30T7c\nQ0/Qz2B0iGBqhMS7AdiWwJK04kjY8UYdzAjZcUWcOGJZ2GNOLEknRsqJabpIGi6SlrNbZplA5N1f\nGKe/LpRh8MkvrMPhdr3/GxYRERERkbOkPd1ks9nYsGEDGzZsIB6P88wzz/D000/z7//+7xw5ciST\nNYp8YPFEknb/MCf8PXSM9NE75mcoOkQkEcSSjONLpPCEbbiiDrxRBzlxJ5ZEEUZqJiZOkoablHHu\n3y4Tm5mdbwWzaeJIRXAQx2lJ4rKD22nB7bHjyXLhzvbgy8/CW5jLT//jIHGL87z3YU9FFIxFRERE\nRDLggtZiHjp0iBdffJEXX3wRv9/Ppk2b+MQnPpGp2uQyF4+fvbfudIrGE5zo7aO5u4vuAT9jQ8Ok\ngiGs0QT2hIE9YZ+Y4c03veQYBRPLmd8refrrfIHXMJM4khGcZwRel8uCx2PH7XPhzfXizfPhK8rF\nU5SPzetJqwnWnPy9HB8+fziuyr+8xlxERERE5GqRVjh+4okneOmll+ju7mbNmjV86Utf4uabb8bt\ndme6PrnMRCNxGna0cexAD+FQHLfHzvwlpdSvnoXTZc/IZybiScKhOGPBKEP9Q3R0dDHoHyYcCJOI\npjATBph2UjhJ4WT8AWAXbkqnXCd1+ut8S5qtqTiOZBinGcdpfTfwWsdneH3O8cCbn423KAdPQR5W\nnw/DcnEbXq2+cy1d/8/rBC2+s475UkFW3XnjRf08EREREREZl1Y4bmxs5C/+4i/46Ec/Sl5eXqZr\nkstUNBLnZz9oYGgwPPFaOBRn7652Wpv8fPre+rQCsmmaxKJJwqEY4bEYY8NjBAdGCY2ECI2GCQQj\njIXiRBOQSNnPs5zZc/rrtPNMytqTkfGvVBSHJYHbYeBx2/B4HHiyXHhyvPgKfHgLc3EV5GH1ZWFY\n/1hXrMzxFORwxxduZOf/fYOWQStxiwt7KkJVfpJVd96IpyBn2moTEREREbmapRWOf/SjH533WHt7\nOxUVFRetILl8vbP9xJRgfKahwTC7tjWxeOUswmNxxkZDhAYDjA2PEQpECI/FCUcSROIQTVpInfcB\nXRj/tjz9rfme0GuYKezJCI5kGHsqgkEMiyWOzWbicNvJzvFQXFJAXlEBvqJc7Lk5WLOysdgzM6ud\nCZ6CHDZt+Ti3WA18TivBaJJk0pzuskRERERErmppheOmpiYee+wxmpubSSYnn3mMxWIEAgE15LpG\nHNnbCZx/VvXQ/j4O7e/7A1c497ebJZXAkQzjSEawJ8MYRhSMCElrjKQtQcpuYHgcuLKzyCsuZkZF\nJZWVVbi9Zy89vto4vG6IBqe7DBERERGRq15a4fgf//EfSaVS/PVf/zXf/OY3efjhh+ns7ORHP/oR\njz32WKZrlMtAIp4klkp/ubEtGcXx7gxvMoJhRMCIkrJFidujxB0xws4YYQdE7C5Mdy6O7CLyc8qp\nyC2huqiMivw87LbpW+IsIiIiIiLXjrTC8aFDh3juuedYtGgRzz//PNXV1dx9991UVFSwdetWPvnJ\nT2a6Tplmgz3DGGYK8zzdnWE8EBtZLzPmTTDshpDbQtBuJ2J6sKey8FpzyHfOotRbSGVuMdVFpZTm\nZWG3XdymViIiIiIiIhcqrXBssVjIyRlvBDRnzhyOHj3KqlWrWLduHf/yL/+S0QJleiUSSd7+7WH2\n7ev/g8EYoHjsODuWLKbIVUSlr4jK/GJmFxRRnOdRABYRERERkctaWuG4traWn/zkJ3z5y19m4cKF\nvPbaa/yX//JfaGlpwXKRt7KRy0dX6yDbfrqXQNQChgVnPIABROxZZ73XGx0imHeSx25/8tIXKiIi\nIiIi8gGlFY7/9m//lvvvv5+cnBzuuOMOvve97/HhD3+Y/v5+7rjjjkzXKJdYLJrgzV/v5+jxUcAC\nZorS4BHa5jRTdzRC0LqIrqwa4jY39kSY8kAzvuRh3r7hhukuXURERERE5H1JKxxfd911bNu2jXA4\nTE5ODs8//zy//vWvKSkp4WMf+1ima5RL6NSxPn7/y4OEE+MrAnzRQRyOPWy/MYbXWMAvirupbz7C\nihMNOGMWoo4Uh6vdvFpTykNrPzPN1YuIiIiIiLw/aYVjAK/Xi9frBaC4uJj77rsvY0XJpRcai7H9\nP/dxsm0MsGCYScqD+zmysI3O4jw+W30X66qX0h8c5fu+X/Jm7RGsRpSk6aTCtpCHrr+NIl/2dN+G\niIiIiIjI+5J2OJark2maHNvfyZsvHSeWGp8tzgn3YnjeYduNKWpyV/H4ik/htDkBKPJl83eb7sZq\nNXB4bMRCCZJJczpvQURERERE5ANTOL6GjQ6HefVne+nqjQIWrKkY5cFG9i3pZrikhL9cehfzC+ec\n93yfy8VgKHjpChYREREREckQheNrUCplcmDXKXZtP0nSHJ8tLhhrJ5azl9+ut7Km4mY+s+Cj2C36\n9hARERERkWuD0s81ZrB/jN8938jAcAKwYE+EKQvt4Z1lg6TKZ/KV6/6Miqzy6S5TRERERETkklI4\nvkYkEyn2vNZM49udmBgAlASaCRQe5Lc3uPhozSf4cOUGrBbrNFcqIiIiIiJy6SkcXwN6Okd4eete\ngmETMHDFg5REdrGrfgxPRQ1/v/hPKPUWT3eZIiIiIiIi00bh+CoWiyZ446WjHDvUD4YBpsmM0cP0\nlx/j5UU+bp/3GdbP/BAWwzLdpYqIiIiIiEwrheOr1KlmP6/8/ACxhAGGgTc6RFFsF2/cEKN41mK+\nuvCzFLoLprtMERERERGRy4LC8VUmHIrx4k/309MRBAwMM8ms4f20V7bwysIcPj3/03yo7HoMw5ju\nUkVERERERC4bCsdXCdM0adzTwduvNJFifJl0TriP3NQuXl8Dsyrr+er8T5Pnyp3mSkVERERERC4/\nCsdXgcGBMf7zx41ERse3Z7Km4lQON3CiuoO9C/O5c96nWFGyTLPFIiIiIiIi56FwfAVLpVK88MIx\n2vZ3w+mmWgVjHXgte9i2zsq82TfwyLxPkeXwTXOlIiIiIiIilzeF4yvUkWP9vPrLgxgJAwwL9mSE\n2UO7ObzAT/f8Qv58wWe4rqh2ussUERERERG5IigcX2FGglG2bt1PrDuAcXq2uDRwAotzHy9tdLB0\nzlo2z/0EHrtnmisVERERERG5cigcXyGSqRQv/L6Flt2t2LGCYcEZDzJ7ZCd7l4wyWFPKfQvuYFHB\n/OkuVURERERE5IqjcHwFONDs56VfHcYbTmI3rGCazBw5QjzrML+6ycUNVZv4YvVHcdlc012qiIiI\niIjIFemyDcexWIwvfelLjI6OUlZWxuOPP47FYpnusi4p/3CYH//yMKmOYbyGFQwDT2yYypG32F0X\nJVRdwV8uuJO5eVXTXaqIiIiIiMgV7bJNm9u3b2fmzJk8++yz5OTk8MYbb0x3SZdMNJZk6ytN/L//\ntgNLZwCbYcUwk8wZ3IvX8Vt+8WGTuas+zD9c/4CCsYiIiIiIyEVw2c4c19TUsH37dgCCwSAez9Xf\nYMo0TXYe7uHFl5spCsfJO91wKzvSz8zgDt5aniJVVcPfLLyTyuyKaa5WRERERETk6nHZhmObzcae\nPXv46Ec/itPpZMmSJdNdUka19gR47sWj0B2g1LCAYcGailM10EB/SSs/X+Pj5uqb+cjsTdgsl+3/\nNhERERERkSvSZZuynnnmGe666y7uvfdefv7zn/Mv//Iv/N3f/d10l3XRjY7FeP61Zo7t76HCBMvp\n2eL8sU5Kwrt4/XorjqoF/O3CO5nhK5vmakVERERERK5Ol2049vl8ZGVlAVBUVMTu3bunuaKLK5FM\nse2dDl54/STlsSSVhgUMsCUjzPXvpr2ih19syOFjNR9hU8WNWC3W6S5ZRERERETkqnXZhuN7772X\nhx9+mK1bt2Kz2fjWt751QedbLEaGKvvgDpwY4Ee/PQaDYeaaBsbp2eKSQAsFsXd4dY2DnKol/MOi\nOynxFk1ztef27vhezuN8pdMYZ57G+NLQOGeexjjzNMaZpzG+NDTOmacxzrxMja1hmqaZkSvLWbr8\nQb7/n4c4dLiHOSa4T4diZ3yMuQM7OFE1xMGlefzZsk/z4Zp1E0usRUREREREJLOmPRzv2bOHb3/7\n27S0tJCXl8fmzZu56667PvB1h4fHSKUuj9wfjib4xZuneHlnG6UmlJhgGOP/2jFj+AhZ5n623eCm\npGohdy/6LIXu/Gmu+I+zWAxyc72X1ThfbTTGmacxvjQ0zpmnMc48jXHmaYwvDY1z5mmMM+/dMb7Y\npnVZ9cjICF/84hd55JFH+PjHP86RI0e47777mDVrFh/60Ic+0LVTKZNkcnq/GVOmyY6DPWz9/QnM\nsRiLTHCcfrbYExthnv9NDs0P8friIj4z7zZWla3AMIxpr/tCXA7jfLXTGGeexvjS0DhnnsY48zTG\nmacxvjQ0zpmnMb7yTGs47urqYv369dx2220ALF68mBtuuIGGhoYPHI6nW0vXKM/+7jitXaNUmFB0\nOhQbZorKoQPYbYf55U1eKues5KvzP0WuM2e6SxYREREREblmTWs4XrhwIY8//vjEr0dGRtizZw+f\n/OQnp7GqD2Y4GOX535/gzYM95AFLTbCdfnY4O9JPzcAOGmtjnFxYxp/M/xT1xddNLLEWERERERGR\n6XHZdKsOBAJs2bKFxYsXs2nTpuku54LFEyl+t6edX7x1ilQsSY1pkGcYYIAllaB6oIGk5wQ/+7CP\n+VUf4mtzbyfL4ZvuskVERERERITLJBy3t7ezZcsWKioqeOqpp7BYrpwuzaZpsq95gP/Y1kTfUJgi\nYBYGltOzwfmhLuYM7WD3ddA1fyZ3L7yDJYWLprdoERERERERmWLaw/GhQ4fYvHkzt99+Ow8//PAV\nFYy7B8Z47ndNHDw5iBNYgEEW46HYlowy1/82Yzlt/N+PZrGsajV/UfNxPHb39BYtIiIiIiIiZ5nW\ncOz3+9m8eTP33Xcf999//3SWckFCkTi/ePMUr7zTQSplUgbMwMA4HYyLAyepGN3NW/V2BufN5vML\n72RB/tzpLVpERERERETOa1rD8datWxkcHOS73/0u3/3udydev/fee/nyl788jZWdWypl8saBbp5/\n7QSBUBwPUGOx4EyNH3cmxpjft5OBoj5+siab62vWsqXqo7hszmmtW0RERERERP6waQ3HW7ZsYcuW\nLdNZQtqaOoZ59uUmWnsDWIBKw0KxCZwOxjNGjlE61sD2FS5C82r4ywV3Up07exorFhERERERkXRN\n+zPHl7vB0Qj/9/cn2HW4F4AsYIHdBvHxVOyJjbCg7y06Z4zw4w05rKvZyK2zb8ZutU9j1SIiIiIi\nInIhFI7PIxZP8tLuNn69s5VYPIUVWOCy44kkIZ7CMFPMGjpIYXQ/r672kZw7n79ZcCezsmdOd+ki\nIiIiIiJygRSO38M0TRqO9/Pjbc34RyIAlDlsVGKQjCQByIr4Wdj3JidmR3hlWQE3z72FWyo3YLNo\nOEVERERERK5ESnNn6OgL8twrTRxpHQLAiUF9rpvEcIQkYEklqBpsJCt5jBfX+bDXLOLBBXdS7iud\n3sJFRERERETkA1E4BoLhOD9/vYVXGzsxzfHXlhZ48Y5GSQyPzx7nhbqY37+DIzVJXryuiI/N+yib\nKm7EYlw5+zKLiIiIiIjIuV3T4TiZSvHa3i5+tr2FsUgCgFKfk0UuOwF/iARgS0aZ638bu+Ukv9yU\nTXb1Yh5e8FmKPYXTW7yIiIiIiIhcNNdsOD7aOsSzvztOR/8YAE6bhXUVeQTahgkE4wAUBU9R49/F\n/gUG+5eW8sn5n2BN+Q2aLRYREREREbnKXHPh2D8S5ifbmtlzrH/itVX/f3t3HpVF+f9//Amygwql\n5pqS4oaICqICftw1zTQjl1IpTUHtm+ZOmUuCIcevqcgXySXLJDfyh1oumRKpFYqaJmaWkCJWaihu\nsc/vDz/eJxLXylvg9TiHc7hn7pl5zXXPGeZ9zzUXTzxChUt5XEi7/qyxTf41Gpz7BsP2DP+vSwWq\n1HXnjYbP8oidi7lii4iIiIiIyL+oVBbHOXkFN0/LLWDzNyfZuvcUefnX/0dxncecaFnJiZNHz3Lh\nv88aV8/6AdcL+0luYs2xJtUJaNAbn6otsLCweJC7ICIiIiIiIg9QqSyOnwv5hPIO1vh7VKN768dJ\nSbvA2oSfuHA5B4AKDtZ0a1KNzOPn+TnlLAD2uZdoeO4rsh1/Z82T5alTtxlT6vehom15c+6KiIiI\niIiIPAClsjgGuHwtjy1Jp9ix/zS5/71TXM7Sgk7NalApt4Af954GwMIo5PGLKdTM+pZvPO1Ja1yT\nvo360KJKU3PGFxERERERkQeo1BbHN9wojJvWfZT/1K3Ed1+d5McruQCUz/6dhuf2cNH5Mqt6ONOg\nbkum1H8aJ2tHc0YWERERERGRB6xUFscWgPGn1+VtLGlkZUXSZz8CYFmYj2vmtzx29Sh7mjuS0bg2\nAxsG0KRSI7PkFREREREREfMqlcWxN5bkYXAeyMWgRo5B6n9Hp3a+9guNzn3Fr5Vz+Ki9C83q+TKk\n3lPYW9mZN7SIiIiIiIiYTaksjgGssaAaABZgAVYFudT7fR8u2T/xpXd5fm/oysuN+1LfpZ6Zk4qI\niIiIiIi5ldri+M/sc7PwytjKyRqFbPZ6lNb12xH8RDdsy9mYO5qIiIiIiIg8BMpEcZxfzobtvtZc\nbfA4Ixv15YmKtc0dSURERERERB4iZaI4zitnT702PeherzPWlmVil0VEREREROQelIlK0Tr/D3q6\ndsJShbGIiIiIiIgUw9LcAR6Eytd+osDSwtwxRERERERE5CFV6otjx5wLZFc+iXU5a3NHERERERER\nkYdUqe1nbJ3/B9Uv/4RTwVEuBnQzdxwRERERERF5iJXK4rj9iQ/JsSnkaF17vvN25dUGXc0dSURE\nRERERB5ipbI4XtTvERzsnGhdrSWv1m6Pg7WDuSOJiIiIiIjIQ6xUFscf9F/IlawcCgoMc0cRERER\nERGREqBUDshlo8G3RERERERE5B6UyuJYRERERERE5F6oOBYREREREZEyT8WxiIiIiIiIlHkqjkVE\nRERERKTMU3EsIiIiIiIiZZ6KYxERERERESnzVByLiIiIiIhImafiWERERERERMo8FcciIiIiIiJS\n5qk4FhERERERkTJPxbGIiIiIiIiUeSqORUREREREpMxTcSwiIiIiIiJlnopjERERERERKfNUHIuI\niIiIiEiZp+JYREREREREyjwLwzAMc4cQERERERERMSfdORYREREREZEyT8WxiIiIiIiIlHkqjkVE\nRERERKTMU3EsIiIiIiIiZZ6KYxERERERESnzVByLiIiIiIhImafiWERERERERMo8FcciIiIiIiJS\n5qk4FhERERERkTKvVBbHhw8fxt/f39wxSq3k5GT69u2Ll5cXnTt3ZvXq1eaOVGqdP3+eNm3akJCQ\nYO4opc6BAwd49tlnadGiBd26dWPTpk3mjlSq/PU8nJubS2hoKK1ataJVq1ZMmTKF3NxcMyYsuTZv\n3kz37t1p3rw5Tz31FJ9//jkAv/76K6NGjaJVq1b4+fkRGhqqNr5Pv/76K8HBwbRo0YL//Oc/rFix\nosj8wsJCBg8eTEREhJkSlmx/PT/c7tjNz88nLCwMPz8/WrVqxejRo8nMzDRX9Ifera7RvvvuOxo1\nakTz5s1NPzExMablVq1aRYcOHWjRogUvvfQSGRkZ5tqFEmHZsmU0adKkSHsmJyeb5l+4cIFOnTpx\n/Phx07Tc3FxmzZqFv78/Pj4+jBgxgjNnzpgj/kPtr+eHrKwsXnnlFby8vGjfvj3r1q0zzbt06RKT\nJ0/G19eX1q1bM3HiRLKysm5aZ1xcHK1atbq7AEYpUlhYaKxbt87w8vIyfHx8zB2nVLp48aLRsmVL\nY+PGjUZBQYFx5MgRo2XLlsaePXvMHa1UCgoKMho2bGjs3LnT3FFKlfz8fKN169bGli1bDMMwjH37\n9hmNGzc20tPTzZys5LvVeTg8PNwYPHiwceHCBePChQtGv379jEWLFpkxacmUmppqeHp6Gvv37zcM\nwzD27NljuLu7G7///rsxaNAg46233jKys7ONs2fPGn379jXeeecdMycueQoLC40+ffoYs2fPNnJz\nc43jx48bLVu2NLW5YRjGkiVLjIYNGxqzZ882Y9KS51bnh9sduytWrDAGDBhgZGVlGVevXjVGjRpl\nhISEmGsXHmq3u0Zbs2aNERQUVOxyO3bsMPz9/Y3jx48bubm5xltvvWUMGTLkAacvWcaNG2csXbq0\n2Hn79u0znnzySaN+/frGDz/8YJoeGRlp9O/f3zh37pyRnZ1tTJ061RgwYMCDivzQu9X54dVXXzUm\nTJhgZGdnG4cOHTJ8fHyMgwcPGoZhGJMnTzZeeeUV4/Lly8alS5eM4OBgY/z48UXWe+rUqXuqDUvV\nneOYmBhWrFjBiBEjzB2l1Dpz5gzt2rXj6aefxtLSEnd3d1q1asWBAwfMHa3UWbVqFfb29lSrVs3c\nUUqdS5cukZmZSUFBAYZhYGFhgbW1NeXKlTN3tBKvuPNwXl4ea9asYdq0aTg7O+Ps7ExkZCRPP/20\nGZOWTK6uruzZs4cWLVqQn5/P+fPncXR0xMbGBnt7e0aOHImtrS2VK1fm6aef5uDBg+aOXOIcOnSI\ns2fPMmHCBKytrXFzc2P16tW4uroCcOzYMdavX0+XLl3MnLTkKe78kJube9tj9+eff6awsJCCggIA\nLC0tsbOzM0v+h93trtGOHj1Kw4YNi10uNjaWESNG4ObmhrW1NePHj2fy5MkPOI9da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master - 1 ssdmaster - 2 ssdmaster - 4 ssdmaster - 8 ssd
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\n", "
" ], "text/plain": [ " master - 1 ssd master - 2 ssd master - 4 ssd master - 8 ssd\n", "1 199.15 186.81 189.15 191.79\n", "2 342.41 343.45 348.12 349.40\n", "4 391.48 389.35 379.46 379.47\n", "8 485.26 469.14 464.86 447.39\n", "16 648.40 635.34 625.80 602.87\n", "32 957.89 943.96 919.57 887.91\n", "64 1605.78 1508.31 1469.77 1421.01\n", "128 2790.93 2377.45 2139.97 2090.61\n", "256 5054.95 3760.76 3464.02 3509.63\n", "512 9682.48 6698.97 5885.39 6282.49\n", "1024 19400.45 12593.01 11087.54 12410.35" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "master_latency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### average write latency as reported by `fio` vs. number of `fio` threads - project branch" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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TuXNnkpKS2L17N3PnzmXKlCmEhYW9MN4XefiZTk5OxtTUVP34w1w863tVXF70/VAqlfTv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\nJccvvPAC0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l133XXj0QshhBDilnCpsZN1O0souNAC2EozZY8ZxsIpcXi56wY5uutrN3bw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_latency_dataframe(project_latency)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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project - 1 ssdproject - 2 ssdproject - 4 ssdproject - 8 ssd
1193.43184.84184.67193.52
2222.46210.11208.86211.80
4263.89256.17250.82245.08
8315.46311.21290.83280.38
16439.87403.18381.98361.45
32714.65587.13557.66518.31
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" ], "text/plain": [ " project - 1 ssd project - 2 ssd project - 4 ssd project - 8 ssd\n", "1 193.43 184.84 184.67 193.52\n", "2 222.46 210.11 208.86 211.80\n", "4 263.89 256.17 250.82 245.08\n", "8 315.46 311.21 290.83 280.38\n", "16 439.87 403.18 381.98 361.45\n", "32 714.65 587.13 557.66 518.31\n", "64 1233.39 913.93 815.56 758.36\n", "128 2352.45 1668.75 1457.21 1402.24\n", "256 4698.05 3102.50 2914.88 2913.29\n", "512 9578.17 5926.93 5879.14 5753.45\n", "1024 19656.46 11871.11 11756.54 11340.56" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "project_latency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## % change in average write latency vs. number of `fio` threads - master vs. project\n", "\n", "The following graph shows the percentage change for the average write latency reported by `fio`, between the \"master\" branch and \"project\" branch test runs. A positive value here reflects an increase in the average write latency reported by `fio` when comparing the \"project\" to the \"baseline\". Thus, unlike the IOPs numbers above, a negative value here is better." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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k4ZU5I71hwwaEhYWJN6kBgHXr1qFp06YIDAzEyZMnYWFhgXHjxuH999+vxJYS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\nafDgwcqdO7eKFCkif39/8yRZsF727NmVI0cO1alTR6+99pp27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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pctchange_latency.plot(figsize=(16, 9), style='-o')\n", "plt.title('fio -- % change in average write latency vs. number of fio threads')\n", "plt.xlabel('number of fio threads issuing writes')\n", "plt.ylabel('% change in average write latency reported by fio')\n", "plt.ylim(-150, 50)\n", "plt.xscale('log')\n", "plt.xticks(pctchange_latency.index, pctchange_latency.index)\n", "plt.axhline(0, ls='-.')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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1 ssd2 ssd4 ssd8 ssd
1-2.872207-1.054547-2.3684910.902028
2-35.031103-38.823701-40.003447-39.381797
4-32.591703-34.205727-33.900806-35.415184
8-34.991551-33.663725-37.437078-37.329846
16-32.160703-36.541065-38.961329-40.045118
32-25.393312-37.801390-39.356438-41.625840
64-23.190599-39.407018-44.511046-46.632325
128-15.710892-29.809249-31.905120-32.926753
256-7.060406-17.503377-15.852680-16.991535
512-1.077307-11.524757-0.106195-8.420865
10241.319609-5.7325456.033800-8.620144
\n", "
" ], "text/plain": [ " 1 ssd 2 ssd 4 ssd 8 ssd\n", "1 -2.872207 -1.054547 -2.368491 0.902028\n", "2 -35.031103 -38.823701 -40.003447 -39.381797\n", "4 -32.591703 -34.205727 -33.900806 -35.415184\n", "8 -34.991551 -33.663725 -37.437078 -37.329846\n", "16 -32.160703 -36.541065 -38.961329 -40.045118\n", "32 -25.393312 -37.801390 -39.356438 -41.625840\n", "64 -23.190599 -39.407018 -44.511046 -46.632325\n", "128 -15.710892 -29.809249 -31.905120 -32.926753\n", "256 -7.060406 -17.503377 -15.852680 -16.991535\n", "512 -1.077307 -11.524757 -0.106195 -8.420865\n", "1024 1.319609 -5.732545 6.033800 -8.620144" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pctchange_latency" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## `%b` averaged across all disks in zpool vs. `fio` threads\n", "\n", "Below are graphs of the `%b` column from `iostat` for all disks in the zpool.\n", "\n", "The values that're shown were generating by using 1 second samples (i.e. `iostat -xn 1`) for each disk in the zpool, for the entire runtime of the test. These samples were then averaged to acheive a single `%b` average for each disk in the zpool. Then, the single value per disk was averaged across all disks in the zpool, to achieve a single `%b` value, representing all disks in the zpool.\n", "\n", "This provides an approximation for how utilized the disks in the zpool were, during the runtime of the `fio` workload." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `%b` averaged across all disks in zpool vs. `fio` threads - master branch" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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5atzdPQB4+eXhzJgxxdr+gQcCady4aZn6X5R9+/ayceNawsOXFHlco9EQHb0H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\ns4B/VqjFsrKyMGrUKNStWxdRUVH8K9IzFB0djXbt2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_iostat_column_dataframe(master_busy, '%b')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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master - 1 ssdmaster - 2 ssdmaster - 4 ssdmaster - 8 ssd
132.10714317.5892868.6071434.280702
236.83928619.58928610.0178574.877193
440.16071421.58928610.7678575.789474
846.25000025.33928612.6140356.842105
1654.32142930.62500015.3392868.596491
3263.51785743.17857121.00000012.385965
6479.58928657.73214327.94736816.333333
12883.19642973.21428639.38596525.052632
25690.17543975.24561455.05263237.000000
51293.96551777.36206958.06896639.694915
102493.80000081.06666758.25000038.475410
\n", "
" ], "text/plain": [ " master - 1 ssd master - 2 ssd master - 4 ssd master - 8 ssd\n", "1 32.107143 17.589286 8.607143 4.280702\n", "2 36.839286 19.589286 10.017857 4.877193\n", "4 40.160714 21.589286 10.767857 5.789474\n", "8 46.250000 25.339286 12.614035 6.842105\n", "16 54.321429 30.625000 15.339286 8.596491\n", "32 63.517857 43.178571 21.000000 12.385965\n", "64 79.589286 57.732143 27.947368 16.333333\n", "128 83.196429 73.214286 39.385965 25.052632\n", "256 90.175439 75.245614 55.052632 37.000000\n", "512 93.965517 77.362069 58.068966 39.694915\n", "1024 93.800000 81.066667 58.250000 38.475410" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "master_busy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `%b` averaged across all disks in zpool vs. `fio` threads - project branch" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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Cyu5TtQmnZcd0hXryCw3UxVIzjioHyxRf55Ipv+VGT8uH09LQajmusuvUzNqq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\nD1KpFF26dNE/38nJCSdOnCjz9SwEQRDKo+BEREREREREpsT+q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_iostat_column_dataframe(project_busy, '%b')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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project - 1 ssdproject - 2 ssdproject - 4 ssdproject - 8 ssd
132.32142918.0000008.7857144.508772
244.00000025.14285711.6607146.280702
452.73214326.76785713.2857147.385965
869.39285743.80357122.26785712.421053
1683.80357161.55357129.94736818.192982
3290.76785779.94642940.12500025.736842
6494.21428682.98214352.31578933.736842
12895.55357181.47368459.15789538.385965
25695.21052683.89473758.87719337.051724
51294.68965585.96551756.72413835.779661
102494.20000087.43333354.26666733.229508
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" ], "text/plain": [ " project - 1 ssd project - 2 ssd project - 4 ssd project - 8 ssd\n", "1 32.321429 18.000000 8.785714 4.508772\n", "2 44.000000 25.142857 11.660714 6.280702\n", "4 52.732143 26.767857 13.285714 7.385965\n", "8 69.392857 43.803571 22.267857 12.421053\n", "16 83.803571 61.553571 29.947368 18.192982\n", "32 90.767857 79.946429 40.125000 25.736842\n", "64 94.214286 82.982143 52.315789 33.736842\n", "128 95.553571 81.473684 59.157895 38.385965\n", "256 95.210526 83.894737 58.877193 37.051724\n", "512 94.689655 85.965517 56.724138 35.779661\n", "1024 94.200000 87.433333 54.266667 33.229508" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "project_busy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## on-cpu, system wide, kernel flame graphs\n", "\n", "The visualizations below are on-cpu flame-graphs of the entire system, using kernel level stacks. Unlike the line graphs above, there isn't a straightforward way to condense all of the test runs into a single flame-graph visualization. Thus, instead of showing the unique graph for each configuration, 2 configurations were specifically chosen with hopes that these two show a representative sample of the whole population. The two chosen configurations are:\n", "\n", " - 1 disk zpool, with 1024 `fio` threads\n", " - 8 disk zpool, with 1024 `fio` threads\n", "\n", "Both configurations have the largest number of `fio` threads available; and then one configuration has the largest number of disks, and the other configuration has the least number of disks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### on-cpu, system wide, kernel flame graph - 1 disk - 1024 `fio` threads - master branch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](max-rate-submit-master-1-ssd-fio-1024-jobs-dtrace-profile.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### on-cpu, system wide, kernel flame graph - 1 disk - 1024 `fio` threads - project branch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](max-rate-submit-project-1-ssd-fio-1024-jobs-dtrace-profile.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### on-cpu, system wide, kernel flame graph - 8 disks - 1024 `fio` threads - master branch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](max-rate-submit-master-8-ssd-fio-1024-jobs-dtrace-profile.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### on-cpu, system wide, kernel flame graph - 8 disks - 1024 `fio` threads - project branch" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![image](max-rate-submit-project-8-ssd-fio-1024-jobs-dtrace-profile.svg)" ] }, { "cell_type": "raw", "metadata": {}, "source": [ "" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }