{ "cells": [ { "cell_type": "markdown", "id": "2133c064", "metadata": {}, "source": [ "\n", "\n", "### Programming large-scale parallel systems\n", "\n", "\n", "# All pairs of shortest paths\n" ] }, { "cell_type": "markdown", "id": "a7b64d5a", "metadata": {}, "source": [ "## Contents\n", "\n", "In this notebook, we will learn\n", "\n", "- How to parallelize Floyd's algorithm\n", "- How communication can affect the correctness of a distributed algorithm\n" ] }, { "cell_type": "markdown", "id": "394d4b7a", "metadata": {}, "source": [ "
\n", "Note: Do not forget to run the next cell before starting studying this notebook. \n", "
" ] }, { "cell_type": "code", "execution_count": null, "id": "1dc78750", "metadata": {}, "outputs": [], "source": [ "using Printf\n", "\n", "function answer_checker(answer,solution)\n", " if answer == solution\n", " \"🥳 Well done!\"\n", " else\n", " \"It's not correct. Keep trying! 💪\"\n", " end |> println\n", "end\n", "floyd_check(answer) = answer_checker(answer,\"c\")\n", "floyd_impl_check(answer) = answer_checker(answer, \"d\")\n", "function q1_answer(bool)\n", " bool || return\n", " msg = \"\"\"\n", " The we can change the loop order over i and j without changing the result. Rememebr:\n", " \n", " C[i,j] = min(C[i,j],C[i,k]+C[k,j])\n", " \n", " if we substitute j=k, we get\n", " \n", " C[i,k] = min(C[i,k],C[i,k]+C[k,k]).\n", " \n", " Since C[k,k]=0, thus, C[i,k] = min(C[i,k],C[i,k]), and C[i,k] = C[i,k].\n", " \n", " In other words, the value of C[i,k] will not be updated at iteration k.\n", " \n", " The same is true for i=k.\n", " \"\"\"\n", " println(msg)\n", "end\n", "println(\"🥳 Well done!\")" ] }, { "cell_type": "markdown", "id": "24b5c21a", "metadata": {}, "source": [ "## The All Pairs of Shortest Paths (ASP) problem\n", "\n", "In this notebook, we will parallelize the [Floyd–Warshall algorithm](https://en.wikipedia.org/wiki/Floyd%E2%80%93Warshall_algorithm) used to find a solution of the all pairs of shortest paths (ASP) problem.\n", "\n", "### Problem statement\n", "\n", "- Given a graph $G$ with a distance table $C$\n", "- Compute the length of the shortest path between any two nodes in \n", "$G$" ] }, { "cell_type": "markdown", "id": "1faddbfa", "metadata": {}, "source": [ "We represent the distance table as a matrix $C$, where $C_{ij}$ is the distance from node $i$ to node $j$ via a direct connection (a single hop in the graph). If there is no direct connection from $i$ to $j$, this is represented using a large value in $C_{ij}$ representing infinity. \n", "The next figure shows a simple directed graph with 4 nodes an its corresponding distance matrix (labeled as \"input\")." ] }, { "attachments": { "g32490.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "39db374f", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "ade31d26", "metadata": {}, "source": [ "The ASP problem consists in computing the minimum distance between any two pair of nodes $i$ and $j$ in the graph. All these values can be also represented as a matrix (labeled as \"output\" in the figure above). For instance, the minimum distance from node 2 to node 3 is 8 as highlighted in the figure. You can understand both input and output matrices as distance tables. The key difference is that the input contains the distance using direct connections only, whereas the output contains the (minimum) distance allowing indirect connections." ] }, { "cell_type": "markdown", "id": "d9979e39", "metadata": {}, "source": [ "### Floyd's sequential algoritm\n", "\n", "The ASP problem can be solved with the [Floyd–Warshall algorithm](https://en.wikipedia.org/wiki/Floyd%E2%80%93Warshall_algorithm). A sequential implementation of this algorithm is given in the following function:" ] }, { "cell_type": "code", "execution_count": null, "id": "4fe447c5", "metadata": {}, "outputs": [], "source": [ "function floyd!(C)\n", " n = size(C,1)\n", " @assert size(C,2) == n\n", " for k in 1:n\n", " for j in 1:n\n", " for i in 1:n\n", " @inbounds C[i,j] = min(C[i,j],C[i,k]+C[k,j])\n", " end\n", " end\n", " end\n", " C\n", "end" ] }, { "cell_type": "markdown", "id": "b27707b9", "metadata": {}, "source": [ "You can check that this function computes the solution of the small ASP problem in the figure above by executing next cell." ] }, { "cell_type": "code", "execution_count": null, "id": "860e537c", "metadata": {}, "outputs": [], "source": [ "inf = 1000\n", "C = [\n", " 0 inf inf 1\n", " 2 0 inf 9\n", " inf 3 0 inf\n", " inf inf 5 0 \n", "]\n", "floyd!(C)" ] }, { "attachments": { "g32490.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "c0804b07", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "b9eeb64d", "metadata": {}, "source": [ "### The algorithm explained\n", "\n", "The main idea of the Floyd–Warshall algorithm is to perform as many iterations as nodes in the graph. At iteration $k$, we update the distance matrix $C$ by finding the shortest paths between each pair of nodes, allowing indirect paths via nodes from 1 to $k$. At the last iteration, it is allowed to visit all nodes and, thus, the distance table will contain the minimum possible distances, i.e. the solution of the ASP problem.\n", "\n", "This process is cleverly done with three nested loops:\n", "\n", "```julia\n", "n = size(C,1)\n", "for k in 1:n\n", " for j in 1:n\n", " for i in 1:n\n", " C[i,j] = min(C[i,j],C[i,k]+C[k,j])\n", " end\n", " end\n", "end\n", "```\n", "\n", "At each outer iteration $k$, we do a loop over the distance matrix $C$. For each pair of nodes $i$ and $j$ we compare the current distance $C_{ij}$ against the distance via node $k$, namely $C_{ik}+C_{kj}$, and update $C_{ij}$ with the minimum. I.e., at iteration $k$ one checks if it is beneficial to visit node $k$ to reduce the distance between nodes $i$ and $j$." ] }, { "attachments": { "g42544.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "b132bccb", "metadata": {}, "source": [ "
\n", "\n", "
\n" ] }, { "cell_type": "markdown", "id": "722e330c", "metadata": {}, "source": [ "The update of the distance matrix at each iteration is illustrated in the next figure for the small ASP presented above. We highlight in green the distances that are updated in each iteration. Note that some distances that were initially infinity (i.e., no connection) will be updated with a finite value in this process. You can understand this as adding new edges in the graph as illustrated in the figures below." ] }, { "attachments": { "g33734.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "deb384be", "metadata": {}, "source": [ "\n", "
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" } }, "cell_type": "markdown", "id": "4157df08", "metadata": {}, "source": [ "
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" } }, "cell_type": "markdown", "id": "7ff1e8df", "metadata": {}, "source": [ "
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" } }, "cell_type": "markdown", "id": "15095a9a", "metadata": {}, "source": [ "
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" } }, "cell_type": "markdown", "id": "53a05c72", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "c7027ac3", "metadata": {}, "source": [ "### Serial performance\n", "\n", "Before starting to parallelize this code, we want to make sure that we have an efficient sequential implementation. In this algorithm, the order in which we traverse the entries of matrix `C` has a significant performance impact.\n", "\n", "The following function computes the same result as for the previous function `floyd!`, but the nesting of loops over i and j is changed.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "75cac17e", "metadata": {}, "outputs": [], "source": [ "function floyd2!(C)\n", " n = size(C,1)\n", " @assert size(C,2) == n\n", " for k in 1:n\n", " for i in 1:n\n", " for j in 1:n\n", " @inbounds C[i,j] = min(C[i,j],C[i,k]+C[k,j])\n", " end\n", " end\n", " end\n", " C\n", "end" ] }, { "cell_type": "markdown", "id": "399385e8", "metadata": {}, "source": [ " Compare the performance of both implementations (run the cell several times)." ] }, { "cell_type": "code", "execution_count": null, "id": "907bc8c9", "metadata": {}, "outputs": [], "source": [ "n = 1000\n", "C = rand(n,n)\n", "@time floyd!(C)\n", "C = rand(n,n)\n", "@time floyd2!(C);" ] }, { "cell_type": "markdown", "id": "ad811b10", "metadata": {}, "source": [ "The performance difference is significant. Matrices in Julia are stored in memory in column-major order (like in Fortran, unlike in C and Python). It means that it is more efficient to access the data also in column-major order (like in function `floyd!`). See this section of [Julia's performance tips](https://docs.julialang.org/en/v1/manual/performance-tips/#man-performance-column-major) if you are interested in further details." ] }, { "cell_type": "markdown", "id": "0c95ea88", "metadata": {}, "source": [ "## Parallelization\n", "\n", "Now, let us move to the parallelization of the method.\n", "\n", "### Where can we exploit parallelism?\n", "\n", "Recall:\n", "\n", "```julia\n", "n = size(C,1)\n", "for k in 1:n\n", " for j in 1:n\n", " for i in 1:n\n", " C[i,j] = min(C[i,j],C[i,k]+C[k,j])\n", " end\n", " end\n", "end\n", "```\n", "\n", "- The outer loop cannot be parallelized since the operations at iteration $k$ require the result of iteration $k-1$.\n", "- The inner loops over $i$ and $j$ can be parallelized at a given iteration $k$.\n", "\n", "\n", "
\n", "Question (hard): Can we really parallelize the loops over `i` and `j` ? To compute `C[i,j]` at iteration `k`, we first need to compute `C[i,k]` and `C[k,j]`. In order words, it seems that the order of the loops over `i` and `j` cannot be arbitrary. However, this is not really true, why?\n", "
" ] }, { "cell_type": "code", "execution_count": null, "id": "8d05b686", "metadata": {}, "outputs": [], "source": [ "uncover = false\n", "q1_answer(true)" ] }, { "cell_type": "markdown", "id": "5f26f9b5", "metadata": {}, "source": [ "### Parallelization strategy\n", "\n", "As for the matrix-matrix product and Jacobi, any of the iterations over $i$ and $j$ are independent and could be computed on a different processor. However, we need a larger grain size for performance reason. Here, we adopt the same strategy as for algorithm 3 in the matrix-matrix product:\n", "\n", "- Each process will update a subset of consecutive rows of the distance table $C$ at each iteration $k$." ] }, { "attachments": { "fig-asp-partition.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "9a9e8c44", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "9eab6b5d", "metadata": {}, "source": [ "### Data dependencies\n", "\n", "Recall: we perform this update at iteration $k$:\n", "\n", "`C[i,j] = min(C[i,j],C[i,k]+C[k,j])`\n", "\n", "If each process updates a block of rows of matrix $C$, which data do we need for this operation?\n" ] }, { "attachments": { "g14170.png": { "image/png": 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6po9bc8i+wdF83Er3bNl83Eq35en1cWsSjY2k2z29Lkp6ne5DdnXDSTQm4um42/Xc1NxdcCujCB3ynETnA6N2e19rJb293NHhZ+6gnpy0azvWSbX/9NPebnUpDKFTnVrVrgcJnfwMtivg9Ngx65icxGvL1Ot5Ge9XCFVrmrvme5LQq0ltSgg7777V97tZlW9zwp2jdKwrmpZfGwByE+oN5mKvTtjpAX8x9TuN6YPd2k3zdOLJ9rPwPML6TjeczVvfG1FPWLu1vtMXZXvmzpWvuW52ep11sp46WUdS0dodm8cQ7vI39zizqGmCcGPj5dXX3TwuPp9wrNgk9bflTctfWv375tSPKZ2M3dRL8wntKs6lfg6rEGoJ7ELouekZQvXRzxCqyDZLH7dePIgYYjpuPUP4HmsX+lNpPchyUZp7Bh1oVaG83htrlrZ5v2Y0YV9r7oWql/taO4O5HkgPBNrupu+qgYXTVek2Jz9kaGOUpDuzWGRyEq+XpF5n9QjzDuqJyRLC04sfkj0S6EQGPqJ5J86nfqK+sRrDNWTfxXofIcseDjrdL9Lzrch53WlZnTRSO4f6RcRfCE9Qrib7u30Xoe5qNyWp11+l8xNITXNDyxXU188Y2o8mPdSGfFI3tDs2H009MVlEGAzxp4S2DM1mMLAqSp0YRbhgqyUmvyM8MbiO7H3sJMLTiFjdR2ijsD2hvccbCNXUahfokwhVsPYnNHo+r+nz6ePW12g/ynmz5io1K6jffe7k+N7N41atg5xaD5HrEnqh6rV0NfO55Pdal6fdNp+0eb/mfdQTk0WEzml+Qva+tj6hzUevDfV6oJOqo2X5LOFJ5DjCU+JlZPfM2Yn007R5Jidx2p7GNgNZbRY+kHr9NuoN+LJ0Wt1qILan3pvG/cAraH2x2s0Y0geuTu6AdNLHdlrzY/wsFRobJqbvdKTvlKXnaaXdfFtTH4fgYcIdoFYn2SK+8wXU7wJ9i9BrzFAsov7drE/7ZCdrEFGpl15M6P2opt2xeX9ad9FbxH66B/X2XLcTnjgs73EM0NmxuVVPV81ur06frX7u3wjVSI4itOUZQxhX6zpCF+U1C6j/j+cBNw1gmVkWUR//ZH3aP2nv9nFrHo3JSRnS1RlvpLNeM4uQ3tfeROu2KkVt5+0M5nogvc2U1a6oEz8h3Pz4MaF9z6mEc/pH6DzBrEknJ0/EXr2mX51Mvf7rUkK/62ljqT9Oe4x6j0h5dupeaP+Svnt4Ee0vLLsZQ3pZnTRs22yA5bdrrAehKkTtQn0RjU+sHqaeOGxIZyendstMr++f0P7uXyfre6AHj9ty4hmsdP3bTuItYjuWBuLjqdcLgSub3l+XehuTe2g/dkjRx+bv0zox6XYMRR+ba2pVuY4jPL2vJSNjWLOKz0g7bqXbsGze5bI7lV6ng6ni2w3rUB8Y8l7aN6Iv6/yR3l52yZ2r0a45n4/RL4E3Ut/3P0yoWTHQ0ejT2/KdJifxOZIwcm3N11izwdM06l/8U7S/yOxknJV0o+1OGk+m70K0u3M0me6MPlyTrufd7uQ2jnpd5U7tT/sdK90Nbm2cgJrVNPagkdXVcNoo2g8wNpD1PRF4fZt5oPE7zxu8LC3dFWO7vto7ke4+ud06gs760peKciyN++l/seZNgoHsp1D+sXk63R1PYiDH5snkjxY+0GWmB0Lcsun99HGrk0EL20lX8yrjuJXuCWmP3LkGZqDb2NXUq3a9lM4GB+62GPa1TqTPcy+n/dOuTWlM+Lo9zEARriSMW1b7Ho4htBMbSBu2dHuwa01O4jGe0ANSur7s3YSR4pstpn5g2JLWF5azaEx28iykfoG9Ie03qvSjynZ3JD5Od3vHSHdJ+HJaN647moF3G7g1azZmTZtEves8yB5/44LU64/QuoeMI2l/Ih/I+j6J9r2hQOOj+U1y56r7LvUGfXsSekgZitqozRB6nWvVqHJHTE5UjknAWYTRjmtuBb6UMW96P30Brdsb7Em9u9pW0vvpxrlzZcfQ7lgxh4FXe20lfWzej8YempqdQPd6B0u3pWluIH4B9XWyB2t2IjNQF1I/bh1C6wvz7YGDhri8ZunkZDAN/LM0n//bXRv+k1CVB8LTqi938JluSzcufz75I6RD+N47+R6a97WB3v3Pcjv1NjnjCW3QWplDfV1ez/AZcPg6QrfftSru7yIMFtlp85F0oj2YrojVoXYjxI8i9Kj0OkJjxPQIorURuFt1QZkenfVcsg8MOxDag6TLfahFmX9PzXd0i/lqZadHVM8aVKlCqBO6isYYPtOm7E7cmirvHLL//8MId0LSy+5khPiEcDLLGqhpImHAqdp8fyf7BDyRcFCpzfd9shOUvak//apNWSPEb5N6fxX5T6LeS3005Np0Zs686dFw59PZ3a8PpT7zHKFBYquT0iRC8pXXOP+nqfJuJrsK3KaELjvT/9NwOWArPu1GiB9NSNbfSOjDPz1/bdTmVjcT7kzN+2myL3B2I1zgpcu9vUWZj6bmO6zFfBCqLtXmXUZ2tZsKYUT61U0xDLXtwCgaz31fZM3/v0LoHnhF07KPzCjvEuBAWid50wlVX2rlZN1YOp7GdXIM7Y9bRxA6fcmSPl/cQmOX6TXPo/GcmtCdEeIr1EedX0bri3LobIR4aNxu39dBHM+n8dz1I1q366gQBtL8EY3ttmrmpMo6roPlQ+P3/mWy97Vdadx/auftPA+n5uvkSVu7EeIhPGFLn7//I2OeCnBiar7VwKtzykuPEP+GnHnSfpKaf6hPK/NGiK/ZhXD9WpvnJ7S+SQHhvF+bP/ZqbMNe+gD9NOHORG1aTOOO0jz9gvaDYR3e9JkbCReO+xMO8ucTDly1i/dOkpNTmsp8kJC5X1Gdmkc6T2+kK6vLfHc1hg9Sr+60DPjf1LzdSE4Oa4r1JsITmvcAn0wteyHhjv9AkpPvV38uJ1xUH179n04m1CNPn+T2bhHjvjSegO8gPNXYn3DQ+3bq/QtT82UlJxDqdqYPcN8G/r1a3vGE7yqplnl+at685ATCibU233JCV4BXUf/OmxPrCo3rMyGc1L5A2O4OJjRQ/STwM0I91FYnxU1oTMznAWcQ7nIdTLhjXesSO72OTE40WOlkYwmNx+bmGwXN00W0b9SavlhJCA1GjyPsp0cR7uTX9vv0sblVcvL5pjLvJ9yprO2n6X28QugZL71f/7/qsvcnXADdWH3vmWo8tXm70bD5fU2x3kBIhN5DqB1wU/XvjxF6mKzNd2RGWfOq7y0gHBdPBN5KqLZ6FKFue/r7/Av5icy3m+KqHbfeSf5xK6/x/Masedz6LPXj1plkH7fuzylvoL6QKrPdE4GZqXlbJSen0rh+ms//X834zAGE7av2macI5/pjCOvhMMJ1yf9Wy6vNl3UjbE7q/U6Tk6xt7XjCdv5O8ve1VsnJZ5vKvJ/Gfe2spvk7SU4gXEuky72KcD1ycDXm3zW9n7W+a2JOTiA8MUwnhL+gdRL9ntS8ZXWu0Dfuo/VJrnl6lnAQG0j7iK93UO4PCdWear+3Sk7GAz9vUdb/Nc2/MY0X61nTUuBQwp2C2t+6kZxAqGfcatnzCD26fCL1t06Sk30Id/za/V8HdhDj2wjfbV45qwlV92an/paXnMyg8e5W3nb0DsKJvva3VsnJzjSeNJqnrAHLKoTuApe1+Fzz1NxwOG0n1ryL3Dz9mnBRWPvd5ESD1fwkpN20lHBh2+pGRFqFxgv+vOk8Gu8YtkpOJhP2obyy5jbNvwWt9+uEcJPsTYR9vPa3blwY1LoybrXsRwnVOM5M/e3IjLLmtSknPd1I62pvFcIF+ECOW1e3KG8Wa96Rb54uIzzZqf1+f4vyBmIr6jUSLmkz78zU8lslJ+3O/3mffRnhuqLTdfosjQPw1sxJzdNpclKh8UI9bzqfxvNHq+RkEo0X4O22iU6Tk9GENsTNTyubp9WE649WT/ZiT04g1PZIH4OuIL8K/m+r8yyjWnvCroSL8zvChXuzVYS7C4uqP+8hDBx1K52NJJ52NOFLPYFQTaC2Ma8i1Nk7B/gB4XuuXRy2Gk10GaEqw0sI9YWfT2jPUtugmkfDfZTQ3/zHCU8X0k97FgEXE+4y3EGovlaLoVsXlkcT7ux8iPDotvZIdzHh6ccZhIPmZqllt0rO0k4grMPjCe1aauv2aeBSwkEo6/tt9kNCdaU5hLs5ta4zVxPunHyJ8ERkt1SMt5HtcUJVs5MJCUj6RPwk4SR1dvXzs1PlpbvVbPZXQt34/atlb0r4zmt3Hx/I+EwCfIpwwXYsoYrZDjQ+Ul9GSKSuJdw1ab54Srul+vlPEBLZDZre+yYhER+f+p+yxvOROnEt2e30VhKOyU9Wp/SxuV2PV2kJ4cnolYQnyDtR3zdWEvaF/0c4Pq5NfZtuNSr2UsI+/TLCDaytq/9D7XjS3K33fYRjyn8S2kWk96n5hIuVMwnH4rekYri/o/+wtdWE49M1hONDut3LQsLNl88Qjme7pJadNV5H7f/dh9C+YiMar1uWEi6av0N4ottqQLqEUM0ufdzakcbj1nLCheu1hONyq5sqt9J43EpX7bqFcP79GuFYWisna/yNwfhHtcxXERoiT6exvUTas6nltxqtvnb+34tQTbv5/J/32esI2+O7CE9x9qKxHVNC2Lb/CFxOqMq7iDXdS2f7QlotqZ1L2Nd2pnFfu4qwr/20+r/Uyn+4RZnPENbr3oRtbxtC19G19fDXpvkfSpV7b4tyVxESmQuqsb6KxjZXiwjJ7BdZ80Zws7/R2TVdzS3UG/gPdVDQ9ECnrToiuJtwc/gr1J+afJjw9DRtC+o3fn5KOWPRqECTCY3jN6a8pHNGNYYy+hOfUl12Vt3fTjQ/OUkbS7ho34ShjaA8plrGpnRnYK7a+i6rr/u0CYQ61lsRtsGhrKcZhANWNxvqSmVZi7CfbkR5I7BvVI2hWw3QB2JqddmdjvHQSoXQYHsrwv801EbYEwjH5Npxayjnzl4ft15N/Zz1oR4tsxOjCMnwVoTuYXt5HK9dB5S5r3WqQn09dWPfGK4+Rf2JUbd6n5NGjFbJiSRJsfkN4Zz1TwY2oKUUg3VobJslqYnJiSRpONmOeoPvE0uORRqoz1BvhzSz3FCkOJmcSJKGm1rHMPPobDBdKQbTqfeO+NmSY5GiZXIiSZJUMkeIlyRJkhQFuxKWgguod9/nGBqSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJCmolB2AJEndk2wMvLLsKCRJuVZA5Qd5b5qcSJJGkOS1wK/KjkKSlGspVKbkvekgjJKkESCZBslW8I3Dy45EktTKivHw3reFY3Yyrvnd1JOTZFsgN4uRJJXuIag8XnYQcUpOAz5RdhSSpAHZCSq3pv+QHiH+fGDP3sYjSRqAjwJfKDsISZKKUktONoRHNoRNSg1GktTKpbuXHcEwsgTYpuwg1rT5RTB6Idz73rIjybbbO+Hx4+GRXcuOJN+Gj8JjG5cdRb6N7oRt3w9XX1l2JNk2/zGMmQ//eF/ZkWTb9d3wxDHwyAvLjiTfcNgGtzsGrppbdiRNXg78sN1MYyBZDkmFxqcokqTovOEt4ZjNJVB5a9nRRC6JtArccuC5SGODkNStiji+qqjjWw2PPRlxjG6DXRF1fJFug8miTuYaA4y10y5JGg5GA4ytTpIkjThZT0u+BlzU60Da23cuXBVx3/WzL4VXnAmnXF92JNkOPAvGLoEfnVZ2JNlO3B9uPRwui/hucOzb4H4/g1d+Dk7+fdmRZDvwbBi3GH54etmRZDvhAPjboXDZ28qOJMOXgVllByFJUtGykpN/QOWaXgfSmVjjAmAFXHkbnHpN2YHkWAQsjHgdbgssizi+qqjjWwFzb4WPX1N2IDkWAfPhR9eUHUiOHYh2G0wWlx2BJEm94DgnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpP3LptgAAIABJREFUCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCmPKDkCSpO5bNh44tewoMmwDbEKcsQG8FFiHeOMDqBB3fJOAw4Bdyw4kx9bAxsS7Dl8GTCPe+GD4bIO7lR1Iow9uBV9qO5fJiSRpBFoxFnhH2VFkmAGsIs7YANYFJhJvfBAuDGOObxywD/CisgPJEfs2OJ1wcR1rfBD/NjgW2BfYvexAGt07qZO5TE4kSSPQlKeB55cdRYYrgfnAIWUHkuMY4GTiXHc1q4g7voXAvwO/LDuQHHOBJ4BDyw4kx7HAicT9HQ+HbfDdwK/KDqTRz2YDl7ebKyM5+cNMYK+ux9MdscYF4U7J9oQdPkbrEjLpWNfhNsAE4o2vJub4atvggrIDybEuMJp412HE2+CiqaGWgyRJI1tGcvLT9wBH9TyS9kYBl5UdRAtTgE8Q7jjFaBKQEO86HEdInmKND4bHNngasKLsQHK4DQ7aHROjzJkkSeqyjOTkCx+HM7/Y+1DaWgWsVXYQLcwnPMa9pOxAclxBeMz3trIDyfE+4BRg07IDaSH2bXAB8E7g5yXHkSf26izvBz4KbFZ2IGva6zpg77KjkCSpaHYlLEmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKY8oOQJKk7ntqKrCq7CgyVKo/Dy41itZGEee6qxkO8f2s7CBaqG2Dby01itaGw3cce3w/LzuINb2qApe3ncvkRJI0Ak19Cli77CgyXAnMBw4pO5AcxwAnA5uWHUgLq4DRZQfRwkLgCOCXZQeSYy7wBHBo2YHkOBY4Edi87EBaGA7b4OHAr8oOpNHls+kgO7FalyRJkqQoZDw5+cjngE/3PJL2RgHPlB1ECxOBHwEryw4kxwQgId51OJawPcYaHwyPbfAnxL8N7l92IDnGEu6ERfgd/3487FV2EJIkFS4jOXnnf8FZ3+59KG3dCryo7CBa+D3wSeCKsgPJcR6wGPhQ2YHkOBR4D7BP2YG0EPs2eANwCnBV2YHkOB9YBJxQdiA5DgPeDexbdiBr2um7wG5lRyFJUtEykpMdHgdu73kknYk1Lgh3qx8g3hiXAE8Sb3yPAMuJN76amONzGxyaR4l2G5wS4dMcSZK6zzYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqJgciJJkiQpCiYnkiRJkqIwpuwAJEmS+kcyGti6Om0MbFKdNgJmAGsDo4GpqZ8VYDGwOvXzceAR4FHgQeBh4Fbgbqis6t3/I3WXyYkkSVIhkknAnsCuwI7ALGAHYMIgCptW/Tm9+nPrnPmegeQW4GbgOuAKqMwbxPKkUpicSJIkdUUyEV4zBk47HF78MWAPYFyPg6glRHsC7wNWQ/Jn4DLgp+EhjBQvkxNJkqRBS6YBbwLeAuwHvxkPHFJuTA1GAS+qTqfAXU/DxXfBSdOhsqDk2KQ1mJxIkiQNSLI2IRl5C/BKYGy58QzENlPgpN2ARyD5LnAGVO4rOyqpxt66JEmSOpK8EJJzCA3RzwVew7BKTBqMB/4duBOScyHZouyAJDA5kSRJaiGZCMlRkPwJuJFwQT+55KC6aSzwbuAOSD4JyfiyA1J/MzmRJElaQzIZkuOBe4DzgN1LDqho44E5wG2Q7FtyLOpjJieSJEn/kqwNyanAA8CXCGOR9JOtgSsh+Wx1TBapp0xOJEmSwpOSTwL3A5+iPp5IP6oAHwN+DUk/rweVwOREkiT1saQCyRHA3wnVmtYpN56ozAZugmSnsgNR/zA5kSRJfSrZA7ge+A7wvJKDidXmwLWQ7Fl2IOoPJieSJKkPJUcDfwD2KjuSYWAd4DeQvLTsQDTymZxIkqR+tDGhbYU6szZwGSQvLjsQjWwmJ5IkSerEZOASSDYrOxCNXCYnkiRJ6tSGwKWQTCk7EI1MJieSJEkaiF2Ab5YdhEYmkxNJkqR4PA0sqv6M2aGQvLnsIDTyjCk7AEmSpD6xGrgLuJ0wrsod1Z/zgKeAJ6GSNH4kWYvQzfHGwLbAzsALCU8vyr7J/DVIroXKgpLj0AhiciJJklSc24Grq9O1UJk/sI9XlhCSmDuAufW/J9OBfYG3AW8Axncj2AGaAZwFHFXCsjVClZ1xS5IkjTAL7wY+DGwKlR2g8gGo/GTgiUkrlQVQuQgqbyE8VTkJeKx75XfsCEi2K2G5GqF8ciJJGoGengI8VHYUGWYQqvbEGBuEsSwmE298EG6sdiG+s6bCiUMv5l/uXQnffwa+vRbcPR34UHXqgdpwLZNWwQmL4WNTYXKvxnAZDZfcCCzsUnl9tA0WZh3gu8AzZQfS6A0T4Bdt58pKTraF5LXdD2ioXleBX0UYV83+Y2Hf3eCDy8qOJNth02HceDg/0nU4Zwe4eQJcEml8MDy2wf1eCMetLDuSbIdNh3Fj490GP7E93DoBLo4xvmllBzD8jFsOfKbsKDKcSGjo/I2yA8mxHzCbONddzdfoSnyz9geGur8n8I+/w/eugk//DVYkwBeBi4CbhxzigD0DfBq4dhqcfxhstUNvlvumifDW8+FHj3ahsP2qUx9sg4X5L+BHwF/LDqTRTtsBx3UwY5I4OTk5OQ2r6eKiTyHDT3Ja0zpaXHZEOa4EflB2EC0cQ9x3hAFWdaeY5FND2AeXQvJ1sqszLQRe350YhyIZBcmpkKzs0XHpa10K/FjggS6VVZQubYOFWQi8ruwg1pTMzthuZjXPZZsTSZKkziwnjO+xNVSOhsodZQeUr7IaKp8GDgKe68ECD4GkjEb5GmFMTiRJklpbTqjKsyVU3guVf5YdUOcqlwJvAoqudj4NeGPBy1AfMDmRJEnKlhAaFj8fKu+HyiNlBzQ4lcuBdxP+nyK9veDy1QeyGsRfAPyy14G0t9P34JbDyo4i34vOgXd8E477v7Ijybbfx2GDp+HCL5cdSbYPz4Y/HgDXv7/sSPLFvg2+8Bw46hvwgZvKjiTbK0+BDZfA9yLdBj/4avjzG+G3Hyg7kgxzgBeUHYTUZ24CjoXKDWUH0h2V70GyC93toqzZPpCMhkrsbTIUsazkZAFwb68Dae92iDKumttWwc2PE22MNz8LM5YSbXx/mg9/W0m08cEw2AZXw18fI9oY//osPBH5NnhnrNtgL+qLSwqeAE4BzgvtNkaUU+Heo2HLyQWVvw5hBPs/F1S++oDVuiRJksL4M/8DvAAq547AxASoLIMT7ip4Ia8ouHyNcCYnkiSp390D7FMdyf3JsoMp1qWL4KYiG/S/pMCy1QdMTiRJUr9aTegaeFeo/LbsYHrnq0U+PXl+gWWrD5icSJKkfnQ3sHe1a+Cnyw6mt777GPBgQYVvBUmloLLVB0xOJElSH6p8Z+T0xDVQqxLg5wUVPhnYqKCy1QdMTiRJkvrPlQWWPbPAsjXCmZxIkiT1nyLHZZtSYNka4UxOJEmS+s+jQFFtbUxONGgmJ5IkSX2nkgAPFFS4yYkGzeREkiSpPy0pqNyJBZWrPmByIkmS1J+WDrNy1QdMTiRJkvpTUdWvniyoXPUBkxNJkqT+tG5B5S4uqFz1AZMTSZKkvpNUgBkFFe6TEw2ayYkkSVL/2RqYWkC5K4G7CyhXfcLkRJIkqf/sVlC5d0HluYLKVh8wOZEkSeo/rymo3JsLKld9wuREkiSpr0weBRxQUOEmJxoSkxNJkqS+cuTGwDoFFf7rgspVnzA5kSRJ6ivv37aggu+Bym0Fla0+YXIiSZLUNw6YBtuvV1DhPy2oXPWRMWUHIEmSpF5IKnDLlgUuwOREQ+aTE0mSpP7wLthp7YLKvhEqfyyobPURkxNJkqQRL1kP+FyBCzi7wLLVR0xOJEmSRrSkApwLFNXW5AHgxwWVrT5jciJJkjSynQi8qcDyz4TKygLLVx8xOZEkSRqxkpcDnylwAX8BvlFg+eozJieSJEkjUrI9cDEwtqAFrAbeD5VVBZWvPmRyIkmSNOIkGwO/AqYVuJBzoXJDgeWrD5mcSJIkjSjJBsBlwOYFLuRB4OQCy1efMjmRJEkaMZINgCuBHQtcyErg7VBZWOAy1KdMTiRJkkaEZAYwF5hV8IJOhsrvCl6G+tSYsgOQJKn7nptAnD0IzQKeI87YAHYBphNvfAAV4o5vCnA88MbeLvYFk+DRN8LG6xS7nJsegD22prjvYFdg/QLL74bhsA1+ENi/7EAavft58K22c5mcSJJGoFWjCRfasZkMjCfO2AA2IfTsFGt8EC4MY45vNLAlMLV3i5w5Dn6zHWw8odjlPPgcvH4+rC5y/W+M2+BQjQa2oKfbYCeeXLuTuUxOJEkj0OSlwJ5lR5HhSmA+cEjZgeQ4htDIOcZ1V7OKuONbSHhy8sveLC7ZELgKKDgxYT5sthc8fnfByzmWMGhkzN/xcNkGf1V2II1+Mhu4vN1cGcnJb7aDs19XQERDlACzI4yrZtU4+OPuMHtS2ZFke3ZDmDc13nV43yx4bmK88UH822AyDv6wB8xeq+xIsj27AcxfK951+MAsWDYpzvi+Mw02KjsISdFJNiUkJlsXvKBngf2hUnRiImUlJzfsDX96Ue9DaScZBX86tuwoWpgAD7wWHt637ECyLZ8axkqKdR0unwgrJsQbH8S/DSbj4b7Xw4P7lR1JtmVT4ckk3nX43ERYHek2+NBUkxNJjZJNgauBrQpe0CrgMMczUa9kJCennQOnXdj7UNoZcwMsfm3ZUeSbcDm89Qw475qyI8m23ldgxlPwt1PKjiTbyw6C294Ji3rcgHAgYt8Gx18Bh54O51xXdiTZ1vsqbLQYbo10G9zrYLjzCFgQWQNCAL4J7Fx2EJJikWxOSEy2KHpBwAegcnHBy5H+xa6EJUmSho1kM0JVrqITEwhdBsfcK5VGIJMTSZKkYSHZHLiG0BtY0T4Olc/3YDlSA5MTSZKk6PWsKhfAKVD5bA+WI63BroQlSZKilmxNqMq1aQ8WdjJUPteD5UiZfHIiSZIUrWRLTEzUR0xOJEmSopRsRhi4sxeJySkmJoqB1bokSZKi869xTHrRXfCHoPLfBS9H6ojJiSRJUlT+lZgU3StXAhwHla8WvBypYyYnkiRJ0UjWJ7QxKXrk99XAe6DyrYKXIw2IyYmKNhN4KTALWBeYADwL/BO4hXBnaFHG5zYAXpNT5jJgIfA34NGceTYG9qu+vgG4u4NY3wJMAuYBv+5g/mYTge2AnQgnlXWBtYBVwGPAX4DLgScHUbYkacRLJgCXAFsXu5zVCYx6N1T+t9jlSANncqKibAIcC7wCqGS8vwvwWuDDwGWw5QNwW/r9jYD3d7Ccm4GzWDP52Cz1+acy3s9yFLAeIWkaTHLyn8Arc97bHtgXOBo4G/jFIMqXJI1YSQU4B9ir2OWsTuDjf4TP/2+xy5EGx+RERdgZ+AKwTvX3BcDvgHuApcBkwhOVvYANgdfDSXfAz/LKewB4PPX7OsDmwHhCknMuIRG5bc2P9txq4E7g78B8QmK0HuFpyq6EJzOnEp7+XFFSjJKk+MwBDi94Gavgg3fCV+4veDnSoJmcqNueB3wRmEK4UP8m8D1geca8owhPGto9Ifkx8KOmv00CPgAcRKgqdgpwWHWZZfk28Hlgcc77LwHOBMYSYr+S0BhRktTXkkMJT9+LtBx4G3zl2IKXIw2J45yo204nJCYAZwDnk52YQEgkrgCOgL/eP8DlPEO40L+1+vuWwPMHWEa33Ul+YgKh7UututiGhKpvkqS+lmwBfIPsKtDdshw4CCqXFLgMqStMTtRNewA7VF9fA/y8w88tga/f2n62NSSEC/6aghsQdsWDqdfjS4tCkhSBZBThJt7UAheyCjgCKrZ11LBgcqJuen3q9YU9Wua81OvJPVrmUMys/lwFPFJiHJKk8p0CvLzA8lcDR0KluWq0FC2TE3XTrtWfSwg9XvXC81Kvn+rRMgdrZ+rdG18MPFdiLJKkUiW7UWw7k4Qwjsn3ClyG1HU2iFe3rAXMqL6+i9409B5P6J635m89WGanZhOe5IwB1id0Jbw7oU7xNYCj8UpS30oqwJcIHaQU5SQHWNRwZHKibknXl11Y8LLGEBq/HwtsWv3bjTS25yjb+2h8qgOhEf8Z2IWwJPW7g4CXFVj+p6ByVoHlS4UxOVG3TEi9Xtblst8NHFJ9PZrwJGJ06v0ngE91eZlDdS/wNOFJyQbANEL3x6cDexO6HH6mtOgkSWU6ucCyf0oYM0UalkxO1C1LU6+73TB9HeoDOqYtIXTNey6tu/Atw0eafl8POBJ4K/AaYF3geModl0WS1HPJK4HdCir8JkLPXJ5bNGyZnKhbniS0M6k9KeimHwPXpn5fSRh1/iHyL+4H0+alyA4i5gNnE2J/O6Hb5b2A6wtcpiQpPkWNAv84cABUfCqvYc3kRN3yHKEq01bANoRGfiu6VPYDwJ8GEU/NxA4/U5vv2QEuayAuJCQnADthciJJfSSZABxYUOHHQeXhgsqWesauhNVNN1Z/jgP+rcxAaKzmtWEH869NPTlZ1P1w/mUe9ac9GxW4HElSfN5ION90268dy0QjhcmJuumn1C+838mAnsxVuh3Lg9QbnM/qYP6dUq/v7HYwKRtQ3+9iH5dFktRdr28/y4AtB44uoFypFCYn6qb7gd9UXz8fOJHOtrEd4IxXdDmW1cDvqq+3B3ZsM//B1Z9J6nNFODj1ulcDVUqS4rBXAWVeBJUHCihXKoXJibrtC4QkBUK92i8REpUszyN0p/hNmLZWAbFcAKwiPJY5A9ghY56JwAnAi6u/X0Vo4zJQOwMfBbbNeX8q8H7giOrvj9HYyF+SNKIl04GtCyjYQX01otggXt32LGEAwrMITyteXJ0eITSYX0yob7sZsHn9Y0uKaIT+d+ArhC57ZwDfIoxefy9hLJb1CdW5aonRA8DnBrmsscCbq9Pi6jKeJCQ/MwiJWG0k4KXAx2lstC9JGtn2pPt1mO+Cyh+6XKZUKpMTFWERIUE5gDC2x/rAJtWp2e3AhXDSVEI7lW77PvBP4AOE0eRfUJ3SVgK/Ar5MGDtlMBYQEp9tCMnXrhnzrAauqy7HHlUkqb+8sIAy7fFRI47JiYqyArgI+Anhgn0WYeDBKYSR0x8GbiWMVQIkBzV9/i5CYgOh7/ahuAb4LaFa1/bAdMKI9k8RnpbcBCwc4jLuI1TZmgbsQnhasj6h6uTS6vs3E5IYSVL/mVlAmTcUUKZUKpMTFW01ofergfaA9SyhWlY347i1OhVpEXB1wcuQJA0/Mwso8/YCypRKZYN4SZKk4m1WQJn/KKBMqVQmJ5IkSYVKRhE6RummpcATXS5TKp3JiSRJUrHWAcZ3ucwnoJJ0uUypdLY5kSSNQKtHEXroi81EQscgMcYGoeOSMcQbX03M8Y0mdIiSivFTG8J/dnkxy5YyuPUwEZg8yM/2wnRC1/uxxlcTc3wZ22AMfrc+vLTtXCYnkqQR6OkpwD1lR5GhNt5RjLFBuKgZTbzxQaj1EXN844BzCB2xVF1Q6X5y8vvtGdx6qG2Dr+5iMN3kNjh044BzadgGY3D6KLis7VwmJ5KkEWjqU4Qxh2JzJTAfOKTsQHIcA5xMdHdcG6yi+1WkumkhoWv5X9b/dOcs4JbuLmafSwkD/w7UXEJblUO7G0/XHAucSMNAzdEZDtvg4YQx3CJy2Wzg8nZz2eZEkiSpWJMKKPO5AsqUSpfx5OQjx8F/Hdv7UNpJRsGYmAcbGgXf+Rx8J9LGacmoMATHmH3LjiRbUgEqcX/Hw2EbPP9MOD/WbbACT1bcBgfj2lGd1NOVFK0i7rKvKqBMqXQZycmZX4YzL+x9KO2MuQFWvqTsKPJNuBzefgacd03ZkWRb7ysw4yn42yllR5LtZQfBbe+ERW8sO5J8sW+D46+Ad5wO51xXdiTZ1vsqbLQYbo10G9zrYLjzCFiwf9mRZPgmsHPZQUgatEoBZa4ooEypdFbrkiRJGn5Wlh2AVASTE0mSpOHHal0akUxOJEmShp/IuomVusPkRJIkSVIUTE4kSZIkRcHkRJIkSVIUTE4kSZIkRcHkRJIkSVIUTE4kSZIkRcHkRJIkSVIUTE4kSZIkRcHkRJIkSVIUTE4kSZIkRcHkRJIkSVIUTE4kSZIkRWFM2QFIkiSNcLcAs7tc5sNdLk+KgsmJJElSoSqLgCvLjkIaDqzWJUmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSojCm7AAkSZJGtuSHwLoFFHwCVG4toFypNCYnkiRJxXoZsFEB5U4roEypVFbrkiRJkhQFkxNJkiRJUbBalyRpBFqyFvBk2VFkmFL9GWNsABOAccQbH4QbqzHHtzZwEbC8/qfHpsKGBSxq318BKwf4oSlAAry2+/F0hdvg0K0N/JiGbTAGrx0Dv247V1Zysh3w+q7HM2TvqBBlXDXvHAcHvRCYXHYk2f5jPZg2mWjX4Xt2hBsnEG18EP82eNRYOPhFwNSyI8n27+vB9ElEuw7fuwP8ZSJxxldEQ9oRbuKzwMFlR5HhLOAp4PSyA8lxAPA24NCyA2nhN8T53dZcDHwBuKH+p3V+QCH78es+AVcPtEH82YQL6091P56ueDPwFuDtZQfSwnDYBj8P/KHsQBq9YTfgcx3MmCROTk5OTsNqurjoU8jwk5zWtI4Wlx1RjiuBH5QdRAvHAA+VHUQbq8oOoI2FrHGTI3m0oGPBvw0ivrnA97vwfxblWOCBsoNoYzhsg68rO4g1JbMztuFZzXPZ5kSSJElSFExOJEmSJEXB5ESSJElSFLIaxH8S+HqvA2lvgyfgiQ3KjiLfBo/DOl+Buz5ddiTZNvoTjHoKHtmv7Eiy7XwkPP4heGyXsiPJt8Fj8EQR3a10yQaPwIanwi3nlx1Jthl3wain4Z+7lR1Jts3PgWffAE8UMVDaUP0ceHHZQUiSVLSs5ORpqMzreSQdiTWumnnPRBzjKmBlxPE9DayOOL6q2OObF/H+S0Lc3/Gy8CPG+JIVZUcgSVIvWK1LkiRJUhRMTiRJkiRFweREkiRJUhRMTiRJkiRFweREkiRJUhRMTiRJkiRFweREkiRJUhRMTiRJkiRFweREkiRJUhRMTiRJkiRFweREkiRJUhRMTiRJkiRFweREkiRJUhRMTiRJkiRFweREkiRJUhRMTiRJkiRFYUzZAUiSJI1w21HMDeElBZQplcrkRJIkqVCVxWVHIA0XVuuSJEmSFAWTE0mSJElRMDmRJEmSFAWTE0mSJElRMDmRJEmSFAWTE0mSJElRMDmRJEmSFAWTE0mSJElRMDmRJEmSFAWTE0mSJElRMDmRJEmSFAWTE0mSJElRMDmRJEmSFAWTE0mSJElRGFN2AJIkdd/TU4Dbyo4iw9bAKuKMDWADYDrxxgdQIe741gG+CSwqO5AcsW+DM4B1iTc+GD7b4JNlB9LogClwSdu5TE4kSSNVjLUDxgKjiTM2gAmE2GKND8KFYezxjSfeGN0Gh85tcFCSSidzmZxIkkagKU8D25cdRYaFwBLijA3gB8BbiDc+gIS441sNfBWYU3IceRYCTxHvOrwIOJB444PhsQ1+BTi97EAaXTobuLzdXBnJyRlHA6/vfkBdMbfsANo4HNij7CByPA9YH/hO2YHkmEWoThBrfBDuRMQc32jgBOCgsgPJMRWYTLz78U6Eu0wRxvfXHWHnsoOQJKlwGcnJwi2AzXoeSWf2LjuAFirAxoQL7BiNBcYB+5cdSI5JhBhjjQ/CdxxzfKOALYBNyw4kxyhCAhXrfjyG8B1HGN/TY8uOQJKkHkmSpumEsiPKkZQdQBurgc+WHUQLC4AHyw6ihQuBlWUH0cZw2AY/VXYQLSwEHig7iBZ+SLTbYHJd03H64rIjik9yWtM6Wlx2RDli3w9+QLT7wb8Mh2PxnLKDaGEhcH/ZQbRwEW6DQ7Ua+ETZQawpmZ2Rd8xqniuyhjKSJEmS+pXJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQomJxIkiRJioLJiSRJkqQojCk7AEmSum/FWOAdZUeRYTyQEGdsAFsCFeKNryb2+HYl3hjHA1OIN74tqj9jja8m9vgi3AZP2xE+2XYcf8MUAAADqElEQVQukxNJ0gj07ETgW2VHkWE0EGtsEGpUjCLe+Gpijq8CvAF4XdmB5HAb7I6Y46sA+xO2w4j8vtLJXCYnkqQRaOpTwNplR5HhSmA+cEjZgeQ4BjgZ2LTsQFpYBYwtO4gWFgJHAL8sO5Acc4EngEPLDiTHscCJwOZlB9LCcNgGDwd+VXYgjS6bDVzebi7bnEiSJEmKQsaTkw+fDZzd80g6k5QdQBsfq06xWpf416HxDc2p1SlW04h/HUYY3/XA3mUHIUlS4TKenJz9YUJdtdim1RHE0GpaABwYQRx505XAjyKII286Gng4gjhaTbFvgwsJdUzLjiNvmgv8MII48qYPAA9FEEfGtPf1SJLUB6zWJUmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKJieSJEmSomByIkmSJCkKY8oOQJKkAkyE5FtlB7GmS7aDscvg9RHGBvB/28Fd0+CwSOMDOL8CR0Uc33cmwR7Hw7ZvLjuSbBdvB+NnwusiXYd/2h7uWRfeHml8MDy2wRcfDy84qOxImmzSyUwmJ5KkkWgs8K6yg1jTAbUXW5QZRb7dq1OM667mKIg6vncAzC47inwH1l5sWWYU+faoTjF/x8NiG3xV2VEMltW6JEkjwZ+B8+CPC8oORJLUykrgxt8D5wELm9/NenLyCkgiTFo+UoEzTyw7inwfnwivOABetXXZkWT7/OYwbn34UKTr8McvgZvXgk9HGh8Mg21wAux7IOz3grIjyfb5zWDcevFugxftBbesBZ+KMb6OHoX3t8qlwKXw6C+An5YdjSQpz+hnYPd9gOVZ71YgSXockSRpaC6ByoHtZ+tHycuAb5YdhSQp11KovCjvzTHADfDkWjBmB5hS6WFgkqQBeXgVPO9PwN/LjiReleuA7cqOQpI0OGOgshcwBRb9Adih7IAkSXkW/A9senzZUUiSVJRa25KnYZ0lpUYiSWpj50fKjkCSpCL9f8VXHCwmH4EQAAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "id": "5cf07baf", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "db9a3294", "metadata": {}, "source": [ "At each iteration, the processor needs the input values `C[i,j]`, `C[i,k]` and `C[k,j]`. Since we split the data row-wise, the process already has values `C[i,j]` and `C[i,k]`. However, `C[k,j]` may be stored in a different process. See figure below." ] }, { "attachments": { "g12830.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "e17c5271", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "a01872ef", "metadata": {}, "source": [ "As we iterate over columns $j$, the process needs input from all values of row $k$. Therefore, at the start of iteration $k$, the whole row $k$ needs to be communicated." ] }, { "attachments": { "g12957.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "3261af17", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "9d1de618", "metadata": {}, "source": [ "In summary, at iteration $k$ a given process will need row number $k$ which might be stored remotely in another process. The owner of row $k$ needs to *broadcast* this row to the other processes at iteration $k$." ] }, { "attachments": { "g12703.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "8412a275", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "2cf55de3", "metadata": {}, "source": [ "
\n", "Question: How much data is send from the owner of row k in each iteration in this parallel algorithm?\n", "
\n", "\n", " a) O(N²/P)\n", " b) O(N)\n", " c) O(NP)\n", " d) O(P)" ] }, { "cell_type": "code", "execution_count": null, "id": "1bf4de56", "metadata": {}, "outputs": [], "source": [ "answer = \"x\" # replace x with a, b, c or d\n", "floyd_check(answer)" ] }, { "cell_type": "markdown", "id": "eba45ea4", "metadata": {}, "source": [ "### Theoretical performance analysis" ] }, { "cell_type": "markdown", "id": "a15bc34e", "metadata": {}, "source": [ "### Computation complexity\n", "\n", "Each process updates $N^2/P$ entries per iteration. The computation complexity per iteration is $O(N^2/P)$." ] }, { "attachments": { "fig-asp-efficiency-comp.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "cc2668c8", "metadata": {}, "source": [ "
\n", " \n", "
" ] }, { "cell_type": "markdown", "id": "d89d2b45", "metadata": {}, "source": [ "### Communication complexity\n", "\n", "- One process broadcasts a message of length $N$ to $P-1$ processes per iteration. Thus, the **send cost** is $O(N P)$ per iteration.\n", "- $P-1$ processes receive one message of length $N$ per iteration. Hence, the **receive cost** is $O(N)$ per iteration at each process. " ] }, { "attachments": { "fig-asp-efficiency-comm-2.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "e96eda2d", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "6993b9d0", "metadata": {}, "source": [ "The communication over computation cost is\n", "\n", "- On the send side: $O(NP)/O(N^2/P) = O(P^2/N)$\n", "- On the receive side $O(N)/O(N^2/P) = O(P/N)$\n", "\n", "\n", "In summary, the send/computation ratio is $O(P^2/N)$ and the receive/computation ratio is $O(P/N)$. The algorithm is potentially scalable if $P^2<\n", "\n", "" ] }, { "cell_type": "markdown", "id": "075ee09d", "metadata": {}, "source": [ "The implementation of the parallel function is given in the following code snipped:" ] }, { "cell_type": "code", "execution_count": null, "id": "37863d46", "metadata": {}, "outputs": [], "source": [ "code1 = quote\n", " function floyd_mpi!(C,comm)\n", " myC = distribute_input(C,comm)\n", " floyd_iterations!(myC,comm)\n", " collect_result!(C,myC,comm)\n", " end\n", "end;" ] }, { "cell_type": "markdown", "id": "c6cdae12", "metadata": {}, "source": [ "In the following cells, we discuss the implementation of the helper functions `distribute_input`, `floyd_iterations!`, and `collect_result!`." ] }, { "cell_type": "markdown", "id": "627378c3", "metadata": {}, "source": [ "### Distributing the input matrix\n", "\n", "Since only rank 0 receives the input matrix C, this rank needs to split it row-wise and\n", "send the pieces to all other ranks. This is done in the function below. We start by communicating the problem size N to all ranks (at the start only rank 0 knows the problem size). This is trivially done with an `MPI.Bcast!`. Once all ranks know the problem size, they can allocate space for their local part of `C` , called `myC` in the code. After this, rank 0 sends the pieces to all other ranks. We do it here with `MPI.Send` and `MPI.Recv!`. This can also be done with `MPI.Scatter!`, but it is more challenging since we are using a row partition and Julia stores the matrices in column major order. Note that this algorithm can also be implemented using a column partition. In this case, using `MPI.Scatter!` would probably be the best option.\n" ] }, { "attachments": { "g5958.png": { "image/png": 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} }, "cell_type": "markdown", "id": "d1ddc881", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": null, "id": "7efe441c", "metadata": {}, "outputs": [], "source": [ "code2 = quote\n", " function distribute_input(C,comm)\n", " rank = MPI.Comm_rank(comm)\n", " P = MPI.Comm_size(comm)\n", " # Communicate problem size\n", " if rank == 0\n", " N = size(C,1)\n", " if mod(N,P) !=0\n", " println(\"N not multplie of P\")\n", " MPI.Abort(comm,-1)\n", " end\n", " Nref = Ref(N)\n", " else\n", " Nref = Ref(0)\n", " end\n", " MPI.Bcast!(Nref,comm;root=0)\n", " N = Nref[]\n", " # Distribute C row-wise\n", " L = div(N,P)\n", " myC = similar(C,L,N)\n", " if rank == 0\n", " lb = L*rank+1\n", " ub = L*(rank+1)\n", " myC[:,:] = view(C,lb:ub,:)\n", " for dest in 1:(P-1)\n", " lb = L*dest+1\n", " ub = L*(dest+1)\n", " MPI.Send(view(C,lb:ub,:),comm;dest)\n", " end\n", " else\n", " source = 0\n", " MPI.Recv!(myC,comm;source)\n", " end\n", " return myC\n", " end\n", "end;" ] }, { "cell_type": "markdown", "id": "72d82138", "metadata": {}, "source": [ "### Running Floyd's updates in parallel\n", "\n", "As discussed above, we need to communicate row $k$ of matrix $C$ in order to perform iteration $k$ of the algorithm. The function below is similar to the sequential function `floyd!`, but there is a key difference. At the start of iteration $k$, the owner of row $k$ sends it to the other processors. Once row $k$ is available, all ranks can do the Floyd update locally on their portion of matrix $C$." ] }, { "attachments": { "fig-asp-efficiency-comm-2.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "6abd8c34", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": null, "id": "52961b52", "metadata": {}, "outputs": [], "source": [ "code3 = quote\n", " function floyd_iterations!(myC,comm)\n", " L = size(myC,1)\n", " N = size(myC,2)\n", " rank = MPI.Comm_rank(comm)\n", " P = MPI.Comm_size(comm)\n", " lb = L*rank+1\n", " ub = L*(rank+1)\n", " C_k = similar(C,N)\n", " for k in 1:N\n", " if (lb<=k) && (k<=ub)\n", " # Send row k to other workers if I have it\n", " myk = (k-lb)+1\n", " C_k[:] = view(myC,myk,:)\n", " for dest in 0:(P-1)\n", " if rank == dest\n", " continue\n", " end\n", " MPI.Send(C_k,comm;dest)\n", " end\n", " else\n", " # Wait until row k is received\n", " MPI.Recv!(C_k,comm,source=MPI.ANY_SOURCE)\n", " end\n", " # Now, we have the data dependencies and\n", " # we can do the updates locally\n", " for j in 1:N\n", " for i in 1:L\n", " myC[i,j] = min(myC[i,j],myC[i,k]+C_k[j])\n", " end\n", " end\n", " end\n", " myC\n", " end\n", "end;" ] }, { "cell_type": "markdown", "id": "54081b85", "metadata": {}, "source": [ "### Collecting back the results\n", "\n", "At this point, we have solved the ASP problem, but the solution is cut in different pieces, each one stored on a different MPI rank. It is often useful to gather the solution into a single matrix, e.g., to compare it against the sequential algorithm.The following function collects all pieces and stores them in $C$ on rank 0. Again, we implement this with `MPI.Send` and `MPI.Recv!` as it is easier as we are working with a row partition. However, we could do it also with `MPI.Gather!`." ] }, { "attachments": { "g7043.png": { "image/png": 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} }, "cell_type": "markdown", "id": "a0fb6974", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": null, "id": "8c725aa9", "metadata": {}, "outputs": [], "source": [ "code4 = quote\n", " function collect_result!(C,myC,comm)\n", " L = size(myC,1)\n", " rank = MPI.Comm_rank(comm)\n", " P = MPI.Comm_size(comm)\n", " if rank == 0\n", " lb = L*rank+1\n", " ub = L*(rank+1)\n", " C[lb:ub,:] = myC\n", " for source in 1:(P-1)\n", " lb = L*source+1\n", " ub = L*(source+1)\n", " MPI.Recv!(view(C,lb:ub,:),comm;source)\n", " end\n", " else\n", " dest = 0\n", " MPI.Send(myC,comm;dest)\n", " end\n", " C\n", " end\n", "end;" ] }, { "cell_type": "markdown", "id": "d573108e", "metadata": {}, "source": [ "### Running and testing the code\n", "\n", "In the cell below, we run the parallel code and compare it against the sequential. Note that we can only compare both results on rank 0 since this is the only one that contains the result of the parallel code. We have also included a function that generates random distance tables of a given size $N$." ] }, { "cell_type": "code", "execution_count": null, "id": "c8e9cea7", "metadata": {}, "outputs": [], "source": [ "code = quote\n", " using MPI\n", " MPI.Init()\n", " $code1\n", " $code2\n", " $code3\n", " $code4\n", " function input_distance_table(n)\n", " threshold = 0.1\n", " mincost = 3\n", " maxcost = 9\n", " inf = 10000\n", " C = fill(inf,n,n)\n", " for j in 1:n\n", " for i in 1:n\n", " if rand() > threshold\n", " C[i,j] = rand(mincost:maxcost)\n", " end\n", " end\n", " C[j,j] = 0\n", " end\n", " C\n", " end\n", " function floyd!(C)\n", " n = size(C,1)\n", " @assert size(C,2) == n\n", " for k in 1:n\n", " for j in 1:n\n", " for i in 1:n\n", " @inbounds C[i,j] = min(C[i,j],C[i,k]+C[k,j])\n", " end\n", " end\n", " end\n", " C\n", " end\n", " comm = MPI.Comm_dup(MPI.COMM_WORLD)\n", " rank = MPI.Comm_rank(comm)\n", " if rank == 0\n", " N = 24\n", " else\n", " N = 0\n", " end\n", " C = input_distance_table(N)\n", " C_par = copy(C)\n", " floyd_mpi!(C_par,comm)\n", " if rank == 0\n", " C_seq = copy(C)\n", " floyd!(C_seq)\n", " if C_seq == C_par\n", " println(\"Test passed 🥳\")\n", " else\n", " println(\"Test failed\")\n", " end\n", " end\n", "end\n", "run(`$(mpiexec()) -np 3 julia --project=. -e $code`);" ] }, { "cell_type": "markdown", "id": "91a772df", "metadata": {}, "source": [ "## Is this implementation correct?\n", "\n", "In the cell above, the result of the parallel code was probably the same as for the sequential code. However, is this sufficient to assert that the code is correct? Unfortunately, it is not. In fact, **the parallel code we implemented is not correct!** There is no guarantee that this code computes the correct result. This is why:\n", "\n", "In MPI, point-to-point messages are *non-overtaking* between a given sender and receiver. Say that process 1 sends several messages to process 3. All these will arrive in FIFO order. This is according to section 3.5 of the MPI standard 4.0.\n", "Unfortunately, this is not enough in our case. The messages could arrive in the wrong order *from different senders*. If process 1 sends messages to process 3, and then process 2 sends other messages to process 3, it is not granted that process 3 will receive first the messages from process 1 and then from process 2 (see figure below)." ] }, { "cell_type": "markdown", "id": "1277772d", "metadata": {}, "source": [ "If we are lucky all messages will arrive in order. In our parallel code, all processors would receive first row one, then row 2, then row 3, etc. The computed result will be correct." ] }, { "attachments": { "g33659.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "f84ef616", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "df60e4e7", "metadata": {}, "source": [ "However, FIFO ordering between pairs of processors is not enough to guarantee that rows arrive in consecutive order. The next figure shows a counter example. In this case, communication between process 1 and process 3 is particularly slow for some unknown reason. As result processor 3 receives first messages from processor 2, even though processor 1 sent the messages first. In our parallel code, the received rows would be first row 3, then row 4, then row 1, then row 2, which is not correct. Note however that process 3 received all messages from process 1 in the correct order (guaranteed by MPI). But this is not enough in our algorithm." ] }, { "attachments": { "g33721.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "bdae65f8", "metadata": {}, "source": [ "
\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "86534783", "metadata": {}, "source": [ "### Possible solutions\n", "\n", "There are several solution to this synchronization problem:\n", "\n", "1. **Synchronous sends**: Use synchronous send MPI_SSEND. This is less efficient because we spend time waiting until each message is received. Note that the blocking send MPI_SEND used above does not guarantee that the message was received. \n", "2. **MPI.Barrier**: Use a barrier at the end of each iteration over $k$. This is easy to implement, but we get a synchronization overhead.\n", "3. **Order incoming messages**: The receiver orders the incoming messages, e.g. using to MPI.Status to get the sender rank. This requires buffering and extra user code.\n", "4. **MPI.Bcast!**: Communicate row k using `MPI.Bcast!`. One needs to know which are the rows owned by the other ranks since we cannot use `MPI.ANY_SOURCE` in `MPI.Bcast!`. This is trivial however if the number of rows is multiple of the number of ranks." ] }, { "cell_type": "markdown", "id": "fb21edc4", "metadata": {}, "source": [ "## Summary\n", "\n", "- We learned how to parallelize Floyd's algorithm.\n", "- The considered strategy based on a row-wise data partition has little communication overhead if the problem size is large enough.\n", "- One needs to be careful in which order the messages are received to have a correct algorithm.\n", "- There are several strategies to solve this synchronization problem, each one with pros and cons.\n" ] }, { "cell_type": "markdown", "id": "de96ad1b", "metadata": {}, "source": [ "## Exercise\n", "\n", "### Exercise 1\n", "\n", "Modify the `floyd_iterations!` function so that it is guaranteed that the result is computed correctly. Use `MPI.Bcast!` to solve the synchronization problem. Note: only use `MPI.Bcast!`in `floyd_iterations!`, do not use other MPI directives. You can assume that the number of rows is a multiple of the number of processes." ] }, { "cell_type": "markdown", "id": "c789dc7a", "metadata": {}, "source": [ "# License\n", "\n", "\n", "\n", "This notebook is part of the course [Programming Large Scale Parallel Systems](https://www.francescverdugo.com/XM_40017) at Vrije Universiteit Amsterdam and may be used under a [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license." ] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.9.0", "language": "julia", "name": "julia-1.9" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.9.0" } }, "nbformat": 4, "nbformat_minor": 5 }