From 8a60d3f999ee6223400958a290f67653e8210ae9 Mon Sep 17 00:00:00 2001 From: Gelieza K Date: Mon, 6 Nov 2023 13:02:12 +0100 Subject: [PATCH] Adjust images for colorblindness --- docs/src/index.md | 2 +- notebooks/LEQ.ipynb | 40 +- notebooks/figures/fig_jacobi.svg | 130710 ---------------------------- notebooks/pdes.ipynb | 19 +- 4 files changed, 31 insertions(+), 130740 deletions(-) delete mode 100644 notebooks/figures/fig_jacobi.svg diff --git a/docs/src/index.md b/docs/src/index.md index 599a5be..15158bc 100644 --- a/docs/src/index.md +++ b/docs/src/index.md @@ -44,7 +44,7 @@ julia> notebook() ## Authors -This material is created by [Francesc Verdugo](https://github.com/fverdugo/) with the help of [Gelieza Kötterheinrich](https://www.linkedin.com/in/gelieza/). Part of the notebooks are based on the course slides by [Henri Bal](https://www.vuhpdc.net/henri-bal/). +This material is created by [Francesc Verdugo](https://github.com/fverdugo/) with the help of [Gelieza Kötterheinrich](https://www.linkedin.com/in/gelieza-k/). Part of the notebooks are based on the course slides by [Henri Bal](https://www.vuhpdc.net/henri-bal/). ## License diff --git a/notebooks/LEQ.ipynb b/notebooks/LEQ.ipynb index 5982ec7..d9a4e5d 100644 --- a/notebooks/LEQ.ipynb +++ b/notebooks/LEQ.ipynb @@ -271,7 +271,7 @@ }, { "cell_type": "markdown", - "id": "c518f863", + "id": "6b17aee4", "metadata": {}, "source": [ "The outer loop of the algorithm is not parallelizable, since the iterations depend on the results of the previous iterations. However, we can extract parallelism from the inner loops. Let's have a look at two different parallelization schemes. \n", @@ -282,22 +282,22 @@ }, { "attachments": { - "g23933.png": { - "image/png": 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" + "fig-asp-1d-partition.png": { + "image/png": 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" } }, "cell_type": "markdown", - "id": "f06f0869", + "id": "c518f863", "metadata": {}, "source": [ "
\n", - "\n", + "\n", "
" ] }, { "cell_type": "markdown", - "id": "a67e0aad", + "id": "102d6fa2", "metadata": {}, "source": [ "## What is the work per process at iteration k?\n", @@ -307,22 +307,22 @@ }, { "attachments": { - "g26595.png": { - "image/png": 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" + "fig-asp-data-updated.png": { + "image/png": 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" } }, "cell_type": "markdown", - "id": "53a94ed3", + "id": "a67e0aad", "metadata": {}, "source": [ "
\n", - "\n", + "\n", "
" ] }, { "cell_type": "markdown", - "id": "d083cd53", + "id": "d9d29899", "metadata": {}, "source": [ "It is clear from the code that at a given iteration `k`, the matrix is updated from row `k` to `n` and from column `k` to `m`. If we look at how that reflects the distribution of work over the processes, we can see that CPU 1 does not have any work, whereas CPU 2 does a little work and CPU 3 and 4 do a lot of work. Thus, the work load is _imbalanced_ across the different processes. " @@ -330,16 +330,16 @@ }, { "attachments": { - "g26786.png": { - "image/png": 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" + "fig-asp-data-updated-2.png": { + "image/png": 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" } }, "cell_type": "markdown", - "id": "0d80cd72", + "id": "d083cd53", "metadata": {}, "source": [ "
\n", - "\n", + "\n", "
" ] }, @@ -379,7 +379,7 @@ }, { "cell_type": "markdown", - "id": "b90252f1", + "id": "51498a44", "metadata": {}, "source": [ "### Cyclic partition\n", @@ -389,16 +389,16 @@ }, { "attachments": { - "g27009.png": { - "image/png": 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" + "fig-asp-data-updated-cyclic.png": { + "image/png": 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" } }, "cell_type": "markdown", - "id": "6a4c4051", + "id": "b90252f1", "metadata": {}, "source": [ "
\n", - "\n", + "\n", "
" ] }, diff --git a/notebooks/figures/fig_jacobi.svg b/notebooks/figures/fig_jacobi.svg deleted file mode 100644 index d38fa96..0000000 --- a/notebooks/figures/fig_jacobi.svg +++ /dev/null @@ -1,130710 +0,0 @@ - -image/svg+xmluu_newu_new[i] = u[i-1]+u[i]+u[1+1]iii+1i-1ii+1i-1iii+1i-1iuu_newuu_newuu_newuuu_newuu_newii-1i+1ichnl_next_sndchnl_next_rcvchnl_prev_rcvchnl_prev_sndxu0L-110Ln+2 pointsu?-1?????????1uu_newii-1i+1iii+1i-1iuu_newkijuuuu_newii-1i+1ikijxxxxxxxxxxxxxxxxxxxxxxxxxxxx????????????????????????????????????kij1D block2D block2D cyclicxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxu?-1?????????1uu_new?-1?????????1-1-111srsuu_newrsrsuu_newrr-1s+1uuu_newcommunicationcomputationuu_newi-1i+1ii+1-1-1-1111uuu_newcommunicationcomputation-1-1-1111(i+1,j)(i,j)(i-1,j)(i,j+1)(i,j-1)xxxxxxxxxxxxxxxxxxxxxxxxxxxx????????????????????????????????????Partition2nd CPUPartition2nd CPUCPU 1CPU 2CPU PNNN/PCPU 1CPU 2CPU PNNN/PCPU 1CPU 2CPU PCPU 1CPU 2CPU PCPU 5CPU 5Data updatedData usedCPU 2CPU 2Data updatedData usedCPU 5CPU 5Data updatedData usedCPU 1CPU 1Data updatedData usedCPU 5?Data updatedData useduu_newCPU 2localremoteremote12345232191234921531234123412935000012341234123350000InputOutput968561081234921531234123412935000012341234123350000InputOutput968561081234921531234123412935000012341234123350000InputOutput968561081234921531234123412935000012341234129350000Inputk=01234321531234123412935000012341234123350000Inputk=11234321531234123412935000012341234123350000Inputk=256561234321531234123412935000012341234123350000Inputk=356561088101234321531234123412935000012341234123350000Inputk=45656108810968968kijC[i,j]C[i,k]C[k,j]C[i,j] = min(C[i,j],C[i,k]+C[k,j])kijC[i,j] = min(C[i,j],C[i,k]+C[k,j])CPU 2ijkkCPU 2ijkkCPU 2kCPU 2CPU 2Data updatedData used (iteration k)kCPU 2?Data updatedData used (iteration k)CPU 2CPU 2N/PN1P1P2P3123456timeP1P2P3123456time124343342323422422314111333344461243433423234224223141113333444661243433232322314142241133343444612434332323223141422411333434446791243433232322314142241133343444666779124343323232231414224113334344467912341234123412340000Table CGraph GOutput32232413232413Start =11234Length = 66124343342323422422314111333344412341234321243433423234224223141113333444123412341234123412341234123410101010101055555xxxx12443342332..................MasterWorkersmaxhops?Data updatedData used (iteration k)kkData updatedkkData updatedkkData updatedkkData updatedkkData updatedkData updatedkkData updatedkkkusing a 12x12 matrixmyrowskkCPU 1Data updated (iteration k)?kkCPU 3kkCPU 3Data updated (iteration k)Data used (iteration k)kkCPU 3kkCPU 3Data updated (iteration k)Data used (iteration k)?1D block2D block2D cyclic1D block1D cyclickkkkData updated (iteration k)Data updated (iteration k)CPU 1CPU 4??kkkkData updated (iteration k)Data updated (iteration k)CPU 1CPU 4CPU 1CPU 1CPU 4CPU 4kkCPU 3Data updated (iteration k)?kkCPU 3Data used (iteration k)?kkCPU 1Data updated (iteration k)?kkCPU 1Data used (iteration k)?CPU 2Data updatedData used?CPU 5Data updatedData used?CPU 1Data updatedData used?uu_newCPU 2???CPU 2CPU 1CPU 31243433423234224223141113333444W1W2W3W4W5W61243433423234224223141113333444W1W2W312434334232342242231411133334441243433423234224223141113333444W1W2W36679771243433423234224223141113333444W1W2W3rank 0rank 1rank 2rootrand(1:10)kkCPU 3Data updated (iteration k=6)?CPU 2CPU 1??kkCPU 3Data updated (iteration k=6)CPU 2CPU 1Data updated (iteration k=6)kkCPU 1CPU 2CPU 3CPU 4Data updated (iteration k=6)kkCPU 1CPU 2CPU 3CPU 4Data updated (iteration k=6)kkCPU 1CPU 1CPU 1CPU 2CPU 2CPU 2CPU 3CPU 3CPU 3CPU 4CPU 4CPU 4Data updated (iteration k=6)kkCPU 1CPU 1CPU 1CPU 2CPU 2CPU 2CPU 3CPU 3CPU 3CPU 4CPU 4CPU 4kkkkData updated (iteration k)Data used (iteration k)kiikkkkData updated (iteration k)Data used (iteration k)kii?uu_newCPU 2localremoteremotelocalremoteOutput1243433423234224223141113333444Outputmin distance = 6Outputmin distance = 6697978 diff --git a/notebooks/pdes.ipynb b/notebooks/pdes.ipynb index 7bbf074..23680da 100644 --- a/notebooks/pdes.ipynb +++ b/notebooks/pdes.ipynb @@ -5716,7 +5716,7 @@ "id": "63c406e0", "metadata": {}, "source": [ - "The number of iterations is now constant for different problem sizes. Thus, we have finally achieved to build an algorithmically scalable solver by combining the conjugate gradient method and the multi-grid method!" + "The number of iterations is now constant for different problem sizes. Thus, we have finally achieved an algorithmically scalable solver by combining the conjugate gradient method and the multi-grid method!" ] }, { @@ -5726,7 +5726,7 @@ "source": [ "### High-performance conjugate gradient (HPCG) benchmark\n", "\n", - "- Alternative to HPL benchmark to rank the [top 500](https://www.top500.org/) computers\n" + "The HPCG benchmark is an alternative to the HPL benchmark to rank the [top 500](https://www.top500.org/) computers. It is based on the CG + multigrid method, whereas the HPL benchmark is a Gaussian elimination type of algorithm. The HPCG was introduced because the CG + multigrid method is more commonly run on supercomputers than Gaussian elimination. While HPL gives a good indication of the peak performance, the HPCG benchmark is orders of magnitude below the peak performance. \n" ] }, { @@ -5847,7 +5847,8 @@ "id": "a8aa2ebd", "metadata": {}, "source": [ - "### MPI implementation" + "### MPI implementation\n", + " TODO maybe question which MPI directive is used? (erase MPI.Allreduce from picture and put it into answer for the question" ] }, { @@ -5961,28 +5962,28 @@ }, { "cell_type": "markdown", - "id": "a6433395", + "id": "5e2926d0", "metadata": {}, "source": [ "
\n", "Question: Which mesh partition does lead to less communication in the sparse matrix-vector product?\n", "
\n", "\n", - "- Answer: 2d block (as for Jacobi method)\n" + "- Answer: 2d block (as for Jacobi method)" ] }, { "attachments": { - "g20102.png": { - "image/png": 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" + "fig-pdes-2d-partition.png": { + "image/png": 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" } }, "cell_type": "markdown", - "id": "931e1fb6", + "id": "a6433395", "metadata": {}, "source": [ "
\n", - "\n", + "\n", "
" ] },