From 7a4b2d52dbff5ba2705e603dc66e54e84e172fe1 Mon Sep 17 00:00:00 2001 From: Freyam Mehta Date: Tue, 10 Aug 2021 14:39:10 +0400 Subject: [PATCH 1/8] base ready --- _posts/2021-08-23-gsoc-2021-project.md | 8 ++++++++ 1 file changed, 8 insertions(+) create mode 100644 _posts/2021-08-23-gsoc-2021-project.md diff --git a/_posts/2021-08-23-gsoc-2021-project.md b/_posts/2021-08-23-gsoc-2021-project.md new file mode 100644 index 00000000..0f0811c3 --- /dev/null +++ b/_posts/2021-08-23-gsoc-2021-project.md @@ -0,0 +1,8 @@ +--- +layout: post +title: GSoC 2021 Project +author: Freyam Mehta +theme: twitter +--- + +{% include JB/setup %} From aa1750165897c4784dd9c772a84c977cba3f5220 Mon Sep 17 00:00:00 2001 From: Freyam Mehta Date: Sun, 15 Aug 2021 13:46:01 +0400 Subject: [PATCH 2/8] update --- _posts/2021-08-23-gsoc-2021-project.md | 108 +++++++++++++++++++++++++ images/gsoc21/7740.png | Bin 0 -> 257731 bytes images/gsoc21/7869.png | Bin 0 -> 220057 bytes images/gsoc21/7886.png | Bin 0 -> 230745 bytes images/gsoc21/7931.png | Bin 0 -> 119460 bytes images/gsoc21/7973.png | Bin 0 -> 182739 bytes 6 files changed, 108 insertions(+) create mode 100644 images/gsoc21/7740.png create mode 100644 images/gsoc21/7869.png create mode 100644 images/gsoc21/7886.png create mode 100644 images/gsoc21/7931.png create mode 100644 images/gsoc21/7973.png diff --git a/_posts/2021-08-23-gsoc-2021-project.md b/_posts/2021-08-23-gsoc-2021-project.md index 0f0811c3..f748e0e2 100644 --- a/_posts/2021-08-23-gsoc-2021-project.md +++ b/_posts/2021-08-23-gsoc-2021-project.md @@ -6,3 +6,111 @@ theme: twitter --- {% include JB/setup %} + +This blog covers the work done by me during the Google Summer of Code 2021. Dask took part in the program under the NumFOCUS umbrella organization. + +Google Summer of Code is a global program focused on bringing more student developers into open source software development. Students work with an open source organization on a 10 week programming project during their break from school. + +## Contents + +- [Visualizing the Performance Characteristics of Computations](#visualizing-the-performance-characteristics) +- [Graphical Representation of Task Graphs](#graphical-representation) +- [HTML Representation of Task Graphs](#html-representation) + +## Visualizing the Performance Characteristics of Computations + +## Graphical Representation of Task Graphs + +I worked on enhancing the graphviz output of the task graphs. The Graphviz library boasts a great set of attributes which can be modifified to create a more visually appealing output. I worked on making them more illustrative, engaging, and informative. + +### Fixing callingĀ `.visualize()` with `filename=None` [#7740](https://github.com/dask/dask/pull/7740) + +I fixed a minor bug that was caused when users tried to call `dask.visualize()` with `filename=None`. I fixed it by adding an extra condition before it reaches the error line to make sure the format is not `None` by making it equal to the default `png`. + +```python +import dask +import dask.array as da + +array = da.arange(10) +dask.visualize(array, filename=None) +``` + +#7740 Demo + +### Add node size scaling to the Graphviz output for the high level graphs [#7869](https://github.com/dask/dask/pull/7869) + +I tweaked the node sizes in the High-level graph's task graphs to align with the density of each layer. Layers with more tasks would appear larger than the rest. + +```python +import dask.array as da + +array = da.random.random((10000, 10000), chunks=(200, 200)) +result = array + array.T - array.mean(axis=0) + +result.dask.visualize() +``` + +#7869 Demo + +### Change graphviz font family to sans [#7931](https://github.com/dask/dask/pull/7931) + +I modified the font of the Graphviz graphs to `Helvetica` (a sans-serif fontface). This is cleaner and more readable than the default `Times-Roman` (a serif fontface). + +```python +import dask.array as da + +array = da.ones((10, 10), chunks=(5, 5)) +array = array + 100 +array = array * 100 + +array.dask.visualize() +``` + +#7931 Demo + +### Add tooltips to graphviz [#7973](https://github.com/dask/dask/pull/7973) + +I added tooltips to the High-level graph's task graphs. The tooltips show the `layer_type`, `number of tasks`, and the information stored in the `collection_annotations` dictionary for each layer. + +```python +import dask.array as da + +x = da.ones((10, 10), chunks=(5, 5)) +x = x + 100 +x = x * 100 + +x.dask.visualize() +``` + +#7973 Demo + +### Add colors to represent high level layer types [#7974](https://github.com/dask/dask/pull/7974) + +#7974 Demo + +## HTML Representation of Task Graphs + +I also worked on creating/enhancing HTML reprs for existing classes. + +### Add `dask.array` SVG to the HTML Repr [#7886](https://github.com/dask/dask/pull/7886) + +I added the Dask Array SVG of the chunks to the HTML Repr of the High-level graph by calling the `dask.array.svg.svg()` function. + +```python +import dask.array as da + +array = da.ones((10, 20), chunks=(5, 10)) +array = array.T + +array.dask +``` + +#7886 Demo + +### Add HTML Repr for `Security` Class [#5178](https://github.com/dask/dask/pull/5178) + +#5178 Demo + +### Add HTML Repr for `ProcessInterface` Class [#5181](https://github.com/dask/dask/pull/5181) + +#5181 Demo diff --git a/images/gsoc21/7740.png b/images/gsoc21/7740.png new file mode 100644 index 0000000000000000000000000000000000000000..2adee625d3eeaefc7d2e7be4ad959cd47f461ab1 GIT binary patch literal 257731 zcmeFZXH=6}_ct6XqadiDAk_f`l@jTlSg6tlY0{;mbV6^jj8q8%0@9Tt(gmajh=nR8 z(mSE|5IO`B@|@tz-1q&g|9aQE{_ltP%gq{Qu8W-OT<7ew_iz7p$%Or(seJA%^H~T4 za!yr6;Q<6f^%Md*Df!!J@Rx<2ulK-zj=>)&--Q%)vMz#~Gp;Iza0rC9f%1DSj*pfF z40nC3`_SW|hPt$si<6**wTq>VppTO)7!85Q!hBpUtQ>4Su3FmIJ$9Dk#iP)?S07u; z@fwI}+|qEpXJh|Z#n0VF$4^t&%Fn?{%9h<}19$Osx3W2!f%4E_liYK+vGB05mKVMyEF^GCQb0&d7W#jEM0v-*9#Hi0 zP_>qqw2+Vz7PXZUxMgEuB_L`eX(J$IDJ&%*am&g^O4wRVNJ`k|pNW1w@}JWvS%O)_ zgvEr##iWEpg(RfJByaumz|n{QIbPSr)5@N*6?x%*hW+brM`LB76zMuX{w0*7o4=&; z&lA5y_G{q39n1gwqq4U8=a^hQ-5rlqz}gCG<7ne#B%!|!$=XWV%VC>MfZ*jjG}em1F#{HzcvK!r0;lo*t@vPE4kbFS~y+Ru(9{BkfjX!`vaiy zM{@sP$rhO8Kf?Wwb@*7g{+srLVbVuh>*B8K;^HWO&%)UYtm6Ov^Z&S%U#kN~4a^(* 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