From 471ea6be959b3d0ac8e0c67b68a375f8d73a7fbc Mon Sep 17 00:00:00 2001 From: Galin Bistrev Date: Wed, 9 Jul 2025 13:03:55 +0000 Subject: [PATCH 1/2] Blog Post Galin Bistrev --- .github/actions/spelling/allow/names.txt | 3 + .github/actions/spelling/allow/terms.txt | 2 + ...25-09-07-implementing-AD-in-CMS-Combine.md | 75 ++++++++++++++++++ images/blog/banner-cern.jpg | Bin 0 -> 95795 bytes 4 files changed, 80 insertions(+) create mode 100644 _posts/2025-09-07-implementing-AD-in-CMS-Combine.md create mode 100644 images/blog/banner-cern.jpg diff --git a/.github/actions/spelling/allow/names.txt b/.github/actions/spelling/allow/names.txt index 0ffa85c..d7d52c3 100644 --- a/.github/actions/spelling/allow/names.txt +++ b/.github/actions/spelling/allow/names.txt @@ -22,6 +22,7 @@ Dmitry Duswald Elrawy Foco +Galin Graenitz Guilherme Guiraud @@ -123,6 +124,7 @@ atre atreshreyas baidyanath bellei +bistrev chaitanya chaitanyashahare chaudhari @@ -137,6 +139,7 @@ efremale elrawy fransham fsfod +galin gargvaibhav garima garimasingh diff --git a/.github/actions/spelling/allow/terms.txt b/.github/actions/spelling/allow/terms.txt index 12d7045..a580bbf 100644 --- a/.github/actions/spelling/allow/terms.txt +++ b/.github/actions/spelling/allow/terms.txt @@ -24,6 +24,7 @@ LLVM LULESH NVIDIA NVMe +Ohridski OMP OpenMP PTX @@ -40,6 +41,7 @@ backpropagation biodynamo bioinformatics blogs +cms consteval cppyy cytokine diff --git a/_posts/2025-09-07-implementing-AD-in-CMS-Combine.md b/_posts/2025-09-07-implementing-AD-in-CMS-Combine.md new file mode 100644 index 0000000..67c575c --- /dev/null +++ b/_posts/2025-09-07-implementing-AD-in-CMS-Combine.md @@ -0,0 +1,75 @@ +--- +title: "Implementing AD in CMS Combine" +layout: post +excerpt: "A CERN Summer Student 2025 project aiming at the integration of +automatic differentiation (AD) into the CMS Combine tool to accelerate statistical +inference by leveraging RooFit's AD support and LLVM-based gradient generation." +sitemap: false +author: Galin Bistrev +permalink: blogs/2025_galin_bistrev_introduction_blog/ +banner_image: /images/blog/gsoc-banner.png +date: 2025-07-05 +tags: cern cms root combine c++ rooFit automatic-differentiation +--- + +### Introduction +Greetings! I’m Galin Bistrev, a fourth-year student specializing in Nuclear and +Particle Physics at the University of Sofia "St. Kliment Ohridski". +As part of the CERN Summer Student Programme 2025, I’m working on a project to +integrate automatic differentiation (AD) +into the CMS Combine tool. + +### Project description + +This project focuses on implementing automatic differentiation (AD) into the CMS +Combine tool, which the primary statistical analysis framework used by the CMS experiment +at CERN. Combine is built on top of RooFit, which recently introduced AD +technology to support minimization methods. +By generating computationally efficient gradients through AD, RooFit enables significant +performance gains. RooFit’s implementation of AD works by converting internal +likelihood representations into standalone C++ code, from which gradient code is +produced. This approach not only accelerates fitting but also improves +the portability and shareability of likelihood models, making them accessible +even to users without deep knowledge of RooFit or Combine internals. + +### Brief description of the CMS Combine engine +Combine is a statistical analysis tool designed to compare a model of expected +observations with real data. It’s commonly used for tasks such as discovering +new particles or processes, setting limits on potential new physics, and measuring +physical quantities like cross sections.While Combine was developed with High +Energy Physics (HEP) applications in mind, it contains no built-in physics +knowledge,thus it remains completely general and independent of the interpretation +of any specific analysis. This flexibility allows it to be used across a wide range +of statistical problems + +### Project goals +The main goals of this project are: + +- Support external users in working with Combine-generated models without needing +to dive into RooFit or Combine internals. + +- Optimize performance in high-complexity workflows within the Combine framework. + + +### Implementation strategy + +- Refactor Combine to use standard RooFit primitives where possible, and add AD support to custom components. + +- Integrate RooFit's AD- generated gradients into Combines's likelihood +evaluation and minimization workflows to improve performance and enable external +gradient use. + + +- Developing benchmarks to quantitatively demonstrate the performance improvements AD brings to Combine overflows. + +##Conclusion + +By integrating automatic differentiation into the CMS Combine tool, we aim to make +statistical inference not only faster but also more accessible to the broader +community. I’m excited to contribute to this effort during my time at CERN and +look forward to sharing progress, insights, and benchmarks as the project evolves. + +### Related Links +- [CMS Combine GitHub page]https://cms-analysis.github.io/HiggsAnalysis-CombinedLimit/latest/ +- [ROOT official repository]https://github.com/root-project/root +- [My GitHub profile]https://github.com/GalinBistrev2 diff --git a/images/blog/banner-cern.jpg b/images/blog/banner-cern.jpg new file mode 100644 index 0000000000000000000000000000000000000000..1b4145ed42a04e5f51b2300c2c9a7dc76f463ab7 GIT binary patch literal 95795 zcmbUIcU)6X^frn{5fKp(1?l7~AiYTMiKu{pfOM&m-a&d#6cmsak=~_7x=62)-h1za z2uKe-kPuFMfA4wE`P{$my_4)uCbMT|&ziF4S5{ zga0S~FCXAW*mnS+5`Mh^cmcS1%$gTenC^$!?R8{k!gvQ;^@ebN3Dz z*0~t9LHRV03fAN2n{44&i6!ClS4%wZ5IsShO*S`TYcW$zfu#?*^aC+dDeDx_f&2`o||Gr>19S=jKss=s)Wln}4^q508#dPS4J< z7nlF!x&a{hAF=+AWd9#>(GcajNgRV)WdG#4anqN0kCeJpbOfuc50szAJ;v@n;uJ?cIs7Nu|B~$gJHbN!|B~$g2=@QTH4nH)oR~LhNN50H 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@vgvassilev --- _posts/2025-09-07-implementing-AD-in-CMS-Combine.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_posts/2025-09-07-implementing-AD-in-CMS-Combine.md b/_posts/2025-09-07-implementing-AD-in-CMS-Combine.md index 67c575c..bd8a521 100644 --- a/_posts/2025-09-07-implementing-AD-in-CMS-Combine.md +++ b/_posts/2025-09-07-implementing-AD-in-CMS-Combine.md @@ -62,7 +62,7 @@ gradient use. - Developing benchmarks to quantitatively demonstrate the performance improvements AD brings to Combine overflows. -##Conclusion +## Conclusion By integrating automatic differentiation into the CMS Combine tool, we aim to make statistical inference not only faster but also more accessible to the broader