From 8298079ccfa1881270d8d54373d7005e123472eb Mon Sep 17 00:00:00 2001 From: QuillPusher <130300172+QuillPusher@users.noreply.github.com> Date: Tue, 16 Apr 2024 11:40:29 -0700 Subject: [PATCH 1/5] Language InterOp Blog - High Level Blog Post to introduce to Language Interoperability, based on the following Paper: - "Efficient and Accurate Automatic Python Bindings with cppyy & Cling" - https://arxiv.org/pdf/2304.02712.pdf - Date of Blog is kept as the Date that the paper was published on. Later we can share this post on LinkedIn etc, using a #tbt (ThrowBack Thursday) or Feature Highlight type post --- ...-interoperability-using-cppyy-and-cling.md | 122 ++++++++++++++++++ images/blog/2023-04-05-numba-ext.png | Bin 0 -> 42712 bytes 2 files changed, 122 insertions(+) create mode 100644 _posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md create mode 100644 images/blog/2023-04-05-numba-ext.png diff --git a/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md new file mode 100644 index 0000000..8382811 --- /dev/null +++ b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md @@ -0,0 +1,122 @@ +--- +title: "The Next Step in Language Interoperability using Cling and cppyy" +layout: post +excerpt: "Scientific software in constantly being challenged by enthusiasts trying to +test the boundaries of programming languages, in search of better performance +and simpler workflows. One such breakthrough was achieved using Cling, a C++ +interpreter, that has presented new possibilities with an incremental +compilation infrastructure that is available at runtime." +sitemap: false +permalink: blogs/language_interoperability_with_cling_and_cppyy/ +date: 2023-04-05 +--- + +{% capture image_style %} + max-width: 80%; + display: block; + margin: 0 auto; +{% endcapture %} + +Scientific software in constantly being challenged by enthusiasts trying to +test the boundaries of programming languages, in search of better performance +and simpler workflows. One such breakthrough was achieved using Cling, a C++ +interpreter, that has presented new possibilities with an incremental +compilation infrastructure that is available at runtime. + +This means that Python can interact with C++ on an on-demand basis, and +bindings can be automatically constructed at runtime. This provides +unprecedented performance and does not require direct support from library +authors. + +The Compiler Research team presented these findings in the paper: [Efficient +and Accurate Automatic Python Bindings with cppyy & Cling]. It presents the +enhancements in language interoperability using Cling with cppyy (an +automatic, run-time, Python-C++ bindings generator). Following is a high-level +summary of these findings. + + +### Background +C++ gained early adoption in scientific research fields due to its high +performance capabilities. But the interactive nature of Python and the gentler +learning curve led to higher adoption rates elsewhere, and as a result, it saw +exponential advancements in capabilities that were ideal for data science +research. A lot of research infrastructure is still rooted in C++ and benefits +from some of its unique features (e.g., access to accelerators in +heterogeneous computing environments), making it impossible, or at least +undesirable to abandon it for the exciting new features that the world of +Python has to offer. + +This is where the usefulness of language interoperability becomes evident. +However, this requires an advanced integration solution, especially for high +performance code that is executed in diverse environments. + +This is where Numba, a just-in-time (JIT) compiler for Python comes in. It is +capable of compiling Python code, while targeting either the CPU or the GPU, +and providing interfaces to use the JITed closures from low-level libraries. +Numba helps lower Python to machine code level and minimizes costly language +crossings. However, Numba has some limitations in this context that are +remediated with cppyy (an automatic runtime bindings generator). + +The target of this research is to demonstrate a generic prototype that +automatically brings advanced C++ features (e.g., highly optimized numeric +libraries) to Numba-accelerated Python, with help from cppyy. This required +re-engineering of the cppyy back-end to directly use LLVM components. A new +CppInterOp library was also introduced to implement interoperability +primitives based on Cling and Clang-Repl (also an interactive interpreter, a +progression on Cling). + +### Prototype Overview + +To bring C++ to Numba, a reflection interface was developed on top of cppyy. +This enables Python programmers to develop and debug their code in Python and +only switching on the Numba JIT for selected performance-critical tasks. + +Python is a dynamically typed language. It wraps and later unwraps objects +(referred to as boxing/unboxing). This is a costly operation that can be +eliminated with Numba, while using the new Reflection API. The Reflection API +uses a function called `__cpp_reflex__` that takes the reflection type and +format as parameters and returns the requested information (e.g., an object’s +C++ type). + +Let's look at the interaction between Numba, numba extention and cppyy. + +![numba extension](/images/blog/2023-04-05-numba-ext.png){: style="{{ image_style }}"} + +Numba analyzes a Python code and when it encounters cppyy types, it queries +the cppyy’s pre-registered `numba_ext` module for the type information. If +`numba_ext` encounters a type that it hasn't seen before, it queries cppyy’s +new reflection API. This helps generate the necessary typing classes and +lowering methods. Each core language construct (namespaces, classes, free +functions, methods, data members, etc.) has its own implementation. This +process provides Numba with the information needed to convert the function +call to LLVM IR. + +### Benchmarks + +The following benchmarks were executed on a 3.1GHz Intel NUC Core i7-8809G CPU +with 32G RAM. + +
+ +| Benchmark Case  | Cppyy JIT time (s)  | Numba JIT time (s)  | Hot run time (s)  | Python run time (s)  | Speedup  | +|----------------------------|---------------------|---------------------|-------------------|----------------------|----------| +| Function w/o args  | 1.72e-03  | 3.33e-01  | 3.58e-06  | 1.73e-05  | 4.84× | +| Overloaded functions  | 1.05e-03  | 1.35e-01  | 4.51e-06  | 3.47e-05  | 7.70× | +| Templated free functions  | 8.92e-04  | 1.45e-01  | 3.48e-06  | 7.18e-05  | 20.66× | +| Class data members  | 1.43e-06  | 1.33e-01  | 5.87e-06  | 1.82e-05  | 3.10× | +| Class methods  | 2.16e-03  | 1.39e-01  | 6.06e-06  | 1.43e-05  | 2.36× | + +
+ +Where, +- Numba JIT time: The execution time of Numba JITed functions with cppyy objects against their Python counterparts (to obtain the time taken by Numba to JIT the function). +- cppyy JIT time: The time taken by cppyy to create the typing information and possibly to perform lookups and instantiate templates. +- Hot run time: The time taken to execute the function after it has been JITed. +- Python run time: The time taken to execute the equivalent Python function. +- Speedup: Compares the Hot run time to Python run time. + +For more technical details, please view the paper: [Efficient and Accurate Automatic Python Bindings with cppyy & Cling] + + + +[Efficient and Accurate Automatic Python Bindings with cppyy & Cling]: https://arxiv.org/abs/2304.02712 \ No newline at end of file diff --git a/images/blog/2023-04-05-numba-ext.png b/images/blog/2023-04-05-numba-ext.png new file mode 100644 index 0000000000000000000000000000000000000000..97adc2db0af3db29ba764aec966f856a334ae1c8 GIT 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ee69461ad6468621084cc378fca5a6d81cf9e562 Mon Sep 17 00:00:00 2001 From: QuillPusher <130300172+QuillPusher@users.noreply.github.com> Date: Mon, 22 Apr 2024 13:36:28 -0700 Subject: [PATCH 2/5] Cahnges against David's Review of InterOp blog - more positive view of why C++ is used - more positive language around Numba enhancements - Added merits of using wach language (C++ and Python), while highlighting their strengths. - Added description to Benchmarks section - Added a Conclusion/Summary --- ...-interoperability-using-cppyy-and-cling.md | 72 +++++++++++++++---- 1 file changed, 59 insertions(+), 13 deletions(-) diff --git a/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md index 8382811..59557e9 100644 --- a/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md +++ b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md @@ -40,24 +40,24 @@ C++ gained early adoption in scientific research fields due to its high performance capabilities. But the interactive nature of Python and the gentler learning curve led to higher adoption rates elsewhere, and as a result, it saw exponential advancements in capabilities that were ideal for data science -research. A lot of research infrastructure is still rooted in C++ and benefits +research. However, this does not discredit the usefulness of C++ in data +science. A lot of research infrastructure is still rooted in C++ and benefits from some of its unique features (e.g., access to accelerators in -heterogeneous computing environments), making it impossible, or at least -undesirable to abandon it for the exciting new features that the world of -Python has to offer. +heterogeneous computing environments). This is where the usefulness of language interoperability becomes evident. However, this requires an advanced integration solution, especially for high performance code that is executed in diverse environments. -This is where Numba, a just-in-time (JIT) compiler for Python comes in. It is -capable of compiling Python code, while targeting either the CPU or the GPU, -and providing interfaces to use the JITed closures from low-level libraries. -Numba helps lower Python to machine code level and minimizes costly language -crossings. However, Numba has some limitations in this context that are -remediated with cppyy (an automatic runtime bindings generator). +Numba, a just-in-time (JIT) compiler for Python, is a tool that is ideal for +this task (with some enhancements). Numba is capable of compiling Python code +while targeting either the CPU or the GPU, and providing interfaces to use the +JITed closures from low-level libraries. Numba helps lower Python to machine +code level and minimizes costly language crossings. In order to provide the +missing links for this research, Numba was also integrated with cppyy (an +automatic runtime bindings generator). -The target of this research is to demonstrate a generic prototype that +The target of this research was to demonstrate a generic prototype that automatically brings advanced C++ features (e.g., highly optimized numeric libraries) to Numba-accelerated Python, with help from cppyy. This required re-engineering of the cppyy back-end to directly use LLVM components. A new @@ -65,11 +65,35 @@ CppInterOp library was also introduced to implement interoperability primitives based on Cling and Clang-Repl (also an interactive interpreter, a progression on Cling). +### Merits of using Python + +Rather than writing all performance-critical code in a lower-level language +(e.g., C), and then interpret it back to Python (using extensions), we wanted +to lower the Python code itself to native level using JIT. This would enable +the developer to stay in Python and write and debug the code in a single +environment. We also needed this JIT code to work well with bound C++ code. +Therefore, we used Numba as a Python JIT and integrated it with C++ using +cppyy. + +Interestingly, this approach makes it easy to use Python kernels in C++, +without losing performance, enabling continued use of an existing C++ +codebase. + +### Merits of using C++ + +C++ is evolving rapidly, enabling automation and a more expressive approach +for better code quality and compiler optimization. Consecutively, cppyy (which +is based on Cling, a C++ interpreter based on Clang/LLVM) helps bring better +interactivity and runtime experiences to C++, and is able to evolve +side-by-side, thanks to its roots in LLVM infrastructure. Together, these +tools help address even the previously unresolved corner cases at runtime in +either C++ or Python, as appropriate. + ### Prototype Overview To bring C++ to Numba, a reflection interface was developed on top of cppyy. This enables Python programmers to develop and debug their code in Python and -only switching on the Numba JIT for selected performance-critical tasks. +selectively switching on the Numba JIT for performance-critical tasks. Python is a dynamically typed language. It wraps and later unwraps objects (referred to as boxing/unboxing). This is a costly operation that can be @@ -94,7 +118,13 @@ call to LLVM IR. ### Benchmarks The following benchmarks were executed on a 3.1GHz Intel NUC Core i7-8809G CPU -with 32G RAM. +with 32G RAM. + +For each benchmark case in the following table, a Numpy array of size 100 × +100 was passed to the function. The times indicated in the table are averages +of 3000 runs. The Numba JITed functions achieve a minimum speedup of **2.3 +times** in the case of methods and a maximum speedup of nearly **21 times** in +the case of templated free functions.
@@ -117,6 +147,22 @@ Where, For more technical details, please view the paper: [Efficient and Accurate Automatic Python Bindings with cppyy & Cling] +### Summary + +In this research, we presented a new reflection interface developed for Numba +and cppyy (an automatic runtime bindings generator based on Cling), in order +to facilitate integration with C++. This also required enhancements to cppyy +to provide a fully automatic and transparent process for integration, without +loss in performance. + +This opens up several possibilities for developers. For example, they can +develop and debug their code in Python, while using C++ libraries, and +switching on the Numba JIT for selected performance-critical closures. +The results are promising, with 2-20 times speedup when using Numba to +accelerate cppyy through our extension. Further gains were demonstrated using +the Clang-Repl component of LLVM and the newly developed library CppInterOp. +Preliminary results show 1.4 to 144 times faster handling of templated code in +cppyy, which will indirectly improve the Numba-accelerated Python as well. [Efficient and Accurate Automatic Python Bindings with cppyy & Cling]: https://arxiv.org/abs/2304.02712 \ No newline at end of file From 5c0a3028a931d702ddb14dd2768c56a1878b74a3 Mon Sep 17 00:00:00 2001 From: maximusron Date: Fri, 24 May 2024 16:14:35 +0200 Subject: [PATCH 3/5] Update the cppyy-numba blogpost --- ...-interoperability-using-cppyy-and-cling.md | 32 +++++++++++------- images/blog/cppyy-numba-1.png | Bin 0 -> 113460 bytes images/blog/cppyy-numba-2.png | Bin 0 -> 158053 bytes images/blog/cppyy-numba-3.png | Bin 0 -> 175127 bytes ...-04-05-numba-ext.png => cppyy-numba-4.png} | Bin 5 files changed, 19 insertions(+), 13 deletions(-) create mode 100644 images/blog/cppyy-numba-1.png create mode 100644 images/blog/cppyy-numba-2.png create mode 100644 images/blog/cppyy-numba-3.png rename images/blog/{2023-04-05-numba-ext.png => cppyy-numba-4.png} (100%) diff --git a/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md index 59557e9..648deb5 100644 --- a/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md +++ b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md @@ -47,7 +47,9 @@ heterogeneous computing environments). This is where the usefulness of language interoperability becomes evident. However, this requires an advanced integration solution, especially for high -performance code that is executed in diverse environments. +performance code that can suffer from penalties crossing the language barrier. + +![numba extension](/images/blog/cppyy-numba-1.png){: style="{{ image_style }}"} Numba, a just-in-time (JIT) compiler for Python, is a tool that is ideal for this task (with some enhancements). Numba is capable of compiling Python code @@ -60,7 +62,7 @@ automatic runtime bindings generator). The target of this research was to demonstrate a generic prototype that automatically brings advanced C++ features (e.g., highly optimized numeric libraries) to Numba-accelerated Python, with help from cppyy. This required -re-engineering of the cppyy back-end to directly use LLVM components. A new +re-engineering of the cppyy-backend to directly use LLVM components. A new CppInterOp library was also introduced to implement interoperability primitives based on Cling and Clang-Repl (also an interactive interpreter, a progression on Cling). @@ -91,20 +93,24 @@ either C++ or Python, as appropriate. ### Prototype Overview -To bring C++ to Numba, a reflection interface was developed on top of cppyy. -This enables Python programmers to develop and debug their code in Python and -selectively switching on the Numba JIT for performance-critical tasks. +The primary motivation behind the addition of Numba support in cppyy is the elimination of the overhead that arises from crossing the languiage barrier, which can multiply into large slowdowns when using loops with cppyy objects. Since Numba compiles Python code into machine code it only crosses the language barrier once and the loops thus run faster + +![numba extension](/images/blog/cppyy-numba-2.png){: style="{{ image_style }}"} + +Python is a dynamically typed language. It wraps and later unwraps objects (referred to as boxing/unboxing). These costly operations are eliminated with Numba, which unboxes the inputs of a function and converts it to machine code. This improves the performance of heavily looped code that perform certain operations. At the end, the output is boxed so that Python can use it. For this to work, Numba needs to infer the types of not only the input and output but the intermediate variables as well. + +To bring C++ to Numba, a custom module was developed on top of cppyy using the Numba low level extension API. +This enables Python programmers to selectively enable Numba acceleration for performance-critical tasks by importing `cppyy.numba_ext` + +![numba extension](/images/blog/cppyy-numba-3.png){: style="{{ image_style }}"} + +The extension aids Numba's three phases which are- Typing, Lowering(to LLVM IR) and Boxing/Unboxing which process all (or most) C++ proxies held by the Python interpreter in the form of cppyy objects. -Python is a dynamically typed language. It wraps and later unwraps objects -(referred to as boxing/unboxing). This is a costly operation that can be -eliminated with Numba, while using the new Reflection API. The Reflection API -uses a function called `__cpp_reflex__` that takes the reflection type and -format as parameters and returns the requested information (e.g., an object’s -C++ type). +The biggest challenge while integrating cppyy support in Numba is to teach Numba what cppyy types and data mean. We approach this by utilising an improved reflection API within cppyy (`__cpp_reflex__`). Reflex returns information about cppyy objects within the scope of the Numba accelerated function. This allows us to inherit Numba's typing classes and populate them with more information without which we cannot box/unbox and lower to LLVM IR. -Let's look at the interaction between Numba, numba extention and cppyy. +Let's look at the interaction between Cppyy, Numba and the Numba extension: -![numba extension](/images/blog/2023-04-05-numba-ext.png){: style="{{ image_style }}"} +![numba extension](/images/blog/cppyy-numba-4.png){: style="{{ image_style }}"} Numba analyzes a Python code and when it encounters cppyy types, it queries the cppyy’s pre-registered `numba_ext` module for the type information. 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insertions(+), 24 deletions(-) diff --git a/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md index 648deb5..c9c113c 100644 --- a/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md +++ b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md @@ -1,11 +1,11 @@ --- -title: "The Next Step in Language Interoperability using Cling and cppyy" +title: "The Next Step in Language Interoperability using compiler-as-a-service and cppyy" layout: post -excerpt: "Scientific software in constantly being challenged by enthusiasts trying to +excerpt: "Scientific software is constantly being challenged by enthusiasts trying to test the boundaries of programming languages, in search of better performance -and simpler workflows. One such breakthrough was achieved using Cling, a C++ -interpreter, that has presented new possibilities with an incremental -compilation infrastructure that is available at runtime." +and simpler workflows. Interactive C++ interpreters such as Cling and ClangRepl +presented new possibilities with an incremental compilation infrastructure that + is available at runtime." sitemap: false permalink: blogs/language_interoperability_with_cling_and_cppyy/ date: 2023-04-05 @@ -17,11 +17,11 @@ date: 2023-04-05 margin: 0 auto; {% endcapture %} -Scientific software in constantly being challenged by enthusiasts trying to +Scientific software is constantly being challenged by enthusiasts trying to test the boundaries of programming languages, in search of better performance -and simpler workflows. One such breakthrough was achieved using Cling, a C++ -interpreter, that has presented new possibilities with an incremental -compilation infrastructure that is available at runtime. +and simpler workflows. Interactive C++ interpreters such as Cling and ClangRepl +presented new possibilities with an incremental compilation infrastructure that + is available at runtime. This means that Python can interact with C++ on an on-demand basis, and bindings can be automatically constructed at runtime. This provides @@ -40,10 +40,10 @@ C++ gained early adoption in scientific research fields due to its high performance capabilities. But the interactive nature of Python and the gentler learning curve led to higher adoption rates elsewhere, and as a result, it saw exponential advancements in capabilities that were ideal for data science -research. However, this does not discredit the usefulness of C++ in data -science. A lot of research infrastructure is still rooted in C++ and benefits -from some of its unique features (e.g., access to accelerators in -heterogeneous computing environments). +research. Python shines when steering infrastructure written in high +performance language such as C or C++. However, it is challenging to write the +glue layers between both languages for every package available in the C++ +ecosystem. This is where the usefulness of language interoperability becomes evident. However, this requires an advanced integration solution, especially for high @@ -56,8 +56,9 @@ this task (with some enhancements). Numba is capable of compiling Python code while targeting either the CPU or the GPU, and providing interfaces to use the JITed closures from low-level libraries. Numba helps lower Python to machine code level and minimizes costly language crossings. In order to provide the -missing links for this research, Numba was also integrated with cppyy (an -automatic runtime bindings generator). +missing links for this research, Numba was also integrated with the cppyy +project -- an automatic runtime bindings generator based using interactive C++ +to connect to the Python runtime. The target of this research was to demonstrate a generic prototype that automatically brings advanced C++ features (e.g., highly optimized numeric @@ -93,20 +94,39 @@ either C++ or Python, as appropriate. ### Prototype Overview -The primary motivation behind the addition of Numba support in cppyy is the elimination of the overhead that arises from crossing the languiage barrier, which can multiply into large slowdowns when using loops with cppyy objects. Since Numba compiles Python code into machine code it only crosses the language barrier once and the loops thus run faster +The primary motivation behind the addition of Numba support in cppyy is the +elimination of the overhead that arises from crossing the language barrier, +which can multiply into large slowdowns when using loops with cppyy objects. +Since Numba compiles Python code into machine code, it only crosses the +language barrier once, and the loops thus run faster ![numba extension](/images/blog/cppyy-numba-2.png){: style="{{ image_style }}"} -Python is a dynamically typed language. It wraps and later unwraps objects (referred to as boxing/unboxing). These costly operations are eliminated with Numba, which unboxes the inputs of a function and converts it to machine code. This improves the performance of heavily looped code that perform certain operations. At the end, the output is boxed so that Python can use it. For this to work, Numba needs to infer the types of not only the input and output but the intermediate variables as well. +Python is a dynamically typed language. It wraps and later unwraps objects +(referred to as boxing/unboxing). These costly operations are eliminated with +Numba, which unboxes the inputs of a function and converts it to machine code. +This improves the performance of heavily looped code that perform certain +operations. At the end, the output is boxed so that Python can use it. For +this to work, Numba needs to infer the types of not only the input and output +but the intermediate variables as well. -To bring C++ to Numba, a custom module was developed on top of cppyy using the Numba low level extension API. -This enables Python programmers to selectively enable Numba acceleration for performance-critical tasks by importing `cppyy.numba_ext` +To bring C++ to Numba, a custom module was developed on top of cppyy using the +Numba low-level extension API. This enables Python programmers to selectively +enable Numba acceleration for performance-critical tasks by importing +`cppyy.numba_ext` ![numba extension](/images/blog/cppyy-numba-3.png){: style="{{ image_style }}"} -The extension aids Numba's three phases which are- Typing, Lowering(to LLVM IR) and Boxing/Unboxing which process all (or most) C++ proxies held by the Python interpreter in the form of cppyy objects. +The extension aids Numba's three phases which are- Typing, Lowering(to LLVM +IR) and Boxing/Unboxing which process all (or most) C++ proxies held by the +Python interpreter in the form of cppyy objects. -The biggest challenge while integrating cppyy support in Numba is to teach Numba what cppyy types and data mean. We approach this by utilising an improved reflection API within cppyy (`__cpp_reflex__`). Reflex returns information about cppyy objects within the scope of the Numba accelerated function. This allows us to inherit Numba's typing classes and populate them with more information without which we cannot box/unbox and lower to LLVM IR. +The biggest challenge while integrating cppyy support in Numba is to teach +Numba what cppyy types and data mean. We approach this by utilising an +improved reflection API within cppyy (`__cpp_reflex__`). Reflex returns +information about cppyy objects within the scope of the Numba accelerated +function. This allows us to inherit Numba's typing classes and populate them +with more information without which we cannot box/unbox and lower to LLVM IR. Let's look at the interaction between Cppyy, Numba and the Numba extension: @@ -145,8 +165,11 @@ the case of templated free functions.
Where, -- Numba JIT time: The execution time of Numba JITed functions with cppyy objects against their Python counterparts (to obtain the time taken by Numba to JIT the function). -- cppyy JIT time: The time taken by cppyy to create the typing information and possibly to perform lookups and instantiate templates. +- Numba JIT time: The execution time of Numba JITed functions with cppyy + objects against their Python counterparts (to obtain the time taken by Numba + to JIT the function). +- cppyy JIT time: The time taken by cppyy to create the typing information and + possibly to perform lookups and instantiate templates. - Hot run time: The time taken to execute the function after it has been JITed. - Python run time: The time taken to execute the equivalent Python function. - Speedup: Compares the Hot run time to Python run time. @@ -165,7 +188,7 @@ This opens up several possibilities for developers. For example, they can develop and debug their code in Python, while using C++ libraries, and switching on the Numba JIT for selected performance-critical closures. -The results are promising, with 2-20 times speedup when using Numba to +The results are promising, with a 2 to 20 times speedup when using Numba to accelerate cppyy through our extension. Further gains were demonstrated using the Clang-Repl component of LLVM and the newly developed library CppInterOp. Preliminary results show 1.4 to 144 times faster handling of templated code in From 934ecf6f7d5bb6c2b2a06e0188d96f0d096ad549 Mon Sep 17 00:00:00 2001 From: QuillPusher <130300172+QuillPusher@users.noreply.github.com> Date: Sun, 11 Aug 2024 05:18:13 -0700 Subject: [PATCH 5/5] Changes requested by David and Aaron - Added the Code example suggested by Aaron - Focused on Achievements of the research - Removed verbose sections about C++/Python - Revamped the document structure with clear headings, for better readability --- ...-interoperability-using-cppyy-and-cling.md | 254 +++++++++++------- 1 file changed, 152 insertions(+), 102 deletions(-) diff --git a/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md index c9c113c..1d2d19a 100644 --- a/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md +++ b/_posts/2023-04-05-language-interoperability-using-cppyy-and-cling.md @@ -17,80 +17,61 @@ date: 2023-04-05 margin: 0 auto; {% endcapture %} -Scientific software is constantly being challenged by enthusiasts trying to -test the boundaries of programming languages, in search of better performance -and simpler workflows. Interactive C++ interpreters such as Cling and ClangRepl -presented new possibilities with an incremental compilation infrastructure that - is available at runtime. - -This means that Python can interact with C++ on an on-demand basis, and -bindings can be automatically constructed at runtime. This provides -unprecedented performance and does not require direct support from library -authors. - -The Compiler Research team presented these findings in the paper: [Efficient -and Accurate Automatic Python Bindings with cppyy & Cling]. It presents the -enhancements in language interoperability using Cling with cppyy (an -automatic, run-time, Python-C++ bindings generator). Following is a high-level -summary of these findings. - - -### Background -C++ gained early adoption in scientific research fields due to its high -performance capabilities. But the interactive nature of Python and the gentler -learning curve led to higher adoption rates elsewhere, and as a result, it saw -exponential advancements in capabilities that were ideal for data science -research. Python shines when steering infrastructure written in high -performance language such as C or C++. However, it is challenging to write the -glue layers between both languages for every package available in the C++ -ecosystem. - -This is where the usefulness of language interoperability becomes evident. -However, this requires an advanced integration solution, especially for high -performance code that can suffer from penalties crossing the language barrier. +### Introduction + +Scientific software development continually seeks to balance the high +performance of languages like C++ with the user-friendly nature of Python. +This article summarizes the advancements in language interoperability +presented in the paper [Efficient and Accurate Automatic Python Bindings with +cppyy & Cling]. + +This research focuses on enhancing language interoperability with cppyy, +enabling uniform cross-language execution environments. It illustrates the use +of advanced C++ in Numba-accelerated Python through cppyy. This required +re-engineering parts of cppyy to use upstream LLVM components. cppyy was +further empowered with a C++ reflection library, InterOp, which offers +interoperability primitives based on Cling and Clang-Repl (C++ Interpreters). + +### Key Components + + +#### 1. Cling: Interactive C++ Interpreter + +Cling, an interactive C++ interpreter based on Clang/LLVM, provides the +foundation for cppyy's ability to interact with C++ code dynamically and +efficiently. + +#### 2. cppyy: An automatic Runtime Bindings Generator + +cppyy is a tool that automatically generates Python bindings for C++ code at +runtime. It allows Python to interact with C++ on an on-demand basis. + +#### 3. Numba: a just-in-time (JIT) compiler for Python + +Numba is capable of compiling Python code while targeting either the CPU or +the GPU, and providing interfaces to use the JITed closures from low-level +libraries. ![numba extension](/images/blog/cppyy-numba-1.png){: style="{{ image_style }}"} -Numba, a just-in-time (JIT) compiler for Python, is a tool that is ideal for -this task (with some enhancements). Numba is capable of compiling Python code -while targeting either the CPU or the GPU, and providing interfaces to use the -JITed closures from low-level libraries. Numba helps lower Python to machine -code level and minimizes costly language crossings. In order to provide the -missing links for this research, Numba was also integrated with the cppyy -project -- an automatic runtime bindings generator based using interactive C++ -to connect to the Python runtime. - -The target of this research was to demonstrate a generic prototype that -automatically brings advanced C++ features (e.g., highly optimized numeric -libraries) to Numba-accelerated Python, with help from cppyy. This required -re-engineering of the cppyy-backend to directly use LLVM components. A new -CppInterOp library was also introduced to implement interoperability -primitives based on Cling and Clang-Repl (also an interactive interpreter, a -progression on Cling). - -### Merits of using Python - -Rather than writing all performance-critical code in a lower-level language -(e.g., C), and then interpret it back to Python (using extensions), we wanted -to lower the Python code itself to native level using JIT. This would enable -the developer to stay in Python and write and debug the code in a single -environment. We also needed this JIT code to work well with bound C++ code. -Therefore, we used Numba as a Python JIT and integrated it with C++ using -cppyy. - -Interestingly, this approach makes it easy to use Python kernels in C++, -without losing performance, enabling continued use of an existing C++ -codebase. - -### Merits of using C++ - -C++ is evolving rapidly, enabling automation and a more expressive approach -for better code quality and compiler optimization. Consecutively, cppyy (which -is based on Cling, a C++ interpreter based on Clang/LLVM) helps bring better -interactivity and runtime experiences to C++, and is able to evolve -side-by-side, thanks to its roots in LLVM infrastructure. Together, these -tools help address even the previously unresolved corner cases at runtime in -either C++ or Python, as appropriate. +Numba helps lower Python to machine code level and minimizes costly +language crossings. In order to provide the missing links for this research, +Numba was also integrated with the cppyy project to connect to the Python +runtime. + + +#### 4. cppyy Integration with Numba + +The research demonstrates how cppyy can be integrated with Numba, a +just-in-time (JIT) compiler for Python. This integration aims to eliminate the +overhead of crossing the language barrier, particularly in loop-heavy code. + +#### 5. CppInterOp: A New Interoperability Library + +A new library, CppInterOp, was introduced to implement interoperability +primitives based on Cling and Clang-REPL. This library enhances the reflection +capabilities necessary for efficient language interoperability. + ### Prototype Overview @@ -98,7 +79,7 @@ The primary motivation behind the addition of Numba support in cppyy is the elimination of the overhead that arises from crossing the language barrier, which can multiply into large slowdowns when using loops with cppyy objects. Since Numba compiles Python code into machine code, it only crosses the -language barrier once, and the loops thus run faster +language barrier once, and the loops thus run faster. ![numba extension](/images/blog/cppyy-numba-2.png){: style="{{ image_style }}"} @@ -110,41 +91,111 @@ operations. At the end, the output is boxed so that Python can use it. For this to work, Numba needs to infer the types of not only the input and output but the intermediate variables as well. -To bring C++ to Numba, a custom module was developed on top of cppyy using the -Numba low-level extension API. This enables Python programmers to selectively -enable Numba acceleration for performance-critical tasks by importing -`cppyy.numba_ext` +#### Numba Extension for cppyy + +A custom module was developed on top of cppyy using Numba's low-level +extension API. This enables Python programmers to selectively enable Numba +acceleration for performance-critical tasks involving C++ code (by importing +`cppyy.numba_ext`). ![numba extension](/images/blog/cppyy-numba-3.png){: style="{{ image_style }}"} -The extension aids Numba's three phases which are- Typing, Lowering(to LLVM -IR) and Boxing/Unboxing which process all (or most) C++ proxies held by the +The extension aids Numba's three phases, which are: Typing, Lowering(to LLVM +IR), and Boxing/Unboxing; which process all (or most) C++ proxies held by the Python interpreter in the form of cppyy objects. -The biggest challenge while integrating cppyy support in Numba is to teach -Numba what cppyy types and data mean. We approach this by utilising an -improved reflection API within cppyy (`__cpp_reflex__`). Reflex returns -information about cppyy objects within the scope of the Numba accelerated -function. This allows us to inherit Numba's typing classes and populate them -with more information without which we cannot box/unbox and lower to LLVM IR. +#### Enhanced Reflection API -Let's look at the interaction between Cppyy, Numba and the Numba extension: +This research included creation of an improved reflection API +(`__cpp_reflex__`) within cppyy. The Reflection API provides detailed +information about cppyy objects (within the scope of the Numba-accelerated +function). This allows inheritance of Numba's type handling classes and +populating them with more information required to box/unbox and lower the code +to LLVM IR. -![numba extension](/images/blog/cppyy-numba-4.png){: style="{{ image_style }}"} +#### cppyy Backend Re-Engineering -Numba analyzes a Python code and when it encounters cppyy types, it queries -the cppyy’s pre-registered `numba_ext` module for the type information. If -`numba_ext` encounters a type that it hasn't seen before, it queries cppyy’s -new reflection API. This helps generate the necessary typing classes and -lowering methods. Each core language construct (namespaces, classes, free -functions, methods, data members, etc.) has its own implementation. This -process provides Numba with the information needed to convert the function -call to LLVM IR. +The cppyy backend was re-engineered to directly use LLVM components. This +modification aims to improve performance and sustainability, leveraging the +advanced capabilities of the LLVM infrastructure. -### Benchmarks +#### Interaction between Cppyy, Numba and the Numba extension + +Numba analyzes Python code and when it encounters cppyy types, it queries +cppyy’s pre-registered `numba_ext` module for the type information. + +![numba extension](/images/blog/cppyy-numba-4.png){: style="{{ image_style }}"} -The following benchmarks were executed on a 3.1GHz Intel NUC Core i7-8809G CPU -with 32G RAM. +If `numba_ext` encounters a type that it hasn't seen before, it queries +cppyy’s new reflection API. This helps generate the necessary type handling +classes and lowering methods. + +Each core language construct (namespaces, classes, free functions, methods, +data members, etc.) has its own implementation. This process provides Numba +with the information needed to convert the function call to LLVM IR. + +### Results + +The following benchmark tests the running time of Numba-JITed functions with +cppyy objects against their Python counterparts to obtain: + +- the time taken by Numba to JIT the function (Numba JIT time), +- the time taken by cppyy to create the typing info and possibly perform +lookups and instantiate templates (cppyy JIT time), +- the time taken to run the function after it has been JITed (Hot run time), +and +- the time taken to run the equivalent Python function. + +> Note: The results are obtained on a 3.1GHz Intel NUC Core i7-8809G CPU with +> 32G RAM. + +#### Benchmark + +The following fixture for ‘Templated free functions’ case was used to evaluate +the speedup obtained by Numba JITing of cppyy objects. The other cases uses a +similar setup. + +**C++ code in cppyy** + +Using a C++ templated function, as declared in cppyy: + +```c++ +cppyy.cppdef(r""" +template +T add42(T t) { + return T(t+42); +} +""") +``` + +**Python/C++ binding with cppyy** + +Using a Python kernel to run this C++ function: + +```c++ +def go_slow(a): + trace = 0.0 + for i in range(a.shape[0]): + trace += + cppyy.gbl.add42(a[i, i]) + + cppyy.gbl.add42(int(a[i, i])) + return a + trace +``` + +**Numba-acceleration of cppyy** + +Using the same kernel but adding the Numba JIT decorator to accelerate it: + +```c++ +@numba.jit(nopython=True) +def go_fast(a): + trace = 0.0 + for i in range(a.shape[0]): + trace += + cppyy.gbl.add42(a[i, i]) + + cppyy.gbl.add42(int(a[i, i])) + return a + trace +``` For each benchmark case in the following table, a Numpy array of size 100 × 100 was passed to the function. The times indicated in the table are averages @@ -178,11 +229,10 @@ For more technical details, please view the paper: [Efficient and Accurate Autom ### Summary -In this research, we presented a new reflection interface developed for Numba -and cppyy (an automatic runtime bindings generator based on Cling), in order -to facilitate integration with C++. This also required enhancements to cppyy -to provide a fully automatic and transparent process for integration, without -loss in performance. +The advancements presented in this research, particularly the changes to +cppyy and its integration with Cling and Numba, represent a significant step +forward in creating more seamless and efficient multilingual programming +environments. This opens up several possibilities for developers. For example, they can develop and debug their code in Python, while using C++ libraries, and