QMCkl source code documentation
+Table of Contents
+ +1 Introduction
++The ultimate goal of QMCkl is to provide a high-performance +implementation of the main kernels of QMC. In this particular +repository, we focus on the definition of the API and the tests, +and on a pedagogical presentation of the algorithms. We expect the +HPC experts to use this repository as a reference for re-writing +optimized libraries. +
+ ++Literate programming is particularly adapted in this context. +Source files are written in org-mode format, to provide useful +comments and LaTex formulas close to the code. There exists multiple +possibilities to convert org-mode files into different formats such as +HTML or pdf. +For a tutorial on literate programming with org-mode, follow +this link. +
+ +
+The code is extracted from the org files using Emacs as a command-line
+tool in the Makefile
, and then the produced files are compiled.
+
1.1 Language used
++Fortran is one of the most common languages used by the community, +and is simple enough to make the algorithms readable. Hence we +propose in this pedagogical implementation of QMCkl to use Fortran +to express the algorithms. For specific internal functions where +the C language is more natural, C is used. +
+ ++As Fortran modules generate compiler-dependent files, the use of +modules is restricted to the internal use of the library, otherwise +the compliance with C is violated. +
+ ++The external dependencies should be kept as small as possible, so +external libraries should be used only if their used is strongly +justified. +
+1.2 Source code editing
++Any text editor can be used to edit org-mode files. For a better +user experience Emacs is recommended. +For users hating Emacs, it is good to know that Emacs can behave +like Vim when switched into ``Evil'' mode. There also exists +Spacemacs which helps the transition for Vim users. +
+ ++For users with a preference for Jupyter notebooks, the following +script can convert jupyter notebooks to org-mode files: +
+ +"nb_to_org.sh"body ++
+And pandoc can convert multiple markdown formats into org-mode. +
+1.3 Writing in Fortran
+
+The Fortran source files should provide a C interface using
+iso_c_binding
. The name of the Fortran source files should end
+with _f.f90
to be properly handled by the Makefile.
+The names of the functions defined in fortran should be the same as
+those exposed in the API suffixed by _f
.
+Fortran interface files should also be written in a file with a
+.fh
extension.
+
1.4 Coding style
++To improve readability, we maintain a consistent coding style in the library. +
+ +-
+
- For C source files, we will use (decide on a coding style) + +
- For Fortran source files, we will use (decide on a coding style) + +
+Coding style can be automatically checked with clang-format. +
+2 Design of the library
++The proposed API should allow the library to: +
+-
+
- deal with memory transfers between CPU and accelerators + +
- use different levels of floating-point precision + +
+We chose a multi-layered design with low-level and high-level +functions (see below). +
+2.1 Naming conventions
+
+Use qmckl_
as a prefix for all exported functions and variables.
+All exported header files should have a filename with the prefix
+qmckl_
.
+
+If the name of the org-mode file is xxx.org
, the name of the
+produced C files should be xxx.c
and xxx.h
and the name of the
+produced Fortran files should be xxx.f90
+
+Arrays are in uppercase and scalars are in lowercase. +
+2.2 Application programming interface
++The application programming interface (API) is designed to be +compatible with the C programming language (not C++), to ensure +that the library will be easily usable in any language. +This implies that only the following data types are allowed in the API: +
+ +-
+
- 32-bit and 64-bit floats and arrays (
real
anddouble
) +
+ - 32-bit and 64-bit integers and arrays (
int32_t
andint64_t
) +
+ - Pointers should be represented as 64-bit integers (even on +32-bit architectures) + +
- ASCII strings are represented as a pointers to a character arrays +and terminated by a zero character (C convention). + +
+To facilitate the use in other languages than C, we provide some +bindings in other languages in other repositories. +
+2.3 Global state
+
+Global variables should be avoided in the library, because it is
+possible that one single program needs to use multiple instances of
+the library. To solve this problem we propose to use a pointer to a
+context
variable, built by the library with the
+qmckl_context_create
function. The context
contains the global
+state of the library, and is used as the first argument of many
+QMCkl functions.
+
+Modifying the state is done by setters and getters, prefixed
+by qmckl_context_set_
an qmckl_context_get_
.
+When a context variable is modified by a setter, a copy of the old
+data structure is made and updated, and the pointer to the new data
+structure is returned, such that the old contexts can still be
+accessed.
+It is also possible to modify the state in an impure fashion, using
+the qmckl_context_update_
functions.
+The context and its old versions can be destroyed with
+qmckl_context_destroy
.
+
2.4 Low-level functions
++Low-level functions are very simple functions which are leaves of the +function call tree (they don't call any other QMCkl function). +
+ +
+This functions are pure, and unaware of the QMCkl context
. They are
+not allowed to allocate/deallocate memory, and if they need
+temporary memory it should be provided in input.
+
2.5 High-level functions
++High-level functions are at the top of the function call tree. +They are able to choose which lower-level function to call +depending on the required precision, and do the corresponding type +conversions. +These functions are also responsible for allocating temporary +storage, to simplify the use of accelerators. +
+ +
+The high-level functions should be pure, unless the introduction of
+non-purity is justified. All the side effects should be made in the
+context
variable.
+
2.6 Numerical precision
+
+The number of bits of precision required for a function should be
+given as an input of low-level computational functions. This input will
+be used to define the values of the different thresholds that might
+be used to avoid computing unnecessary noise.
+High-level functions will use the precision specified in the
+context
variable.
+
3 Algorithms
++Reducing the scaling of an algorithm usually implies also reducing +its arithmetic complexity (number of flops per byte). Therefore, +for small sizes \(\mathcal{O}(N^3)\) and \(\mathcal{O}(N^2)\) algorithms +are better adapted than linear scaling algorithms. +As QMCkl is a general purpose library, multiple algorithms should +be implemented adapted to different problem sizes. +
+4 Rules for the API
+-
+
stdint
should be used for integers (int32_t
,int64_t
) +
+- integers used for counting should always be
int64_t
+
+ - floats should be by default
double
, unless explicitly mentioned +
+ - pointers are converted to
int64_t
to increase portability +
+
5 Documentation
+-
+
- Main QMCkl header file + +
- Memory management + +
- Context + +
- Distance + +
- Atomic orbitals + +
6 Acknowledgments
+
+
+TREX: Targeting Real Chemical Accuracy at the Exascale project has received funding from the European Union’s Horizon 2020 - Research and Innovation program - under grant agreement no. 952165. The content of this document does not represent the opinion of the European Union, and the European Union is not responsible for any use that might be made of such content.
+