From f4cd962eabf14dd6b9e3dfccaac5151912478689 Mon Sep 17 00:00:00 2001 From: Dar Dahlen Date: Tue, 23 Apr 2024 10:14:07 -0700 Subject: [PATCH] docs --- doc/code_structure.rst | 88 ++++++++++++++++++++++++ doc/images/orbit_models.png | Bin 0 -> 124427 bytes doc/images/orbit_models_short.png | Bin 0 -> 88176 bytes doc/index.rst | 2 + doc/propagation.rst | 108 ++++++++++++++++++++++++++++++ 5 files changed, 198 insertions(+) create mode 100644 doc/code_structure.rst create mode 100644 doc/images/orbit_models.png create mode 100644 doc/images/orbit_models_short.png create mode 100644 doc/propagation.rst diff --git a/doc/code_structure.rst b/doc/code_structure.rst new file mode 100644 index 0000000..d821600 --- /dev/null +++ b/doc/code_structure.rst @@ -0,0 +1,88 @@ +Code Organization +================= + +Goals of NEOSpy +--------------- +NEOSpy is a collection of tools for calculating the orbits and expected fluxes for minor +planets specifically for the purpose of estimating which objects are visible in current, +past, or future sky surveys. Specifically the goal is that these calculations may be +performed on the full set of all known asteroids in a reasonable amount of time on a +laptop. + +Propagation +~~~~~~~~~~~ +There are a number of existing tools which enable the propagation of orbits for +many millions or billions of years, but these typically are designed for a comparatively +small number of objects (perhaps 10-100 thousand), whereas NEOSpy's design intent is +10-100 million objects over the course of decades. The total compute approximately +scales like:: + + computation time ~ (number of objects) x (length of time being simulated) + +However solving the large number of objects for a relatively short length of time can be +optimized differently than a small number of objects for Giga-years. + +Flux Estimation +~~~~~~~~~~~~~~~ +After propagation has been performed, it is important to estimate the total expected +flux of the objects from the point of view of an observer. There are a number of models +for this available, including the Near Earth Asteroid Thermal Model (NEATM), the Fast +Rotator Model (FRM), and the HG-Magnitude system which is common for asteroids in the +visible band. + +SPICE Kernel Interoperability +~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +SPICE is a commonly used software package which has been in development for several +decades at this point, and is often used to keep track of the ephemeris of planets, +satellites (both natural and artificial), asteroids, and comets. Essentially the motion +of anything in the Solar System can be encoded in some flavor of SPICE kernel. The +primary downside of using cSPICE is that there is no native support for multi-core cpu +queries (an artifact of the age of the code). NEOSpy has native multi-core support for +the majority of all commonly used SPICE kernels. + + +High level Structure +-------------------- + +Why Rust? +~~~~~~~~~ +Given the goals listed above, it is clear that performance plays a key roll in design +considerations of the tool. As a result of this, the Rust language was chosen as the +primary language for a majority of the business logic. A Python "wrapper" was written on +top of the Rust core, allowing users to call the compiled Rust code from Python. This +wrapper lowers the barrier to entry for users doing data-analysis or simulations without +having to learn the underlying Rust. + +Rust has a number of advantages over existing languages, it's performance is typically +comparable to C++/C, however due to the structure of the language it is less prone to +the most common type of errors to do with memory allocation and management. In addition +to this, Rust has excellent native multi-core support, especially for embarrassingly +parallel problems such as the orbit propagation required for NEOSpy. + +NEOSpy Core +~~~~~~~~~~~ +The Rust core of the library, which does the underlying orbit and flux calculations is +written entirely without any reference to Python. This core part is available as +`neospy_core`, and programming can be done entirely within Rust for tools which do not +require the Python wrapper. This design was chosen so that systems tools which would +benefit from orbit computation can be written without having to have Python installed. +It is important to note that if performance is a concern, then removing the Python is an +important step to get the maximum possible performance. + +Core Python Wrapper +~~~~~~~~~~~~~~~~~~~ +The Rust library described above then has Python wrappers written over it, allowing +users to call these compiled tools inside of Python. In order to do this, some +boiler-plate code is required to glue these independent parts together. This is where +the `rust` folder inside of NEOSpy comes from. Inside of this folder there are rust +files which are mostly a one-to-one mapping to their respective counterparts inside of +the `neospy_core`. Ideally there should be no 'business' logic contained within these +wrappers, and they should largely exist to provide convenient mappings from the Python +concepts to the Rust internal organization. + +NEOSpy Python +~~~~~~~~~~~~~ +The remaining part of the code which is strictly Python is mostly quality of life +functions, plotting, and web query code. There is little to no mathematics or physics +contained within the Python. The exception being the population related code, which +manages the fair sampling of the known asteroids to generation synthetic populations. diff --git a/doc/images/orbit_models.png b/doc/images/orbit_models.png new file mode 100644 index 0000000000000000000000000000000000000000..9e993c67c4ef8cef032fb46219304c818fa3b255 GIT binary patch literal 124427 zcmeFZWmuKl_cgpJ6;KeQL`oEpPU(;k5m1os?rx+JMWj_)X+^pulJyvs4v^8;Z)psyPJkxiwv$A!vGB==dF?Mh?x3%G9;b!4rqB3)GvUB8T zWwrjV7qHkmn6f@tA~ArQVA@HkJ0cJi^~nEGYgZl{F8|ay^O%l@D_??R{?@CQ?zgPBPwiyPSR~ zf`fVg)gywMq{E$ZhmBpq?lQEN>Y7Qfw^Awc4<1SUdp-U*+=F=&??2azI(?M)@BVXT zTr>Q?@*80fk;^kq32Hp}&->!oR6PBQih%)jdn7&D2dOtU6Xm!0$r;4H$tB@@kV5C= ztck@}k$a@@2d*k2h~`kjWYrKP2(uaBars7S!7L-ysDc543&C4i67k@p4%kMhTQiT~n=av6hgOWZ1llj&62VCUqa5m!CgXC0B!l-2k0M z>u2&nQ91;~!^7iiTAKcBW1!n{JEYLwhrcP3@vg#t?h3p*O);slQNn3`l#oUyT4Hmu zs?cR!L#xW25b_HmASESLyE>G=y;*aa>T`LqwYS%pCKH3TbVpuZ{-#Qv7A9h8Ae%T# zB{xg)68WrreClq@5p4xtrw4-bJMgahi3xJUmawMnxfVP!vXIC~g0Jc6_o%5+tE;Qk 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