lap | Linear Assignment Problem solver | Machine Learning library
kandi X-RAY | lap Summary
kandi X-RAY | lap Summary
lap is a [linear assignment problem] solver using Jonker-Volgenant algorithm for dense (LAPJV [1]) or sparse (LAPMOD [2]) matrices. Both algorithms are implemented from scratch based solely on the papers [1,2] and the public domain Pascal implementation provided by A. Volgenant [3]. In my tests the LAPMOD implementation seems to be faster than the LAPJV implementation for matrices with a side of more than ~5000 and with less than 50% finite coefficients. [1] R. Jonker and A. Volgenant, "A Shortest Augmenting Path Algorithm for Dense and Sparse Linear Assignment Problems", Computing 38, 325-340 (1987) [2] A. Volgenant, "Linear and Semi-Assignment Problems: A Core Oriented Approach", Computer Ops Res. 23, 917-932 (1996) [3]
Support
Quality
Security
License
Reuse
Top functions reviewed by kandi - BETA
- Evaluate the C function
- Calculate the cost function
- Calculates the cost of the cost function
- Calculate hard data
- Binary search for a given key
- Setup the package
- Wrapper function for Cythonize
- Generate cython
- Return the current status of numpy
- Return a Configuration object
- Evaluate a benchmark
- Test the CSCY algorithm
- Test the C_C_c_2_2
- Test for the MODPY algorithm
- Test for the C_C_c_c_c_c_1
- Test the C_C
- Evaluate the marginal assignment function
lap Key Features
lap Examples and Code Snippets
Community Discussions
Trending Discussions on lap
QUESTION
I need to create a dataframe removing over-lapping start
and end
datetimes for multiple ids
. I will use the start
and end
datetimes to aggregate values in a high frequency pandas dataframe, so I need to remove those overlapping datetimes in mst_df
.
ANSWER
Answered 2022-Mar-22 at 13:56I don't know if pandas
has special function for this. It has Interval.overlaping() to check if two ranges overlaps (and it works even with datetime
) but I don't see function to merge these two ranges so it still needs own code for merging. Fortunately it is easy.
Rows are sorted by start
so rows are not overlaping when previous_end < next_start
and I use it in for
-loop.
But first I group by site
to work with every site separatelly.
Next I get first row (as previous
) and run loop with other rows (as next)
and check previous_end < next_start
.
If it is True
then I can put previous
on list of results and get next
as previous
to work with rest of rows.
If it is False
then I create new range from both rows and use it to work with rest of rows.
Finally I add previous
to list.
After processing all groups I convert all to DataFrame.
QUESTION
- Hello guys i don't know how to take data from API.
- To be more specific, i have a API like this:
ANSWER
Answered 2022-Mar-20 at 04:35Make your state as an array :
QUESTION
Not an expert on preprocessor macro tricks, so if the problem here is just that I'm not familiar with some common macro idiom I'd be happy with just a term to Google. X macros are about as far as I've got before and I'm pretty sure I can't do anything with them.
Right now I do some stuff like this in code:
...ANSWER
Answered 2022-Mar-16 at 21:11I am assuming you do not want to have any dynamic memory management involved? Because otherwise you could simply use a std::vector
and do a push_back()
for each result...
Otherwise, I do not think this can be achieved easily by just using standard language elements. But MSVC, clang and gcc support __COUNTER__
, which is a special macro that is incremented in each use and that can be exploited here. Storing the initial value before the function, then using it in every "LAP", you can compute the number of laps within the function. Moreover, you can declare the result array without needing to specify the first dimension before the function if you use a C-array via extern
, and then define it afterwards with the now known number of laps.
You can also simply store the __LINE__
result at the same time when you store the __rdtscp()
result.
See the following example. It is all quite fragile and assumes that the macros are used in that order, but depending on the actual code, it might be sufficient (https://godbolt.org/z/crrGY7n4P):
QUESTION
How to save a time value in dynamically created li to input box with javascript I have a simple timer, that starts, stops, pauses, takes a time snap and resets the time snap. The timesnap in generated and displayed in the webpage inside a li. It all works fine what I am struggling with is trying to click on a displayed time snap and have the value placed in an input box so I can later save a selected value to a database. This is the script I am using to place the clicked on li item into the input box
...ANSWER
Answered 2022-Feb-18 at 13:46So I understand that you need a place value kind of thing.
QUESTION
Hi am facing an issue while running flutter project in MacBook Air M1 chip Lap. Tried all possibilities couldn't find where is the exact problem.
All basic solutions like flutter clean, flutter pub get, pod deintegrate & install, flutter build ios, flutter run
but still same issue. only on iOS simulator not deploying.
Any solution for this. Thanks in advance.
Error
...ANSWER
Answered 2022-Feb-02 at 04:43I have been facing this same issue for some time now. the same setup is working nicely in a mac with intel chip. But i have even done a resetup of my system, m1 mac still throws the same error.
QUESTION
I have written the following NumPy code by Python:
...ANSWER
Answered 2021-Dec-28 at 14:11First of all, the algorithm can be improved to be much more efficient. Indeed, a polygon can be directly assigned to each point. This is like a classification of points by polygons. Once the classification is done, you can perform one/many reductions by key where the key is the polygon ID.
This new algorithm consists in:
- computing all the bounding boxes of the polygons;
- classifying the points by polygons;
- performing the reduction by key (where the key is the polygon ID).
This approach is much more efficient than iterating over all the points for each polygons and filtering the attributes arrays (eg. operate_
and contact_poss
). Indeed, a filtering is an expensive operation since it requires the target array (that may not fit in the CPU caches) to be fully read and then written back. Not to mention this operation requires a temporary array to be allocated/deleted if it is not performed in-place and the operation cannot benefit from being implemented with SIMD instructions on most x86/x86-64 platforms (as it requires the new AVX-512 instruction set). It is also harder to parallelize since the filtering steps are too fast for threads to be useful but steps need to be done sequentially.
Regarding the implementation of the algorithm, Numba can be used to speed up a lot the overall computation. The main benefit of using Numba is to drastically reduce the number of expensive temporary arrays created by Numpy in your current implementation. Note that you can specify the function types to Numba so it can compile functions when it is defined. Assertions can be used to make the code more robust and help the compiler to know the size of a given dimension so to generate a significantly faster code (the JIT compiler of Numba can unroll the loops). Ternaries operators can help a bit the JIT compiler to generate a faster branch-less program.
Note the classification can be easily parallelized using multiple threads. However, one needs to be very careful about constant propagation since some critical constants (like the shape of the working arrays and assertions) tends not to be propagated to the code executed by threads while the propagation is critical to optimize the hot loops (eg. vectorization, unrolling). Note also that creating of many threads can be expensive on machines with many cores (from 10 ms to 0.1 ms). Thus, this is often better to use a parallel implementation only on big input data.
Here is the resulting implementation (working with both Python2 and Python3):
QUESTION
I have a CSV with many values. Among them are times stored like this:
...ANSWER
Answered 2022-Feb-11 at 18:59Your time format doesn't agree with the time format that readr
expects by default. Specifically, readr
interprets 1:34.434
as 1 hour and 34 minutes, rather than as 1 minute and 34.434 seconds.
QUESTION
I was solving a recursive problem in haskell, although I could get the solution I would like to cache outputs of sub problems since has over lapping sub-problem property.
The question is, given a grid of dimension n*m
, and an integer k
, how many ways are there to reach the gird (n, m) from (1, 1) with not more than k change of direction?
Here is the code without of memoization
...ANSWER
Answered 2021-Dec-16 at 16:23In Haskell these kinds of things aren't the most trivial ones, indeed. You would really like to have some in-place mutations going on to save up on memory and time, so I don't see any better way than equipping the frightening ST
monad.
This could be done over various data structures, arrays, vectors, repa tensors. I chose HashTable
from hashtables because it is the simplest to use and is performant enough to make sense in my example.
First of all, introduction:
QUESTION
I have a channel that contains 10 embedded messages (1 embed per message). Each embed is a leaderboard for people's best lap times, by Track.
The layout of each embed is
...ANSWER
Answered 2021-Sep-08 at 13:10You don't necessarily need to create an entirely new embed and input all of the information into it. You could get the current embed from the message, and edit the specific fields you need to edit. Here is an example that you could adapt to work with your system:
QUESTION
I am building a simple stopwatch with State widget.
Initialize variables in State:
...ANSWER
Answered 2021-Dec-20 at 21:20when declaring a variable, you must either use Type variableName = value;
or var variableName = value
(you can also use final variableName = value;
or var variableName;
and I'm sure some others, but that's not the point).
when you do for (milliseconds in laps)
you neither put the type nor add var
or final
keyword. This would give you an error if you had not declared the milliseconds
variable before, because you have, it just assigns the value of each iteration to said variable, effectively breaking your code.
It's akin to this example
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install lap
Python (2.7, 3.7, 3.8, 3.9)
NumPy (>=1.10.1)
SciPy, pytest, pytest-timeout
Install a C compiler (e.g., g)
Python headers (e.g., python-dev package on Debian/Ubuntu)
Install Cython (>=0.21)
Clone git clone https://github.com/gatagat/lap.git
Under the root of the repo python setup.py build python setup.py install
Support
Reuse Trending Solutions
Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items
Find more librariesStay Updated
Subscribe to our newsletter for trending solutions and developer bootcamps
Share this Page