lmu | Legendre Memory Units : Continuous-Time Representation | Machine Learning library
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Legendre Memory Units: Continuous-Time Representation in Recurrent Neural Networks
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QUESTION
Say, I need to add two matrices. And, I want to solve this problem in the imperative paradigm.
From (1) know that
The canonical examples of imperative programming languages are Fortran and Algol. Others include Pascal, C, and Ada.
From (2), I see the following source code:
...ANSWER
Answered 2020-Oct-08 at 21:03There’s no such thing as a “purely imperative language”. It’s not clear what that would even mean. Even assembly language includes addressing modes that are arguably function evaluation. When people talk about “imperative programming” they are contrasting with programming that is explicitly non-imperative, like pure functional programming. Virtually all programming that is done, including virtually all “procedural” and “object-oriented” programming, is imperative.
QUESTION
I tried to follow a very simple example provided by https://cs.lmu.edu/~ray/notes/nasmtutorial/. I intentionally commented below line to ensure that stack is not aligned to 16 bytes boundary as required by x64 calling convention. But still program continues to work. Please can someone answer why calling convention not being honoured, i was expecting some sort of segmentation fault.
...ANSWER
Answered 2020-Aug-16 at 18:32Just luck.
One of the main reasons for requiring stack alignment is so that functions can safely use SSE aligned data instructions such as movaps
, which fault if used with unaligned data. However, if puts
happens to not use any such instructions, or to do anything else which genuinely requires stack alignment, then no fault will occur (though there may still be a performance penalty).
The compiler is entitled to assume that the stack is aligned and that it can use those instructions if it feels like it. So at any time, if your libc is upgraded or recompiled, it may happen that the new version of puts
uses such instructions and your code will mysteriously begin failing.
Obviously you don't want that, so align the darn stack like you're supposed to.
There are relatively few situations in C or assembly programming where violating rules like this is guaranteed to segfault or fail in any other predictable way; instead people say things like "the behavior is undefined" meaning that it could fail in any way you can imagine, or then again it might not. So you really can't draw any conclusions from an experiment where illegal code happens to appear to work. Trial and error is not a good way to learn assembly programming.
QUESTION
My jobs have been suffering due to segmentation faults when calling glmnet (downloaded from here:http://web.stanford.edu/~hastie/glmnet_matlab/download.html) from my MATLAB code. I call the glmnet routine thousands of times. I have noticed the following peculiarities about the problem occurence:
- The problem is more frequent when the size of my input matrices are larger.
- I use both gaussian and poisson distribution in separate jobs, and I notice that the problem is more frequent when fitting the Poisson distribution (which also takes usually longer to converge, so might involve more loops internally?) Since there haven't been reports of segmentation faults for the R version for these two distributions, my suspicion is that the problem, likely a memory leak, might lie in the mex interface rather than the core glmnet Fortran code, which I am pasting below. Any insights into where a memory leak might be happening is greatly appreciated! Apologies for the lengthy code dump.
Thanks!
...ANSWER
Answered 2020-Jul-28 at 19:03First thing I would do is clean up the MATLAB API interface stuff. Remember that in Fortran you do not get automatic type promotion in function/subroutine argument lists like you do in C/C++. So it is important to get the signatures exact. You should NEVER be passing literal integers to MATLAB API functions. You should be passing variables that are typed exactly as the API specifies to ensure that there is not a mismatch. E.g., take this code:
QUESTION
Working on a programming puzzle. Question asks to use string.maketrans()
to solve the problem. code goes like this:
ANSWER
Answered 2020-Mar-24 at 02:57In Python,you don't have to declare a varable,so the "string a=..." is wrong, replace it with "a=..."
And,in python 3.x,print is not a keyword,you will have to use "print(xxx)" and not "print xxx".
QUESTION
I made an emacs file Prelude.agda
containing the information on this page: http://www2.tcs.ifi.lmu.de/~abel/ssft18/lec1/Prelude.agda. After loading with C-c C-l
I receive the error:
ANSWER
Answered 2019-Dec-13 at 01:28There is an encoding problem on the web page whose content you copy pasted in your emacs file, which is why it does not typecheck.
For example, the entity →
should be displayed →
which is why Agda does not accept this specific definition because it thinks it should be some kind of operator defined earlier.
However, since the encoding problem is all over the file, replacing this specific instance of the problem would not solve it for the whole file.
Another example is â„•
that should appear as ℕ
.
I corrected the file for you:
QUESTION
I'm interested in the following problem mainly as a way to gain intuition about the backtracking algorithm, so I am not looking for alternative solutions that don't use backtracking.
Problem: find all n-element vectors such that the sum of their elements is less than or equal to some number K. Each element in the vector is an integer.
Example: if n = 3, and K = 10, then [9, 0, 0] and [5, 0, 5] are solutions, while [3, 1, 8] is not.
From this site, I've adapted python code to try to implement a solution.
Here is the general "backtracking engine" function:
...ANSWER
Answered 2019-Dec-01 at 02:45Here is a gently modified version of your code. I tried to make it work changing as little as possible:
QUESTION
I am developing a Client-Server application with several other programmers, in Java. At this point in time I do not want to be running the code locally. I want to be able to connect to the Server from any machine.
I wrote a test server and test client, just to make sure that things are working properly. But they are not. I am using Amazon AWS EC2 Linux that comes with Java. I am able to compile and run my Server after I SSH into the EC2, but the Client on my local disk is just not connecting. Here is the code.
...ANSWER
Answered 2019-Nov-20 at 21:51Since you're able to connect to EC2 instance via SSH, your Security Group allows this.
Now you need to allow requests from the client in this Security Group. You will either need to provide a concrete IP, IP range or allow all IPs (not recommended) in the group.
You can find how to do this here.
QUESTION
Is it required that DBSCAN and its index have the same distance function? If it is not, what are the cases when it is needed to use different distance functions?
Scala code how I create DBSCAN and index:
...ANSWER
Answered 2019-Sep-25 at 09:18The index can only be used for acceleration if it uses the same distance function. Some indexes can support multiple (but not arbitrary) distances, for example the R*-tree can support all spatial distance functions (to a varying success though).
Obviously if you build an index to accelerate Cosine distance, but you ask for Euclidean nearest neighbors, the index cannot and will not be used.
You do not need to use an index, but without your runtime will be O(n²); with an index it can be much faster (depending on parameters, dimensionality, etc. - in the worst case, the index is overhead).
QUESTION
I thought that there was zero. But, I see here,
Instructions with two memory operands are extremely rare
I can't find anything that explains what instructions, though rare, exist. What are the exceptions?
...ANSWER
Answered 2019-Jul-20 at 18:13I can't find anything that explains the rarity.
An x86 instruction can have at most one ModR/M + SIB + disp0/8/32. So there are zero instructions with two explicit memory operands.
The x86 memory-memory instructions all have at least one implicit memory operand whose location is baked in to the opcode, like push
which accesses the stack, or the string instructions movs
and cmps
.
What are the exceptions?
I'll use [mem]
to indicate a ModR/M addressing mode which can be [rdi]
, [RIP+whatever]
, [ebx+eax*4+1234]
, or whatever you like.
push [mem]
: reads[mem]
, writes implicit[rsp]
(after updatingrsp
).pop [mem]
call [mem]
: reads a new RIP from[mem]
, pushes a return address on the stack.movsb/w/d/q
: readsDS:(E)SI
, writesES:(E)DI
(or in 64-bit mode RSI and RDI). Both are implicit; only theDS
segment reg is overridable. Usable withrep
.cmpsb/w/d/q
: readsDS:(E)SI
andES:(E)DI
(or in 64-bit mode RSI and RDI). Both are implicit; only theDS
segment reg is overridable. Usable withrepe
/repne
.MPX
bndstx mib, bnd
: "Store the bounds in bnd and the pointer value in the index register of mib to a bound table entry (BTE) with address translation using the base of mib." The Operation section shows a load and a store, but I don't know enough about MPX to grok it.movdir64b r16/r32/r64, m512
. Has its own feature bit, available in upcoming Tremont (successor to Goldmont Plus Atom). Moves 64-bytes as direct-store (WC) with 64-byte write atomicity from source memory address to destination memory address. Destination operand is (aligned atomic)es:
/r
from ModRM, source is (unaligned non-atomic) the/m
from ModRM.Uses write-combining for the store, see the description. It's the first time any x86 CPU vendor has guaranteed atomicity wider than 8 bytes outside of
lock cmpxchg16b
. But unfortunately it's not actually great for multithreading because it forces NT-like cache eviction/bypass behaviour, so other cores will have to read it from DRAM instead of a shared outer cache.
AVX2 gather and AVX512 scatter instructions are debatable. They obviously do multiple loads / stores, but all the pointers come from one SIMD vector (and a scalar base).
I'm not counting instructions like pusha
, fldenv
, xsaveopt
, iret
, or enter
with nesting level > 1 that do multiple stores or loads to a contiguous block.
I'm also not counting the ins
/ outs
string instructions, because they copy memory to/from I/O space. I/O space isn't memory.
I didn't look at VMX or SGX instructions on http://felixcloutier.com/x86/index.html, just the main list. I don't think I missed any, but I certainly could have.
QUESTION
I'd like to use the KMeans clustering algorithm, for example, Elkan's kmeans from ELKI in Scala to get the centroids of the clusters. A comprehensive example would be great because it's a bit difficult to navigate through the ELKI documentation.
...ANSWER
Answered 2019-Jul-05 at 15:06Let say you already have a data available in the memory. You could use Pure Java API to create Database and use this database as an input for your clustering algorithm. Full Scala code:
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You can use lmu like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
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