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[RFC]: Add BLAS bindings and implementations for linear algebra (tracking issue) #2039

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aman-095 opened this issue Mar 25, 2024 · 10 comments · Fixed by #3456
Open

[RFC]: Add BLAS bindings and implementations for linear algebra (tracking issue) #2039

aman-095 opened this issue Mar 25, 2024 · 10 comments · Fixed by #3456
Labels
Accepted RFC feature request which has been accepted. BLAS Issue or pull request related to Basic Linear Algebra Subprograms (BLAS). C Issue involves or relates to C. difficulty: 4 Likely to be moderately difficult. Feature Issue or pull request for adding a new feature. Fortran Issue involves or relates to Fortran. JavaScript Issue involves or relates to JavaScript. Native Addons Issue involves or relates to Node.js native add-ons. priority: High High priority concern or feature request. RFC Request for comments. Feature requests and proposed changes. status: In Progress Issue or pull request which is in progress. Tracking Issue Tracking issue. WebAssembly Issue involves or relates to WebAssembly.

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@aman-095
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aman-095 commented Mar 25, 2024 •
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Description

This RFC proposes adding BLAS routines. The purpose of this issue is to serve as a tracking issue for adding BLAS routines.

Implementation Status for BLAS Routines

Level 1

Single Precision

  • SROTG
    • JavaScript
    • C/Fortran
  • SROTMG
    • JavaScript
    • C/Fortran
  • SROT
    • JavaScript
    • C/Fortran
  • SROTM
    • JavaScript
    • C/Fortran
  • SSWAP
    • JavaScript
    • C/Fortran
  • SSCAL
    • JavaScript
    • C/Fortran
  • SCOPY
    • JavaScript
    • C/Fortran
  • SAXPY
    • JavaScript
    • C/Fortran
  • SDOT
    • JavaScript
    • C/Fortran
  • SDSDOT
    • JavaScript
    • C/Fortran
  • SNRM2
    • JavaScript
    • C/Fortran
  • SCNRM2
    • JavaScript
    • C/Fortran
  • SASUM
    • JavaScript
    • C/Fortran
  • ISAMAX
    • JavaScript
    • C/Fortran

Double Precision

  • DROTG
    • JavaScript
    • C/Fortran
  • DROTMG
    • JavaScript
    • C/Fortran
  • DROT
    • JavaScript
    • C/Fortran
  • DROTM
    • JavaScript
    • C/Fortran
  • DSWAP
    • JavaScript
    • C/Fortran
  • DSCAL
    • JavaScript
    • C/Fortran
  • DCOPY
    • JavaScript
    • C/Fortran
  • DAXPY
    • JavaScript
    • C/Fortran
  • DDOT
    • JavaScript
    • C/Fortran
  • DSDOT
    • JavaScript
    • C/Fortran
  • DNRM2
    • JavaScript
    • C/Fortran
  • DZNRM2
    • JavaScript
    • C/Fortran
  • DASUM
    • JavaScript
    • C/Fortran
  • IDAMAX
    • JavaScript
    • C/Fortran

Complex Single

  • CROTG
    • JavaScript
    • C/Fortran
  • CSROT
    • JavaScript
    • C/Fortran
  • CSWAP
    • JavaScript
    • C/Fortran
  • CSCAL
    • JavaScript
    • C/Fortran
  • CSSCAL
    • JavaScript
    • C/Fortran
  • CCOPY
    • JavaScript
    • C/Fortran
  • CAXPY
    • JavaScript
    • C/Fortran
  • CDOTU
    • JavaScript
    • C/Fortran
  • CDOTC
    • JavaScript
    • C/Fortran
  • SCASUM
    • JavaScript
    • C/Fortran
  • ICAMAX
    • JavaScript
    • C/Fortran

Complex Double

  • ZROTG
    • JavaScript
    • C/Fortran
  • ZDROT
    • JavaScript
    • C/Fortran
  • ZSWAP
    • JavaScript
    • C/Fortran
  • ZSCAL
    • JavaScript
    • C/Fortran
  • ZDSCAL
    • JavaScript
    • C/Fortran
  • ZCOPY
    • JavaScript
    • C/Fortran
  • ZAXPY
    • JavaScript
    • C/Fortran
  • ZDOTU
    • JavaScript
    • C/Fortran
  • ZDOTC
    • JavaScript
    • C/Fortran
  • DZASUM
    • JavaScript
    • C/Fortran
  • IZAMAX
    • JavaScript
    • C/Fortran

Level 2

Single Precision

  • SGEMV
    • JavaScript
    • C/Fortran
  • SGBMV
    • JavaScript
    • C/Fortran
  • SSYMV
    • JavaScript
    • C/Fortran
  • SSBMV
    • JavaScript
    • C/Fortran
  • SSPMV
    • JavaScript
    • C/Fortran
  • STRMV
    • JavaScript
    • C/Fortran
  • STBMV
    • JavaScript
    • C/Fortran
  • STPMV
    • JavaScript
    • C/Fortran
  • STRSV
    • JavaScript
    • C/Fortran
  • STBSV
    • JavaScript
    • C/Fortran
  • STPSV
    • JavaScript
    • C/Fortran
  • SGER
    • JavaScript
    • C/Fortran
  • SSYR
    • JavaScript
    • C/Fortran
  • SSPR
    • JavaScript
    • C/Fortran
  • SSYR2
    • JavaScript
    • C/Fortran
  • SSPR2
    • JavaScript
    • C/Fortran

Double Precision

  • DGEMV
    • JavaScript
    • C/Fortran
  • DGBMV
    • JavaScript
    • C/Fortran
  • DSYMV
    • JavaScript
    • C/Fortran
  • DSBMV
    • JavaScript
    • C/Fortran
  • DSPMV
    • JavaScript
    • C/Fortran
  • DTRMV
    • JavaScript
    • C/Fortran
  • DTBMV
    • JavaScript
    • C/Fortran
  • DTPMV
    • JavaScript
    • C/Fortran
  • DTRSV
    • JavaScript
    • C/Fortran
  • DTBSV
    • JavaScript
    • C/Fortran
  • DTPSV
    • JavaScript
    • C/Fortran
  • DGER
    • JavaScript
    • C/Fortran
  • DSYR
    • JavaScript
    • C/Fortran
  • DSPR
    • JavaScript
    • C/Fortran
  • DSYR2
    • JavaScript
    • C/Fortran
  • DSPR2
    • JavaScript
    • C/Fortran

Complex Single

  • CGEMV
    • JavaScript
    • C/Fortran
  • CGBMV
    • JavaScript
    • C/Fortran
  • CHEMV
    • JavaScript
    • C/Fortran
  • CHBMV
    • JavaScript
    • C/Fortran
  • CHPMV
    • JavaScript
    • C/Fortran
  • CTRMV
    • JavaScript
    • C/Fortran
  • CTBMV
    • JavaScript
    • C/Fortran
  • CTPMV
    • JavaScript
    • C/Fortran
  • CTRSV
    • JavaScript
    • C/Fortran
  • CTBSV
    • JavaScript
    • C/Fortran
  • CTPSV
    • JavaScript
    • C/Fortran
  • CGERU
    • JavaScript
    • C/Fortran
  • CGERC
    • JavaScript
    • C/Fortran
  • CHER
    • JavaScript
    • C/Fortran
  • CHPR
    • JavaScript
    • C/Fortran
  • CHER2
    • JavaScript
    • C/Fortran
  • CHPR2
    • JavaScript
    • C/Fortran

Complex Double

  • ZGEMV
    • JavaScript
    • C/Fortran
  • ZGBMV
    • JavaScript
    • C/Fortran
  • ZHEMV
    • JavaScript
    • C/Fortran
  • ZHBMV
    • JavaScript
    • C/Fortran
  • ZHPMV
    • JavaScript
    • C/Fortran
  • ZTRMV
    • JavaScript
    • C/Fortran
  • ZTBMV
    • JavaScript
    • C/Fortran
  • ZTPMV
    • JavaScript
    • C/Fortran
  • ZTRSV
    • JavaScript
    • C/Fortran
  • ZTBSV
    • JavaScript
    • C/Fortran
  • ZTPSV
    • JavaScript
    • C/Fortran
  • ZGERU
    • JavaScript
    • C/Fortran
  • ZGERC
    • JavaScript
    • C/Fortran
  • ZHER
    • JavaScript
    • C/Fortran
  • ZHPR
    • JavaScript
    • C/Fortran
  • ZHER2
    • JavaScript
    • C/Fortran
  • ZHPR2
    • JavaScript
    • C/Fortran

Level 3

Single Precision

  • SGEMM
    • JavaScript
    • C/Fortran
  • SSYMM
    • JavaScript
    • C/Fortran
  • SSYRK
    • JavaScript
    • C/Fortran
  • SSYR2K
    • JavaScript
    • C/Fortran
  • STRMM
    • JavaScript
    • C/Fortran
  • STRSM
    • JavaScript
    • C/Fortran

Double Precision

  • DGEMM
    • JavaScript
    • C/Fortran
  • DSYMM
    • JavaScript
    • C/Fortran
  • DSYRK
    • JavaScript
    • C/Fortran
  • DSYR2K
    • JavaScript
    • C/Fortran
  • DTRMM
    • JavaScript
    • C/Fortran
  • DTRSM
    • JavaScript
    • C/Fortran

Complex Single

  • CGEMM
    • JavaScript
    • C/Fortran
  • CSYMM
    • JavaScript
    • C/Fortran
  • CHEMM
    • JavaScript
    • C/Fortran
  • CSYRK
    • JavaScript
    • C/Fortran
  • CHERK
    • JavaScript
    • C/Fortran
  • CSYR2K
    • JavaScript
    • C/Fortran
  • CHER2K
    • JavaScript
    • C/Fortran
  • CTRMM
    • JavaScript
    • C/Fortran
  • CTRSM
    • JavaScript
    • C/Fortran

Complex Double

  • ZGEMM
    • JavaScript
    • C/Fortran
  • ZSYMM
    • JavaScript
    • C/Fortran
  • ZHEMM
    • JavaScript
    • C/Fortran
  • ZSYRK
    • JavaScript
    • C/Fortran
  • ZHERK
    • JavaScript
    • C/Fortran
  • ZSYR2K
    • JavaScript
    • C/Fortran
  • ZHER2K
    • JavaScript
    • C/Fortran
  • ZTRMM
    • JavaScript
    • C/Fortran
  • ZTRSM
    • JavaScript
    • C/Fortran

Related Issues

None.

Questions

No.

Other

No.

Checklist

  • I have read and understood the Code of Conduct.
  • Searched for existing issues and pull requests.
  • The issue name begins with RFC:.
@performant23 performant23 mentioned this issue Mar 26, 2024
Closed
3 tasks
@AuenKr AuenKr mentioned this issue Mar 26, 2024
Closed
6 tasks
@kgryte kgryte added RFC Request for comments. Feature requests and proposed changes. Feature Issue or pull request for adding a new feature. Native Addons Issue involves or relates to Node.js native add-ons. Accepted RFC feature request which has been accepted. BLAS Issue or pull request related to Basic Linear Algebra Subprograms (BLAS). priority: High High priority concern or feature request. Tracking Issue Tracking issue. Fortran Issue involves or relates to Fortran. C Issue involves or relates to C. difficulty: 4 Likely to be moderately difficult. JavaScript Issue involves or relates to JavaScript. labels Mar 28, 2024
@performant23 performant23 mentioned this issue Mar 30, 2024
Closed
6 tasks
@aman-095 aman-095 mentioned this issue Apr 1, 2024
Closed
6 tasks
kgryte added a commit that referenced this issue Apr 3, 2024
@aman-095 @kgryte
feat: add blas/base/zcopy
1dda7d2 
PR-URL: 	#2064
Ref: #2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com> 
Signed-off-by: Athan Reines <kgryte@gmail.com>
kgryte added a commit that referenced this issue Apr 3, 2024
@performant23 @kgryte @stdlib-bot
feat: add blas/base/zswap
7155e52 
PR-URL: 	#2075
Closes: #2047
Ref: #2039
Ref: https://netlib.org/lapack/explore-html-3.6.1/d2/df9/group__complex16__blas__level1_ga13a187010a0cae1fef2820072404e857.html#ga13a187010a0cae1fef2820072404e857
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com> 
Signed-off-by: Athan Reines <kgryte@gmail.com>
Co-authored-by: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com>
@performant23 performant23 mentioned this issue Apr 5, 2024
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3 tasks
@aman-095
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Working on idamax and isamax level 1 routines. 

@kgryte
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kgryte commented Apr 12, 2024

@performant23 That one is already being worked on in #2104.

@kgryte
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kgryte commented Apr 12, 2024

@performant23 Maybe try dznrm2?

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performant23 commented Apr 12, 2024 •
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Oh, hey! I think csscal is different right? In cscal we have a complex scalar and in csscal we have a real scalar if I remember correctly.

@kgryte
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kgryte commented Apr 12, 2024

Ah, you're right. That one should be straightforward.

This was referenced Apr 15, 2024
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@performant23
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Hi @kgryte, we would need a generic interface to perform Givens rotation with vectors of other data types like integers, right? If so, I'd like to work on such an interface i.e. grot to get an idea of how generic g* interfaces are sampled from their equivalent d* implementations and also since we have implementations for those available for this package (JS implementation for drot is reviewed), this should be good to go!

@aman-095
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Working on Level 1 routine drotm

@kgryte
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kgryte commented Apr 16, 2024

@performant23 Yes, go for it. The one thing you need to do is ensure accessor array support. See gcopy and gswap for an idea.

kgryte added a commit that referenced this issue Apr 16, 2024
@aman-095 @kgryte
feat: add blas/base/idamax
95653a3 
PR-URL: 	#2152
Ref: #2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Philipp Burckhardt <pburckhardt@outlook.com>
Reviewed-by: Pranav Goswami <goswami.4@iitj.ac.in>
kgryte added a commit that referenced this issue Apr 19, 2024
@aman-095 @kgryte @Pranavchiku
feat: add blas/base/drot
3f1caa3 
PR-URL: #1823
Closes: #276
Ref: #2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Co-authored-by: Pranav Goswami <goswami.4@iitj.ac.in>
Reviewed-by: Athan Reines <kgryte@gmail.com> 
Reviewed-by: Pranav Goswami <goswami.4@iitj.ac.in>
Signed-off-by: Athan Reines <kgryte@gmail.com>
Signed-off-by: Pranav Goswami <goswami.4@iitj.ac.in>
@aman-095 aman-095 mentioned this issue Nov 20, 2024
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@Snehil-Shah Snehil-Shah mentioned this issue Nov 20, 2024
Merged
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@aman-095 aman-095 mentioned this issue Nov 21, 2024
Merged
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kgryte added a commit that referenced this issue Nov 21, 2024
@aman-095 @kgryte
feat: add blas/base/cswap-wasm
493db03 
PR-URL: #3211
Ref: #2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
kgryte added a commit that referenced this issue Nov 21, 2024
@aman-095 @kgryte @stdlib-bot
feat: add C ndarray implementation for blas/base/sscal
d23d168 
PR-URL: #3030
Ref: #2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com> 
Signed-off-by: Athan Reines <kgryte@gmail.com>
Co-authored-by: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com>
kgryte added a commit that referenced this issue Nov 22, 2024
@aman-095 @kgryte
feat: add blas/base/ccopy-wasm
6734e4d 
PR-URL: #3163
Ref: #2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
kgryte added a commit that referenced this issue Nov 22, 2024
@aman-095 @kgryte
feat: add blas/base/csrot-wasm
05aab7d 
PR-URL: #3203
Ref: #2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
kgryte added a commit that referenced this issue Nov 22, 2024
@Snehil-Shah @kgryte @stdlib-bot
feat: add blas/ext/base/dapxsumkbn-wasm
f1fa458 
PR-URL: #3204
Ref: #2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Muhammad Haris <harriskhan047@outlook.com>
Reviewed-by: Aman Bhansali <bhansali.1@iitj.ac.in>
Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
Co-authored-by: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com>
pranav-1720 pushed a commit to pranav-1720/stdlib that referenced this issue Nov 25, 2024
@aman-095 @kgryte @pranav-1720
feat: add blas/base/cswap-wasm
57a7009 
PR-URL: stdlib-js#3211
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
pranav-1720 pushed a commit to pranav-1720/stdlib that referenced this issue Nov 25, 2024
@aman-095 @kgryte
@stdlib-bot @pranav-1720
feat: add C ndarray implementation for blas/base/sscal
7abf2dc 
PR-URL: stdlib-js#3030
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com> 
Signed-off-by: Athan Reines <kgryte@gmail.com>
Co-authored-by: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com>
pranav-1720 pushed a commit to pranav-1720/stdlib that referenced this issue Nov 25, 2024
@aman-095 @kgryte @pranav-1720
feat: add blas/base/ccopy-wasm
acb5a78 
PR-URL: stdlib-js#3163
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
pranav-1720 pushed a commit to pranav-1720/stdlib that referenced this issue Nov 25, 2024
@aman-095 @kgryte @pranav-1720
feat: add blas/base/csrot-wasm
a6c7912 
PR-URL: stdlib-js#3203
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
pranav-1720 pushed a commit to pranav-1720/stdlib that referenced this issue Nov 25, 2024
@Snehil-Shah @kgryte
@stdlib-bot @pranav-1720
feat: add blas/ext/base/dapxsumkbn-wasm
e18b1df 
PR-URL: stdlib-js#3204
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Muhammad Haris <harriskhan047@outlook.com>
Reviewed-by: Aman Bhansali <bhansali.1@iitj.ac.in>
Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
Co-authored-by: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com>
@kgryte kgryte added the WebAssembly Issue involves or relates to WebAssembly. label Nov 26, 2024
Neerajpathak07 pushed a commit to Neerajpathak07/stdlib that referenced this issue Dec 4, 2024
@aman-095 @kgryte @Neerajpathak07
feat: add blas/base/cswap-wasm
7fc9882 
PR-URL: stdlib-js#3211
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
Neerajpathak07 pushed a commit to Neerajpathak07/stdlib that referenced this issue Dec 4, 2024
@aman-095 @kgryte
@stdlib-bot @Neerajpathak07
feat: add C ndarray implementation for blas/base/sscal
0e281b3 
PR-URL: stdlib-js#3030
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com> 
Signed-off-by: Athan Reines <kgryte@gmail.com>
Co-authored-by: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com>
Neerajpathak07 pushed a commit to Neerajpathak07/stdlib that referenced this issue Dec 4, 2024
@aman-095 @kgryte @Neerajpathak07
feat: add blas/base/ccopy-wasm
edbc5e6 
PR-URL: stdlib-js#3163
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
Neerajpathak07 pushed a commit to Neerajpathak07/stdlib that referenced this issue Dec 4, 2024
@aman-095 @kgryte @Neerajpathak07
feat: add blas/base/csrot-wasm
f712223 
PR-URL: stdlib-js#3203
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
Neerajpathak07 pushed a commit to Neerajpathak07/stdlib that referenced this issue Dec 4, 2024
@Snehil-Shah @kgryte
@stdlib-bot @Neerajpathak07
feat: add blas/ext/base/dapxsumkbn-wasm
73aef4a 
PR-URL: stdlib-js#3204
Ref: stdlib-js#2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Muhammad Haris <harriskhan047@outlook.com>
Reviewed-by: Aman Bhansali <bhansali.1@iitj.ac.in>
Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
Co-authored-by: stdlib-bot <82920195+stdlib-bot@users.noreply.github.com>
@aman-095 aman-095 mentioned this issue Dec 11, 2024
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kgryte added a commit that referenced this issue Dec 12, 2024
@aman-095 @kgryte
feat: add C ndarray implementation for blas/base/caxpy
b6ee443 
PR-URL: #3456
Ref: #2039
Co-authored-by: Athan Reines <kgryte@gmail.com>
Reviewed-by: Athan Reines <kgryte@gmail.com> 
Signed-off-by: Athan Reines <kgryte@gmail.com>
@Planeshifter Planeshifter reopened this Dec 12, 2024
This was referenced Dec 17, 2024
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@gururaj1512 gururaj1512 mentioned this issue Dec 21, 2024
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@MeastroZI
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For SROTMG do we need to perform the scaling check as done in the Lapack Fortren implementation .
It seems that the SciPy implementation doesn’t include this step.

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SROTMG in SciPy only returning the transformation matrix and flag .

@gururaj1512 gururaj1512 mentioned this issue Dec 25, 2024
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Accepted RFC feature request which has been accepted. BLAS Issue or pull request related to Basic Linear Algebra Subprograms (BLAS). C Issue involves or relates to C. difficulty: 4 Likely to be moderately difficult. Feature Issue or pull request for adding a new feature. Fortran Issue involves or relates to Fortran. JavaScript Issue involves or relates to JavaScript. Native Addons Issue involves or relates to Node.js native add-ons. priority: High High priority concern or feature request. RFC Request for comments. Feature requests and proposed changes. status: In Progress Issue or pull request which is in progress. Tracking Issue Tracking issue. WebAssembly Issue involves or relates to WebAssembly.
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feat: add C ndarray implementation for blas/base/caxpy aman-095/stdlib
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