AIscm array operations for Scheme

AIscm array operations for Scheme

[Jan Wedekind]

Hi,
I have released a new version of AIscm [1]. A Guile extension for 
numerical arrays and tensors. It now supports convolutions [2] and tensor 
operations [3]. There are packages for different versions of Debian and 
Ubuntu. Also thanks to Andrey Rahmatullin's sponsorship, the package is 
part of Debian Testing [4].

Regards
Jan

[1] http://wedesoft.github.io/aiscm/
[2] http://wedesoft.github.io/aiscm/convolution.html
[3] http://wedesoft.github.io/aiscm/operation.html#tensor-operations
[4] https://tracker.debian.org/pkg/aiscm

Re: AIscm array operations for Scheme

[Nala Ginrut]

Nice work!
Do you use BLAS or MKL for vector operation?


2017年8月3日 04:16，"Jan Wedekind" <jan@wedesoft.de>写道：

> Hi,
> I have released a new version of AIscm [1]. A Guile extension for
> numerical arrays and tensors. It now supports convolutions [2] and tensor
> operations [3]. There are packages for different versions of Debian and
> Ubuntu. Also thanks to Andrey Rahmatullin's sponsorship, the package is
> part of Debian Testing [4].
>
> Regards
> Jan
>
> [1] http://wedesoft.github.io/aiscm/
> [2] http://wedesoft.github.io/aiscm/convolution.html
> [3] http://wedesoft.github.io/aiscm/operation.html#tensor-operations
> [4] https://tracker.debian.org/pkg/aiscm
>
>

Re: AIscm array operations for Scheme

[Jan Wedekind]

Thanks.
Currently neither. I have in mind to add some LAPACK bindings (singular 
value decomposition, eigenvalue decomposition, least squares to begin 
with). First full native floating point support needs to be implemented.
Here is an example of a matrix vector product:

     (use-modules (aiscm sequence) (aiscm expression) (aiscm tensor))
     (tensor i (sum k (* (get (arr (2 3) (5 7)) i k) (get (arr 11 13) k))))
     $3 = #<sequence<int<8,unsigned>>>:
     (87 124)

Floating point values currently fall back on Scheme objects:

     (tensor i (sum k (* (get (arr (2 3) (5 7)) i k) (get (arr 1.1 1.3) k))))
     $4 = #<sequence<obj>>:
     (8.7 12.4)

Note that in this case the array loops are still JIT compiled. Addition 
and multiplication are handled by JIT compiling callbacks into GNU Guile 
(scm_plus, scm_product).

Regards
Jan

  On Thu, 3 Aug 2017, Nala Ginrut wrote:

> Nice work!
> Do you use BLAS or MKL for vector operation?
>
>
> 2017年8月3日 04:16，"Jan Wedekind" <jan@wedesoft.de>写道：
>
>> Hi,
>> I have released a new version of AIscm [1]. A Guile extension for
>> numerical arrays and tensors. It now supports convolutions [2] and tensor
>> operations [3]. There are packages for different versions of Debian and
>> Ubuntu. Also thanks to Andrey Rahmatullin's sponsorship, the package is
>> part of Debian Testing [4].
>>
>> Regards
>> Jan
>>
>> [1] http://wedesoft.github.io/aiscm/
>> [2] http://wedesoft.github.io/aiscm/convolution.html
>> [3] http://wedesoft.github.io/aiscm/operation.html#tensor-operations
>> [4] https://tracker.debian.org/pkg/aiscm
>>
>>
>

Re: AIscm array operations for Scheme

[Nala Ginrut]

Looks promising! What's the plan about AIscm in the future? Is it aiming
for a library, or something research tool like Sage?

2017年8月3日 15:23，"Jan Wedekind" <jan@wedesoft.de>写道：

> Thanks.
> Currently neither. I have in mind to add some LAPACK bindings (singular
> value decomposition, eigenvalue decomposition, least squares to begin
> with). First full native floating point support needs to be implemented.
> Here is an example of a matrix vector product:
>
>     (use-modules (aiscm sequence) (aiscm expression) (aiscm tensor))
>     (tensor i (sum k (* (get (arr (2 3) (5 7)) i k) (get (arr 11 13) k))))
>     $3 = #<sequence<int<8,unsigned>>>:
>     (87 124)
>
> Floating point values currently fall back on Scheme objects:
>
>     (tensor i (sum k (* (get (arr (2 3) (5 7)) i k) (get (arr 1.1 1.3)
> k))))
>     $4 = #<sequence<obj>>:
>     (8.7 12.4)
>
> Note that in this case the array loops are still JIT compiled. Addition
> and multiplication are handled by JIT compiling callbacks into GNU Guile
> (scm_plus, scm_product).
>
> Regards
> Jan
>
>  On Thu, 3 Aug 2017, Nala Ginrut wrote:
>
> Nice work!
>> Do you use BLAS or MKL for vector operation?
>>
>>
>> 2017年8月3日 04:16，"Jan Wedekind" <jan@wedesoft.de>写道：
>>
>> Hi,
>>> I have released a new version of AIscm [1]. A Guile extension for
>>> numerical arrays and tensors. It now supports convolutions [2] and tensor
>>> operations [3]. There are packages for different versions of Debian and
>>> Ubuntu. Also thanks to Andrey Rahmatullin's sponsorship, the package is
>>> part of Debian Testing [4].
>>>
>>> Regards
>>> Jan
>>>
>>> [1] http://wedesoft.github.io/aiscm/
>>> [2] http://wedesoft.github.io/aiscm/convolution.html
>>> [3] http://wedesoft.github.io/aiscm/operation.html#tensor-operations
>>> [4] https://tracker.debian.org/pkg/aiscm
>>>
>>>
>>>

Re: AIscm array operations for Scheme

[Jan Wedekind]

I want to do something better than HornetsEye (Ruby library I developed). 
Maybe one can also use it to implement finite element simulations and 
neural networks.

On Thu, 3 Aug 2017, Nala Ginrut wrote:

> Looks promising! What's the plan about AIscm in the future? Is it aiming
> for a library, or something research tool like Sage?
>
> 2017年8月3日 15:23，"Jan Wedekind" <jan@wedesoft.de>写道：
>
>> Thanks.
>> Currently neither. I have in mind to add some LAPACK bindings (singular
>> value decomposition, eigenvalue decomposition, least squares to begin
>> with). First full native floating point support needs to be implemented.
>> Here is an example of a matrix vector product:
>>
>>     (use-modules (aiscm sequence) (aiscm expression) (aiscm tensor))
>>     (tensor i (sum k (* (get (arr (2 3) (5 7)) i k) (get (arr 11 13) k))))
>>     $3 = #<sequence<int<8,unsigned>>>:
>>     (87 124)
>>
>> Floating point values currently fall back on Scheme objects:
>>
>>     (tensor i (sum k (* (get (arr (2 3) (5 7)) i k) (get (arr 1.1 1.3)
>> k))))
>>     $4 = #<sequence<obj>>:
>>     (8.7 12.4)
>>
>> Note that in this case the array loops are still JIT compiled. Addition
>> and multiplication are handled by JIT compiling callbacks into GNU Guile
>> (scm_plus, scm_product).
>>
>> Regards
>> Jan
>>
>>  On Thu, 3 Aug 2017, Nala Ginrut wrote:
>>
>> Nice work!
>>> Do you use BLAS or MKL for vector operation?
>>>
>>>
>>> 2017年8月3日 04:16，"Jan Wedekind" <jan@wedesoft.de>写道：
>>>
>>> Hi,
>>>> I have released a new version of AIscm [1]. A Guile extension for
>>>> numerical arrays and tensors. It now supports convolutions [2] and tensor
>>>> operations [3]. There are packages for different versions of Debian and
>>>> Ubuntu. Also thanks to Andrey Rahmatullin's sponsorship, the package is
>>>> part of Debian Testing [4].
>>>>
>>>> Regards
>>>> Jan
>>>>
>>>> [1] http://wedesoft.github.io/aiscm/
>>>> [2] http://wedesoft.github.io/aiscm/convolution.html
>>>> [3] http://wedesoft.github.io/aiscm/operation.html#tensor-operations
>>>> [4] https://tracker.debian.org/pkg/aiscm
>>>>
>>>>
>>>>
>