Re: IBM python documentation? [was: RE: IBM SMF Export with Python]

2022-10-03 Thread David Crayford

On 4/10/22 01:56, Farley, Peter x23353 wrote:

I have read that tagging behavior page and it makes sense when applied to files stored in 
the Unix file system.  MVS datasets could just as easily just be considered always tagged 
as cp1047 (with an option to change the CCSID to 037 or one of the European EBCIDIC code 
pages) and then you just go on from there.  Connecting to the MVS file system "under 
the covers" is the runtime implementor's job, not the application developer's job.

As to providing a package to specifically access MVS datasets, my first question is why IBM didn't 
provide one in the first place, or better yet build it into the python I/O subsystem from the 
start?  Why does the community need to provide such a basic functionality?  "zoautil_py" 
is one such implementation, but it is extraordinarily "heavyweight" and expensive to use, 
and is not an acceptable solution in a world where every second counts and costs real money.


I am quite sure an MVS I/O package will happen just like it did for 
golang and Node.js. Yet again, open source code documented in Github and 
the respective package manager repositories. You may not like that but 
it's how these things work.


https://github.com/ibmruntimes/go-recordio



The lack of easy-to-use and efficient MVS file access may well discourage more 
widespread use of python on z/OS for everyday computing tasks.


Maybe not as much as you think. The tooling coming online will require 
Python so it's mandatory. The vast majority on this forum would rather 
use REXX anyway!





And yes, I can accept that my expectations are not realistic.  It is just a shame that an 
easy-to-use and efficient access to MVS datasets isn't and won't be there unless the 
"community" provides it.  IMHO it should have been part-and-parcel of the 
original language implementation, but I know what my opinions and expectations are worth.


The community involves IBM and the team that ported Python, Golang, 
Node.js etc. The team from IBM Toronto have setup and open source 
community that are actively ported FOSS to z/OS. Interestingly, this 
includes the zsh which I'm delighted about.




Peter

-Original Message-
From: IBM Mainframe Discussion List  On Behalf Of 
David Crayford
Sent: Monday, October 3, 2022 1:48 AM
To: IBM-MAIN@LISTSERV.UA.EDU
Subject: Re: IBM python documentation? [was: RE: IBM SMF Export with Python]

On 3/10/22 07:18, Farley, Peter x23353 wrote:

Where, for instance, in the documentation that you linked to is there information on 
whether the python "open()" function for files will or will not support direct 
access to MVS datasets without transferring them down to the Unix file system?  I.E.,  
are either of these calls to the open() function valid or not:

Myfile = open("//'MVS.DATA.SET.NAME", "rt", ccsid="1047")

Myfile = open("//:DDNAME", "rt", ccsid="1047") # This of course
assumes that a call to "bpxunix" (or by other means) has been used to
establish a DD allocation in the AS where the python program is
executing

This will *never* happen. If you read the doc WRT tagging behaviors you will 
understand why 
https://urldefense.com/v3/__https://www.ibm.com/docs/en/python-zos/3.9?topic=translation-tagging-behaviors__;!!Ebr-cpPeAnfNniQ8HSAI-g_K5b7VKg!O2czdpcmZt_bBNIuRr4UXedStf34QpBfTBkZ-wQNwNFosWZR2zrDSP1nat8ZFfmZnRA9s7TVhDN6jaUYFy-CaGg$
  .
Rocket's Python port supported reading MVS data sets but it was not a 
documented feature and was used with great care. Patching the Python core I/O 
libraries to support MVS data sets is not a great idea. It's much better to 
write a specific library that *only* support MVS data sets and not z/OS UNIX 
files. A good reference implementation is the JZOS ZFile class. If you open an 
RFE IBM may do this. Or maybe the community can contribute? Either way it's 
going to be implemented as a specific package.

Porting tools to support MVS data sets in trivial. They use open() because it's 
a low-level API and read/write support sockets, FIFO's, pipes etc. It's not 
just a case of replacing open with fopen(). Python implements a fdopen()
https://urldefense.com/v3/__https://docs.python.org/3/library/os.html*os.fdopen__;Iw!!Ebr-cpPeAnfNniQ8HSAI-g_K5b7VKg!O2czdpcmZt_bBNIuRr4UXedStf34QpBfTBkZ-wQNwNFosWZR2zrDSP1nat8ZFfmZnRA9s7TVhDN6jaUY6MzWLWc$
   method for wrapping
file descriptors.
--


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Re: IBM python documentation? [was: RE: IBM SMF Export with Python]

2022-10-03 Thread Farley, Peter x23353
I have read that tagging behavior page and it makes sense when applied to files 
stored in the Unix file system.  MVS datasets could just as easily just be 
considered always tagged as cp1047 (with an option to change the CCSID to 037 
or one of the European EBCIDIC code pages) and then you just go on from there.  
Connecting to the MVS file system "under the covers" is the runtime 
implementor's job, not the application developer's job.

As to providing a package to specifically access MVS datasets, my first 
question is why IBM didn't provide one in the first place, or better yet build 
it into the python I/O subsystem from the start?  Why does the community need 
to provide such a basic functionality?  "zoautil_py" is one such 
implementation, but it is extraordinarily "heavyweight" and expensive to use, 
and is not an acceptable solution in a world where every second counts and 
costs real money.  The lack of easy-to-use and efficient MVS file access may 
well discourage more widespread use of python on z/OS for everyday computing 
tasks.

And yes, I can accept that my expectations are not realistic.  It is just a 
shame that an easy-to-use and efficient access to MVS datasets isn't and won't 
be there unless the "community" provides it.  IMHO it should have been 
part-and-parcel of the original language implementation, but I know what my 
opinions and expectations are worth.

Peter

-Original Message-
From: IBM Mainframe Discussion List  On Behalf Of 
David Crayford
Sent: Monday, October 3, 2022 1:48 AM
To: IBM-MAIN@LISTSERV.UA.EDU
Subject: Re: IBM python documentation? [was: RE: IBM SMF Export with Python]

On 3/10/22 07:18, Farley, Peter x23353 wrote:
> Where, for instance, in the documentation that you linked to is there 
> information on whether the python "open()" function for files will or will 
> not support direct access to MVS datasets without transferring them down to 
> the Unix file system?  I.E.,  are either of these calls to the open() 
> function valid or not:
>
> Myfile = open("//'MVS.DATA.SET.NAME", "rt", ccsid="1047")
>
> Myfile = open("//:DDNAME", "rt", ccsid="1047") # This of course 
> assumes that a call to "bpxunix" (or by other means) has been used to 
> establish a DD allocation in the AS where the python program is 
> executing

This will *never* happen. If you read the doc WRT tagging behaviors you will 
understand why 
https://urldefense.com/v3/__https://www.ibm.com/docs/en/python-zos/3.9?topic=translation-tagging-behaviors__;!!Ebr-cpPeAnfNniQ8HSAI-g_K5b7VKg!O2czdpcmZt_bBNIuRr4UXedStf34QpBfTBkZ-wQNwNFosWZR2zrDSP1nat8ZFfmZnRA9s7TVhDN6jaUYFy-CaGg$
  . 
Rocket's Python port supported reading MVS data sets but it was not a 
documented feature and was used with great care. Patching the Python core I/O 
libraries to support MVS data sets is not a great idea. It's much better to 
write a specific library that *only* support MVS data sets and not z/OS UNIX 
files. A good reference implementation is the JZOS ZFile class. If you open an 
RFE IBM may do this. Or maybe the community can contribute? Either way it's 
going to be implemented as a specific package.

Porting tools to support MVS data sets in trivial. They use open() because it's 
a low-level API and read/write support sockets, FIFO's, pipes etc. It's not 
just a case of replacing open with fopen(). Python implements a fdopen() 
https://urldefense.com/v3/__https://docs.python.org/3/library/os.html*os.fdopen__;Iw!!Ebr-cpPeAnfNniQ8HSAI-g_K5b7VKg!O2czdpcmZt_bBNIuRr4UXedStf34QpBfTBkZ-wQNwNFosWZR2zrDSP1nat8ZFfmZnRA9s7TVhDN6jaUY6MzWLWc$
   method for wrapping 
file descriptors.
--


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Re: IBM python documentation? [was: RE: IBM SMF Export with Python]

2022-10-03 Thread David Crayford

On 3/10/22 13:47, David Crayford wrote:

Porting tools to support MVS data sets in trivial.

I meant Porting tools to support MVS data sets is non trivial.

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Re: IBM python documentation? [was: RE: IBM SMF Export with Python]

2022-10-02 Thread David Crayford

On 3/10/22 07:18, Farley, Peter x23353 wrote:

Where, for instance, in the documentation that you linked to is there information on 
whether the python "open()" function for files will or will not support direct 
access to MVS datasets without transferring them down to the Unix file system?  I.E.,  
are either of these calls to the open() function valid or not:

Myfile = open("//'MVS.DATA.SET.NAME", "rt", ccsid="1047")

Myfile = open("//:DDNAME", "rt", ccsid="1047") # This of course assumes that a call to 
"bpxunix" (or by other means) has been used to establish a DD allocation in the AS where the python program 
is executing


This will *never* happen. If you read the doc WRT tagging behaviors you 
will understand why 
https://www.ibm.com/docs/en/python-zos/3.9?topic=translation-tagging-behaviors. 
Rocket's Python port supported reading MVS data sets but it was not a 
documented feature and was used with great care. Patching the Python 
core I/O libraries to support MVS data sets is not a great idea. It's 
much better to write a specific library that *only* support MVS data 
sets and not z/OS UNIX files. A good reference implementation is the 
JZOS ZFile class. If you open an RFE IBM may do this. Or maybe the 
community can contribute? Either way it's going to be implemented as a 
specific package.


Porting tools to support MVS data sets in trivial. They use open() 
because it's a low-level API and read/write support sockets, FIFO's, 
pipes etc. It's not just a case of replacing open with fopen(). Python 
implements a fdopen() 
https://docs.python.org/3/library/os.html#os.fdopen method for wrapping 
file descriptors.


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Re: IBM python documentation? [was: RE: IBM SMF Export with Python]

2022-10-02 Thread David Crayford
py" functions to access the same data.  Nowhere in the 
IBM-provided ZOAU documentation did I find any reference to 
performance characteristics or performance-enhancing advice.


That separate python libraries for z/OS maintain separate python 
documentation of their functionality is OK, but then the IBM-specific 
library websites need to provide the same sort of automatic linking 
to the library documentation that the standard python documentation 
websites use.  I.E., the IBM-specific libraries need to have their 
documentation directly available on the 
".readthedocs.io" website and linked to from their 
specific page on the Pypi indexing website and not just at their 
github location.


What IBM-specific library? There isn't one!


ISTM that IBM is a day late and a dollar short on application-level 
documentation for this language on their systems.


I disagree. Maybe your expectations are unrealistic.



Peter

-Original Message-
From: IBM Mainframe Discussion List  On 
Behalf Of David Crayford

Sent: Saturday, October 1, 2022 9:35 PM
To: IBM-MAIN@LISTSERV.UA.EDU
Subject: Re: IBM SMF Export with Python

On 2/10/22 01:31, Charles Mills wrote:

We LOVE Python.

When is IBM going to love it enough to ship it and document it as 
though they loved it?
You can order Python via zShop and install it via SMP/E or download a 
pax file. That's choice right there.


What's wrong with the doc? 
https://www.ibm.com/docs/en/python-zos/3.10 has all the information I 
need to install, customize and build extensions.


For z/OS specific Python libraries the doc is either shipped with the 
product so as ZAOU or for open source projects with the code in a 
repository. For example, the Python DB2 library and doc can be found 
on Github https://github.com/ibmdb/python-ibmdb  . z/OS specific doc 
here 
https://github.com/ibmdb/node-ibm_db*configure-odbc-driver-on-zos  . 
This is standard for any open source project. I understand that may 
be uncomfortable to folks that have no experience working with open 
source.


Another example is https://github.com/ambitus/pyzkiln   which is 
maintained by IBMers from Poughkeepsie but part of the OMP. Anybody 
interested in writing Python libraries that include calling HLASM 
should take a look at that repo.


Honestly, I don't see what the issue is with doc? It's no different 
to Java. If I need doc for the JRE I read the Oracle doc. If I need 
doc for Python I head on over to the Python doc. Everything I need 
for z/OS is covered.



(Rhetorical question. I know that David does not know the answer.)

Charles


-Original Message-
From: IBM Mainframe Discussion List [mailto:IBM-MAIN@LISTSERV.UA.EDU]
On Behalf Of David Crayford
Sent: Friday, September 30, 2022 11:09 PM
To: IBM-MAIN@LISTSERV.UA.EDU
Subject: IBM SMF Export with Python

I know Python is not well received on this forum but as an example of
IBMs investment they have announced a new Python toolkit to process
SMF data using Jupyter notesbooks, an industry standard visualization
tool for analytics and machine learning. I understand many people
consider this stuff buzz words and fads but if you dig in a bit it's 
very cool.


https://urldefense.com/v3/__https://zos-hot-topics.com/2022/SMF-Explor
er/__;!!Ebr-cpPeAnfNniQ8HSAI-g_K5b7VKg!MOPAkGKkKJZy2370bbp_YxYtD_tyt93
x3LCeTXq7oDQMU30Ek0NS5KXliytjmf7z0s0cSc5sVoDMlT8NCCU5Lyk$

--

This message and any attachments are intended only for the use of the 
addressee and may contain information that is privileged and 
confidential. If the reader of the message is not the intended 
recipient or an authorized representative of the intended recipient, 
you are hereby notified that any dissemination of this communication 
is strictly prohibited. If you have received this communication in 
error, please notify us immediately by e-mail and delete the message 
and any attachments from your system.



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Re: IBM python documentation? [was: RE: IBM SMF Export with Python]

2022-10-02 Thread David Crayford

On 3/10/22 07:18, Farley, Peter x23353 wrote:

As the OP of the other thread on python documentation, let me answer that what 
I expected from IBM for python documentation was the same sort of Language 
Reference and Programmers Guide manuals as they provide for all of the other 
major programming languages that they support.  My understanding at the moment 
is that that hasn't been done and is not likely to be done.

Where, for instance, in the documentation that you linked to is there information on 
whether the python "open()" function for files will or will not support direct 
access to MVS datasets without transferring them down to the Unix file system?  I.E.,  
are either of these calls to the open() function valid or not:


Where is the language reference and programming language for Java on 
z/OS? There isn't one, so why would Python be any different? The only 
language references and guides you will find for Java is for products 
such as DB2 or for z/OS specific toolkits such as JZOS.


There are no z/OS specific modifications to Python other than patches 
for the build. If you want to open an MVS data set then write a package 
using cutils to directly reference the C RTL without writing a single 
line of C code. Once you have a library put it on pypi so everybody can 
download it using "pip". Why do you expect IBM to provide the function? 
They are working on a completely new set of tooling and have limited 
resources.


https://medium.com/python-supply/working-with-foreign-functions-ee3b5e40f2ca



Myfile = open("//'MVS.DATA.SET.NAME", "rt", ccsid="1047")

Myfile = open("//:DDNAME", "rt", ccsid="1047") # This of course assumes that a call to 
"bpxunix" (or by other means) has been used to establish a DD allocation in the AS where the python program 
is executing

In other words, where are the z/OS-specific enhancements to the standard python 
functions and libraries documented (assuming there are any such enhancements, 
which I am beginning to doubt)?  For other IBM-supported programming languages, 
that information would probably be available in the Language Reference manual 
and practical examples and performance-enhancing advice would be provided in 
the Programmers Guide manual.

The first link that you provided is fine for the systems programmer who 
installs the language on z/OS, but has basically nothing relevant for the 
python application programmer.

The "zoautil_py" library does provide some "direct access" to MVS datasets for python programs, but the package is 
quite "heavyweight" and consumes a large amount of elapsed and CPU time to use, as recent experimentation I have performed 
clearly showed.  I found that downloading an MVS dataset to the Unix file system with the "zowe" CLI interface and accessing that 
file with "normal" python file access functions proved far less expensive than using the "zoautil_py" functions to 
access the same data.  Nowhere in the IBM-provided ZOAU documentation did I find any reference to performance characteristics or 
performance-enhancing advice.

That separate python libraries for z/OS maintain separate python documentation of their 
functionality is OK, but then the IBM-specific library websites need to provide the same sort 
of automatic linking to the library documentation that the standard python documentation 
websites use.  I.E., the IBM-specific libraries need to have their documentation directly 
available on the ".readthedocs.io" website and linked to from 
their specific page on the Pypi indexing website and not just at their github location.


What IBM-specific library? There isn't one!



ISTM that IBM is a day late and a dollar short on application-level 
documentation for this language on their systems.


I disagree. Maybe your expectations are unrealistic.



Peter

-----Original Message-
From: IBM Mainframe Discussion List  On Behalf Of 
David Crayford
Sent: Saturday, October 1, 2022 9:35 PM
To: IBM-MAIN@LISTSERV.UA.EDU
Subject: Re: IBM SMF Export with Python

On 2/10/22 01:31, Charles Mills wrote:

We LOVE Python.

When is IBM going to love it enough to ship it and document it as though they 
loved it?

You can order Python via zShop and install it via SMP/E or download a pax file. 
That's choice right there.

What's wrong with the doc? https://www.ibm.com/docs/en/python-zos/3.10 has all 
the information I need to install, customize and build extensions.

For z/OS specific Python libraries the doc is either shipped with the product 
so as ZAOU or for open source projects with the code in a repository. For 
example, the Python DB2 library and doc can be found on Github 
https://github.com/ibmdb/python-ibmdb  . z/OS specific doc here 
https://github.com/ibmdb/node-ibm_db*configure-odbc-driver-on-zos  . This is 
standard for any open sour

Re: IBM python documentation? [was: RE: IBM SMF Export with Python]

2022-10-02 Thread Farley, Peter x23353
As the OP of the other thread on python documentation, let me answer that what 
I expected from IBM for python documentation was the same sort of Language 
Reference and Programmers Guide manuals as they provide for all of the other 
major programming languages that they support.  My understanding at the moment 
is that that hasn't been done and is not likely to be done.

Where, for instance, in the documentation that you linked to is there 
information on whether the python "open()" function for files will or will not 
support direct access to MVS datasets without transferring them down to the 
Unix file system?  I.E.,  are either of these calls to the open() function 
valid or not:

Myfile = open("//'MVS.DATA.SET.NAME", "rt", ccsid="1047")

Myfile = open("//:DDNAME", "rt", ccsid="1047") # This of course assumes that a 
call to "bpxunix" (or by other means) has been used to establish a DD 
allocation in the AS where the python program is executing

In other words, where are the z/OS-specific enhancements to the standard python 
functions and libraries documented (assuming there are any such enhancements, 
which I am beginning to doubt)?  For other IBM-supported programming languages, 
that information would probably be available in the Language Reference manual 
and practical examples and performance-enhancing advice would be provided in 
the Programmers Guide manual.

The first link that you provided is fine for the systems programmer who 
installs the language on z/OS, but has basically nothing relevant for the 
python application programmer.

The "zoautil_py" library does provide some "direct access" to MVS datasets for 
python programs, but the package is quite "heavyweight" and consumes a large 
amount of elapsed and CPU time to use, as recent experimentation I have 
performed clearly showed.  I found that downloading an MVS dataset to the Unix 
file system with the "zowe" CLI interface and accessing that file with "normal" 
python file access functions proved far less expensive than using the 
"zoautil_py" functions to access the same data.  Nowhere in the IBM-provided 
ZOAU documentation did I find any reference to performance characteristics or 
performance-enhancing advice.

That separate python libraries for z/OS maintain separate python documentation 
of their functionality is OK, but then the IBM-specific library websites need 
to provide the same sort of automatic linking to the library documentation that 
the standard python documentation websites use.  I.E., the IBM-specific 
libraries need to have their documentation directly available on the 
".readthedocs.io" website and linked to from their specific page 
on the Pypi indexing website and not just at their github location.

ISTM that IBM is a day late and a dollar short on application-level 
documentation for this language on their systems.

Peter

-Original Message-----
From: IBM Mainframe Discussion List  On Behalf Of 
David Crayford
Sent: Saturday, October 1, 2022 9:35 PM
To: IBM-MAIN@LISTSERV.UA.EDU
Subject: Re: IBM SMF Export with Python

On 2/10/22 01:31, Charles Mills wrote:
> We LOVE Python.
>
> When is IBM going to love it enough to ship it and document it as though they 
> loved it?

You can order Python via zShop and install it via SMP/E or download a pax file. 
That's choice right there.

What's wrong with the doc? https://www.ibm.com/docs/en/python-zos/3.10 has all 
the information I need to install, customize and build extensions.

For z/OS specific Python libraries the doc is either shipped with the product 
so as ZAOU or for open source projects with the code in a repository. For 
example, the Python DB2 library and doc can be found on Github 
https://github.com/ibmdb/python-ibmdb  . z/OS specific doc here 
https://github.com/ibmdb/node-ibm_db*configure-odbc-driver-on-zos  . This is 
standard for any open source project. I understand that may be uncomfortable to 
folks that have no experience working with open source.

Another example is https://github.com/ambitus/pyzkiln   which is maintained by 
IBMers from Poughkeepsie but part of the OMP. Anybody interested in writing 
Python libraries that include calling HLASM should take a look at that repo.

Honestly, I don't see what the issue is with doc? It's no different to Java. If 
I need doc for the JRE I read the Oracle doc. If I need doc for Python I head 
on over to the Python doc. Everything I need for z/OS is covered.

>
> (Rhetorical question. I know that David does not know the answer.)
>
> Charles
>
>
> -----Original Message-----
> From: IBM Mainframe Discussion List [mailto:IBM-MAIN@LISTSERV.UA.EDU] 
> On Behalf Of David Crayford
> Sent: Friday, September 30, 2022 11:09 PM
> To: IBM-MAIN@LISTSERV.UA.EDU
> Subject: IBM SMF Export w

Re: IBM SMF Export with Python

2022-10-01 Thread David Crayford

On 2/10/22 01:31, Charles Mills wrote:

We LOVE Python.

When is IBM going to love it enough to ship it and document it as though they 
loved it?


You can order Python via zShop and install it via SMP/E or download a 
pax file. That's choice right there.


What's wrong with the doc? https://www.ibm.com/docs/en/python-zos/3.10 
has all the information I need to install, customize and build extensions.


For z/OS specific Python libraries the doc is either shipped with the 
product so as ZAOU or for open source projects with the code in a 
repository. For example, the Python DB2 library and doc can be found on 
Github https://github.com/ibmdb/python-ibmdb. z/OS specific doc here 
https://github.com/ibmdb/node-ibm_db#configure-odbc-driver-on-zos. This 
is standard for any open source project. I understand that may be 
uncomfortable to folks that have no experience working with open source.


Another example is https://github.com/ambitus/pyzkiln which is 
maintained by IBMers from Poughkeepsie but part of the OMP. Anybody 
interested in writing Python libraries that include calling HLASM should 
take a look at that repo.


Honestly, I don't see what the issue is with doc? It's no different to 
Java. If I need doc for the JRE I read the Oracle doc. If I need doc for 
Python I head on over to the Python doc. Everything I need for z/OS is 
covered.





(Rhetorical question. I know that David does not know the answer.)

Charles


-Original Message-
From: IBM Mainframe Discussion List [mailto:IBM-MAIN@LISTSERV.UA.EDU] On Behalf 
Of David Crayford
Sent: Friday, September 30, 2022 11:09 PM
To: IBM-MAIN@LISTSERV.UA.EDU
Subject: IBM SMF Export with Python

I know Python is not well received on this forum but as an example of
IBMs investment they have announced a new Python toolkit to process SMF
data using Jupyter notesbooks, an industry standard visualization tool
for analytics and machine learning. I understand many people consider
this stuff buzz words and fads but if you dig in a bit it's very cool.

https://zos-hot-topics.com/2022/SMF-Explorer/

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For IBM-MAIN subscribe / signoff / archive access instructions,
send email to lists...@listserv.ua.edu with the message: INFO IBM-MAIN


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Re: IBM SMF Export with Python

2022-10-01 Thread Charles Mills
We LOVE Python.

When is IBM going to love it enough to ship it and document it as though they 
loved it?

(Rhetorical question. I know that David does not know the answer.)

Charles


-Original Message-
From: IBM Mainframe Discussion List [mailto:IBM-MAIN@LISTSERV.UA.EDU] On Behalf 
Of David Crayford
Sent: Friday, September 30, 2022 11:09 PM
To: IBM-MAIN@LISTSERV.UA.EDU
Subject: IBM SMF Export with Python

I know Python is not well received on this forum but as an example of 
IBMs investment they have announced a new Python toolkit to process SMF 
data using Jupyter notesbooks, an industry standard visualization tool 
for analytics and machine learning. I understand many people consider 
this stuff buzz words and fads but if you dig in a bit it's very cool.

https://zos-hot-topics.com/2022/SMF-Explorer/

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IBM SMF Export with Python

2022-09-30 Thread David Crayford
I know Python is not well received on this forum but as an example of 
IBMs investment they have announced a new Python toolkit to process SMF 
data using Jupyter notesbooks, an industry standard visualization tool 
for analytics and machine learning. I understand many people consider 
this stuff buzz words and fads but if you dig in a bit it's very cool.


https://zos-hot-topics.com/2022/SMF-Explorer/

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