SMLP tutorial by mdmitry1 · Pull Request #49 · SMLP-Systems/smlp

mdmitry1 · 2026-02-09T14:22:30Z

This tutorial has SMLP 3 examples of various complexities:

Example	Variables	Objectives	Constraints	Difficulty
Eggholder	2	1	None	High (multi-modal)
DORA	2	1	1 (circular)	Low (convex)
BNH	2	2	2 (non-linear)	Medium

Each example contains:

Reference
Push button script
Vizualization

…rectory

mdmitry1

Initial revision - please, review

mdmitry1

Added explicit mention that SMLP supports black-box functions

mdmitry1

Added black-box optimization applications reference to README.md
Added reference to black box function definition used in the README.md file
Added SMLP flow stages description
Multiple style improvements

mdmitry1 · 2026-02-20T11:32:07Z

Converted to draft until path to tutorial README.md will be added to the main README.md

mdmitry1

Added SMLP Tutorial paragraph
to README.md in top level repo directory

mdmitry1

Added script for running all
tests

mdmitry1

Reduced figure size to fit VNC window

2. Adjusted Intel test plot size and added horisontal and vertical scrollbars 3. Added support for running tutorial scripts from any directory

mdmitry1

Changes:

Improved plotting resolution
Added horizontal and vertical scroll bars to Intel test plot
Enabled running tutorial tests from any directory
Added SMLP_SHORT_INTRO.pdf to the repository top directory
Added link to SMLP intro PDF to the README.md to the repository top directory

VNC clients validation

Ubuntu: remmina
Windows: RealVNC

In both cases server is: localhost:5900

mdmitry1 · 2026-02-22T16:17:58Z

SMLP regression passed on WSL2 in Docker container: no diffs versus native Ubuntu

mdmitry1 · 2026-02-22T17:06:51Z

Tutorial tests passed on my WSL2 machine
Benchmark result for Intel(R) Core(TM) i5-10210U CPU @ 1.60GHz
1133.335u 4.381s 18:56.41 100.1% 0+0k 48+416888io 1pf+0w

2) Added custom screen resolution support

mdmitry1

Fixed typo in the file name

mdmitry1

Added certify example .

mdmitry1

Synch with smlp_python311 branch

mdmitry1 added 16 commits February 3, 2026 19:23

Added BNH Pareto test using polynomial model

d0afba8

Added expected results to BNH Pareto test using polynomial model

2671e5e

Merge branch 'master' into poly_pareto

1ffcccc

Enabled running from any directory

1d91264

Simplified scripts

c9f6ae4

Removed code duplication

9d8a85e

Added constaint_dora

68df796

Improved plotting

762d445

Added dataset generation

f9e6bdf

Added dataset generation

0ca7141

Added eggholder test

615f1ab

Added README.md to constraint_dora, bnh and eggholder examples

928b5bc

Added vizualization and results pretty printing

5bc4793

run_eggholder

194e8ff

Added analytical results to BNH

160fee1

Added README.md and enabled running all scripts from one top level di…

f07ea4e

…rectory

mdmitry1 commented Feb 9, 2026

View reviewed changes

mdmitry1 marked this pull request as draft February 9, 2026 14:25

mdmitry1 requested review from fbrausse, konstantin-korovin and zurabk February 9, 2026 14:25

Mentioned that all functions are black-box

e2c75e9

mdmitry1 commented Feb 9, 2026

View reviewed changes

mdmitry1 added 4 commits February 9, 2026 19:54

Added blackbox optimization applications reference

465bf61

Added more details

abd1fac

Added more details

0a58318

Multiple style and commands improvements

edb194c

mdmitry1 commented Feb 10, 2026

View reviewed changes

mdmitry1 requested review from zurabksmlp and removed request for zurabk February 10, 2026 09:15

mdmitry1 marked this pull request as ready for review February 17, 2026 11:05

mdmitry1 marked this pull request as draft February 20, 2026 11:30

Added SMLP Tutorial paragraph

401db78

mdmitry1 marked this pull request as ready for review February 20, 2026 11:44

mdmitry1 commented Feb 20, 2026

View reviewed changes

Added script for runnning all tests

0382940

mdmitry1 commented Feb 20, 2026

View reviewed changes

Reduced figure sie to fit Docker VNC window size

2388e08

mdmitry1 commented Feb 20, 2026

View reviewed changes

mdmitry1 added 4 commits February 22, 2026 11:14

Added SMLP introduction PDF

3560e94

Added link to SMLP_SHORT_INTRO.pdf to README.md

c26f543

Fixed typos

e7af55d

1. Increased VNC screen resolution

7c40c8b

2. Adjusted Intel test plot size and added horisontal and vertical scrollbars 3. Added support for running tutorial scripts from any directory

mdmitry1 commented Feb 22, 2026

View reviewed changes

mdmitry1 added 3 commits February 23, 2026 13:00

Added VNC installation instructions for WSL2

17c954e

1) Added VNC support for WSL

bcc3e62

2) Added custom screen resolution support

Fixed typo in the filename

d5a3c14

mdmitry1 commented Feb 26, 2026

View reviewed changes

mdmitry1 added 2 commits March 11, 2026 10:49

Added certification test

1cabd21

Added certification expected results

8e2e795

mdmitry1 commented Mar 11, 2026

View reviewed changes

Synch with master and smlp_python311 branches

12fb8ca

mdmitry1 commented Mar 11, 2026

View reviewed changes

mdmitry1 added 3 commits March 12, 2026 12:39

Simplified input preparation

f041d68

Added example for creating Pareto front from single SMLP invocation

a4f5497

Removed redundate options

3a7c591

fbrausse removed their request for review March 14, 2026 13:06

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