m4 timeseries benchmark

[Lopa10ko]

This is a 🔦 documentation change.

• Include a M4 benchmark table in the documentation (01f7ee3)
• Run the latest FEDOT version with topo features on M4 in the pytsbe and update metrics in the benchmark table (80f172f)
• Add Fedot.Industrial results (related pytsbe PR)
• Update AMLB classification metrics (139bb07)

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[github-actions]

All PEP8 errors has been fixed, thanks ❤️

Comment last updated at

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 80.16%. Comparing base (b711ebe) to head (139bb07).
Report is 25 commits behind head on master.

Additional details and impacted files

@@            Coverage Diff             @@
##           master    #1277      +/-   ##
==========================================
+ Coverage   79.92%   80.16%   +0.23%     
==========================================
  Files         146      146              
  Lines       10049    10278     +229     
==========================================
+ Hits         8032     8239     +207     
- Misses       2017     2039      +22     

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[valer1435]

@RepoPilotAssistant /improve

[RepoPilotAssistant]

PR Code Suggestions ✨

Category	Suggestion	Score
Readability	Align table headers for better readability The table headers for the intervals are not aligned properly, which can make the table difficult to read. Aligning the headers will improve readability and consistency. docs/source/benchmarks/forecasting.rst [68-72] + +-------------+----------+--------+--------+--------+-----------+--------+---------+ -+ | Library | Quantile | Intervals | -+ + + +--------+--------+--------+-----------+--------+---------+ -+ | | | Daily | Weekly | Montly | Quarterly | Yearly | Overall | -+ +=============+==========+========+========+========+===========+========+=========+ ++ | Library | Quantile | Daily | Weekly | Montly | Quarterly | Yearly | Overall | ++ +=============+==========+========+========+========+========+========+========+ Suggestion importance[1-10]: 7 Why:	7
	Align the "Overall" column cells for consistency The table cells for the "Overall" column are not aligned consistently. Aligning these cells will improve the visual consistency of the table. docs/source/benchmarks/forecasting.rst [73-77] -+ | LagLlama | 10 | 1.457 | 3.258 | 5.303 | 5.713 | 11.665 | 2.64 | -+ | | 50 | 4.513 | 11.167 | 18.534 | 20.027 | 33.141 | 13.036 | -+ | | 90 | 13.123 | 28.268 | 62.091 | 48.793 | 73.565 | 48.056 | ++ | LagLlama | 10 | 1.457 | 3.258 | 5.303 | 5.713 | 11.665 | 2.64 | ++ | | 50 | 4.513 | 11.167 | 18.534 | 20.027 | 33.141 | 13.036 | ++ | | 90 | 13.123 | 28.268 | 62.091 | 48.793 | 73.565 | 48.056 | Suggestion importance[1-10]: 7 Why:	7
	Align the "Library" column cells for consistency The table cells for the "Library" column are not aligned consistently. Aligning these cells will improve the visual consistency of the table. docs/source/benchmarks/forecasting.rst [73-85] -+ | LagLlama | 10 | 1.457 | 3.258 | 5.303 | 5.713 | 11.665 | 2.64 | -+ | NBEATS | 10 | 0.732 | 1.021 | 1.173 | 1.818 | 3.038 | 1.036 | -+ | TimeGPT | 10 | 1.687 | 1.272 | 1.134 | 2.459 | 4.179 | 1.536 | ++ | LagLlama | 10 | 1.457 | 3.258 | 5.303 | 5.713 | 11.665 | 2.64 | ++ | NBEATS | 10 | 0.732 | 1.021 | 1.173 | 1.818 | 3.038 | 1.036 | ++ | TimeGPT | 10 | 1.687 | 1.272 | 1.134 | 2.459 | 4.179 | 1.536 | Suggestion importance[1-10]: 7 Why:	7
Accuracy	Correct a misspelled word in the table header The word "Montly" in the table header is misspelled. It should be corrected to "Monthly" for accuracy and consistency. docs/source/benchmarks/forecasting.rst [71] -+ | | | Daily | Weekly | Montly | Quarterly | Yearly | Overall | ++ | | | Daily | Weekly | Monthly | Quarterly | Yearly | Overall | Suggestion importance[1-10]: 7 Why:	7

[DRMPN]

lgtm