George Lopatenko

Add time series forecasting support

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## Summary Add support for time series forecasting functionality from [FEDOT framework](https://github.com/aimclub/FEDOT). ## Context closes #610

Time series forecasting support for FEDOT

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As a demonstration of the concept for time-series benchmarking #494, more autoML frameworks capable of predicting time series should be provided with benchmarking support. This issue is dedicated to implementing...

[Bug]: sporadical failure of the test_api_ts_forecasting_example integration test

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## Current Behavior The integration [test](https://github.com/aimclub/FEDOT/blob/d2a6785b70ec339676ef2874a727a663098875a5/test/integration/real_applications/test_examples.py#L86) fails quite often, passing NaN-containing inputs between nodes. ## Troubled pipelines - [x] #1300 - [x] #1302 - [ ] ... ## Steps to...

## Motivation Leveraging large language models (LLMs) to generate framework documentation offers several key benefits: - Improved consistency and coherence across the documentation corpus, ensuring a cohesive user experience. -...

m4 timeseries benchmark

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This is a 🔦 documentation change. WIP - [x] Include a M4 benchmark table in the documentation (01f7ee3) - [x] Run the latest FEDOT version with topo features on M4...

feat: add multivariate tsf models

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This is a 🙋 feature or enhancement. ## Summary Enhancement: - [ ] ... Refactoring steps, closing `TODO`: - [x] add prediction saving mechanism for FEDOT-native `OutputData` (804ef43) - [x]...

## Current Behavior Getting `ValueError: Length of values (0) does not match length of index (606)` on boosting pipelines predict stage in `run_classification_multiobj_example` ## Steps to Reproduce [2024-09-24_21-25-09_pipeline_saved.zip](https://github.com/user-attachments/files/17137615/2024-09-24_21-25-09_pipeline_saved.zip) ```py import...

WIP #247 closes https://github.com/aimclub/FEDOT/issues/1340

## Overview When working with frameworks that rely both on `FEDOT` and `GOLEM`, one can encountered a problem when trying to log using the `message` method. The problem is that...