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Neural network multi-agent system #58

Merged
merged 48 commits into from
Nov 1, 2023
Merged

Neural network multi-agent system #58

merged 48 commits into from
Nov 1, 2023

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vanoha
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@vanoha vanoha commented Oct 24, 2023

Added Neural Manager (descendant of Manager) to MA, that uses neural network to predict the most suitable agent for each block of block graph.

StannisMod and others added 30 commits August 22, 2023 17:19
Now our neural network can make stable classification on 3 algorithms with 50% accuracy
Added cross-validation, graph parallelism degree metric introduced
Now the neural network is well able to predict the most suitable scheduler for a certain work schedule.
Additionally, there is an explanation of neural network - code that uses Lime library can describe the behavior of the net.
# Conflicts:
#	pyproject.toml
#	sampo/scheduler/generic.py
#	sampo/scheduler/timeline/just_in_time_timeline.py
#	sampo/scheduler/timeline/momentum_timeline.py
@vanoha vanoha added the enhancement New feature or request label Oct 24, 2023
# Conflicts:
#	pyproject.toml
#	sampo/scheduler/generic.py
#	sampo/scheduler/timeline/just_in_time_timeline.py
#	sampo/scheduler/timeline/momentum_timeline.py
@vanoha vanoha closed this Oct 24, 2023
@vanoha vanoha reopened this Oct 24, 2023
@vanoha vanoha closed this Oct 25, 2023
@vanoha vanoha reopened this Oct 25, 2023
@vanoha vanoha closed this Oct 25, 2023
@vanoha vanoha reopened this Oct 25, 2023
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Strongly recommended changes

experiments/neural_network/wg_algo_dataset_generation.py Outdated Show resolved Hide resolved
sampo/scheduler/selection/neural_net.py Outdated Show resolved Hide resolved
sampo/scheduler/selection/validation.py Outdated Show resolved Hide resolved
sampo/schemas/graph.py Outdated Show resolved Hide resolved
sampo/schemas/graph.py Outdated Show resolved Hide resolved
sampo/schemas/graph.py Outdated Show resolved Hide resolved
@vanoha vanoha closed this Oct 26, 2023
@vanoha vanoha reopened this Oct 26, 2023
@vanoha vanoha closed this Oct 26, 2023
@vanoha vanoha reopened this Oct 26, 2023
@vanoha vanoha requested a review from StannisMod October 26, 2023 10:56
StannisMod
StannisMod previously approved these changes Oct 26, 2023
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Approved

@StannisMod StannisMod merged commit be96938 into main Nov 1, 2023
@StannisMod StannisMod deleted the feature/nn branch January 23, 2024 13:29
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4 participants