From 716ad1f32fc10181d2826d1f345f5a8b81bd0106 Mon Sep 17 00:00:00 2001 From: krishnaa96 Date: Mon, 14 Sep 2020 19:15:25 +0530 Subject: Add ML based optimization to PCI opt Add DCAE DES adapter to the adapters Add a simple ML model in PCI opt app Issue-ID: OPTFRA-769 Signed-off-by: krishnaa96 Change-Id: I144887e1be1ac6be4d27eeec22f9669c71f2c2bb --- apps/pci/optimizers/solver/optimizer.py | 20 ++++++++++++++++---- 1 file changed, 16 insertions(+), 4 deletions(-) (limited to 'apps/pci/optimizers/solver/optimizer.py') diff --git a/apps/pci/optimizers/solver/optimizer.py b/apps/pci/optimizers/solver/optimizer.py index 940f9f7..13298ed 100644 --- a/apps/pci/optimizers/solver/optimizer.py +++ b/apps/pci/optimizers/solver/optimizer.py @@ -1,5 +1,6 @@ # ------------------------------------------------------------------------- # Copyright (c) 2018 AT&T Intellectual Property +# Copyright (C) 2020 Wipro Limited. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. @@ -16,17 +17,21 @@ # ------------------------------------------------------------------------- # +from collections import defaultdict import itertools import os -from collections import defaultdict import pymzn -from .pci_utils import get_id,mapping +from apps.pci.optimizers.solver.ml_model import MlModel +from apps.pci.optimizers.solver.pci_utils import get_id +from apps.pci.optimizers.solver.pci_utils import mapping +from osdf.config.base import osdf_config BASE_DIR = os.path.dirname(__file__) cell_id_mapping = dict() id_cell_mapping = dict() + def pci_optimize(network_cell_info, cell_info_list, request_json): global cell_id_mapping, id_cell_mapping cell_id_mapping, id_cell_mapping = mapping(network_cell_info) @@ -37,10 +42,16 @@ def pci_optimize(network_cell_info, cell_info_list, request_json): ignorable_links = get_ignorable_links(network_cell_info, request_json) anr_flag = is_anr(request_json) - dzn_data = build_dzn_data(cell_info_list, ignorable_links, neighbor_edges, second_level_edges, anr_flag, original_pcis, unchangeable_pcis) + dzn_data = build_dzn_data(cell_info_list, ignorable_links, neighbor_edges, second_level_edges, anr_flag, + original_pcis, unchangeable_pcis) + + ml_enabled = osdf_config.core['PCI']['ml_enabled'] + if ml_enabled: + MlModel().get_additional_inputs(dzn_data, network_cell_info) return build_pci_solution(dzn_data, ignorable_links, anr_flag) + def get_ids_of_fixed_pci_cells(fixed_pci_list): fixed_pci_ids = set() for cell in fixed_pci_list: @@ -83,7 +94,8 @@ def build_pci_solution(dzn_data, ignorable_links, anr_flag): return solution -def build_dzn_data(cell_info_list, ignorable_links, neighbor_edges, second_level_edges, anr_flag,original_pcis, unchangeable_pcis): +def build_dzn_data(cell_info_list, ignorable_links, neighbor_edges, second_level_edges, anr_flag, original_pcis, + unchangeable_pcis): dzn_data = { 'NUM_NODES': len(cell_info_list), 'NUM_PCIS': len(cell_info_list), -- cgit 1.2.3-korg