From ec1aa38b6f7d5616a9a18d88331b37efcb07c192 Mon Sep 17 00:00:00 2001 From: sabotack Date: Tue, 14 May 2024 10:23:36 +0200 Subject: [PATCH 01/14] initial mcfp solver Co-authored-by: Victor Plats --- p6/calc_type_enum.py | 1 + p6/linear_optimization/netflow.py | 192 ++++++++++++++++++++++++++++++ p6/main.py | 9 +- 3 files changed, 199 insertions(+), 3 deletions(-) create mode 100644 p6/linear_optimization/netflow.py diff --git a/p6/calc_type_enum.py b/p6/calc_type_enum.py index 9df85b2..981ca21 100644 --- a/p6/calc_type_enum.py +++ b/p6/calc_type_enum.py @@ -6,4 +6,5 @@ class CalcType(Enum): AVERAGE = "average" MAX = "max" SQUARED = "squared" + PATHS = "paths" RATIOS = "ratios" diff --git a/p6/linear_optimization/netflow.py b/p6/linear_optimization/netflow.py new file mode 100644 index 0000000..96ec3df --- /dev/null +++ b/p6/linear_optimization/netflow.py @@ -0,0 +1,192 @@ +import os +import gurobipy as gp + +from dotenv import load_dotenv +from p6.utils import log +from p6.utils import data as dataUtils + + +logger = log.setupCustomLogger(__name__) +load_dotenv("variables.env") + +options = { + "WLSACCESSID": os.getenv("WLSACCESSID"), + "WLSSECRET": os.getenv("WLSSECRET"), + "LICENSEID": int(os.getenv("LICENSEID")), +} + +# def test(): +def optMC(links, flowTraffic): + with gp.Env(params=options) as env, gp.Model(env=env) as m: + m = gp.Model("netflow", env=env) + + # links = { + # "A;B": {"capacity": 100}, + # "A;C": {"capacity": 80}, + # "B;D": {"capacity": 140}, + # "B;E": {"capacity": 120}, + # "C;F": {"capacity": 70}, + # "D;G": {"capacity": 120}, + # "E;G": {"capacity": 120}, + # "F;G": {"capacity": 120}, + # "X;C": {"capacity": 100}, + # "X;Y": {"capacity": 100}, + # "Y;F": {"capacity": 100}, + # } + + # flowTraffic = { + # "A;G": 120, + # "X;G": 100, + # } + + nodes = [] + edges = [] + for link in links: + split = link.split(";") + edges.append((split[0], split[1])) + + if split[0] not in nodes: + nodes.append(split[0]) + if split[1] not in nodes: + nodes.append(split[1]) + + traffic = {} + for flow in flowTraffic: + split = flow.split(";") + traffic[flow, split[0]] = flowTraffic[flow] + traffic[flow, split[1]] = -flowTraffic[flow] + + + utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") + m.setObjective( + gp.quicksum((utilization[link] ** 2 for link in links)), + gp.GRB.MINIMIZE, + ) + + flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") + + m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") + + m.addConstrs( + ( + flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") + if (flow, node) in traffic + else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") + for flow in flowTraffic + for node in nodes + ), + "flow", + ) + + # Constraints to set the flow through each link as the sum of flows for all traffic pairs + for start, end in edges: + linkFlow = gp.quicksum(flowVars[flow, start, end] + for flow in flowTraffic + if (flow, start, end) in flowVars) + + m.addConstr( + linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], + f"util_{start};{end}", + ) + + m.write("netflow.lp") + m.optimize() + + # Print solution + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flowVars) + for flow in flowTraffic: + print(f"\nOptimal paths for {flow}:") + for i, j in edges: + if solution[flow, i, j] > 0: + print(f"{i} -> {j}: {solution[flow, i, j]:g}") + +# def optMC(): +def works(): + + # links = dataUtils.readLinks() + # traffic = dataUtils.readTraffic(2) + + with gp.Env(params=options) as env, gp.Model(env=env) as m: + m = gp.Model("netflow", env=env) + + # Base data + commodities = ["Traffic1", "Traffic2"] + nodes = ["A", "B", "C", "D", "E", "F", "G", "X", "Y"] + + arcs, capacity = gp.multidict( + { + ("A", "B"): 100, + ("A", "C"): 80, + ("B", "D"): 140, + ("B", "E"): 120, + ("C", "F"): 70, + ("D", "G"): 120, + ("E", "G"): 120, + ("F", "G"): 120, + ("X", "C"): 100, + ("X", "Y"): 100, + ("Y", "F"): 100, + } + ) + + # Supply (> 0) and demand (< 0) for pairs of commodity-city + inflow = { + ("Traffic1", "A"): 120, + ("Traffic1", "G"): -120, + ("Traffic2", "X"): 100, + ("Traffic2", "G"): -100, + } + + # Create optimization model + m = gp.Model("netflow") + + utilization = m.addVars(arcs, vtype=gp.GRB.CONTINUOUS, name="Utilization") + m.setObjective( + gp.quicksum((utilization[link] ** 2 for link in arcs)), + gp.GRB.MINIMIZE, + ) + + # Create variables + flow = m.addVars(commodities, arcs, name="flow") + + # Arc-capacity constraints + m.addConstrs((flow.sum("*", i, j) <= capacity[i, j] for i, j in arcs), "cap") + + # Equivalent version using Python looping + # for i, j in arcs: + # m.addConstr(sum(flow[h, i, j] for h in commodities) <= capacity[i, j], + # "cap[%s, %s]" % (i, j)) + + + # Flow-conservation constraints + m.addConstrs( + ( + flow.sum(h, "*", j) + inflow[h, j] == flow.sum(h, j, "*") + if (h, j) in inflow + else flow.sum(h, "*", j) == flow.sum(h, j, "*") + for h in commodities + for j in nodes + ), + "node", + ) + + m.write("netflow2.lp") + + # Alternate version: + # m.addConstrs( + # (gp.quicksum(flow[h, i, j] for i, j in arcs.select('*', j)) + inflow[h, j] == + # gp.quicksum(flow[h, j, k] for j, k in arcs.select(j, '*')) + # for h in commodities for j in nodes), "node") + + # Compute optimal solution + m.optimize() + + # Print solution + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flow) + for h in commodities: + print(f"\nOptimal flows for {h}:") + for i, j in arcs: + if solution[h, i, j] > 0: + print(f"{i} -> {j}: {solution[h, i, j]:g}") \ No newline at end of file diff --git a/p6/main.py b/p6/main.py index 22d99e4..652b9b5 100644 --- a/p6/main.py +++ b/p6/main.py @@ -10,7 +10,7 @@ from p6.utils import data as dataUtils from p6.utils import network as nwUtils from p6.utils import log -from p6.linear_optimization import optimizer as linOpt +from p6.linear_optimization import netflow, optimizer as linOpt logger = log.setupCustomLogger(__name__) @@ -81,6 +81,8 @@ def process_flows_hour(timestamp, flows, traffic, args, links): # Run linear optimization or baseline calculations if args.model_type == CalcType.BASELINE.value: linkUtil = calcLinkUtil(links) + elif args.model_type == CalcType.PATHS.value: + netflow.optMC(links, traffic) else: linkUtil = linOpt.runLinearOptimizationModel( args, links, flows, traffic, timestamp, args.save_lp_models @@ -103,6 +105,7 @@ def main(): CalcType.AVERAGE.value, CalcType.MAX.value, CalcType.SQUARED.value, + CalcType.PATHS.value, ], help="type of calculation to run", ) @@ -167,8 +170,8 @@ def main(): process_flows_hour, [ (timestamp, flows[timestamp], traffic[timestamp], args, links.copy()) - # for timestamp in list(flows.keys())[:1] - for timestamp in flows + for timestamp in list(flows.keys())[:1] + # for timestamp in flows ], ) From 4766c2e5ef28377ee4248c921364bd3f000ea7fa Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Wed, 15 May 2024 02:19:40 +0200 Subject: [PATCH 02/14] temp --- depth_stats.csv | 10 + optimal_paths.csv | 5 + p6/linear_optimization/multiCommodity.py | 96 ++++++++ p6/linear_optimization/netflow.py | 258 +++++++++++++--------- p6/linear_optimization/optimizer.py | 2 + p6/main.py | 5 +- p6/utils/data.py | 1 - ratioData.csv | 4 + ratioDataOptimized.csv | 6 + showTomorrow/askforhelp | 16 ++ showTomorrow/firstAlgo.py | 226 +++++++++++++++++++ showTomorrow/ttt.md | 13 ++ test.py | 171 ++++++++++++++ test2.py | 194 ++++++++++++++++ test3.py | 194 ++++++++++++++++ test4.py | 270 +++++++++++++++++++++++ traffic_percentages.csv | 53 +++++ 17 files changed, 1414 insertions(+), 110 deletions(-) create mode 100644 depth_stats.csv create mode 100644 optimal_paths.csv create mode 100644 p6/linear_optimization/multiCommodity.py create mode 100644 ratioData.csv create mode 100644 ratioDataOptimized.csv create mode 100644 showTomorrow/askforhelp create mode 100644 showTomorrow/firstAlgo.py create mode 100644 showTomorrow/ttt.md create mode 100644 test.py create mode 100644 test2.py create mode 100644 test3.py create mode 100644 test4.py create mode 100644 traffic_percentages.csv diff --git a/depth_stats.csv b/depth_stats.csv new file mode 100644 index 0000000..185b295 --- /dev/null +++ b/depth_stats.csv @@ -0,0 +1,10 @@ +depth total all_traffic_nodes_reachable +1 1,534,791 False +2 20,867,094 False +3 99,345,984 False +4 208,286,238 False +5 274,915,690 False +6 294,770,278 False +7 298,131,875 False +8 298,459,823 True +9 298,471,755 True diff --git a/optimal_paths.csv b/optimal_paths.csv new file mode 100644 index 0000000..21a630f --- /dev/null +++ b/optimal_paths.csv @@ -0,0 +1,5 @@ +R1000;R3696,R1000;R1002;R2000;R3696,0.44626593806775633 +R1000;R3696,R1000;R1002;R2001;R3696,0.387067395265577 +R1000;R3696,R1000;R1003;R2002;R3696,0.16666666666666666 +R1111;R3696,R1111;R1003;R2002;R3696,0.31578947365642573 +R1111;R3696,R1111;R4040;R2002;R3696,0.6842105263435743 diff --git a/p6/linear_optimization/multiCommodity.py b/p6/linear_optimization/multiCommodity.py new file mode 100644 index 0000000..a44ae8b --- /dev/null +++ b/p6/linear_optimization/multiCommodity.py @@ -0,0 +1,96 @@ +from datetime import datetime +import os +import pandas as pd +import gurobipy as gp + +from gurobipy import GRB +from dotenv import load_dotenv + +from p6.calc_type_enum import CalcType +from p6.utils import log +from p6.utils import data as dataUtils + +logger = log.setupCustomLogger(__name__) + +load_dotenv("variables.env") + +OPT_MODELS_OUTPUT_DIR = os.getenv("OPT_MODELS_OUTPUT_DIR") + +# Environment gurobi license variables +options = { + "WLSACCESSID": os.getenv("WLSACCESSID"), + "WLSSECRET": os.getenv("WLSSECRET"), + "LICENSEID": int(os.getenv("LICENSEID")), +} + + +def runMultiCommodityOptimizer(links, traffic, timestamp): + # Assuming 'options' is defined and contains Gurobi environment options + with gp.Env(params=options) as env: + m = gp.Model("multi_commodity_network_flow", env=env) + #add log file for gurobi + m.setParam('LogFile', f"tempLogFile_{timestamp}.log") + + # Define nodes based on the unique endpoints in links + nodes = set() + for link in links.values(): + nodes.update([link['linkStart'], link['linkEnd']]) + + # Define arcs based on the links + arcs = {(link['linkStart'], link['linkEnd']): link['capacity'] for link in links.values()} + print("HERE 1") + + # Define commodities based on the unique source-destination pairs in traffic + commodities = set(traffic.values()) + print("HERE 2") + + + #print out the flow + for k in commodities: + for i, j in arcs: + print(f"flow_{k}_{i}_{j}") + print(flow[k, i, j]) + + # Decision variables for flow on arc (i, j) for commodity k + flow = m.addVars(commodities, arcs.keys(), vtype=GRB.CONTINUOUS, name="flow") + print("HERE 3") + + # Objective: Minimize the sum of flows (can be adapted to include costs if available) + + + m.setObjective(gp.quicksum(flow[k, i, j] for k in commodities for i, j in arcs), GRB.MINIMIZE) + print("HERE 4") + + # Capacity constraints for each arc + for (i, j), capacity in arcs.items(): + m.addConstr(sum(flow[k, i, j] for k in commodities) <= capacity, name=f"cap_{i}_{j}") + + print("HERE 5") + + # Flow conservation constraints for each commodity at each node + for k in commodities: + # for every 10000 flows of commoity k, write the current status + if k % 10000 == 0: + print(f"Commodity {k} out of {len(commodities)}") + for j in nodes: + inflow = gp.quicksum(flow[k, i, j] for i, _, j in arcs if (i, j) in arcs) + outflow = gp.quicksum(flow[k, j, i] for j, _, i in arcs if (j, i) in arcs) + # Demand is the net flow required at node j for commodity k + demand = traffic.get(k, {}).get(j, 0) + m.addConstr(inflow - outflow == demand, name=f"node_{j}_com_{k}") + + # Solve the model + m.write(f"multi_commodity_network_flow_{timestamp}.lp") + m.optimize() + + + # Process the results + if m.status == GRB.OPTIMAL: + solution = m.getAttr('X', flow) + for k in commodities: + print(f"Commodity {k}:") + for i, j in arcs: + if solution[k, i, j] > 0: + print(f" Flow from {i} to {j}: {solution[k, i, j]}") + else: + print("No solution found") \ No newline at end of file diff --git a/p6/linear_optimization/netflow.py b/p6/linear_optimization/netflow.py index 96ec3df..9110c54 100644 --- a/p6/linear_optimization/netflow.py +++ b/p6/linear_optimization/netflow.py @@ -1,5 +1,7 @@ import os import gurobipy as gp +import pandas as pd +from collections import deque from dotenv import load_dotenv from p6.utils import log @@ -15,11 +17,40 @@ "LICENSEID": int(os.getenv("LICENSEID")), } -# def test(): -def optMC(links, flowTraffic): +def find_reachable_nodes(graph, source, max_depth): + visited = set() + queue = deque([(source, 0)]) # Queue now stores tuples of (node, depth) + reachable_nodes = set() + reachable_edges = [] + + while queue: + node, depth = queue.popleft() + if node not in visited and depth <= max_depth: + visited.add(node) + reachable_nodes.add(node) + if depth < max_depth: # Only add neighbors if within max_depth + for neighbor in graph[node]: + if neighbor not in visited: + queue.append((neighbor, depth + 1)) # Increment depth + reachable_edges.append((node, neighbor)) # Add the edge to the list + return reachable_nodes, reachable_edges + +def build_graph(edges): + graph = {} + for start, end in edges: + if start not in graph: + graph[start] = [] + if end not in graph: + graph[end] = [] + graph[start].append(end) + graph[end].append(start) + return graph + + +def optMC(parserArgs, links, flowTraffic, timestamp): with gp.Env(params=options) as env, gp.Model(env=env) as m: m = gp.Model("netflow", env=env) - + # example of link data # links = { # "A;B": {"capacity": 100}, # "A;C": {"capacity": 80}, @@ -32,12 +63,51 @@ def optMC(links, flowTraffic): # "X;C": {"capacity": 100}, # "X;Y": {"capacity": 100}, # "Y;F": {"capacity": 100}, + # "R1;R2": {"capacity": 100}, + # "R1;R3": {"capacity": 80}, + # "R2;R4": {"capacity": 140}, + # "R2;R5": {"capacity": 120}, + # "R3;R6": {"capacity": 70}, # } - + + # links = { + # "R1000;R1002": {"capacity": 100}, + # "R1000;R1003": {"capacity": 80}, + # "R1002;R2000": {"capacity": 140}, + # "R1002;R2001": {"capacity": 120}, + # "R1003;R2002": {"capacity": 70}, + # "R2000;R3696": {"capacity": 120}, + # "R2001;R3696": {"capacity": 120}, + # "R2002;R3696": {"capacity": 120}, + # "R1111;R1003": {"capacity": 100}, + # "R1111;R4040": {"capacity": 100}, + # "R4040;R2002": {"capacity": 100}, + # } + # flowTraffic = { - # "A;G": 120, - # "X;G": 100, + # "R1000;R3696": 120, + # "R1111;R3696": 100, # } + + # edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] + # graph = build_graph(edges) + # nodes = list(graph.keys()) + + # reachable_info = {} + # for node in graph: + # reachable_info[node] = find_reachable_nodes(graph, node, max_depth=1000) + + # reachable_nodes = {node: info[0] for node, info in reachable_info.items()} + # reachable_edges = {node: info[1] for node, info in reachable_info.items()} + + # traffic = {} + # logger.info(f"processing traffic: {len(flowTraffic):,}") + # for flow in flowTraffic: + # split = flow.split(";") + # traffic[flow, split[0]] = flowTraffic[flow] + # traffic[flow, split[1]] = -flowTraffic[flow] + + m.setParam("logFile", "gurobi.log") nodes = [] edges = [] @@ -51,10 +121,25 @@ def optMC(links, flowTraffic): nodes.append(split[1]) traffic = {} - for flow in flowTraffic: + + sorted_flowTraffic = sorted(flowTraffic.items(), key=lambda item: item[1], reverse=True) + total_demand = sum(flowTraffic.values()) + percentage = 0.90 + demand_threshold = total_demand * percentage + cumulative_demand = 0 + significant_flowTraffic = {} + for flow, value in sorted_flowTraffic: + if cumulative_demand < demand_threshold: + significant_flowTraffic[flow] = value + cumulative_demand += value + else: + break # Stop adding values once the threshold is reached + + + for flow in significant_flowTraffic: split = flow.split(";") - traffic[flow, split[0]] = flowTraffic[flow] - traffic[flow, split[1]] = -flowTraffic[flow] + traffic[flow, split[0]] = significant_flowTraffic[flow] + traffic[flow, split[1]] = -significant_flowTraffic[flow] utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") @@ -63,25 +148,33 @@ def optMC(links, flowTraffic): gp.GRB.MINIMIZE, ) - flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") + logger.info(f"adding vars for flow: {len(significant_flowTraffic):,} and edges: {len(edges):,} so {len(significant_flowTraffic) * len(edges):,} flowVars in total") + + flowVars = m.addVars(significant_flowTraffic.keys(), edges, name="flow") + + logger.info(f"adding capacity constraints for {len(edges):,} edges") m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") + logger.info(f"adding flow constraints for {len(significant_flowTraffic):,} flows and {len(nodes):,} nodes") + m.addConstrs( ( flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") if (flow, node) in traffic else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") - for flow in flowTraffic + for flow in significant_flowTraffic for node in nodes ), "flow", ) + logger.info(f"adding utilization constraints for {len(edges):,} edges") + # Constraints to set the flow through each link as the sum of flows for all traffic pairs for start, end in edges: linkFlow = gp.quicksum(flowVars[flow, start, end] - for flow in flowTraffic + for flow in significant_flowTraffic if (flow, start, end) in flowVars) m.addConstr( @@ -92,101 +185,50 @@ def optMC(links, flowTraffic): m.write("netflow.lp") m.optimize() - # Print solution + # Example usage after optimization if m.Status == gp.GRB.OPTIMAL: solution = m.getAttr("X", flowVars) - for flow in flowTraffic: - print(f"\nOptimal paths for {flow}:") - for i, j in edges: - if solution[flow, i, j] > 0: - print(f"{i} -> {j}: {solution[flow, i, j]:g}") - -# def optMC(): -def works(): - - # links = dataUtils.readLinks() - # traffic = dataUtils.readTraffic(2) - - with gp.Env(params=options) as env, gp.Model(env=env) as m: - m = gp.Model("netflow", env=env) - - # Base data - commodities = ["Traffic1", "Traffic2"] - nodes = ["A", "B", "C", "D", "E", "F", "G", "X", "Y"] - - arcs, capacity = gp.multidict( - { - ("A", "B"): 100, - ("A", "C"): 80, - ("B", "D"): 140, - ("B", "E"): 120, - ("C", "F"): 70, - ("D", "G"): 120, - ("E", "G"): 120, - ("F", "G"): 120, - ("X", "C"): 100, - ("X", "Y"): 100, - ("Y", "F"): 100, - } - ) - - # Supply (> 0) and demand (< 0) for pairs of commodity-city - inflow = { - ("Traffic1", "A"): 120, - ("Traffic1", "G"): -120, - ("Traffic2", "X"): 100, - ("Traffic2", "G"): -100, - } - - # Create optimization model - m = gp.Model("netflow") - - utilization = m.addVars(arcs, vtype=gp.GRB.CONTINUOUS, name="Utilization") - m.setObjective( - gp.quicksum((utilization[link] ** 2 for link in arcs)), - gp.GRB.MINIMIZE, - ) - - # Create variables - flow = m.addVars(commodities, arcs, name="flow") - - # Arc-capacity constraints - m.addConstrs((flow.sum("*", i, j) <= capacity[i, j] for i, j in arcs), "cap") - - # Equivalent version using Python looping - # for i, j in arcs: - # m.addConstr(sum(flow[h, i, j] for h in commodities) <= capacity[i, j], - # "cap[%s, %s]" % (i, j)) - - - # Flow-conservation constraints - m.addConstrs( - ( - flow.sum(h, "*", j) + inflow[h, j] == flow.sum(h, j, "*") - if (h, j) in inflow - else flow.sum(h, "*", j) == flow.sum(h, j, "*") - for h in commodities - for j in nodes - ), - "node", - ) - - m.write("netflow2.lp") - - # Alternate version: - # m.addConstrs( - # (gp.quicksum(flow[h, i, j] for i, j in arcs.select('*', j)) + inflow[h, j] == - # gp.quicksum(flow[h, j, k] for j, k in arcs.select(j, '*')) - # for h in commodities for j in nodes), "node") - - # Compute optimal solution - m.optimize() - - # Print solution - if m.Status == gp.GRB.OPTIMAL: - solution = m.getAttr("X", flow) - for h in commodities: - print(f"\nOptimal flows for {h}:") - for i, j in arcs: - if solution[h, i, j] > 0: - print(f"{i} -> {j}: {solution[h, i, j]:g}") \ No newline at end of file + flow_values = {(flow, i, j): solution[flow, i, j] for flow in significant_flowTraffic for i, j in edges if solution[flow, i, j] > 0} + + # Calculate ratios for all flows + all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, significant_flowTraffic, timestamp) + + dataUtils.writeDataToFile( + pd.DataFrame( + all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] + ), + "ratioData", + parserArgs, + ) + + return + + +def find_paths(flow_values, flowName, source, target): + def recurse(node, path, flow): + if node == target: + return [(path, flow)] + paths = [] + for (f_id, start, end), f in flow_values.items(): + if start == node and f_id == flowName: + new_flow = min(flow, f) if flow is not None else f + sub_paths = recurse(end, path + [end], new_flow) + for sub_path, sub_flow in sub_paths: + if sub_flow > 0: + paths.append((sub_path, sub_flow)) + return paths + + return recurse(source, [source], None) + + +# Function to calculate ratios for all paths +def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): + all_paths_with_ratios = [] + for flow_id, flow_amount in flowTraffic.items(): + source, target = flow_id.split(";") + paths = find_paths(flow_values, flow_id, source, target) + total_flow = sum(flow for _, flow in paths) + # Ensure each path has its own flowName + for path, flow in paths: + all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) + return all_paths_with_ratios diff --git a/p6/linear_optimization/optimizer.py b/p6/linear_optimization/optimizer.py index acf4df2..bed0715 100644 --- a/p6/linear_optimization/optimizer.py +++ b/p6/linear_optimization/optimizer.py @@ -158,6 +158,8 @@ def runLinearOptimizationModel( f" Path {pathNum}: {path_ratios[sd, flows[sd][pathNum]].x * 100} %" ) + print(ratioData) + dataUtils.writeDataToFile( pd.DataFrame( ratioData, columns=["timestamp", "flowName", "path", "ratio"] diff --git a/p6/main.py b/p6/main.py index 652b9b5..6eefbb9 100644 --- a/p6/main.py +++ b/p6/main.py @@ -82,7 +82,8 @@ def process_flows_hour(timestamp, flows, traffic, args, links): if args.model_type == CalcType.BASELINE.value: linkUtil = calcLinkUtil(links) elif args.model_type == CalcType.PATHS.value: - netflow.optMC(links, traffic) + netflow.optMC(args, links, traffic, timestamp) + return None else: linkUtil = linOpt.runLinearOptimizationModel( args, links, flows, traffic, timestamp, args.save_lp_models @@ -174,6 +175,8 @@ def main(): # for timestamp in flows ], ) + + return logger.info("Finished processing all timestamps!") diff --git a/p6/utils/data.py b/p6/utils/data.py index 709e0e9..cdcc449 100644 --- a/p6/utils/data.py +++ b/p6/utils/data.py @@ -290,7 +290,6 @@ def writeDataToFile(data, outputFile, parserArgs): # create directory if it does not exist if not os.path.exists(ratiosDir): os.makedirs(ratiosDir) - time = data["timestamp"][0][4:-6] data.drop(["timestamp"], axis=1, inplace=True) filePath = f"{ratiosDir}/{timestamp}_{time}_ratios.csv" diff --git a/ratioData.csv b/ratioData.csv new file mode 100644 index 0000000..9e39c4d --- /dev/null +++ b/ratioData.csv @@ -0,0 +1,4 @@ +timestamp,flowName,path,ratio +Tue 00:00:00,R1000;R3696,R1000;R1002;R2000;R3696,0.3872761630439366 +Tue 00:00:00,R1000;R3696,R1000;R1002;R2001;R3696,0.3359027944761769 +Tue 00:00:00,R1000;R3696,R1000;R1003;R2002;R3696,0.2768210424798865 diff --git a/ratioDataOptimized.csv b/ratioDataOptimized.csv new file mode 100644 index 0000000..581468b --- /dev/null +++ b/ratioDataOptimized.csv @@ -0,0 +1,6 @@ +timestamp,flowName,path,ratio +Tue 00:00:00,R1000;R3696,R1000;R1002;R2000;R3696,0.44626593806775633 +Tue 00:00:00,R1000;R3696,R1000;R1002;R2001;R3696,0.387067395265577 +Tue 00:00:00,R1000;R3696,R1000;R1003;R2002;R3696,0.16666666666666666 +Tue 00:00:00,R1111;R3696,R1111;R1003;R2002;R3696,0.31578947365642573 +Tue 00:00:00,R1111;R3696,R1111;R4040;R2002;R3696,0.6842105263435743 diff --git a/showTomorrow/askforhelp b/showTomorrow/askforhelp new file mode 100644 index 0000000..f96f479 --- /dev/null +++ b/showTomorrow/askforhelp @@ -0,0 +1,16 @@ +squared +[['Tue 00:00:00', 'R1004;R1010', 'R1004;R1993;R1321;R1010', 0.6337020421966085], +['Tue 00:00:00', 'R1004;R1010', 'R1004;R2264;R2153;R1010', 0.36629795780339147], +['Tue 00:00:00', 'R1004;R1021', 'R1004;R2428;R1021', 0.5418111421332965], +['Tue 00:00:00', 'R1004;R1021', 'R1004;R3457;R1021', 0.45818885786670344], +['Tue 00:00:00', 'R1004;R1028', 'R1004;R2428;R3595;R2012;R2789;R1028', 0.9830650157585074], +['Tue 00:00:00', 'R1004;R1028', 'R1004;R2428;R3595;R2012;R3857;R1028', 0.003803913943412139], +['Tue 00:00:00', 'R1004;R1028', 'R1004;R3457;R3449;R3341;R2789;R1028', 0.010452198448291036], +['Tue 00:00:00', 'R1004;R1028', 'R1004;R3457;R3449;R3341;R3857;R1028', 0.00267887184978956]] + +Paths +[['Tue 00:00:00', 'R1000;R3696', 'R1000;R1002;R2000;R3696', 0.44626593806775633], +['Tue 00:00:00', 'R1000;R3696', 'R1000;R1002;R2001;R3696', 0.387067395265577], +['Tue 00:00:00', 'R1000;R3696', 'R1000;R1003;R2002;R3696', 0.16666666666666666], +['Tue 00:00:00', 'R1111;R3696', 'R1111;R1003;R2002;R3696', 0.31578947365642573], +['Tue 00:00:00', 'R1111;R3696', 'R1111;R4040;R2002;R3696', 0.6842105263435743]] \ No newline at end of file diff --git a/showTomorrow/firstAlgo.py b/showTomorrow/firstAlgo.py new file mode 100644 index 0000000..3d0d3e0 --- /dev/null +++ b/showTomorrow/firstAlgo.py @@ -0,0 +1,226 @@ +import os +import gurobipy as gp +import pandas as pd +from collections import deque + +from dotenv import load_dotenv +from p6.utils import log +from p6.utils import data as dataUtils + + +logger = log.setupCustomLogger(__name__) +load_dotenv("variables.env") + +options = { + "WLSACCESSID": os.getenv("WLSACCESSID"), + "WLSSECRET": os.getenv("WLSSECRET"), + "LICENSEID": int(os.getenv("LICENSEID")), +} + +def find_reachable_nodes(graph, edges, source): + visited = set() + queue = deque([source]) + reachable_nodes = set() + + while queue: + node = queue.popleft() + if node not in visited: + visited.add(node) + reachable_nodes.add(node) + for neighbor in graph[node]: + if neighbor not in visited: + queue.append(neighbor) + return reachable_nodes + +def build_graph(edges): + graph = {} + for start, end in edges: + if start not in graph: + graph[start] = [] + if end not in graph: + graph[end] = [] + graph[start].append(end) + graph[end].append(start) + return graph + + +def optMC(parserArgs, links, flowTraffic, timestamp): + with gp.Env(params=options) as env, gp.Model(env=env) as m: + m = gp.Model("netflow", env=env) + # example of link data + # links = { + # "A;B": {"capacity": 100}, + # "A;C": {"capacity": 80}, + # "B;D": {"capacity": 140}, + # "B;E": {"capacity": 120}, + # "C;F": {"capacity": 70}, + # "D;G": {"capacity": 120}, + # "E;G": {"capacity": 120}, + # "F;G": {"capacity": 120}, + # "X;C": {"capacity": 100}, + # "X;Y": {"capacity": 100}, + # "Y;F": {"capacity": 100}, + # "R1;R2": {"capacity": 100}, + # "R1;R3": {"capacity": 80}, + # "R2;R4": {"capacity": 140}, + # "R2;R5": {"capacity": 120}, + # "R3;R6": {"capacity": 70}, + # } + + # links = { + # "R1000;R1002": {"capacity": 100}, + # "R1000;R1003": {"capacity": 80}, + # "R1002;R2000": {"capacity": 140}, + # "R1002;R2001": {"capacity": 120}, + # "R1003;R2002": {"capacity": 70}, + # "R2000;R3696": {"capacity": 120}, + # "R2001;R3696": {"capacity": 120}, + # "R2002;R3696": {"capacity": 120}, + # "R1111;R1003": {"capacity": 100}, + # "R1111;R4040": {"capacity": 100}, + # "R4040;R2002": {"capacity": 100}, + # } + + # example of traffic + # flowTraffic = { + # "R1000;R3696": 120, + # "R1111;R3696": 100, + # } + + edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] + graph = build_graph(edges) + + reachable_nodes = {} + for node in graph: + reachable_nodes[node] = find_reachable_nodes(graph, edges, node) + + #calculate how many values there are in total if you take into account all the flowTraffic and all the edges + total = 0 + for flowTrafficKey in flowTraffic: + flowTrafficKeySplit = flowTrafficKey.split(";") + total += len(reachable_nodes[flowTrafficKeySplit[0]]) + total += 1 + print(f"before: {len(flowTraffic) * len(edges):,} ----> after: {total:,}") + print("wow, very cool ๐Ÿ˜ณ ๐Ÿ˜ณ") + + print(find_reachable_nodes(graph, edges, "R1004")) + print(len(find_reachable_nodes(graph, edges, "R1004"))) + + return + + + #calculate how many values there are in total + total = 0 + for node in reachable_nodes: + total += len(reachable_nodes[node]) + total += 1 # for the node itself + + print(total) + + nodes = [] + edges = [] + logger.info(f"processing links: {len(links):,}") + for link in links: + split = link.split(";") + edges.append((split[0], split[1])) + + if split[0] not in nodes: + nodes.append(split[0]) + if split[1] not in nodes: + nodes.append(split[1]) + + traffic = {} + logger.info(f"processing traffic: {len(flowTraffic):,}") + for flow in flowTraffic: + split = flow.split(";") + traffic[flow, split[0]] = flowTraffic[flow] + traffic[flow, split[1]] = -flowTraffic[flow] + + + utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") + m.setObjective( + gp.quicksum((utilization[link] ** 2 for link in links)), + gp.GRB.MINIMIZE, + ) + + + logger.info(f"processing flowVars: {(len(flowTraffic) * len(edges)):,}") + logger.info("crazy that its so much!!11 ๐Ÿ˜ณ ๐Ÿ˜ณ") + flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") + + m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") + + m.addConstrs( + ( + flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") + if (flow, node) in traffic + else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") + for flow in flowTraffic + for node in nodes + ), + "flow", + ) + + # Constraints to set the flow through each link as the sum of flows for all traffic pairs + for start, end in edges: + linkFlow = gp.quicksum(flowVars[flow, start, end] + for flow in flowTraffic + if (flow, start, end) in flowVars) + + m.addConstr( + linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], + f"util_{start};{end}", + ) + + m.write("netflow.lp") + m.optimize() + + # Example usage after optimization + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flowVars) + flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} + + # Calculate ratios for all flows + all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) + + print(all_paths_with_ratios) + + dataUtils.writeDataToFile( + pd.DataFrame( + all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] + ), + "ratioData", + parserArgs, + ) + + return + + +def find_paths(flow_values, flowName, source, target): + def recurse(node, path, flow): + if node == target: + return [(path, flow)] + paths = [] + for (f_id, start, end), f in flow_values.items(): + if start == node and f_id == flowName: + new_flow = min(flow, f) if flow is not None else f + sub_paths = recurse(end, path + [end], new_flow) + for sub_path, sub_flow in sub_paths: + if sub_flow > 0: + paths.append((sub_path, sub_flow)) + return paths + + return recurse(source, [source], None) + + +# Function to calculate ratios for all paths +def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): + all_paths_with_ratios = [] + for flow_id, flow_amount in flowTraffic.items(): + source, target = flow_id.split(";") + paths = find_paths(flow_values, flow_id, source, target) + total_flow = sum(flow for _, flow in paths) + # Ensure each path has its own flowName + for path, flow in paths: + all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) + return all_paths_with_ratios diff --git a/showTomorrow/ttt.md b/showTomorrow/ttt.md new file mode 100644 index 0000000..448d12d --- /dev/null +++ b/showTomorrow/ttt.md @@ -0,0 +1,13 @@ +Ideas to minimizing the size of multi-commodity-problem for minimizing the average link utilization + +1. Cutoff traffic under certain amount of demand -> 99% of the demand comes from 1% of the traffic values +2. Only add the reachable edges to the model -> check what edges are reachable from the source with a max-depth + + + +noter: + 99% of the total traffic is made up by 8887 traffic values (Show traffic_percentages file) + 8887 out of 58031 traffic values which is 15.3% of the total traffic values + 58031 * 5150 = 298,383,150 traffic values + 8887 * 5150 = 45,754,350 traffic values + diff --git a/test.py b/test.py new file mode 100644 index 0000000..4f612c8 --- /dev/null +++ b/test.py @@ -0,0 +1,171 @@ +import os +import gurobipy as gp +import pandas as pd + +from dotenv import load_dotenv +from p6.utils import log +from p6.utils import data as dataUtils + + +logger = log.setupCustomLogger(__name__) +load_dotenv("variables.env") + +options = { + "WLSACCESSID": os.getenv("WLSACCESSID"), + "WLSSECRET": os.getenv("WLSSECRET"), + "LICENSEID": int(os.getenv("LICENSEID")), +} + +# def test(): +def optMC(parserArgs, links, flowTraffic, timestamp): + with gp.Env(params=options) as env, gp.Model(env=env) as m: + m = gp.Model("netflow", env=env) + # example of link data + # links = { + # "A;B": {"capacity": 100}, + # "A;C": {"capacity": 80}, + # "B;D": {"capacity": 140}, + # "B;E": {"capacity": 120}, + # "C;F": {"capacity": 70}, + # "D;G": {"capacity": 120}, + # "E;G": {"capacity": 120}, + # "F;G": {"capacity": 120}, + # "X;C": {"capacity": 100}, + # "X;Y": {"capacity": 100}, + # "Y;F": {"capacity": 100}, + # } + + links = { + "R1000;R1002": {"capacity": 100}, + "R1000;R1003": {"capacity": 80}, + "R1002;R2000": {"capacity": 140}, + "R1002;R2001": {"capacity": 120}, + "R1003;R2002": {"capacity": 70}, + "R2000;R3696": {"capacity": 120}, + "R2001;R3696": {"capacity": 120}, + "R2002;R3696": {"capacity": 120}, + "R1111;R1003": {"capacity": 100}, + "R1111;R4040": {"capacity": 100}, + "R4040;R2002": {"capacity": 100}, + "R5000;R7000": {"capacity": 100}, + "R5000;R7001": {"capacity": 80}, + "R7000;R8000": {"capacity": 140}, + "R7000;R8001": {"capacity": 120}, + "R7001;R8002": {"capacity": 70}, + } + + # example of traffic + flowTraffic = { + "R1000;R3696": 120, + "R1111;R3696": 100, + } + + nodes = [] + edges = [] + logger.info(f"processing links: {len(links):,}") + for link in links: + split = link.split(";") + edges.append((split[0], split[1])) + + if split[0] not in nodes: + nodes.append(split[0]) + if split[1] not in nodes: + nodes.append(split[1]) + + traffic = {} + logger.info(f"processing traffic: {len(flowTraffic):,}") + for flow in flowTraffic: + split = flow.split(";") + traffic[flow, split[0]] = flowTraffic[flow] + traffic[flow, split[1]] = -flowTraffic[flow] + + + utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") + m.setObjective( + gp.quicksum((utilization[link] ** 2 for link in links)), + gp.GRB.MINIMIZE, + ) + + + logger.info(f"processing flowVars: {(len(flowTraffic) * len(edges)):,}") + logger.info("crazy that its so much!!11 ๐Ÿ˜ณ ๐Ÿ˜ณ") + flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") + + m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") + + m.addConstrs( + ( + flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") + if (flow, node) in traffic + else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") + for flow in flowTraffic + for node in nodes + ), + "flow", + ) + + # Constraints to set the flow through each link as the sum of flows for all traffic pairs + for start, end in edges: + linkFlow = gp.quicksum(flowVars[flow, start, end] + for flow in flowTraffic + if (flow, start, end) in flowVars) + + m.addConstr( + linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], + f"util_{start};{end}", + ) + + m.write("netflow.lp") + m.optimize() + + # Example usage after optimization + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flowVars) + flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} + + # Calculate ratios for all flows + all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) + + print(all_paths_with_ratios) + + #write data to file + #if file exists remove it + if os.path.exists("ratioData.csv"): + os.remove("ratioData.csv") + + pd.DataFrame(all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"]).to_csv("ratioData.csv", index=False) + + return + + +def find_paths(flow_values, flowName, source, target): + def recurse(node, path, flow): + if node == target: + return [(path, flow)] + paths = [] + for (f_id, start, end), f in flow_values.items(): + if start == node and f_id == flowName: + new_flow = min(flow, f) if flow is not None else f + sub_paths = recurse(end, path + [end], new_flow) + for sub_path, sub_flow in sub_paths: + if sub_flow > 0: + paths.append((sub_path, sub_flow)) + return paths + + return recurse(source, [source], None) + + +# Function to calculate ratios for all paths +def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): + all_paths_with_ratios = [] + for flow_id, flow_amount in flowTraffic.items(): + source, target = flow_id.split(";") + paths = find_paths(flow_values, flow_id, source, target) + total_flow = sum(flow for _, flow in paths) + # Ensure each path has its own flowName + for path, flow in paths: + all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) + return all_paths_with_ratios + + +optMC(None, None, None, "Tue 00:00:00") \ No newline at end of file diff --git a/test2.py b/test2.py new file mode 100644 index 0000000..6c1c8da --- /dev/null +++ b/test2.py @@ -0,0 +1,194 @@ +import os +import gurobipy as gp +import pandas as pd +from collections import deque + +from dotenv import load_dotenv +from p6.utils import log +from p6.utils import data as dataUtils + + +logger = log.setupCustomLogger(__name__) +load_dotenv("variables.env") + +options = { + "WLSACCESSID": os.getenv("WLSACCESSID"), + "WLSSECRET": os.getenv("WLSSECRET"), + "LICENSEID": int(os.getenv("LICENSEID")), +} + +def find_reachable_nodes(graph, source): + visited = set() + queue = deque([source]) + reachable_nodes = set() + + while queue: + node = queue.popleft() + if node not in visited: + visited.add(node) + reachable_nodes.add(node) + for neighbor in graph[node]: + if neighbor not in visited: + queue.append(neighbor) + return reachable_nodes + +def build_graph(edges): + graph = {} + for start, end in edges: + if start not in graph: + graph[start] = [] + if end not in graph: + graph[end] = [] + graph[start].append(end) + graph[end].append(start) + return graph + + +def optMC(parserArgs, links, flowTraffic, timestamp): + with gp.Env(params=options) as env, gp.Model(env=env) as m: + m = gp.Model("netflow", env=env) + + links = { + "R1000;R1002": {"capacity": 100}, #A:B + "R1000;R1003": {"capacity": 80}, #A:C + "R1002;R2000": {"capacity": 140}, #B:D + "R1002;R2001": {"capacity": 120}, #B:E + "R1003;R2002": {"capacity": 70}, #C:F + "R2000;R3696": {"capacity": 120}, #D:G + "R2001;R3696": {"capacity": 120}, #E:G + "R2002;R3696": {"capacity": 120}, #F:G + "R1111;R1003": {"capacity": 100}, #X:C + "R1111;R4040": {"capacity": 100}, #X:Y + "R4040;R2002": {"capacity": 100}, #Y:F + "R5000;R7000": {"capacity": 100}, + "R5000;R7001": {"capacity": 80}, + "R7000;R8000": {"capacity": 140}, + "R7000;R8001": {"capacity": 120}, + "R7001;R8002": {"capacity": 70}, + } + + flowTraffic = { + "R1000;R3696": 120, + "R1111;R3696": 100, + } + + # Convert link keys to a list of tuples (start, end) + edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] + graph = build_graph(edges) + + # Find reachable nodes for each node in the graph + reachable_nodes = {node: find_reachable_nodes(graph, node) for node in graph} + nodes = [] + edges = [] + for link in links: + split = link.split(";") + edges.append((split[0], split[1])) + + if split[0] not in nodes: + nodes.append(split[0]) + if split[1] not in nodes: + nodes.append(split[1]) + + print(edges) + + print("-----") + + print(reachable_nodes) + + + return + + traffic = {} + logger.info(f"processing traffic: {len(flowTraffic):,}") + for flow in flowTraffic: + split = flow.split(";") + traffic[flow, split[0]] = flowTraffic[flow] + traffic[flow, split[1]] = -flowTraffic[flow] + + + utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") + m.setObjective( + gp.quicksum((utilization[link] ** 2 for link in links)), + gp.GRB.MINIMIZE, + ) + + flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") + + m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") + + m.addConstrs( + ( + flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") + if (flow, node) in traffic + else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") + for flow in flowTraffic + for node in nodes + ), + "flow", + ) + + # Constraints to set the flow through each link as the sum of flows for all traffic pairs + for start, end in edges: + linkFlow = gp.quicksum(flowVars[flow, start, end] + for flow in flowTraffic + if (flow, start, end) in flowVars) + + m.addConstr( + linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], + f"util_{start};{end}", + ) + + m.write("netflow.lp") + m.optimize() + + # Example usage after optimization + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flowVars) + flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} + + # Calculate ratios for all flows + all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) + + print(all_paths_with_ratios) + + #write data to file + #if file exists remove it + if os.path.exists("ratioDataOptimized.csv"): + os.remove("ratioDataOptimized.csv") + + pd.DataFrame(all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"]).to_csv("ratioDataOptimized.csv", index=False) + + + return + + +def find_paths(flow_values, flowName, source, target): + def recurse(node, path, flow): + if node == target: + return [(path, flow)] + paths = [] + for (f_id, start, end), f in flow_values.items(): + if start == node and f_id == flowName: + new_flow = min(flow, f) if flow is not None else f + sub_paths = recurse(end, path + [end], new_flow) + for sub_path, sub_flow in sub_paths: + if sub_flow > 0: + paths.append((sub_path, sub_flow)) + return paths + + return recurse(source, [source], None) + + +# Function to calculate ratios for all paths +def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): + all_paths_with_ratios = [] + for flow_id, flow_amount in flowTraffic.items(): + source, target = flow_id.split(";") + paths = find_paths(flow_values, flow_id, source, target) + total_flow = sum(flow for _, flow in paths) + # Ensure each path has its own flowName + for path, flow in paths: + all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) + return all_paths_with_ratios + +optMC(None, None, None, "Tue 00:00:00") \ No newline at end of file diff --git a/test3.py b/test3.py new file mode 100644 index 0000000..ada23cc --- /dev/null +++ b/test3.py @@ -0,0 +1,194 @@ +import os +import gurobipy as gp +import pandas as pd +from collections import deque + +from dotenv import load_dotenv +from p6.utils import log +from p6.utils import data as dataUtils + + +logger = log.setupCustomLogger(__name__) +load_dotenv("variables.env") + +options = { + "WLSACCESSID": os.getenv("WLSACCESSID"), + "WLSSECRET": os.getenv("WLSSECRET"), + "LICENSEID": int(os.getenv("LICENSEID")), +} + +def find_reachable_nodes(graph, source, max_depth): + visited = set() + queue = deque([(source, 0)]) # Queue now stores tuples of (node, depth) + reachable_nodes = set() + reachable_edges = [] + + while queue: + node, depth = queue.popleft() + if node not in visited and depth <= max_depth: + visited.add(node) + reachable_nodes.add(node) + if depth < max_depth: # Only add neighbors if within max_depth + for neighbor in graph[node]: + if neighbor not in visited: + queue.append((neighbor, depth + 1)) # Increment depth + reachable_edges.append((node, neighbor)) # Add the edge to the list + return reachable_nodes, reachable_edges + +def build_graph(edges): + graph = {} + for start, end in edges: + if start not in graph: + graph[start] = [] + if end not in graph: + graph[end] = [] + graph[start].append(end) + graph[end].append(start) + return graph + + +def optMC(parserArgs, links, flowTraffic, timestamp): + with gp.Env(params=options) as env, gp.Model(env=env) as m: + m = gp.Model("netflow", env=env) + + links = { + "R1000;R1002": {"capacity": 100}, #A:B + "R1000;R1003": {"capacity": 80}, #A:C + "R1002;R2000": {"capacity": 140}, #B:D + "R1002;R2001": {"capacity": 120}, #B:E + "R1003;R2002": {"capacity": 70}, #C:F + "R2000;R3696": {"capacity": 120}, #D:G + "R2001;R3696": {"capacity": 120}, #E:G + "R2002;R3696": {"capacity": 120}, #F:G + "R1111;R1003": {"capacity": 100}, #X:C + "R1111;R4040": {"capacity": 100}, #X:Y + "R4040;R2002": {"capacity": 100}, #Y:F + "R5000;R7000": {"capacity": 100}, + "R5000;R7001": {"capacity": 80}, + "R7000;R8000": {"capacity": 140}, + "R7000;R8001": {"capacity": 120}, + "R7001;R8002": {"capacity": 70}, + } + + flowTraffic = { + "R1000;R3696": 120, + "R1111;R3696": 100, + } + + edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] + graph = build_graph(edges) + nodes = list(graph.keys()) + + print(len(nodes)) + + reachable_info = {} + for node in graph: + reachable_info[node] = find_reachable_nodes(graph, node, max_depth=1000) + + reachable_nodes = {node: info[0] for node, info in reachable_info.items()} + reachable_edges = {node: info[1] for node, info in reachable_info.items()} + + #calculate how many values there are in total if you take into account all the flowTraffic and all the edges + total = 0 + for flowTrafficKey in flowTraffic: + flowTrafficKeySplit = flowTrafficKey.split(";") + total += len(reachable_edges[flowTrafficKeySplit[0]]) + + print(f"before: {len(flowTraffic) * len(edges):,} ----> after: {total:,}") + + return + + traffic = {} + logger.info(f"processing traffic: {len(flowTraffic):,}") + for flow in flowTraffic: + split = flow.split(";") + traffic[flow, split[0]] = flowTraffic[flow] + traffic[flow, split[1]] = -flowTraffic[flow] + + + utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") + m.setObjective( + gp.quicksum((utilization[link] ** 2 for link in links)), + gp.GRB.MINIMIZE, + ) + + flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") + + m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") + + m.addConstrs( + ( + flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") + if (flow, node) in traffic + else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") + for flow in flowTraffic + for node in nodes + ), + "flow", + ) + + # Constraints to set the flow through each link as the sum of flows for all traffic pairs + for start, end in edges: + linkFlow = gp.quicksum(flowVars[flow, start, end] + for flow in flowTraffic + if (flow, start, end) in flowVars) + + m.addConstr( + linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], + f"util_{start};{end}", + ) + + m.write("netflow.lp") + m.optimize() + + # Example usage after optimization + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flowVars) + flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} + + # Calculate ratios for all flows + all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) + + print(all_paths_with_ratios) + + #write data to file + #if file exists remove it + if os.path.exists("ratioDataOptimized.csv"): + os.remove("ratioDataOptimized.csv") + + pd.DataFrame(all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"]).to_csv("ratioDataOptimized.csv", index=False) + + + return + + +def find_paths(flow_values, flowName, source, target): + def recurse(node, path, flow): + if node == target: + return [(path, flow)] + paths = [] + for (f_id, start, end), f in flow_values.items(): + if start == node and f_id == flowName: + new_flow = min(flow, f) if flow is not None else f + sub_paths = recurse(end, path + [end], new_flow) + for sub_path, sub_flow in sub_paths: + if sub_flow > 0: + paths.append((sub_path, sub_flow)) + return paths + + return recurse(source, [source], None) + + +# Function to calculate ratios for all paths +def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): + all_paths_with_ratios = [] + for flow_id, flow_amount in flowTraffic.items(): + source, target = flow_id.split(";") + paths = find_paths(flow_values, flow_id, source, target) + total_flow = sum(flow for _, flow in paths) + # Ensure each path has its own flowName + for path, flow in paths: + all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) + return all_paths_with_ratios + +optMC(None, None, None, "Tue 00:00:00") \ No newline at end of file diff --git a/test4.py b/test4.py new file mode 100644 index 0000000..f138fff --- /dev/null +++ b/test4.py @@ -0,0 +1,270 @@ +import os +import gurobipy as gp +import pandas as pd +from collections import deque + +from dotenv import load_dotenv +from p6.utils import log +from p6.utils import data as dataUtils + + +logger = log.setupCustomLogger(__name__) +load_dotenv("variables.env") + +options = { + "WLSACCESSID": os.getenv("WLSACCESSID"), + "WLSSECRET": os.getenv("WLSSECRET"), + "LICENSEID": int(os.getenv("LICENSEID")), +} + +def find_reachable_nodes(graph, source, max_depth): + visited = set() + queue = deque([(source, 0)]) # Queue now stores tuples of (node, depth) + reachable_nodes = set() + reachable_edges = [] + + while queue: + node, depth = queue.popleft() + if node not in visited and depth <= max_depth: + visited.add(node) + reachable_nodes.add(node) + if depth < max_depth: # Only add neighbors if within max_depth + for neighbor in graph[node]: + if neighbor not in visited: + queue.append((neighbor, depth + 1)) # Increment depth + reachable_edges.append((node, neighbor)) # Add the edge to the list + return reachable_nodes, reachable_edges + +def build_graph(edges): + graph = {} + for start, end in edges: + if start not in graph: + graph[start] = [] + if end not in graph: + graph[end] = [] + graph[start].append(end) + graph[end].append(start) + return graph + + +def optMC(parserArgs, links, flowTraffic, timestamp): + with gp.Env(params=options) as env, gp.Model(env=env) as m: + m = gp.Model("netflow", env=env) + # example of link data + # links = { + # "A;B": {"capacity": 100}, + # "A;C": {"capacity": 80}, + # "B;D": {"capacity": 140}, + # "B;E": {"capacity": 120}, + # "C;F": {"capacity": 70}, + # "D;G": {"capacity": 120}, + # "E;G": {"capacity": 120}, + # "F;G": {"capacity": 120}, + # "X;C": {"capacity": 100}, + # "X;Y": {"capacity": 100}, + # "Y;F": {"capacity": 100}, + # "R1;R2": {"capacity": 100}, + # "R1;R3": {"capacity": 80}, + # "R2;R4": {"capacity": 140}, + # "R2;R5": {"capacity": 120}, + # "R3;R6": {"capacity": 70}, + # } + + # links = { + # "R1000;R1002": {"capacity": 100}, + # "R1000;R1003": {"capacity": 80}, + # "R1002;R2000": {"capacity": 140}, + # "R1002;R2001": {"capacity": 120}, + # "R1003;R2002": {"capacity": 70}, + # "R2000;R3696": {"capacity": 120}, + # "R2001;R3696": {"capacity": 120}, + # "R2002;R3696": {"capacity": 120}, + # "R1111;R1003": {"capacity": 100}, + # "R1111;R4040": {"capacity": 100}, + # "R4040;R2002": {"capacity": 100}, + # } + + # example of traffic + # flowTraffic = { + # "R1000;R3696": 120, + # "R1111;R3696": 100, + # } + + edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] + graph = build_graph(edges) + nodes = list(graph.keys()) + + reachable_info = {} + for node in graph: + reachable_info[node] = find_reachable_nodes(graph, node, max_depth=1000) + + reachable_nodes = {node: info[0] for node, info in reachable_info.items()} + reachable_edges = {node: info[1] for node, info in reachable_info.items()} + + #calculate how many values there are in total if you take into account all the flowTraffic and all the edges + # total = 0 + # for flowTrafficKey in flowTraffic: + # flowTrafficKeySplit = flowTrafficKey.split(";") + # total += len(reachable_edges[flowTrafficKeySplit[0]]) + + # print(f"before: {len(flowTraffic) * len(edges):,} ----> after: {total:,}") + + #calculate statistics for how big of a difference there is for each level of max_depth and write to file + # depth_stats = [] + # for depth in range(1, 10): + # total = 0 + # all_traffic_nodes_reachable = True + # for flowTrafficKey in flowTraffic: + # flowTrafficKeySplit = flowTrafficKey.split(";") + # reachable_nodes, reachable_edges = find_reachable_nodes(graph, flowTrafficKeySplit[0], max_depth=depth) + # #check if the endnode is reachable from the startnode with the given depth + # if flowTrafficKeySplit[1] not in reachable_nodes: + # all_traffic_nodes_reachable = False + # total += len(find_reachable_nodes(graph, flowTrafficKeySplit[0], max_depth=depth)[1]) + # depth_stats.append([depth, total, all_traffic_nodes_reachable]) + # print(f"depth: {depth}, total: {total:,}, all_traffic_nodes_reachable: {all_traffic_nodes_reachable}") + # data = pd.DataFrame(depth_stats, columns=["depth", "total", "all_traffic_nodes_reachable"]) + # #format the data so ints are , separated + # data["total"] = data["total"].apply(lambda x: f"{x:,}") + # data.to_csv("depth_stats.csv", index=False, sep="\t") + + # #calculate how many traffic values make up 99% of the total traffic + # # Calculate the total traffic + # total_traffic = sum(flowTraffic.values()) + + # # Sort the traffic values in descending order + # sorted_flowTraffic = sorted(flowTraffic.items(), key=lambda item: item[1], reverse=True) + + # # Initialize a list to store the results + # results = [] + + # # Calculate the cutoff for each percentage from 50% to 100% + # for percentage in range(50, 101): + # cutoff = total_traffic * (percentage / 100.0) + # cumulative_total = 0 + # count = 0 + + # # Iterate over the sorted traffic values and accumulate the total + # for flowTrafficKey, value in sorted_flowTraffic: + # cumulative_total += value + # count += 1 + # if cumulative_total >= cutoff: + # results.append((percentage, count)) + # break + + # cutoff = total_traffic * 0.999 + # cumulative_total = 0 + # count = 0 + + # # Iterate over the sorted traffic values and accumulate the total + # for flowTrafficKey, value in sorted_flowTraffic: + # cumulative_total += value + # count += 1 + # if cumulative_total >= cutoff: + # results.append((percentage, count)) + # break + + + + # # Create a DataFrame from the results + # df = pd.DataFrame(results, columns=['Percentage', 'Number of Traffic Values']) + + # # Write the DataFrame to a CSV file + # df.to_csv('traffic_percentages.csv', index=False) + + # print(f"Data written to 'traffic_percentages.csv'.") + + return + + traffic = {} + logger.info(f"processing traffic: {len(flowTraffic):,}") + for flow in flowTraffic: + split = flow.split(";") + traffic[flow, split[0]] = flowTraffic[flow] + traffic[flow, split[1]] = -flowTraffic[flow] + + + utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") + m.setObjective( + gp.quicksum((utilization[link] ** 2 for link in links)), + gp.GRB.MINIMIZE, + ) + + flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") + + m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") + + m.addConstrs( + ( + flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") + if (flow, node) in traffic + else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") + for flow in flowTraffic + for node in nodes + ), + "flow", + ) + + # Constraints to set the flow through each link as the sum of flows for all traffic pairs + for start, end in edges: + linkFlow = gp.quicksum(flowVars[flow, start, end] + for flow in flowTraffic + if (flow, start, end) in flowVars) + + m.addConstr( + linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], + f"util_{start};{end}", + ) + + m.write("netflow.lp") + m.optimize() + + # Example usage after optimization + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flowVars) + flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} + + # Calculate ratios for all flows + all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) + + print(all_paths_with_ratios) + + dataUtils.writeDataToFile( + pd.DataFrame( + all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] + ), + "ratioData", + parserArgs, + ) + + return + + +def find_paths(flow_values, flowName, source, target): + def recurse(node, path, flow): + if node == target: + return [(path, flow)] + paths = [] + for (f_id, start, end), f in flow_values.items(): + if start == node and f_id == flowName: + new_flow = min(flow, f) if flow is not None else f + sub_paths = recurse(end, path + [end], new_flow) + for sub_path, sub_flow in sub_paths: + if sub_flow > 0: + paths.append((sub_path, sub_flow)) + return paths + + return recurse(source, [source], None) + + +# Function to calculate ratios for all paths +def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): + all_paths_with_ratios = [] + for flow_id, flow_amount in flowTraffic.items(): + source, target = flow_id.split(";") + paths = find_paths(flow_values, flow_id, source, target) + total_flow = sum(flow for _, flow in paths) + # Ensure each path has its own flowName + for path, flow in paths: + all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) + return all_paths_with_ratios diff --git a/traffic_percentages.csv b/traffic_percentages.csv new file mode 100644 index 0000000..0fd4ca4 --- /dev/null +++ b/traffic_percentages.csv @@ -0,0 +1,53 @@ +Percentage,Number of Traffic Values +50,236 +51,247 +52,258 +53,270 +54,282 +55,295 +56,308 +57,322 +58,337 +59,352 +60,368 +61,384 +62,402 +63,421 +64,440 +65,462 +66,485 +67,510 +68,536 +69,565 +70,595 +71,629 +72,665 +73,704 +74,747 +75,793 +76,843 +77,898 +78,958 +79,1024 +80,1096 +81,1173 +82,1259 +83,1354 +84,1461 +85,1582 +86,1718 +87,1870 +88,2042 +89,2239 +90,2464 +91,2720 +92,3014 +93,3359 +94,3765 +95,4254 +96,4866 +97,5670 +98,6834 +99,8887 +99.9,16795 +100,57765 From 00d2fd16f7fad721fbd5236cce568cce67d5bea1 Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Wed, 15 May 2024 12:10:14 +0200 Subject: [PATCH 03/14] Setup cutoff for paths and links Co-authored-by: Emil Monrad Laursen --- depth_stats.csv | 2 +- flowValues.csv | 35978 ++++++++++++++++++++++++++++ p6/linear_optimization/netflow.py | 139 +- showTomorrow/askforhelp | 16 - showTomorrow/firstAlgo.py | 226 - showTomorrow/ttt.md | 13 - test4.py | 270 +- 7 files changed, 36204 insertions(+), 440 deletions(-) create mode 100644 flowValues.csv delete mode 100644 showTomorrow/askforhelp delete mode 100644 showTomorrow/firstAlgo.py delete mode 100644 showTomorrow/ttt.md diff --git a/depth_stats.csv b/depth_stats.csv index 185b295..11f55e9 100644 --- a/depth_stats.csv +++ b/depth_stats.csv @@ -7,4 +7,4 @@ depth total all_traffic_nodes_reachable 6 294,770,278 False 7 298,131,875 False 8 298,459,823 True -9 298,471,755 True +9 298,471,755 True \ No newline at end of file diff --git a/flowValues.csv b/flowValues.csv new file mode 100644 index 0000000..1bfbe6b --- /dev/null +++ b/flowValues.csv @@ -0,0 +1,35978 @@ +,0,1 +0,"('R4291;R1538', 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"R1;R2": {"capacity": 100}, - # "R1;R3": {"capacity": 80}, - # "R2;R4": {"capacity": 140}, - # "R2;R5": {"capacity": 120}, - # "R3;R6": {"capacity": 70}, # } # links = { @@ -88,24 +83,11 @@ def optMC(parserArgs, links, flowTraffic, timestamp): # "R1000;R3696": 120, # "R1111;R3696": 100, # } - - # edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] - # graph = build_graph(edges) - # nodes = list(graph.keys()) - - # reachable_info = {} - # for node in graph: - # reachable_info[node] = find_reachable_nodes(graph, node, max_depth=1000) - - # reachable_nodes = {node: info[0] for node, info in reachable_info.items()} - # reachable_edges = {node: info[1] for node, info in reachable_info.items()} - - # traffic = {} - # logger.info(f"processing traffic: {len(flowTraffic):,}") - # for flow in flowTraffic: - # split = flow.split(";") - # traffic[flow, split[0]] = flowTraffic[flow] - # traffic[flow, split[1]] = -flowTraffic[flow] + + # flowTraffic = { + # "A;G": 100, + # "X;G": 100, + # } m.setParam("logFile", "gurobi.log") @@ -124,24 +106,22 @@ def optMC(parserArgs, links, flowTraffic, timestamp): sorted_flowTraffic = sorted(flowTraffic.items(), key=lambda item: item[1], reverse=True) total_demand = sum(flowTraffic.values()) - percentage = 0.90 + percentage = 0.75 demand_threshold = total_demand * percentage cumulative_demand = 0 significant_flowTraffic = {} for flow, value in sorted_flowTraffic: - if cumulative_demand < demand_threshold: + if cumulative_demand <= demand_threshold: significant_flowTraffic[flow] = value cumulative_demand += value else: break # Stop adding values once the threshold is reached - for flow in significant_flowTraffic: split = flow.split(";") traffic[flow, split[0]] = significant_flowTraffic[flow] traffic[flow, split[1]] = -significant_flowTraffic[flow] - utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") m.setObjective( gp.quicksum((utilization[link] ** 2 for link in links)), @@ -185,50 +165,95 @@ def optMC(parserArgs, links, flowTraffic, timestamp): m.write("netflow.lp") m.optimize() - # Example usage after optimization - if m.Status == gp.GRB.OPTIMAL: - solution = m.getAttr("X", flowVars) - flow_values = {(flow, i, j): solution[flow, i, j] for flow in significant_flowTraffic for i, j in edges if solution[flow, i, j] > 0} - - # Calculate ratios for all flows - all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, significant_flowTraffic, timestamp) - - dataUtils.writeDataToFile( - pd.DataFrame( - all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] - ), - "ratioData", - parserArgs, - ) + # Define the threshold percentage (e.g., 10%) + threshold_percentage = 0.001 + + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flowVars) + flow_values = {(flow, i, j): solution[flow, i, j] for flow in significant_flowTraffic for i, j in edges if solution[flow, i, j] > 0} + + unique_flows = set() + + # New dictionary to hold the threshold values for each flow + threshold_values = {flow: flowTraffic[flow] * threshold_percentage for flow in flowTraffic} + + new_flow_values = {} + for (flow, start, end), value in flow_values.items(): + # Get the threshold value for the current flow + current_threshold_value = threshold_values[flow] - return + # Compare each flow value with its corresponding threshold value + if value >= current_threshold_value: + # Check if the flow is unique and print it + if flow not in unique_flows: + unique_flows.add(flow) + new_flow_values[(flow, start, end)] = value + + logger.info(f"Flows before: {len(significant_flowTraffic)}") + logger.info(f"Flows after: {len(unique_flows)}") + + flow_values = new_flow_values + + # Calculate ratios for all flows + #calculate time taken to calculate ratios + startTime = pd.Timestamp.now() + all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, significant_flowTraffic, timestamp) + endTime = pd.Timestamp.now() + + logger.info(f"Time taken to calculate ratios: {endTime - startTime}") + + dataUtils.writeDataToFile( + pd.DataFrame( + all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] + ), + "ratioData", + parserArgs, + ) + + return def find_paths(flow_values, flowName, source, target): - def recurse(node, path, flow): + paths = [] + queue = deque([(source, [source], float('inf'))]) + visited = set() + i = 0 + while queue: + i+=1 + if i % 10000 == 0: + logger.info(f"processed {i:,} paths out of {len(queue):,} remaining") + node, path, flow = queue.popleft() + + + if (node, flow) in visited: + continue + visited.add((node, flow)) + if node == target: - return [(path, flow)] - paths = [] - for (f_id, start, end), f in flow_values.items(): - if start == node and f_id == flowName: - new_flow = min(flow, f) if flow is not None else f - sub_paths = recurse(end, path + [end], new_flow) - for sub_path, sub_flow in sub_paths: - if sub_flow > 0: - paths.append((sub_path, sub_flow)) - return paths + paths.append((path, flow)) + continue + + for (flow_id, start, end), f in flow_values.items(): + if start == node and flow_id == flowName and (end, f) not in visited: + new_flow = min(flow, f) + if new_flow > 0: + queue.append((end, path + [end], new_flow)) - return recurse(source, [source], None) + return paths # Function to calculate ratios for all paths def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): all_paths_with_ratios = [] + i = 0 for flow_id, flow_amount in flowTraffic.items(): + i += 1 + if i % 5000 == 0: + logger.info(f"processed {i:,} flows out of {len(flowTraffic):,} remaining") source, target = flow_id.split(";") paths = find_paths(flow_values, flow_id, source, target) total_flow = sum(flow for _, flow in paths) # Ensure each path has its own flowName for path, flow in paths: - all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) - return all_paths_with_ratios + all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) + return all_paths_with_ratios \ No newline at end of file diff --git a/showTomorrow/askforhelp b/showTomorrow/askforhelp deleted file mode 100644 index f96f479..0000000 --- a/showTomorrow/askforhelp +++ /dev/null @@ -1,16 +0,0 @@ -squared -[['Tue 00:00:00', 'R1004;R1010', 'R1004;R1993;R1321;R1010', 0.6337020421966085], -['Tue 00:00:00', 'R1004;R1010', 'R1004;R2264;R2153;R1010', 0.36629795780339147], -['Tue 00:00:00', 'R1004;R1021', 'R1004;R2428;R1021', 0.5418111421332965], -['Tue 00:00:00', 'R1004;R1021', 'R1004;R3457;R1021', 0.45818885786670344], -['Tue 00:00:00', 'R1004;R1028', 'R1004;R2428;R3595;R2012;R2789;R1028', 0.9830650157585074], -['Tue 00:00:00', 'R1004;R1028', 'R1004;R2428;R3595;R2012;R3857;R1028', 0.003803913943412139], -['Tue 00:00:00', 'R1004;R1028', 'R1004;R3457;R3449;R3341;R2789;R1028', 0.010452198448291036], -['Tue 00:00:00', 'R1004;R1028', 'R1004;R3457;R3449;R3341;R3857;R1028', 0.00267887184978956]] - -Paths -[['Tue 00:00:00', 'R1000;R3696', 'R1000;R1002;R2000;R3696', 0.44626593806775633], -['Tue 00:00:00', 'R1000;R3696', 'R1000;R1002;R2001;R3696', 0.387067395265577], -['Tue 00:00:00', 'R1000;R3696', 'R1000;R1003;R2002;R3696', 0.16666666666666666], -['Tue 00:00:00', 'R1111;R3696', 'R1111;R1003;R2002;R3696', 0.31578947365642573], -['Tue 00:00:00', 'R1111;R3696', 'R1111;R4040;R2002;R3696', 0.6842105263435743]] \ No newline at end of file diff --git a/showTomorrow/firstAlgo.py b/showTomorrow/firstAlgo.py deleted file mode 100644 index 3d0d3e0..0000000 --- a/showTomorrow/firstAlgo.py +++ /dev/null @@ -1,226 +0,0 @@ -import os -import gurobipy as gp -import pandas as pd -from collections import deque - -from dotenv import load_dotenv -from p6.utils import log -from p6.utils import data as dataUtils - - -logger = log.setupCustomLogger(__name__) -load_dotenv("variables.env") - -options = { - "WLSACCESSID": os.getenv("WLSACCESSID"), - "WLSSECRET": os.getenv("WLSSECRET"), - "LICENSEID": int(os.getenv("LICENSEID")), -} - -def find_reachable_nodes(graph, edges, source): - visited = set() - queue = deque([source]) - reachable_nodes = set() - - while queue: - node = queue.popleft() - if node not in visited: - visited.add(node) - reachable_nodes.add(node) - for neighbor in graph[node]: - if neighbor not in visited: - queue.append(neighbor) - return reachable_nodes - -def build_graph(edges): - graph = {} - for start, end in edges: - if start not in graph: - graph[start] = [] - if end not in graph: - graph[end] = [] - graph[start].append(end) - graph[end].append(start) - return graph - - -def optMC(parserArgs, links, flowTraffic, timestamp): - with gp.Env(params=options) as env, gp.Model(env=env) as m: - m = gp.Model("netflow", env=env) - # example of link data - # links = { - # "A;B": {"capacity": 100}, - # "A;C": {"capacity": 80}, - # "B;D": {"capacity": 140}, - # "B;E": {"capacity": 120}, - # "C;F": {"capacity": 70}, - # "D;G": {"capacity": 120}, - # "E;G": {"capacity": 120}, - # "F;G": {"capacity": 120}, - # "X;C": {"capacity": 100}, - # "X;Y": {"capacity": 100}, - # "Y;F": {"capacity": 100}, - # "R1;R2": {"capacity": 100}, - # "R1;R3": {"capacity": 80}, - # "R2;R4": {"capacity": 140}, - # "R2;R5": {"capacity": 120}, - # "R3;R6": {"capacity": 70}, - # } - - # links = { - # "R1000;R1002": {"capacity": 100}, - # "R1000;R1003": {"capacity": 80}, - # "R1002;R2000": {"capacity": 140}, - # "R1002;R2001": {"capacity": 120}, - # "R1003;R2002": {"capacity": 70}, - # "R2000;R3696": {"capacity": 120}, - # "R2001;R3696": {"capacity": 120}, - # "R2002;R3696": {"capacity": 120}, - # "R1111;R1003": {"capacity": 100}, - # "R1111;R4040": {"capacity": 100}, - # "R4040;R2002": {"capacity": 100}, - # } - - # example of traffic - # flowTraffic = { - # "R1000;R3696": 120, - # "R1111;R3696": 100, - # } - - edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] - graph = build_graph(edges) - - reachable_nodes = {} - for node in graph: - reachable_nodes[node] = find_reachable_nodes(graph, edges, node) - - #calculate how many values there are in total if you take into account all the flowTraffic and all the edges - total = 0 - for flowTrafficKey in flowTraffic: - flowTrafficKeySplit = flowTrafficKey.split(";") - total += len(reachable_nodes[flowTrafficKeySplit[0]]) - total += 1 - print(f"before: {len(flowTraffic) * len(edges):,} ----> after: {total:,}") - print("wow, very cool ๐Ÿ˜ณ ๐Ÿ˜ณ") - - print(find_reachable_nodes(graph, edges, "R1004")) - print(len(find_reachable_nodes(graph, edges, "R1004"))) - - return - - - #calculate how many values there are in total - total = 0 - for node in reachable_nodes: - total += len(reachable_nodes[node]) - total += 1 # for the node itself - - print(total) - - nodes = [] - edges = [] - logger.info(f"processing links: {len(links):,}") - for link in links: - split = link.split(";") - edges.append((split[0], split[1])) - - if split[0] not in nodes: - nodes.append(split[0]) - if split[1] not in nodes: - nodes.append(split[1]) - - traffic = {} - logger.info(f"processing traffic: {len(flowTraffic):,}") - for flow in flowTraffic: - split = flow.split(";") - traffic[flow, split[0]] = flowTraffic[flow] - traffic[flow, split[1]] = -flowTraffic[flow] - - - utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") - m.setObjective( - gp.quicksum((utilization[link] ** 2 for link in links)), - gp.GRB.MINIMIZE, - ) - - - logger.info(f"processing flowVars: {(len(flowTraffic) * len(edges)):,}") - logger.info("crazy that its so much!!11 ๐Ÿ˜ณ ๐Ÿ˜ณ") - flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") - - m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") - - m.addConstrs( - ( - flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") - if (flow, node) in traffic - else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") - for flow in flowTraffic - for node in nodes - ), - "flow", - ) - - # Constraints to set the flow through each link as the sum of flows for all traffic pairs - for start, end in edges: - linkFlow = gp.quicksum(flowVars[flow, start, end] - for flow in flowTraffic - if (flow, start, end) in flowVars) - - m.addConstr( - linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], - f"util_{start};{end}", - ) - - m.write("netflow.lp") - m.optimize() - - # Example usage after optimization - if m.Status == gp.GRB.OPTIMAL: - solution = m.getAttr("X", flowVars) - flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} - - # Calculate ratios for all flows - all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) - - print(all_paths_with_ratios) - - dataUtils.writeDataToFile( - pd.DataFrame( - all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] - ), - "ratioData", - parserArgs, - ) - - return - - -def find_paths(flow_values, flowName, source, target): - def recurse(node, path, flow): - if node == target: - return [(path, flow)] - paths = [] - for (f_id, start, end), f in flow_values.items(): - if start == node and f_id == flowName: - new_flow = min(flow, f) if flow is not None else f - sub_paths = recurse(end, path + [end], new_flow) - for sub_path, sub_flow in sub_paths: - if sub_flow > 0: - paths.append((sub_path, sub_flow)) - return paths - - return recurse(source, [source], None) - - -# Function to calculate ratios for all paths -def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): - all_paths_with_ratios = [] - for flow_id, flow_amount in flowTraffic.items(): - source, target = flow_id.split(";") - paths = find_paths(flow_values, flow_id, source, target) - total_flow = sum(flow for _, flow in paths) - # Ensure each path has its own flowName - for path, flow in paths: - all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) - return all_paths_with_ratios diff --git a/showTomorrow/ttt.md b/showTomorrow/ttt.md deleted file mode 100644 index 448d12d..0000000 --- a/showTomorrow/ttt.md +++ /dev/null @@ -1,13 +0,0 @@ -Ideas to minimizing the size of multi-commodity-problem for minimizing the average link utilization - -1. Cutoff traffic under certain amount of demand -> 99% of the demand comes from 1% of the traffic values -2. Only add the reachable edges to the model -> check what edges are reachable from the source with a max-depth - - - -noter: - 99% of the total traffic is made up by 8887 traffic values (Show traffic_percentages file) - 8887 out of 58031 traffic values which is 15.3% of the total traffic values - 58031 * 5150 = 298,383,150 traffic values - 8887 * 5150 = 45,754,350 traffic values - diff --git a/test4.py b/test4.py index f138fff..7cc3980 100644 --- a/test4.py +++ b/test4.py @@ -63,11 +63,6 @@ def optMC(parserArgs, links, flowTraffic, timestamp): # "X;C": {"capacity": 100}, # "X;Y": {"capacity": 100}, # "Y;F": {"capacity": 100}, - # "R1;R2": {"capacity": 100}, - # "R1;R3": {"capacity": 80}, - # "R2;R4": {"capacity": 140}, - # "R2;R5": {"capacity": 120}, - # "R3;R6": {"capacity": 70}, # } # links = { @@ -84,104 +79,66 @@ def optMC(parserArgs, links, flowTraffic, timestamp): # "R4040;R2002": {"capacity": 100}, # } - # example of traffic # flowTraffic = { # "R1000;R3696": 120, # "R1111;R3696": 100, # } - - edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] - graph = build_graph(edges) - nodes = list(graph.keys()) - - reachable_info = {} - for node in graph: - reachable_info[node] = find_reachable_nodes(graph, node, max_depth=1000) - - reachable_nodes = {node: info[0] for node, info in reachable_info.items()} - reachable_edges = {node: info[1] for node, info in reachable_info.items()} - - #calculate how many values there are in total if you take into account all the flowTraffic and all the edges - # total = 0 - # for flowTrafficKey in flowTraffic: - # flowTrafficKeySplit = flowTrafficKey.split(";") - # total += len(reachable_edges[flowTrafficKeySplit[0]]) - - # print(f"before: {len(flowTraffic) * len(edges):,} ----> after: {total:,}") - - #calculate statistics for how big of a difference there is for each level of max_depth and write to file - # depth_stats = [] - # for depth in range(1, 10): - # total = 0 - # all_traffic_nodes_reachable = True - # for flowTrafficKey in flowTraffic: - # flowTrafficKeySplit = flowTrafficKey.split(";") - # reachable_nodes, reachable_edges = find_reachable_nodes(graph, flowTrafficKeySplit[0], max_depth=depth) - # #check if the endnode is reachable from the startnode with the given depth - # if flowTrafficKeySplit[1] not in reachable_nodes: - # all_traffic_nodes_reachable = False - # total += len(find_reachable_nodes(graph, flowTrafficKeySplit[0], max_depth=depth)[1]) - # depth_stats.append([depth, total, all_traffic_nodes_reachable]) - # print(f"depth: {depth}, total: {total:,}, all_traffic_nodes_reachable: {all_traffic_nodes_reachable}") - # data = pd.DataFrame(depth_stats, columns=["depth", "total", "all_traffic_nodes_reachable"]) - # #format the data so ints are , separated - # data["total"] = data["total"].apply(lambda x: f"{x:,}") - # data.to_csv("depth_stats.csv", index=False, sep="\t") - - # #calculate how many traffic values make up 99% of the total traffic - # # Calculate the total traffic - # total_traffic = sum(flowTraffic.values()) - - # # Sort the traffic values in descending order - # sorted_flowTraffic = sorted(flowTraffic.items(), key=lambda item: item[1], reverse=True) - - # # Initialize a list to store the results - # results = [] - - # # Calculate the cutoff for each percentage from 50% to 100% - # for percentage in range(50, 101): - # cutoff = total_traffic * (percentage / 100.0) - # cumulative_total = 0 - # count = 0 - - # # Iterate over the sorted traffic values and accumulate the total - # for flowTrafficKey, value in sorted_flowTraffic: - # cumulative_total += value - # count += 1 - # if cumulative_total >= cutoff: - # results.append((percentage, count)) - # break - - # cutoff = total_traffic * 0.999 - # cumulative_total = 0 - # count = 0 - - # # Iterate over the sorted traffic values and accumulate the total - # for flowTrafficKey, value in sorted_flowTraffic: - # cumulative_total += value - # count += 1 - # if cumulative_total >= cutoff: - # results.append((percentage, count)) - # break + flowTraffic = { + "A;G": 100, + "X;G": 100, + } + # edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] + # graph = build_graph(edges) + # nodes = list(graph.keys()) + + # reachable_info = {} + # for node in graph: + # reachable_info[node] = find_reachable_nodes(graph, node, max_depth=1000) - # # Create a DataFrame from the results - # df = pd.DataFrame(results, columns=['Percentage', 'Number of Traffic Values']) - - # # Write the DataFrame to a CSV file - # df.to_csv('traffic_percentages.csv', index=False) - - # print(f"Data written to 'traffic_percentages.csv'.") - - return + # reachable_nodes = {node: info[0] for node, info in reachable_info.items()} + # reachable_edges = {node: info[1] for node, info in reachable_info.items()} + # traffic = {} + # logger.info(f"processing traffic: {len(flowTraffic):,}") + # for flow in flowTraffic: + # split = flow.split(";") + # traffic[flow, split[0]] = flowTraffic[flow] + # traffic[flow, split[1]] = -flowTraffic[flow] + + m.setParam("logFile", "gurobi.log") + + nodes = [] + edges = [] + for link in links: + split = link.split(";") + edges.append((split[0], split[1])) + + if split[0] not in nodes: + nodes.append(split[0]) + if split[1] not in nodes: + nodes.append(split[1]) + traffic = {} - logger.info(f"processing traffic: {len(flowTraffic):,}") - for flow in flowTraffic: + + sorted_flowTraffic = sorted(flowTraffic.items(), key=lambda item: item[1], reverse=True) + total_demand = sum(flowTraffic.values()) + percentage = 1 + demand_threshold = total_demand * percentage + cumulative_demand = 0 + significant_flowTraffic = {} + for flow, value in sorted_flowTraffic: + if cumulative_demand <= demand_threshold: + significant_flowTraffic[flow] = value + cumulative_demand += value + else: + break # Stop adding values once the threshold is reached + + for flow in significant_flowTraffic: split = flow.split(";") - traffic[flow, split[0]] = flowTraffic[flow] - traffic[flow, split[1]] = -flowTraffic[flow] + traffic[flow, split[0]] = significant_flowTraffic[flow] + traffic[flow, split[1]] = -significant_flowTraffic[flow] utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") @@ -190,25 +147,33 @@ def optMC(parserArgs, links, flowTraffic, timestamp): gp.GRB.MINIMIZE, ) - flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") + logger.info(f"adding vars for flow: {len(significant_flowTraffic):,} and edges: {len(edges):,} so {len(significant_flowTraffic) * len(edges):,} flowVars in total") + + flowVars = m.addVars(significant_flowTraffic.keys(), edges, name="flow") + + logger.info(f"adding capacity constraints for {len(edges):,} edges") m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") + logger.info(f"adding flow constraints for {len(significant_flowTraffic):,} flows and {len(nodes):,} nodes") + m.addConstrs( ( flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") if (flow, node) in traffic else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") - for flow in flowTraffic + for flow in significant_flowTraffic for node in nodes ), "flow", ) + logger.info(f"adding utilization constraints for {len(edges):,} edges") + # Constraints to set the flow through each link as the sum of flows for all traffic pairs for start, end in edges: linkFlow = gp.quicksum(flowVars[flow, start, end] - for flow in flowTraffic + for flow in significant_flowTraffic if (flow, start, end) in flowVars) m.addConstr( @@ -219,52 +184,103 @@ def optMC(parserArgs, links, flowTraffic, timestamp): m.write("netflow.lp") m.optimize() - # Example usage after optimization - if m.Status == gp.GRB.OPTIMAL: - solution = m.getAttr("X", flowVars) - flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} - - # Calculate ratios for all flows - all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) - - print(all_paths_with_ratios) - - dataUtils.writeDataToFile( - pd.DataFrame( - all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] - ), - "ratioData", - parserArgs, - ) + # Define the threshold percentage (e.g., 10%) + threshold_percentage = 0.01 + + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flowVars) + flow_values = {(flow, i, j): solution[flow, i, j] for flow in significant_flowTraffic for i, j in edges if solution[flow, i, j] > 0} + + unique_flows = set() + + # New dictionary to hold the threshold values for each flow + threshold_values = {flow: flowTraffic[flow] * threshold_percentage for flow in flowTraffic} + + new_flow_values = {} + for (flow, start, end), value in flow_values.items(): + # Get the threshold value for the current flow + current_threshold_value = threshold_values[flow] + print(f"Flow: {flow}, FlowValue: {significant_flowTraffic[flow]}, Threshold: {current_threshold_value}") - return + # Compare each flow value with its corresponding threshold value + if value >= current_threshold_value: + # Check if the flow is unique and print it + if flow not in unique_flows: + print(f"Flow: {flow}, FlowValue: {significant_flowTraffic[flow]}, Threshold: {current_threshold_value}") + unique_flows.add(flow) + new_flow_values[(flow, start, end)] = value + + logger.info(f"Unique flows: {len(unique_flows)}") + logger.info(f"Flow values: {len(new_flow_values)}") + + for (flow, start, end), value in new_flow_values.items(): + logger.info(f"Flow: {flow}, Start: {start}, End: {end}, Value: {value}") + + flow_values = new_flow_values + + #add flows to dictionary and write to file + # pd.DataFrame( + # flow_values.items() + # ).to_csv("flowValues.csv") + + # Calculate ratios for all flows + all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, significant_flowTraffic, timestamp) + + dataUtils.writeDataToFile( + pd.DataFrame( + all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] + ), + "ratioData", + parserArgs, + ) + + return def find_paths(flow_values, flowName, source, target): - def recurse(node, path, flow): + paths = [] + queue = deque([(source, [source], float('inf'))]) + visited = set() + i = 0 + while queue: + i+=1 + if i % 10000 == 0: + logger.info(f"processed {i:,} paths out of {len(queue):,} remaining") + node, path, flow = queue.popleft() + + + if (node, flow) in visited: + continue + visited.add((node, flow)) + if node == target: - return [(path, flow)] - paths = [] - for (f_id, start, end), f in flow_values.items(): - if start == node and f_id == flowName: - new_flow = min(flow, f) if flow is not None else f - sub_paths = recurse(end, path + [end], new_flow) - for sub_path, sub_flow in sub_paths: - if sub_flow > 0: - paths.append((sub_path, sub_flow)) - return paths + paths.append((path, flow)) + continue + + for (flow_id, start, end), f in flow_values.items(): + if start == node and flow_id == flowName and (end, f) not in visited: + new_flow = min(flow, f) + if new_flow > 0: + queue.append((end, path + [end], new_flow)) - return recurse(source, [source], None) + return paths # Function to calculate ratios for all paths def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): all_paths_with_ratios = [] + i = 0 for flow_id, flow_amount in flowTraffic.items(): + i += 1 + if i % 5000 == 0: + logger.info(f"processed {i:,} flows out of {len(flowTraffic):,} remaining") source, target = flow_id.split(";") paths = find_paths(flow_values, flow_id, source, target) total_flow = sum(flow for _, flow in paths) # Ensure each path has its own flowName for path, flow in paths: - all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) + all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) return all_paths_with_ratios + + +optMC(None, None, None, "Tue 00:00:00") \ No newline at end of file From 702a8153b0f5900464112da53da8e573908a4031 Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Sun, 19 May 2024 17:25:16 +0200 Subject: [PATCH 04/14] wip stuff --- p6/linear_optimization/multiCommodity.py | 37 +-- p6/linear_optimization/netflow.py | 130 ++++++++--- p6/linear_optimization/optimizer.py | 2 - p6/main.py | 124 ++++++++-- p6/utils/data.py | 51 +++- p6/utils/network.py | 15 ++ test.py | 196 ++++------------ test2.py | 194 --------------- test3.py | 194 --------------- test4.py | 286 ----------------------- variables.env-example | 9 +- 11 files changed, 332 insertions(+), 906 deletions(-) delete mode 100644 test2.py delete mode 100644 test3.py delete mode 100644 test4.py diff --git a/p6/linear_optimization/multiCommodity.py b/p6/linear_optimization/multiCommodity.py index a44ae8b..17d5c02 100644 --- a/p6/linear_optimization/multiCommodity.py +++ b/p6/linear_optimization/multiCommodity.py @@ -28,24 +28,26 @@ def runMultiCommodityOptimizer(links, traffic, timestamp): # Assuming 'options' is defined and contains Gurobi environment options with gp.Env(params=options) as env: m = gp.Model("multi_commodity_network_flow", env=env) - #add log file for gurobi - m.setParam('LogFile', f"tempLogFile_{timestamp}.log") + # add log file for gurobi + m.setParam("LogFile", f"tempLogFile_{timestamp}.log") # Define nodes based on the unique endpoints in links nodes = set() for link in links.values(): - nodes.update([link['linkStart'], link['linkEnd']]) + nodes.update([link["linkStart"], link["linkEnd"]]) # Define arcs based on the links - arcs = {(link['linkStart'], link['linkEnd']): link['capacity'] for link in links.values()} + arcs = { + (link["linkStart"], link["linkEnd"]): link["capacity"] + for link in links.values() + } print("HERE 1") # Define commodities based on the unique source-destination pairs in traffic commodities = set(traffic.values()) print("HERE 2") - - #print out the flow + # print out the flow for k in commodities: for i, j in arcs: print(f"flow_{k}_{i}_{j}") @@ -57,13 +59,17 @@ def runMultiCommodityOptimizer(links, traffic, timestamp): # Objective: Minimize the sum of flows (can be adapted to include costs if available) - - m.setObjective(gp.quicksum(flow[k, i, j] for k in commodities for i, j in arcs), GRB.MINIMIZE) + m.setObjective( + gp.quicksum(flow[k, i, j] for k in commodities for i, j in arcs), + GRB.MINIMIZE, + ) print("HERE 4") # Capacity constraints for each arc for (i, j), capacity in arcs.items(): - m.addConstr(sum(flow[k, i, j] for k in commodities) <= capacity, name=f"cap_{i}_{j}") + m.addConstr( + sum(flow[k, i, j] for k in commodities) <= capacity, name=f"cap_{i}_{j}" + ) print("HERE 5") @@ -73,8 +79,12 @@ def runMultiCommodityOptimizer(links, traffic, timestamp): if k % 10000 == 0: print(f"Commodity {k} out of {len(commodities)}") for j in nodes: - inflow = gp.quicksum(flow[k, i, j] for i, _, j in arcs if (i, j) in arcs) - outflow = gp.quicksum(flow[k, j, i] for j, _, i in arcs if (j, i) in arcs) + inflow = gp.quicksum( + flow[k, i, j] for i, _, j in arcs if (i, j) in arcs + ) + outflow = gp.quicksum( + flow[k, j, i] for j, _, i in arcs if (j, i) in arcs + ) # Demand is the net flow required at node j for commodity k demand = traffic.get(k, {}).get(j, 0) m.addConstr(inflow - outflow == demand, name=f"node_{j}_com_{k}") @@ -82,15 +92,14 @@ def runMultiCommodityOptimizer(links, traffic, timestamp): # Solve the model m.write(f"multi_commodity_network_flow_{timestamp}.lp") m.optimize() - # Process the results if m.status == GRB.OPTIMAL: - solution = m.getAttr('X', flow) + solution = m.getAttr("X", flow) for k in commodities: print(f"Commodity {k}:") for i, j in arcs: if solution[k, i, j] > 0: print(f" Flow from {i} to {j}: {solution[k, i, j]}") else: - print("No solution found") \ No newline at end of file + print("No solution found") diff --git a/p6/linear_optimization/netflow.py b/p6/linear_optimization/netflow.py index ce97837..e77f673 100644 --- a/p6/linear_optimization/netflow.py +++ b/p6/linear_optimization/netflow.py @@ -17,6 +17,7 @@ "LICENSEID": int(os.getenv("LICENSEID")), } + def find_reachable_nodes(graph, source, max_depth): visited = set() queue = deque([(source, 0)]) # Queue now stores tuples of (node, depth) @@ -32,9 +33,12 @@ def find_reachable_nodes(graph, source, max_depth): for neighbor in graph[node]: if neighbor not in visited: queue.append((neighbor, depth + 1)) # Increment depth - reachable_edges.append((node, neighbor)) # Add the edge to the list + reachable_edges.append( + (node, neighbor) + ) # Add the edge to the list return reachable_nodes, reachable_edges + def build_graph(edges): graph = {} for start, end in edges: @@ -47,7 +51,7 @@ def build_graph(edges): return graph -def optMC(parserArgs, links, flowTraffic, timestamp): +def optMC(parserArgs, links, flowTraffic, flows, timestamp): with gp.Env(params=options) as env, gp.Model(env=env) as m: m = gp.Model("netflow", env=env) # example of link data @@ -63,7 +67,7 @@ def optMC(parserArgs, links, flowTraffic, timestamp): # "X;C": {"capacity": 100}, # "X;Y": {"capacity": 100}, # "Y;F": {"capacity": 100}, - # } + # } # links = { # "R1000;R1002": {"capacity": 100}, @@ -77,7 +81,7 @@ def optMC(parserArgs, links, flowTraffic, timestamp): # "R1111;R1003": {"capacity": 100}, # "R1111;R4040": {"capacity": 100}, # "R4040;R2002": {"capacity": 100}, - # } + # } # flowTraffic = { # "R1000;R3696": 120, @@ -98,15 +102,19 @@ def optMC(parserArgs, links, flowTraffic, timestamp): edges.append((split[0], split[1])) if split[0] not in nodes: - nodes.append(split[0]) + nodes.append(split[0]) if split[1] not in nodes: nodes.append(split[1]) traffic = {} - - sorted_flowTraffic = sorted(flowTraffic.items(), key=lambda item: item[1], reverse=True) + sorted_flowTraffic = sorted( + flowTraffic.items(), key=lambda item: item[1], reverse=True + ) total_demand = sum(flowTraffic.values()) - percentage = 0.75 + if not parserArgs.improve_worst_flows: + percentage = 0.5 + else: + percentage = 1 demand_threshold = total_demand * percentage cumulative_demand = 0 significant_flowTraffic = {} @@ -116,7 +124,7 @@ def optMC(parserArgs, links, flowTraffic, timestamp): cumulative_demand += value else: break # Stop adding values once the threshold is reached - + for flow in significant_flowTraffic: split = flow.split(";") traffic[flow, split[0]] = significant_flowTraffic[flow] @@ -128,21 +136,34 @@ def optMC(parserArgs, links, flowTraffic, timestamp): gp.GRB.MINIMIZE, ) - logger.info(f"adding vars for flow: {len(significant_flowTraffic):,} and edges: {len(edges):,} so {len(significant_flowTraffic) * len(edges):,} flowVars in total") + logger.info( + f"adding vars for flow: {len(significant_flowTraffic):,} and edges: {len(edges):,} so {len(significant_flowTraffic) * len(edges):,} flowVars in total" + ) flowVars = m.addVars(significant_flowTraffic.keys(), edges, name="flow") logger.info(f"adding capacity constraints for {len(edges):,} edges") - m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") + m.addConstrs( + ( + flowVars.sum("*", start, end) <= links[start + ";" + end]["capacity"] + for start, end in edges + ), + "cap", + ) - logger.info(f"adding flow constraints for {len(significant_flowTraffic):,} flows and {len(nodes):,} nodes") + logger.info( + f"adding flow constraints for {len(significant_flowTraffic):,} flows and {len(nodes):,} nodes" + ) m.addConstrs( ( - flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") - if (flow, node) in traffic - else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") + ( + flowVars.sum(flow, "*", node) + traffic[flow, node] + == flowVars.sum(flow, node, "*") + if (flow, node) in traffic + else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") + ) for flow in significant_flowTraffic for node in nodes ), @@ -153,12 +174,15 @@ def optMC(parserArgs, links, flowTraffic, timestamp): # Constraints to set the flow through each link as the sum of flows for all traffic pairs for start, end in edges: - linkFlow = gp.quicksum(flowVars[flow, start, end] - for flow in significant_flowTraffic - if (flow, start, end) in flowVars) - + linkFlow = gp.quicksum( + flowVars[flow, start, end] + for flow in significant_flowTraffic + if (flow, start, end) in flowVars + ) + m.addConstr( - linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], + linkFlow + == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], f"util_{start};{end}", ) @@ -170,18 +194,25 @@ def optMC(parserArgs, links, flowTraffic, timestamp): if m.Status == gp.GRB.OPTIMAL: solution = m.getAttr("X", flowVars) - flow_values = {(flow, i, j): solution[flow, i, j] for flow in significant_flowTraffic for i, j in edges if solution[flow, i, j] > 0} + flow_values = { + (flow, i, j): solution[flow, i, j] + for flow in significant_flowTraffic + for i, j in edges + if solution[flow, i, j] > 0 + } unique_flows = set() # New dictionary to hold the threshold values for each flow - threshold_values = {flow: flowTraffic[flow] * threshold_percentage for flow in flowTraffic} + threshold_values = { + flow: flowTraffic[flow] * threshold_percentage for flow in flowTraffic + } new_flow_values = {} for (flow, start, end), value in flow_values.items(): # Get the threshold value for the current flow current_threshold_value = threshold_values[flow] - + # Compare each flow value with its corresponding threshold value if value >= current_threshold_value: # Check if the flow is unique and print it @@ -195,36 +226,69 @@ def optMC(parserArgs, links, flowTraffic, timestamp): flow_values = new_flow_values # Calculate ratios for all flows - #calculate time taken to calculate ratios + # calculate time taken to calculate ratios startTime = pd.Timestamp.now() - all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, significant_flowTraffic, timestamp) + all_paths_with_ratios = calculate_ratios_for_all_flows( + flow_values, significant_flowTraffic, timestamp + ) endTime = pd.Timestamp.now() logger.info(f"Time taken to calculate ratios: {endTime - startTime}") + if parserArgs.improve_worst_flows: + # Remove the ratios from the paths + paths_without_ratios = [row[:-1] for row in all_paths_with_ratios] + + # Create a dictionary to hold the updated flows + updatedFlows = {} + for row in paths_without_ratios: + flowName = row[1] + if flowName not in updatedFlows: + updatedFlows[flowName] = [] + updatedFlows[flowName].append(row[2]) + + for flow in flows: + if flow not in updatedFlows: + updatedFlows[flow] = flows[flow] + + # Convert the dictionary to a list of lists and insert the timestamp + updatedFlowsList = [ + [timestamp, flowName, path] + for flowName, paths in updatedFlows.items() + for path in paths + ] + + dataUtils.writeDataToFile( + pd.DataFrame( + updatedFlowsList, columns=["timestamp", "flowName", "path"] + ), + "improvedPathsData", + parserArgs, + ) + return dataUtils.writeDataToFile( pd.DataFrame( - all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] + all_paths_with_ratios, + columns=["timestamp", "flowName", "path", "ratio"], ), "ratioData", parserArgs, ) - + return def find_paths(flow_values, flowName, source, target): paths = [] - queue = deque([(source, [source], float('inf'))]) + queue = deque([(source, [source], float("inf"))]) visited = set() i = 0 while queue: - i+=1 + i += 1 if i % 10000 == 0: logger.info(f"processed {i:,} paths out of {len(queue):,} remaining") node, path, flow = queue.popleft() - if (node, flow) in visited: continue visited.add((node, flow)) @@ -255,5 +319,7 @@ def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): total_flow = sum(flow for _, flow in paths) # Ensure each path has its own flowName for path, flow in paths: - all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) - return all_paths_with_ratios \ No newline at end of file + all_paths_with_ratios.append( + [timestamp, flow_id, (";".join(path)), flow / total_flow] + ) + return all_paths_with_ratios diff --git a/p6/linear_optimization/optimizer.py b/p6/linear_optimization/optimizer.py index bed0715..acf4df2 100644 --- a/p6/linear_optimization/optimizer.py +++ b/p6/linear_optimization/optimizer.py @@ -158,8 +158,6 @@ def runLinearOptimizationModel( f" Path {pathNum}: {path_ratios[sd, flows[sd][pathNum]].x * 100} %" ) - print(ratioData) - dataUtils.writeDataToFile( pd.DataFrame( ratioData, columns=["timestamp", "flowName", "path", "ratio"] diff --git a/p6/main.py b/p6/main.py index 6eefbb9..3e46e16 100644 --- a/p6/main.py +++ b/p6/main.py @@ -31,12 +31,26 @@ def calcLinkUtil(links): def process_flows_hour(timestamp, flows, traffic, args, links): logger.info(f"Processing {timestamp} with {len(flows)} flows...") ratios = None + useRatios = False # Read ratios if specified if args.use_ratios: hour = timestamp[4:6] day, ratioType, date = args.use_ratios - ratios = dataUtils.readRatios(date, ratioType, day, hour) + useRatios = True + ratios = dataUtils.readPathRatios(date, day, hour, ratioType) + elif args.use_paths: + hour = timestamp[4:6] + day, date, useRatios = args.use_paths + useRatios = useRatios == "True" + ratios = dataUtils.readPathRatios(date, day, hour) + i = 0 + for flow in flows: + if flow not in ratios: + continue + i += 1 + flows[flow] = list(ratios[flow].keys()) + logger.info(f"Updated {i} flows with paths!") # Initialize totalTraffic and listFlows for all links for linkKey in links: @@ -46,11 +60,11 @@ def process_flows_hour(timestamp, flows, traffic, args, links): for flow in flows: # Get all links in the flow linksFlow = nwUtils.getLinksFromFlow(flows[flow]) - identicalPaths = True + if ratios is not None: for path in flows[flow]: - if (flow, path) not in ratios: + if flow not in ratios or path not in ratios[flow]: identicalPaths = False break @@ -70,11 +84,10 @@ def process_flows_hour(timestamp, flows, traffic, args, links): totalTraffic = 0 for path in flows[flow]: if link in path: - if ratios is not None and identicalPaths: - totalTraffic += traffic[flow] * float(ratios[flow, path]) + if useRatios and identicalPaths: + totalTraffic += traffic[flow] * float(ratios[flow][path]) else: totalTraffic += traffic[flow] * (1 / len(flows[flow])) - links[link]["totalTraffic"] += totalTraffic links[link]["listFlows"].append(flow) @@ -82,13 +95,26 @@ def process_flows_hour(timestamp, flows, traffic, args, links): if args.model_type == CalcType.BASELINE.value: linkUtil = calcLinkUtil(links) elif args.model_type == CalcType.PATHS.value: - netflow.optMC(args, links, traffic, timestamp) + netflow.optMC(args, links, traffic, flows, timestamp) return None else: linkUtil = linOpt.runLinearOptimizationModel( args, links, flows, traffic, timestamp, args.save_lp_models ) + if args.improve_worst_flows: + percentageToBeImproved = args.improve_worst_flows + logger.info(f"Improving worst flows by {percentageToBeImproved}%") + trafficThatNeedsImprovement = findWorstTrafficFromLinks( + links, linkUtil, percentageToBeImproved + ) + logger.info(f"Improving {len(trafficThatNeedsImprovement)} flows") + # make a copy of traffic data which only contains the flows that need improvement + trafficThatNeedsImprovement = { + flow: traffic[flow] for flow in trafficThatNeedsImprovement + } + netflow.optMC(args, links, trafficThatNeedsImprovement, flows, timestamp) + return [ timestamp, min(linkUtil.values()), @@ -97,6 +123,28 @@ def process_flows_hour(timestamp, flows, traffic, args, links): ] +def findWorstTrafficFromLinks(links, linkUtil, percentWorst): + sortedLinkUtil = sorted(linkUtil.items(), key=lambda item: item[1], reverse=True) + totalUtil = sum(linkUtil.values()) + # calculate average util + averageUtil = totalUtil / len(linkUtil) + threshold = totalUtil * percentWorst + cumulativeUtil = 0 + trafficToImprove = [] + for link, util in sortedLinkUtil: + if util < averageUtil: + # not worth improving + break + if cumulativeUtil <= threshold: + trafficToImprove += links[link]["listFlows"] + cumulativeUtil += util + else: + break + # count how many duplicates there are: + trafficToImprove = list(dict.fromkeys(trafficToImprove)) + return trafficToImprove + + def main(): parser = argparse.ArgumentParser() parser.add_argument( @@ -130,6 +178,20 @@ def main(): metavar=("DAY", "TYPE", "DATE"), help="use existing path ratios for calculations", ) + parser.add_argument( + "-up", + "--use-paths", + nargs=3, + metavar=("DAY", "DATE", "USERATIOS?"), + help="use existing paths for calculations", + ) + parser.add_argument( + "-iwf", + "--improve-worst-flows", + type=float, + help="improve flows that contribute to the worst impact on link utilization", + ) + args = parser.parse_args() if args.use_ratios: @@ -147,15 +209,37 @@ def main(): CalcType.AVERAGE.value, CalcType.MAX.value, CalcType.SQUARED.value, + CalcType.PATHS.value, ]: parser.error( - "Invalid ratio type. Please use 'average', 'max' or 'squared'." + "Invalid ratio type. Please use 'average', 'path', 'max' or 'squared'." ) if args.model_type != CalcType.BASELINE.value: parser.error( "Cannot use existing path ratios with the specified model type." ) + if args.use_paths: + day, date, useratios = args.use_paths + if not day.isdigit(): + parser.error("Invalid day number.") + if ( + not date.isdigit() + or len(date) != 8 + or int(date[4:6]) > 12 + or int(date[6:]) > 31 + ): + parser.error("Invalid date. Please use a date in the format YYYYMMDD.") + if useratios not in ["True", "False"]: + parser.error("Invalid useratios value. Please use 'True' or 'False'.") + + if args.improve_worst_flows: + percentageToBeImproved = args.improve_worst_flows + if percentageToBeImproved < 0 or percentageToBeImproved > 100: + parser.error( + "Invalid percentage value. Please use a number between 0 and 100." + ) + # Set start method to spawn to avoid issues with multiprocessing on Windows set_start_method("spawn") @@ -175,19 +259,17 @@ def main(): # for timestamp in flows ], ) - - return - - logger.info("Finished processing all timestamps!") - - results.sort() - dataUtils.writeDataToFile( - data=pd.DataFrame( - results, columns=["timestamp", "min_util", "max_util", "avg_util"] - ), - parserArgs=args, - outputFile="overviewData", - ) + + if results[0] is not None: + results.sort() + + dataUtils.writeDataToFile( + data=pd.DataFrame( + results, columns=["timestamp", "min_util", "max_util", "avg_util"] + ), + parserArgs=args, + outputFile="overviewData", + ) endTime = pd.Timestamp.now() diff --git a/p6/utils/data.py b/p6/utils/data.py index cdcc449..28b44ab 100644 --- a/p6/utils/data.py +++ b/p6/utils/data.py @@ -19,6 +19,7 @@ DATA_OUTPUT_DIR = os.getenv("DATA_OUTPUT_DIR") RATIOS_DIR_NAME = "ratios" LINKS_DIR_NAME = "links" +IMPROVED_PATHS_DIR_NAME = "improved_paths" CPU_THREADS = os.getenv("CPU_THREADS") if CPU_THREADS is not None and CPU_THREADS.isdigit() and int(CPU_THREADS) > 0: @@ -217,7 +218,7 @@ def readTraffic(day): return traffic -def readRatios(date, type, dayNum, hour): +def readPathRatios(date, dayNum, hour, type=None): """ Reads the path ratios from the dataset and returns a dictionary with the ratios grouped by timestamp and flowName. @@ -238,25 +239,43 @@ def readRatios(date, type, dayNum, hour): """ try: - ratios = {} + + if type is None: + type = "paths" + + pathRatios = {} dataRatios = pd.read_csv( f"{DATA_OUTPUT_DIR}/day{dayNum}/{RATIOS_DIR_NAME}/{type}/{date}_{hour}_ratios.csv", names=["flowName", "path", "ratio"], engine="pyarrow", + skiprows=1, ) - dataRatios.set_index(["flowName", "path"], inplace=True) - ratios = dataRatios.to_dict()["ratio"] + # Create a dictionary to hold the path ratios + pathRatios = {} + + # Iterate over the rows of the DataFrame and populate the dictionary + for _, row in dataRatios.iterrows(): + flowName = row["flowName"] + path = row["path"] + ratio = row["ratio"] + + # If the flowName is not already in the dictionary, add it + if flowName not in pathRatios: + pathRatios[flowName] = {} + + # Add the path and ratio to the nested dictionary for the flowName + pathRatios[flowName][path] = ratio logger.info( - f"Finished reading day{dayNum} {type} ratios ({date}_{hour}), number of groups: {str(len(ratios))}" + f"Finished reading day{dayNum} {type} ratios ({date}_{hour}), number of groups: {str(len(pathRatios))}" ) except Exception as e: logger.error(f"Error reading ratios: {e}") sys.exit(1) - return ratios + return pathRatios def writeDataToFile(data, outputFile, parserArgs): @@ -283,6 +302,12 @@ def writeDataToFile(data, outputFile, parserArgs): if parserArgs.use_ratios: day, ratioType, date = parserArgs.use_ratios filePath = f"{dayOutputDir}/{timestamp}_{parserArgs.model_type}_using_ratios_day{day}_{date}_{ratioType}.csv" + elif parserArgs.use_paths: + day, date, useratios = parserArgs.use_paths + if useratios == "True": + filePath = f"{dayOutputDir}/{timestamp}_{parserArgs.model_type}_using_paths_and_ratios_day{day}_{date}.csv" + else: + filePath = f"{dayOutputDir}/{timestamp}_{parserArgs.model_type}_using_paths_day{day}_{date}_{useratios}.csv" else: filePath = f"{dayOutputDir}/{timestamp}_{parserArgs.model_type}.csv" case "ratioData": @@ -292,7 +317,11 @@ def writeDataToFile(data, outputFile, parserArgs): os.makedirs(ratiosDir) time = data["timestamp"][0][4:-6] data.drop(["timestamp"], axis=1, inplace=True) - filePath = f"{ratiosDir}/{timestamp}_{time}_ratios.csv" + if parserArgs.improve_worst_flows: + percentageImproved = parserArgs.improve_worst_flows + filePath = f"{ratiosDir}/{timestamp}_{time}_ratios_improved_for_worst_{percentageImproved}%.csv" + else: + filePath = f"{ratiosDir}/{timestamp}_{time}_ratios.csv" case "linkData": linksDir = f"{dayOutputDir}/{LINKS_DIR_NAME}/{parserArgs.model_type}" if not os.path.exists(linksDir): @@ -300,6 +329,14 @@ def writeDataToFile(data, outputFile, parserArgs): time = (data["timestamp"][0][:3] + data["timestamp"][0][4:-6]).lower() filePath = f"{linksDir}/{timestamp}_{time}_links.csv" + case "improvedPathsData": + improvedPercentage = parserArgs.improve_worst_flows * 100 + pathsDir = f"{dayOutputDir}/{IMPROVED_PATHS_DIR_NAME}/{parserArgs.model_type}/{improvedPercentage}%" + if not os.path.exists(pathsDir): + os.makedirs(pathsDir) + time = data["timestamp"][0][4:-6] + filePath = f"{pathsDir}/{timestamp}_{time}_improved_links.csv" + # maybe remove header!!!!!!!!!!!!!!!!!! case _: raise ValueError(f"Invalid output file: {outputFile}") diff --git a/p6/utils/network.py b/p6/utils/network.py index 8385f60..7202932 100644 --- a/p6/utils/network.py +++ b/p6/utils/network.py @@ -14,3 +14,18 @@ def getLinksFromFlow(flow): links.append(linkName) return links + + +def getLinksFromPath(path_str): + """ + Given a path as a string of nodes separated by semicolons, return a list of link strings representing the connections between the nodes. + + Example: + Input: 'R1004;R1993;R1321;R1010' + Output: ['R1004;R1993', 'R1993;R1321', 'R1321;R1010'] + """ + # Split the path string into a list of nodes + nodes = path_str.split(";") + # Create links as strings of consecutive nodes separated by a semicolon + links = [nodes[i] + ";" + nodes[i + 1] for i in range(len(nodes) - 1)] + return links diff --git a/test.py b/test.py index 4f612c8..f90e124 100644 --- a/test.py +++ b/test.py @@ -1,171 +1,61 @@ import os -import gurobipy as gp +import sys import pandas as pd +import multiprocessing as mp -from dotenv import load_dotenv from p6.utils import log -from p6.utils import data as dataUtils - +from functools import partial +from datetime import datetime +from dotenv import load_dotenv +from matplotlib import pyplot as plt -logger = log.setupCustomLogger(__name__) load_dotenv("variables.env") +logger = log.setupCustomLogger(__name__) -options = { - "WLSACCESSID": os.getenv("WLSACCESSID"), - "WLSSECRET": os.getenv("WLSSECRET"), - "LICENSEID": int(os.getenv("LICENSEID")), -} - -# def test(): -def optMC(parserArgs, links, flowTraffic, timestamp): - with gp.Env(params=options) as env, gp.Model(env=env) as m: - m = gp.Model("netflow", env=env) - # example of link data - # links = { - # "A;B": {"capacity": 100}, - # "A;C": {"capacity": 80}, - # "B;D": {"capacity": 140}, - # "B;E": {"capacity": 120}, - # "C;F": {"capacity": 70}, - # "D;G": {"capacity": 120}, - # "E;G": {"capacity": 120}, - # "F;G": {"capacity": 120}, - # "X;C": {"capacity": 100}, - # "X;Y": {"capacity": 100}, - # "Y;F": {"capacity": 100}, - # } - - links = { - "R1000;R1002": {"capacity": 100}, - "R1000;R1003": {"capacity": 80}, - "R1002;R2000": {"capacity": 140}, - "R1002;R2001": {"capacity": 120}, - "R1003;R2002": {"capacity": 70}, - "R2000;R3696": {"capacity": 120}, - "R2001;R3696": {"capacity": 120}, - "R2002;R3696": {"capacity": 120}, - "R1111;R1003": {"capacity": 100}, - "R1111;R4040": {"capacity": 100}, - "R4040;R2002": {"capacity": 100}, - "R5000;R7000": {"capacity": 100}, - "R5000;R7001": {"capacity": 80}, - "R7000;R8000": {"capacity": 140}, - "R7000;R8001": {"capacity": 120}, - "R7001;R8002": {"capacity": 70}, - } - - # example of traffic - flowTraffic = { - "R1000;R3696": 120, - "R1111;R3696": 100, - } - - nodes = [] - edges = [] - logger.info(f"processing links: {len(links):,}") - for link in links: - split = link.split(";") - edges.append((split[0], split[1])) - - if split[0] not in nodes: - nodes.append(split[0]) - if split[1] not in nodes: - nodes.append(split[1]) - - traffic = {} - logger.info(f"processing traffic: {len(flowTraffic):,}") - for flow in flowTraffic: - split = flow.split(";") - traffic[flow, split[0]] = flowTraffic[flow] - traffic[flow, split[1]] = -flowTraffic[flow] - - - utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") - m.setObjective( - gp.quicksum((utilization[link] ** 2 for link in links)), - gp.GRB.MINIMIZE, - ) - - - logger.info(f"processing flowVars: {(len(flowTraffic) * len(edges)):,}") - logger.info("crazy that its so much!!11 ๐Ÿ˜ณ ๐Ÿ˜ณ") - flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") - - m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") - - m.addConstrs( - ( - flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") - if (flow, node) in traffic - else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") - for flow in flowTraffic - for node in nodes - ), - "flow", - ) +DATASET_PATH = os.getenv("DATASET_PATH") +DATASET_PATHS_PREFIX = os.getenv("DATASET_PATHS_PREFIX") +DATASET_TRAFFIC_PREFIX = os.getenv("DATASET_TRAFFIC_PREFIX") +DATASET_LINKS_NAME = os.getenv("DATASET_LINKS_NAME") - # Constraints to set the flow through each link as the sum of flows for all traffic pairs - for start, end in edges: - linkFlow = gp.quicksum(flowVars[flow, start, end] - for flow in flowTraffic - if (flow, start, end) in flowVars) - - m.addConstr( - linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], - f"util_{start};{end}", - ) +DATA_OUTPUT_DIR = os.getenv("DATA_OUTPUT_DIR") +RATIOS_DIR_NAME = "ratios" +LINKS_DIR_NAME = "links" - m.write("netflow.lp") - m.optimize() +dayNum = 2 +date = "20240517" +type = "squared" - # Example usage after optimization - if m.Status == gp.GRB.OPTIMAL: - solution = m.getAttr("X", flowVars) - flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} - - # Calculate ratios for all flows - all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) - - print(all_paths_with_ratios) - - #write data to file - #if file exists remove it - if os.path.exists("ratioData.csv"): - os.remove("ratioData.csv") - - pd.DataFrame(all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"]).to_csv("ratioData.csv", index=False) - return +# Assuming the data is in CSV format and stored in 'data1.csv' and 'data2.csv' +data1 = pd.read_csv(f"{DATA_OUTPUT_DIR}/day{dayNum}/{date}_{type}.csv"), +data2 = pd.read_csv(f"{DATA_OUTPUT_DIR}/day{dayNum}/{date}_{type}.csv"), +# Convert timestamps to a format that can be easily plotted +data1['timestamp'] = pd.to_datetime(data1['timestamp'], format='Wed %H:%M:%S').dt.time +data2['timestamp'] = pd.to_datetime(data2['timestamp'], format='Wed %H:%M:%S').dt.time -def find_paths(flow_values, flowName, source, target): - def recurse(node, path, flow): - if node == target: - return [(path, flow)] - paths = [] - for (f_id, start, end), f in flow_values.items(): - if start == node and f_id == flowName: - new_flow = min(flow, f) if flow is not None else f - sub_paths = recurse(end, path + [end], new_flow) - for sub_path, sub_flow in sub_paths: - if sub_flow > 0: - paths.append((sub_path, sub_flow)) - return paths +# Plotting the data +plt.figure(figsize=(10, 5)) - return recurse(source, [source], None) +# Plot min_util +plt.plot(data1['timestamp'], data1['min_util'], label='Min Util File 1', marker='o') +plt.plot(data2['timestamp'], data2['min_util'], label='Min Util File 2', marker='o') +# Plot max_util +plt.plot(data1['timestamp'], data1['max_util'], label='Max Util File 1', marker='s') +plt.plot(data2['timestamp'], data2['max_util'], label='Max Util File 2', marker='s') -# Function to calculate ratios for all paths -def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): - all_paths_with_ratios = [] - for flow_id, flow_amount in flowTraffic.items(): - source, target = flow_id.split(";") - paths = find_paths(flow_values, flow_id, source, target) - total_flow = sum(flow for _, flow in paths) - # Ensure each path has its own flowName - for path, flow in paths: - all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) - return all_paths_with_ratios +# Plot avg_util +plt.plot(data1['timestamp'], data1['avg_util'], label='Avg Util File 1', linestyle='--') +plt.plot(data2['timestamp'], data2['avg_util'], label='Avg Util File 2', linestyle='--') +# Adding labels and title +plt.xlabel('Timestamp') +plt.ylabel('Utilization') +plt.title('Comparison of Utilization Data') +plt.legend() +plt.xticks(rotation=45) +plt.tight_layout() -optMC(None, None, None, "Tue 00:00:00") \ No newline at end of file +# Show the plot +plt.show() diff --git a/test2.py b/test2.py deleted file mode 100644 index 6c1c8da..0000000 --- a/test2.py +++ /dev/null @@ -1,194 +0,0 @@ -import os -import gurobipy as gp -import pandas as pd -from collections import deque - -from dotenv import load_dotenv -from p6.utils import log -from p6.utils import data as dataUtils - - -logger = log.setupCustomLogger(__name__) -load_dotenv("variables.env") - -options = { - "WLSACCESSID": os.getenv("WLSACCESSID"), - "WLSSECRET": os.getenv("WLSSECRET"), - "LICENSEID": int(os.getenv("LICENSEID")), -} - -def find_reachable_nodes(graph, source): - visited = set() - queue = deque([source]) - reachable_nodes = set() - - while queue: - node = queue.popleft() - if node not in visited: - visited.add(node) - reachable_nodes.add(node) - for neighbor in graph[node]: - if neighbor not in visited: - queue.append(neighbor) - return reachable_nodes - -def build_graph(edges): - graph = {} - for start, end in edges: - if start not in graph: - graph[start] = [] - if end not in graph: - graph[end] = [] - graph[start].append(end) - graph[end].append(start) - return graph - - -def optMC(parserArgs, links, flowTraffic, timestamp): - with gp.Env(params=options) as env, gp.Model(env=env) as m: - m = gp.Model("netflow", env=env) - - links = { - "R1000;R1002": {"capacity": 100}, #A:B - "R1000;R1003": {"capacity": 80}, #A:C - "R1002;R2000": {"capacity": 140}, #B:D - "R1002;R2001": {"capacity": 120}, #B:E - "R1003;R2002": {"capacity": 70}, #C:F - "R2000;R3696": {"capacity": 120}, #D:G - "R2001;R3696": {"capacity": 120}, #E:G - "R2002;R3696": {"capacity": 120}, #F:G - "R1111;R1003": {"capacity": 100}, #X:C - "R1111;R4040": {"capacity": 100}, #X:Y - "R4040;R2002": {"capacity": 100}, #Y:F - "R5000;R7000": {"capacity": 100}, - "R5000;R7001": {"capacity": 80}, - "R7000;R8000": {"capacity": 140}, - "R7000;R8001": {"capacity": 120}, - "R7001;R8002": {"capacity": 70}, - } - - flowTraffic = { - "R1000;R3696": 120, - "R1111;R3696": 100, - } - - # Convert link keys to a list of tuples (start, end) - edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] - graph = build_graph(edges) - - # Find reachable nodes for each node in the graph - reachable_nodes = {node: find_reachable_nodes(graph, node) for node in graph} - nodes = [] - edges = [] - for link in links: - split = link.split(";") - edges.append((split[0], split[1])) - - if split[0] not in nodes: - nodes.append(split[0]) - if split[1] not in nodes: - nodes.append(split[1]) - - print(edges) - - print("-----") - - print(reachable_nodes) - - - return - - traffic = {} - logger.info(f"processing traffic: {len(flowTraffic):,}") - for flow in flowTraffic: - split = flow.split(";") - traffic[flow, split[0]] = flowTraffic[flow] - traffic[flow, split[1]] = -flowTraffic[flow] - - - utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") - m.setObjective( - gp.quicksum((utilization[link] ** 2 for link in links)), - gp.GRB.MINIMIZE, - ) - - flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") - - m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") - - m.addConstrs( - ( - flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") - if (flow, node) in traffic - else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") - for flow in flowTraffic - for node in nodes - ), - "flow", - ) - - # Constraints to set the flow through each link as the sum of flows for all traffic pairs - for start, end in edges: - linkFlow = gp.quicksum(flowVars[flow, start, end] - for flow in flowTraffic - if (flow, start, end) in flowVars) - - m.addConstr( - linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], - f"util_{start};{end}", - ) - - m.write("netflow.lp") - m.optimize() - - # Example usage after optimization - if m.Status == gp.GRB.OPTIMAL: - solution = m.getAttr("X", flowVars) - flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} - - # Calculate ratios for all flows - all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) - - print(all_paths_with_ratios) - - #write data to file - #if file exists remove it - if os.path.exists("ratioDataOptimized.csv"): - os.remove("ratioDataOptimized.csv") - - pd.DataFrame(all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"]).to_csv("ratioDataOptimized.csv", index=False) - - - return - - -def find_paths(flow_values, flowName, source, target): - def recurse(node, path, flow): - if node == target: - return [(path, flow)] - paths = [] - for (f_id, start, end), f in flow_values.items(): - if start == node and f_id == flowName: - new_flow = min(flow, f) if flow is not None else f - sub_paths = recurse(end, path + [end], new_flow) - for sub_path, sub_flow in sub_paths: - if sub_flow > 0: - paths.append((sub_path, sub_flow)) - return paths - - return recurse(source, [source], None) - - -# Function to calculate ratios for all paths -def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): - all_paths_with_ratios = [] - for flow_id, flow_amount in flowTraffic.items(): - source, target = flow_id.split(";") - paths = find_paths(flow_values, flow_id, source, target) - total_flow = sum(flow for _, flow in paths) - # Ensure each path has its own flowName - for path, flow in paths: - all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) - return all_paths_with_ratios - -optMC(None, None, None, "Tue 00:00:00") \ No newline at end of file diff --git a/test3.py b/test3.py deleted file mode 100644 index ada23cc..0000000 --- a/test3.py +++ /dev/null @@ -1,194 +0,0 @@ -import os -import gurobipy as gp -import pandas as pd -from collections import deque - -from dotenv import load_dotenv -from p6.utils import log -from p6.utils import data as dataUtils - - -logger = log.setupCustomLogger(__name__) -load_dotenv("variables.env") - -options = { - "WLSACCESSID": os.getenv("WLSACCESSID"), - "WLSSECRET": os.getenv("WLSSECRET"), - "LICENSEID": int(os.getenv("LICENSEID")), -} - -def find_reachable_nodes(graph, source, max_depth): - visited = set() - queue = deque([(source, 0)]) # Queue now stores tuples of (node, depth) - reachable_nodes = set() - reachable_edges = [] - - while queue: - node, depth = queue.popleft() - if node not in visited and depth <= max_depth: - visited.add(node) - reachable_nodes.add(node) - if depth < max_depth: # Only add neighbors if within max_depth - for neighbor in graph[node]: - if neighbor not in visited: - queue.append((neighbor, depth + 1)) # Increment depth - reachable_edges.append((node, neighbor)) # Add the edge to the list - return reachable_nodes, reachable_edges - -def build_graph(edges): - graph = {} - for start, end in edges: - if start not in graph: - graph[start] = [] - if end not in graph: - graph[end] = [] - graph[start].append(end) - graph[end].append(start) - return graph - - -def optMC(parserArgs, links, flowTraffic, timestamp): - with gp.Env(params=options) as env, gp.Model(env=env) as m: - m = gp.Model("netflow", env=env) - - links = { - "R1000;R1002": {"capacity": 100}, #A:B - "R1000;R1003": {"capacity": 80}, #A:C - "R1002;R2000": {"capacity": 140}, #B:D - "R1002;R2001": {"capacity": 120}, #B:E - "R1003;R2002": {"capacity": 70}, #C:F - "R2000;R3696": {"capacity": 120}, #D:G - "R2001;R3696": {"capacity": 120}, #E:G - "R2002;R3696": {"capacity": 120}, #F:G - "R1111;R1003": {"capacity": 100}, #X:C - "R1111;R4040": {"capacity": 100}, #X:Y - "R4040;R2002": {"capacity": 100}, #Y:F - "R5000;R7000": {"capacity": 100}, - "R5000;R7001": {"capacity": 80}, - "R7000;R8000": {"capacity": 140}, - "R7000;R8001": {"capacity": 120}, - "R7001;R8002": {"capacity": 70}, - } - - flowTraffic = { - "R1000;R3696": 120, - "R1111;R3696": 100, - } - - edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] - graph = build_graph(edges) - nodes = list(graph.keys()) - - print(len(nodes)) - - reachable_info = {} - for node in graph: - reachable_info[node] = find_reachable_nodes(graph, node, max_depth=1000) - - reachable_nodes = {node: info[0] for node, info in reachable_info.items()} - reachable_edges = {node: info[1] for node, info in reachable_info.items()} - - #calculate how many values there are in total if you take into account all the flowTraffic and all the edges - total = 0 - for flowTrafficKey in flowTraffic: - flowTrafficKeySplit = flowTrafficKey.split(";") - total += len(reachable_edges[flowTrafficKeySplit[0]]) - - print(f"before: {len(flowTraffic) * len(edges):,} ----> after: {total:,}") - - return - - traffic = {} - logger.info(f"processing traffic: {len(flowTraffic):,}") - for flow in flowTraffic: - split = flow.split(";") - traffic[flow, split[0]] = flowTraffic[flow] - traffic[flow, split[1]] = -flowTraffic[flow] - - - utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") - m.setObjective( - gp.quicksum((utilization[link] ** 2 for link in links)), - gp.GRB.MINIMIZE, - ) - - flowVars = m.addVars(flowTraffic.keys(), edges, name="flow") - - m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") - - m.addConstrs( - ( - flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") - if (flow, node) in traffic - else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") - for flow in flowTraffic - for node in nodes - ), - "flow", - ) - - # Constraints to set the flow through each link as the sum of flows for all traffic pairs - for start, end in edges: - linkFlow = gp.quicksum(flowVars[flow, start, end] - for flow in flowTraffic - if (flow, start, end) in flowVars) - - m.addConstr( - linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], - f"util_{start};{end}", - ) - - m.write("netflow.lp") - m.optimize() - - # Example usage after optimization - if m.Status == gp.GRB.OPTIMAL: - solution = m.getAttr("X", flowVars) - flow_values = {(flow, i, j): solution[flow, i, j] for flow in flowTraffic for i, j in edges if solution[flow, i, j] > 0} - - # Calculate ratios for all flows - all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp) - - print(all_paths_with_ratios) - - #write data to file - #if file exists remove it - if os.path.exists("ratioDataOptimized.csv"): - os.remove("ratioDataOptimized.csv") - - pd.DataFrame(all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"]).to_csv("ratioDataOptimized.csv", index=False) - - - return - - -def find_paths(flow_values, flowName, source, target): - def recurse(node, path, flow): - if node == target: - return [(path, flow)] - paths = [] - for (f_id, start, end), f in flow_values.items(): - if start == node and f_id == flowName: - new_flow = min(flow, f) if flow is not None else f - sub_paths = recurse(end, path + [end], new_flow) - for sub_path, sub_flow in sub_paths: - if sub_flow > 0: - paths.append((sub_path, sub_flow)) - return paths - - return recurse(source, [source], None) - - -# Function to calculate ratios for all paths -def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): - all_paths_with_ratios = [] - for flow_id, flow_amount in flowTraffic.items(): - source, target = flow_id.split(";") - paths = find_paths(flow_values, flow_id, source, target) - total_flow = sum(flow for _, flow in paths) - # Ensure each path has its own flowName - for path, flow in paths: - all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) - return all_paths_with_ratios - -optMC(None, None, None, "Tue 00:00:00") \ No newline at end of file diff --git a/test4.py b/test4.py deleted file mode 100644 index 7cc3980..0000000 --- a/test4.py +++ /dev/null @@ -1,286 +0,0 @@ -import os -import gurobipy as gp -import pandas as pd -from collections import deque - -from dotenv import load_dotenv -from p6.utils import log -from p6.utils import data as dataUtils - - -logger = log.setupCustomLogger(__name__) -load_dotenv("variables.env") - -options = { - "WLSACCESSID": os.getenv("WLSACCESSID"), - "WLSSECRET": os.getenv("WLSSECRET"), - "LICENSEID": int(os.getenv("LICENSEID")), -} - -def find_reachable_nodes(graph, source, max_depth): - visited = set() - queue = deque([(source, 0)]) # Queue now stores tuples of (node, depth) - reachable_nodes = set() - reachable_edges = [] - - while queue: - node, depth = queue.popleft() - if node not in visited and depth <= max_depth: - visited.add(node) - reachable_nodes.add(node) - if depth < max_depth: # Only add neighbors if within max_depth - for neighbor in graph[node]: - if neighbor not in visited: - queue.append((neighbor, depth + 1)) # Increment depth - reachable_edges.append((node, neighbor)) # Add the edge to the list - return reachable_nodes, reachable_edges - -def build_graph(edges): - graph = {} - for start, end in edges: - if start not in graph: - graph[start] = [] - if end not in graph: - graph[end] = [] - graph[start].append(end) - graph[end].append(start) - return graph - - -def optMC(parserArgs, links, flowTraffic, timestamp): - with gp.Env(params=options) as env, gp.Model(env=env) as m: - m = gp.Model("netflow", env=env) - # example of link data - # links = { - # "A;B": {"capacity": 100}, - # "A;C": {"capacity": 80}, - # "B;D": {"capacity": 140}, - # "B;E": {"capacity": 120}, - # "C;F": {"capacity": 70}, - # "D;G": {"capacity": 120}, - # "E;G": {"capacity": 120}, - # "F;G": {"capacity": 120}, - # "X;C": {"capacity": 100}, - # "X;Y": {"capacity": 100}, - # "Y;F": {"capacity": 100}, - # } - - # links = { - # "R1000;R1002": {"capacity": 100}, - # "R1000;R1003": {"capacity": 80}, - # "R1002;R2000": {"capacity": 140}, - # "R1002;R2001": {"capacity": 120}, - # "R1003;R2002": {"capacity": 70}, - # "R2000;R3696": {"capacity": 120}, - # "R2001;R3696": {"capacity": 120}, - # "R2002;R3696": {"capacity": 120}, - # "R1111;R1003": {"capacity": 100}, - # "R1111;R4040": {"capacity": 100}, - # "R4040;R2002": {"capacity": 100}, - # } - - # flowTraffic = { - # "R1000;R3696": 120, - # "R1111;R3696": 100, - # } - - flowTraffic = { - "A;G": 100, - "X;G": 100, - } - - # edges = [(start, end) for start, end in (link.split(';') for link in links.keys())] - # graph = build_graph(edges) - # nodes = list(graph.keys()) - - # reachable_info = {} - # for node in graph: - # reachable_info[node] = find_reachable_nodes(graph, node, max_depth=1000) - - # reachable_nodes = {node: info[0] for node, info in reachable_info.items()} - # reachable_edges = {node: info[1] for node, info in reachable_info.items()} - - # traffic = {} - # logger.info(f"processing traffic: {len(flowTraffic):,}") - # for flow in flowTraffic: - # split = flow.split(";") - # traffic[flow, split[0]] = flowTraffic[flow] - # traffic[flow, split[1]] = -flowTraffic[flow] - - m.setParam("logFile", "gurobi.log") - - nodes = [] - edges = [] - for link in links: - split = link.split(";") - edges.append((split[0], split[1])) - - if split[0] not in nodes: - nodes.append(split[0]) - if split[1] not in nodes: - nodes.append(split[1]) - - traffic = {} - - sorted_flowTraffic = sorted(flowTraffic.items(), key=lambda item: item[1], reverse=True) - total_demand = sum(flowTraffic.values()) - percentage = 1 - demand_threshold = total_demand * percentage - cumulative_demand = 0 - significant_flowTraffic = {} - for flow, value in sorted_flowTraffic: - if cumulative_demand <= demand_threshold: - significant_flowTraffic[flow] = value - cumulative_demand += value - else: - break # Stop adding values once the threshold is reached - - for flow in significant_flowTraffic: - split = flow.split(";") - traffic[flow, split[0]] = significant_flowTraffic[flow] - traffic[flow, split[1]] = -significant_flowTraffic[flow] - - - utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") - m.setObjective( - gp.quicksum((utilization[link] ** 2 for link in links)), - gp.GRB.MINIMIZE, - ) - - logger.info(f"adding vars for flow: {len(significant_flowTraffic):,} and edges: {len(edges):,} so {len(significant_flowTraffic) * len(edges):,} flowVars in total") - - flowVars = m.addVars(significant_flowTraffic.keys(), edges, name="flow") - - logger.info(f"adding capacity constraints for {len(edges):,} edges") - - m.addConstrs((flowVars.sum("*", start, end) <= links[start+";"+end]["capacity"] for start, end in edges), "cap") - - logger.info(f"adding flow constraints for {len(significant_flowTraffic):,} flows and {len(nodes):,} nodes") - - m.addConstrs( - ( - flowVars.sum(flow, "*", node) + traffic[flow, node] == flowVars.sum(flow, node, "*") - if (flow, node) in traffic - else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") - for flow in significant_flowTraffic - for node in nodes - ), - "flow", - ) - - logger.info(f"adding utilization constraints for {len(edges):,} edges") - - # Constraints to set the flow through each link as the sum of flows for all traffic pairs - for start, end in edges: - linkFlow = gp.quicksum(flowVars[flow, start, end] - for flow in significant_flowTraffic - if (flow, start, end) in flowVars) - - m.addConstr( - linkFlow == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], - f"util_{start};{end}", - ) - - m.write("netflow.lp") - m.optimize() - - # Define the threshold percentage (e.g., 10%) - threshold_percentage = 0.01 - - if m.Status == gp.GRB.OPTIMAL: - solution = m.getAttr("X", flowVars) - flow_values = {(flow, i, j): solution[flow, i, j] for flow in significant_flowTraffic for i, j in edges if solution[flow, i, j] > 0} - - unique_flows = set() - - # New dictionary to hold the threshold values for each flow - threshold_values = {flow: flowTraffic[flow] * threshold_percentage for flow in flowTraffic} - - new_flow_values = {} - for (flow, start, end), value in flow_values.items(): - # Get the threshold value for the current flow - current_threshold_value = threshold_values[flow] - print(f"Flow: {flow}, FlowValue: {significant_flowTraffic[flow]}, Threshold: {current_threshold_value}") - - # Compare each flow value with its corresponding threshold value - if value >= current_threshold_value: - # Check if the flow is unique and print it - if flow not in unique_flows: - print(f"Flow: {flow}, FlowValue: {significant_flowTraffic[flow]}, Threshold: {current_threshold_value}") - unique_flows.add(flow) - new_flow_values[(flow, start, end)] = value - - logger.info(f"Unique flows: {len(unique_flows)}") - logger.info(f"Flow values: {len(new_flow_values)}") - - for (flow, start, end), value in new_flow_values.items(): - logger.info(f"Flow: {flow}, Start: {start}, End: {end}, Value: {value}") - - flow_values = new_flow_values - - #add flows to dictionary and write to file - # pd.DataFrame( - # flow_values.items() - # ).to_csv("flowValues.csv") - - # Calculate ratios for all flows - all_paths_with_ratios = calculate_ratios_for_all_flows(flow_values, significant_flowTraffic, timestamp) - - dataUtils.writeDataToFile( - pd.DataFrame( - all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"] - ), - "ratioData", - parserArgs, - ) - - return - - -def find_paths(flow_values, flowName, source, target): - paths = [] - queue = deque([(source, [source], float('inf'))]) - visited = set() - i = 0 - while queue: - i+=1 - if i % 10000 == 0: - logger.info(f"processed {i:,} paths out of {len(queue):,} remaining") - node, path, flow = queue.popleft() - - - if (node, flow) in visited: - continue - visited.add((node, flow)) - - if node == target: - paths.append((path, flow)) - continue - - for (flow_id, start, end), f in flow_values.items(): - if start == node and flow_id == flowName and (end, f) not in visited: - new_flow = min(flow, f) - if new_flow > 0: - queue.append((end, path + [end], new_flow)) - - return paths - - -# Function to calculate ratios for all paths -def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): - all_paths_with_ratios = [] - i = 0 - for flow_id, flow_amount in flowTraffic.items(): - i += 1 - if i % 5000 == 0: - logger.info(f"processed {i:,} flows out of {len(flowTraffic):,} remaining") - source, target = flow_id.split(";") - paths = find_paths(flow_values, flow_id, source, target) - total_flow = sum(flow for _, flow in paths) - # Ensure each path has its own flowName - for path, flow in paths: - all_paths_with_ratios.append([timestamp, flow_id, (';'.join(path)), flow / total_flow]) - return all_paths_with_ratios - - -optMC(None, None, None, "Tue 00:00:00") \ No newline at end of file diff --git a/variables.env-example b/variables.env-example index 156ce07..ace5be7 100644 --- a/variables.env-example +++ b/variables.env-example @@ -1,15 +1,18 @@ -# CPU_THREADS=1 - # Dataset variables -DATASET_PATH=../internal-dataset-week +DATASET_PATH=./internal-dataset-week DATASET_PATHS_PREFIX=flow-path-day DATASET_TRAFFIC_PREFIX=flow-traffic-day DATASET_LINKS_NAME=links AVERAGE_CAPACITY=47874 +CPU_THREADS=16 # Data output directory DATA_OUTPUT_DIR=output +RATIOS_OUTPUT_DIR=output/ratios +LINKS_OUTPUT_DIR=output/links +PATHS_OUTPUT_DIR=output/paths +OPT_MODELS_OUTPUT_DIR=output/optimization_models # Logging output directory LOGGING_DIR=log From af592dea9f72805da5f43cfb3630ab86f8c9e411 Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Sun, 19 May 2024 17:26:36 +0200 Subject: [PATCH 05/14] dont allow improving worst links with specific model --- p6/main.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/p6/main.py b/p6/main.py index 3e46e16..d7ae06e 100644 --- a/p6/main.py +++ b/p6/main.py @@ -235,6 +235,10 @@ def main(): if args.improve_worst_flows: percentageToBeImproved = args.improve_worst_flows + if args.model_type == CalcType.PATHS.value: + parser.error( + "Cannot improve worst flows with the specified model type." + ) if percentageToBeImproved < 0 or percentageToBeImproved > 100: parser.error( "Invalid percentage value. Please use a number between 0 and 100." From 29fdc7ff4866638710044e92e7af6985ed25fc33 Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Wed, 22 May 2024 14:46:48 +0200 Subject: [PATCH 06/14] fix average util --- p6/linear_optimization/optimizer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/p6/linear_optimization/optimizer.py b/p6/linear_optimization/optimizer.py index acf4df2..b99afb1 100644 --- a/p6/linear_optimization/optimizer.py +++ b/p6/linear_optimization/optimizer.py @@ -71,7 +71,7 @@ def runLinearOptimizationModel( utilization = m.addVars(links, vtype=GRB.CONTINUOUS, name="Utilization") m.setObjective( gp.quicksum( - (utilization[link] / links[link]["capacity"] for link in links) + (utilization[link] for link in links) ), GRB.MINIMIZE, ) From 86403d218cedc4f02c3cb84fcef047d635cf1814 Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Mon, 27 May 2024 08:21:41 +0200 Subject: [PATCH 07/14] MCFP and Ratios test files --- test.py | 269 +++++++++++++++++++++++++++++++++++++++++-------- test2.py | 297 +++++++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 524 insertions(+), 42 deletions(-) create mode 100644 test2.py diff --git a/test.py b/test.py index f90e124..d02ec7b 100644 --- a/test.py +++ b/test.py @@ -1,61 +1,246 @@ +from datetime import datetime import os -import sys import pandas as pd -import multiprocessing as mp +import gurobipy as gp +import argparse -from p6.utils import log -from functools import partial -from datetime import datetime +from gurobipy import GRB from dotenv import load_dotenv -from matplotlib import pyplot as plt -load_dotenv("variables.env") +from p6.calc_type_enum import CalcType +from p6.utils import log +from p6.utils import data as dataUtils + logger = log.setupCustomLogger(__name__) -DATASET_PATH = os.getenv("DATASET_PATH") -DATASET_PATHS_PREFIX = os.getenv("DATASET_PATHS_PREFIX") -DATASET_TRAFFIC_PREFIX = os.getenv("DATASET_TRAFFIC_PREFIX") -DATASET_LINKS_NAME = os.getenv("DATASET_LINKS_NAME") +load_dotenv("variables.env") DATA_OUTPUT_DIR = os.getenv("DATA_OUTPUT_DIR") -RATIOS_DIR_NAME = "ratios" -LINKS_DIR_NAME = "links" +OPT_MODELS_OUTPUT_DIR = "optimization_models" + +# Environment gurobi license variables +options = { + "WLSACCESSID": os.getenv("WLSACCESSID"), + "WLSSECRET": os.getenv("WLSSECRET"), + "LICENSEID": int(os.getenv("LICENSEID")), +} + + +def runLinearOptimizationModel( + parserArgs, links, flows, traffic, timestamp, savelp=True +): + """ + Runs the linear optimization model to calculate the link utilization and the average link utilization. + + ### Parameters: + ---------- + #### model: string + The optimization model to run, can be 'averageUtilization', 'maxUtilization', or 'squared'. + + #### links: dict + The links in the network, indexed by linkName. + + #### paths: dict + The paths for each source-destination pair, with the paths split into a list of paths. + + #### traffic: dict + The traffic for each source-destination pair. + + ### Returns: + ---------- + The total link utilization, the average link utilization, and the link utilization for each link. + """ + logger.info("Started running linear optimization model...") + model = CalcType.SQUARED.value + + # example of link data + # links = { + # "A;B": {"capacity": 100, "listFlows": ["A;G"]}, + # "A;C": {"capacity": 80, "listFlows": ["A;G"]}, + # "B;D": {"capacity": 140, "listFlows": ["A;G"]}, + # "B;E": {"capacity": 120, "listFlows": ["A;G"]}, + # "C;F": {"capacity": 70, "listFlows": ["A;G", "X;G"]}, + # "D;G": {"capacity": 120, "listFlows": ["A;G"]}, + # "E;G": {"capacity": 120, "listFlows": ["A;G"]}, + # "F;G": {"capacity": 120, "listFlows": ["A;G", "X;G"]}, + # "X;C": {"capacity": 100, "listFlows": ["X;G"]}, + # "X;Y": {"capacity": 100, "listFlows": ["X;G"]}, + # "Y;F": {"capacity": 100, "listFlows": ["X;G"]}, + # } + + # flows = { + # "A;G": ['A;B;D;G', 'A;B;E;G', 'A;C;F;G'], + # "X;G": ['X;C;F;G', 'X;Y;F;G'], + # } + + # traffic = { + # "A;G": 50, + # "X;G": 75, + # } + + links = { + "A;B": {"capacity": 100, "listFlows": ["A;G"]}, + "A;C": {"capacity": 100, "listFlows": ["A;G"]}, + "B;D": {"capacity": 100, "listFlows": ["A;G"]}, + "B;E": {"capacity": 100, "listFlows": ["A;G"]}, + "C;F": {"capacity": 100, "listFlows": ["A;G"]}, + "D;G": {"capacity": 100, "listFlows": ["A;G"]}, + "E;G": {"capacity": 100, "listFlows": ["A;G"]}, + "F;G": {"capacity": 100, "listFlows": ["A;G"]}, + } + flows = { + "A;G": ['A;B;D;G', 'A;B;E;G', 'A;C;F;G'], + } + + traffic = { + "A;G": 100, + } + + + with gp.Env(params=options) as env, gp.Model(env=env) as m: + # Create optimization model based on the input model + m = gp.Model("network_optimization", env=env) + + # Decision variables for path ratios for each source-destination pair + path_ratios = m.addVars( + [ + (sd, flows[sd][pathNum]) + for sd in flows + for pathNum in range(len(flows[sd])) + ], + vtype=GRB.CONTINUOUS, + name="PathRatios", + ) + match model: + case CalcType.AVERAGE.value: + utilization = m.addVars(links, vtype=GRB.CONTINUOUS, name="Utilization") + m.setObjective( + gp.quicksum( + (utilization[link] for link in links) + ), + GRB.MINIMIZE, + ) + case CalcType.MAX.value: + max_utilization = m.addVar(vtype=GRB.CONTINUOUS, name="MaxUtilization") + m.setObjective(max_utilization, GRB.MINIMIZE) + case CalcType.SQUARED.value: + utilization = m.addVars(links, vtype=GRB.CONTINUOUS, name="Utilization") + # make the objective function + quadObjective = sum(utilization[link] * utilization[link] for link in links) + m.setObjective(quadObjective, GRB.MINIMIZE) + case _: + raise ValueError(f"Invalid model: {model}") + + # Constraints for each link's utilization + # Consists of the sum of ratios and traffic for each path related to the link + for link in links: + link_flow = gp.quicksum( + ( + path_ratios[sd, flows[sd][pathNum]] * traffic[sd] + if link in flows[sd][pathNum] + else 0 + ) + for sd in links[link]["listFlows"] + for pathNum in range(len(flows[sd])) + ) + + m.addConstr(link_flow <= links[link]["capacity"], name=f"cap_{link}") + + match model: + case CalcType.AVERAGE.value: + m.addConstr( + link_flow == links[link]["capacity"] * utilization[link], + name=f"util_{link}", + ) + case CalcType.MAX.value: + m.addConstr( + link_flow / links[link]["capacity"] <= max_utilization, + name=f"util_{link}", + ) + case CalcType.SQUARED.value: + m.addConstr( + link_flow == links[link]["capacity"] * utilization[link], + name=f"util_{link}", + ) + case _: + raise ValueError(f"Invalid model: {model}") + + for sd in traffic: + m.addConstr(path_ratios.sum(sd, "*") == 1, name=f"traffic_split_{sd}") -dayNum = 2 -date = "20240517" -type = "squared" + if savelp: + ts = datetime.now().strftime("%Y%m%d") + time = (timestamp[:3] + timestamp[4:-6]).lower() + m.write(f"{model}_for_emulio.lp") + logger.info("Started optimization...") + m.optimize() + logger.info("Finished optimization") -# Assuming the data is in CSV format and stored in 'data1.csv' and 'data2.csv' -data1 = pd.read_csv(f"{DATA_OUTPUT_DIR}/day{dayNum}/{date}_{type}.csv"), -data2 = pd.read_csv(f"{DATA_OUTPUT_DIR}/day{dayNum}/{date}_{type}.csv"), + # Output the results + ratioData = [] + if m.status == GRB.OPTIMAL: + print("HEEERES") + # debug and save optimal path ratios + for sd in flows: + print("here") + logger.debug(f"Optimal path ratios for {sd}:") + for pathNum in range(len(flows[sd])): + ratioData.append( + [ + timestamp, + sd, + flows[sd][pathNum], + path_ratios[sd, flows[sd][pathNum]].x, + ] + ) + logger.info( + f" Path {pathNum}: {path_ratios[sd, flows[sd][pathNum]].x * 100} %" + ) + #calculate link utilization over every link + for link in links: + link_flow = sum( + ( + path_ratios[sd, flows[sd][pathNum]].x * traffic[sd] + if link in flows[sd][pathNum] + else 0 + ) + for sd in links[link]["listFlows"] + for pathNum in range(len(flows[sd])) + ) + logger.info(f"Link {link} utilization: {link_flow / links[link]['capacity'] * 100} %") + -# Convert timestamps to a format that can be easily plotted -data1['timestamp'] = pd.to_datetime(data1['timestamp'], format='Wed %H:%M:%S').dt.time -data2['timestamp'] = pd.to_datetime(data2['timestamp'], format='Wed %H:%M:%S').dt.time + #print to file + df = pd.DataFrame(ratioData, columns=["timestamp", "sd", "path", "ratio"]) + df.to_csv(f"test.csv", index=False) -# Plotting the data -plt.figure(figsize=(10, 5)) + # Calculate link utilization + utils = {} -# Plot min_util -plt.plot(data1['timestamp'], data1['min_util'], label='Min Util File 1', marker='o') -plt.plot(data2['timestamp'], data2['min_util'], label='Min Util File 2', marker='o') + for link in links: + link_flow = sum( + ( + path_ratios[sd, flows[sd][pathNum]].x * traffic[sd] + if link in flows[sd][pathNum] + else 0 + ) + for sd in links[link]["listFlows"] + for pathNum in range(len(flows[sd])) + ) -# Plot max_util -plt.plot(data1['timestamp'], data1['max_util'], label='Max Util File 1', marker='s') -plt.plot(data2['timestamp'], data2['max_util'], label='Max Util File 2', marker='s') + utils[link] = link_flow / links[link]["capacity"] * 100 -# Plot avg_util -plt.plot(data1['timestamp'], data1['avg_util'], label='Avg Util File 1', linestyle='--') -plt.plot(data2['timestamp'], data2['avg_util'], label='Avg Util File 2', linestyle='--') + return utils + elif m.status == GRB.INFEASIBLE: + logger.error("Model is infeasible") + m.computeIIS() + logger.error("The following constraints cannot be satisfied:") + for c in m.getConstrs(): + if c.IISConstr: + logger.error(c.constrName) + else: + logger.error("Optimization ended with status %d" % m.status) -# Adding labels and title -plt.xlabel('Timestamp') -plt.ylabel('Utilization') -plt.title('Comparison of Utilization Data') -plt.legend() -plt.xticks(rotation=45) -plt.tight_layout() +runLinearOptimizationModel(None, None, None, None, "Tue 00:00:00", True) -# Show the plot -plt.show() diff --git a/test2.py b/test2.py new file mode 100644 index 0000000..ae04917 --- /dev/null +++ b/test2.py @@ -0,0 +1,297 @@ +import os +import gurobipy as gp +import pandas as pd +from collections import deque + +from dotenv import load_dotenv +from p6.utils import log +from p6.utils import data as dataUtils + + +logger = log.setupCustomLogger(__name__) +load_dotenv("variables.env") + +options = { + "WLSACCESSID": os.getenv("WLSACCESSID"), + "WLSSECRET": os.getenv("WLSSECRET"), + "LICENSEID": int(os.getenv("LICENSEID")), +} + + +def find_reachable_nodes(graph, source, max_depth): + visited = set() + queue = deque([(source, 0)]) # Queue now stores tuples of (node, depth) + reachable_nodes = set() + reachable_edges = [] + + while queue: + node, depth = queue.popleft() + if node not in visited and depth <= max_depth: + visited.add(node) + reachable_nodes.add(node) + if depth < max_depth: # Only add neighbors if within max_depth + for neighbor in graph[node]: + if neighbor not in visited: + queue.append((neighbor, depth + 1)) # Increment depth + reachable_edges.append( + (node, neighbor) + ) # Add the edge to the list + return reachable_nodes, reachable_edges + + +def build_graph(edges): + graph = {} + for start, end in edges: + if start not in graph: + graph[start] = [] + if end not in graph: + graph[end] = [] + graph[start].append(end) + graph[end].append(start) + return graph + + +def optMC(parserArgs, links, flowTraffic, flows, timestamp): + with gp.Env(params=options) as env, gp.Model(env=env) as m: + m = gp.Model("netflow", env=env) + # example of link data + links = { + "A;B": {"capacity": 100}, + "A;C": {"capacity": 80}, + "B;D": {"capacity": 140}, + "B;E": {"capacity": 120}, + "C;F": {"capacity": 70}, + "D;G": {"capacity": 120}, + "E;G": {"capacity": 120}, + "F;G": {"capacity": 120}, + "X;C": {"capacity": 100}, + "X;Y": {"capacity": 100}, + "Y;F": {"capacity": 100}, + } + + # links = { + # "R1000;R1002": {"capacity": 100}, + # "R1000;R1003": {"capacity": 80}, + # "R1002;R2000": {"capacity": 140}, + # "R1002;R2001": {"capacity": 120}, + # "R1003;R2002": {"capacity": 70}, + # "R2000;R3696": {"capacity": 120}, + # "R2001;R3696": {"capacity": 120}, + # "R2002;R3696": {"capacity": 120}, + # "R1111;R1003": {"capacity": 100}, + # "R1111;R4040": {"capacity": 100}, + # "R4040;R2002": {"capacity": 100}, + # } + + # flowTraffic = { + # "R1000;R3696": 120, + # "R1111;R3696": 100, + # } + + flowTraffic = { + "A;G": 50, + "X;G": 75, + } + + m.setParam("logFile", "gurobi.log") + + nodes = [] + edges = [] + for link in links: + split = link.split(";") + edges.append((split[0], split[1])) + + if split[0] not in nodes: + nodes.append(split[0]) + if split[1] not in nodes: + nodes.append(split[1]) + + traffic = {} + sorted_flowTraffic = sorted( + flowTraffic.items(), key=lambda item: item[1], reverse=True + ) + total_demand = sum(flowTraffic.values()) + percentage = 1 + demand_threshold = total_demand * percentage + cumulative_demand = 0 + significant_flowTraffic = {} + for flow, value in sorted_flowTraffic: + if cumulative_demand <= demand_threshold: + significant_flowTraffic[flow] = value + cumulative_demand += value + else: + break # Stop adding values once the threshold is reached + + for flow in significant_flowTraffic: + split = flow.split(";") + traffic[flow, split[0]] = significant_flowTraffic[flow] + traffic[flow, split[1]] = -significant_flowTraffic[flow] + + utilization = m.addVars(links, vtype=gp.GRB.CONTINUOUS, name="Utilization") + m.setObjective( + gp.quicksum((utilization[link] ** 2 for link in links)), + gp.GRB.MINIMIZE, + ) + + logger.info( + f"adding vars for flow: {len(significant_flowTraffic):,} and edges: {len(edges):,} so {len(significant_flowTraffic) * len(edges):,} flowVars in total" + ) + + flowVars = m.addVars(significant_flowTraffic.keys(), edges, name="flow") + + logger.info(f"adding capacity constraints for {len(edges):,} edges") + + m.addConstrs( + ( + flowVars.sum("*", start, end) <= links[start + ";" + end]["capacity"] + for start, end in edges + ), + "cap", + ) + + logger.info( + f"adding flow constraints for {len(significant_flowTraffic):,} flows and {len(nodes):,} nodes" + ) + + m.addConstrs( + ( + ( + flowVars.sum(flow, "*", node) + traffic[flow, node] + == flowVars.sum(flow, node, "*") + if (flow, node) in traffic + else flowVars.sum(flow, "*", node) == flowVars.sum(flow, node, "*") + ) + for flow in significant_flowTraffic + for node in nodes + ), + "flow", + ) + + logger.info(f"adding utilization constraints for {len(edges):,} edges") + + # Constraints to set the flow through each link as the sum of flows for all traffic pairs + for start, end in edges: + linkFlow = gp.quicksum( + flowVars[flow, start, end] + for flow in significant_flowTraffic + if (flow, start, end) in flowVars + ) + + m.addConstr( + linkFlow + == utilization[f"{start};{end}"] * links[f"{start};{end}"]["capacity"], + f"util_{start};{end}", + ) + + m.write("multiCommodity.lp") + m.optimize() + m.write("multiCommodity.sol") + + + # Define the threshold percentage (e.g., 10%) + threshold_percentage = 0 + + if m.Status == gp.GRB.OPTIMAL: + solution = m.getAttr("X", flowVars) + flow_values = { + (flow, i, j): solution[flow, i, j] + for flow in significant_flowTraffic + for i, j in edges + if solution[flow, i, j] > 0 + } + + for flow, value in flow_values.items(): + logger.info(f"{flow}: {value}") + + + #print utilization + for link in utilization: + logger.info(f"{link}: {utilization[link].X}") + + + unique_flows = set() + + # New dictionary to hold the threshold values for each flow + threshold_values = { + flow: flowTraffic[flow] * threshold_percentage for flow in flowTraffic + } + + new_flow_values = {} + for (flow, start, end), value in flow_values.items(): + # Get the threshold value for the current flow + current_threshold_value = threshold_values[flow] + + # Compare each flow value with its corresponding threshold value + if value >= current_threshold_value: + # Check if the flow is unique and print it + if flow not in unique_flows: + unique_flows.add(flow) + new_flow_values[(flow, start, end)] = value + + logger.info(f"Flows before: {len(significant_flowTraffic)}") + logger.info(f"Flows after: {len(unique_flows)}") + + flow_values = new_flow_values + + # Calculate ratios for all flows + # calculate time taken to calculate ratios + startTime = pd.Timestamp.now() + all_paths_with_ratios = calculate_ratios_for_all_flows( + flow_values, significant_flowTraffic, timestamp + ) + endTime = pd.Timestamp.now() + + logger.info(f"Time taken to calculate ratios: {endTime - startTime}") + pdC = pd.DataFrame(all_paths_with_ratios, columns=["timestamp", "flowName", "path", "ratio"],), + + return + + +def find_paths(flow_values, flowName, source, target): + paths = [] + queue = deque([(source, [source], float("inf"))]) + visited = set() + i = 0 + while queue: + i += 1 + if i % 10000 == 0: + logger.info(f"processed {i:,} paths out of {len(queue):,} remaining") + node, path, flow = queue.popleft() + + if (node, flow) in visited: + continue + visited.add((node, flow)) + + if node == target: + paths.append((path, flow)) + continue + + for (flow_id, start, end), f in flow_values.items(): + if start == node and flow_id == flowName and (end, f) not in visited: + new_flow = min(flow, f) + if new_flow > 0: + queue.append((end, path + [end], new_flow)) + + return paths + + +# Function to calculate ratios for all paths +def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): + all_paths_with_ratios = [] + i = 0 + for flow_id, flow_amount in flowTraffic.items(): + i += 1 + if i % 5000 == 0: + logger.info(f"processed {i:,} flows out of {len(flowTraffic):,} remaining") + source, target = flow_id.split(";") + paths = find_paths(flow_values, flow_id, source, target) + total_flow = sum(flow for _, flow in paths) + # Ensure each path has its own flowName + for path, flow in paths: + all_paths_with_ratios.append( + [timestamp, flow_id, (";".join(path)), flow / total_flow] + ) + return all_paths_with_ratios + + +optMC(None, 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-35975,"('R2057;R1743', 'R3588', 'R1809')",0.0073603208057136035 -35976,"('R2057;R1743', 'R3655', 'R3275')",0.004839920207924418 diff --git a/test.py b/test.py index d02ec7b..fb1ac14 100644 --- a/test.py +++ b/test.py @@ -171,7 +171,7 @@ def runLinearOptimizationModel( if savelp: ts = datetime.now().strftime("%Y%m%d") time = (timestamp[:3] + timestamp[4:-6]).lower() - m.write(f"{model}_for_emulio.lp") + m.write(f"{model}_test.lp") logger.info("Started optimization...") m.optimize() @@ -180,10 +180,8 @@ def runLinearOptimizationModel( # Output the results ratioData = [] if m.status == GRB.OPTIMAL: - print("HEEERES") # debug and save optimal path ratios for sd in flows: - print("here") logger.debug(f"Optimal path ratios for {sd}:") for pathNum in range(len(flows[sd])): ratioData.append( diff --git a/test2.py b/test2.py index ae04917..d7ac20d 100644 --- a/test2.py +++ b/test2.py @@ -185,8 +185,6 @@ def optMC(parserArgs, links, flowTraffic, flows, timestamp): m.write("multiCommodity.lp") m.optimize() - m.write("multiCommodity.sol") - # Define the threshold percentage (e.g., 10%) threshold_percentage = 0 From 198c988f8e7912023db27886248905dc6b6f7232 Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Mon, 27 May 2024 10:11:01 +0200 Subject: [PATCH 10/14] Fix wip things for initial release --- p6/linear_optimization/multiCommodity.py | 105 ------------------- p6/linear_optimization/netflow.py | 125 +---------------------- p6/main.py | 57 +---------- p6/utils/data.py | 18 +--- 4 files changed, 8 insertions(+), 297 deletions(-) delete mode 100644 p6/linear_optimization/multiCommodity.py diff --git a/p6/linear_optimization/multiCommodity.py b/p6/linear_optimization/multiCommodity.py deleted file mode 100644 index 17d5c02..0000000 --- a/p6/linear_optimization/multiCommodity.py +++ /dev/null @@ -1,105 +0,0 @@ -from datetime import datetime -import os -import pandas as pd -import gurobipy as gp - -from gurobipy import GRB -from dotenv import load_dotenv - -from p6.calc_type_enum import CalcType -from p6.utils import log -from p6.utils import data as dataUtils - -logger = log.setupCustomLogger(__name__) - -load_dotenv("variables.env") - -OPT_MODELS_OUTPUT_DIR = os.getenv("OPT_MODELS_OUTPUT_DIR") - -# Environment gurobi license variables -options = { - "WLSACCESSID": os.getenv("WLSACCESSID"), - "WLSSECRET": os.getenv("WLSSECRET"), - "LICENSEID": int(os.getenv("LICENSEID")), -} - - -def runMultiCommodityOptimizer(links, traffic, timestamp): - # Assuming 'options' is defined and contains Gurobi environment options - with gp.Env(params=options) as env: - m = gp.Model("multi_commodity_network_flow", env=env) - # add log file for gurobi - m.setParam("LogFile", f"tempLogFile_{timestamp}.log") - - # Define nodes based on the unique endpoints in links - nodes = set() - for link in links.values(): - nodes.update([link["linkStart"], link["linkEnd"]]) - - # Define arcs based on the links - arcs = { - (link["linkStart"], link["linkEnd"]): link["capacity"] - for link in links.values() - } - print("HERE 1") - - # Define commodities based on the unique source-destination pairs in traffic - commodities = set(traffic.values()) - print("HERE 2") - - # print out the flow - for k in commodities: - for i, j in arcs: - print(f"flow_{k}_{i}_{j}") - print(flow[k, i, j]) - - # Decision variables for flow on arc (i, j) for commodity k - flow = m.addVars(commodities, arcs.keys(), vtype=GRB.CONTINUOUS, name="flow") - print("HERE 3") - - # Objective: Minimize the sum of flows (can be adapted to include costs if available) - - m.setObjective( - gp.quicksum(flow[k, i, j] for k in commodities for i, j in arcs), - GRB.MINIMIZE, - ) - print("HERE 4") - - # Capacity constraints for each arc - for (i, j), capacity in arcs.items(): - m.addConstr( - sum(flow[k, i, j] for k in commodities) <= capacity, name=f"cap_{i}_{j}" - ) - - print("HERE 5") - - # Flow conservation constraints for each commodity at each node - for k in commodities: - # for every 10000 flows of commoity k, write the current status - if k % 10000 == 0: - print(f"Commodity {k} out of {len(commodities)}") - for j in nodes: - inflow = gp.quicksum( - flow[k, i, j] for i, _, j in arcs if (i, j) in arcs - ) - outflow = gp.quicksum( - flow[k, j, i] for j, _, i in arcs if (j, i) in arcs - ) - # Demand is the net flow required at node j for commodity k - demand = traffic.get(k, {}).get(j, 0) - m.addConstr(inflow - outflow == demand, name=f"node_{j}_com_{k}") - - # Solve the model - m.write(f"multi_commodity_network_flow_{timestamp}.lp") - m.optimize() - - # Process the results - if m.status == GRB.OPTIMAL: - solution = m.getAttr("X", flow) - for k in commodities: - print(f"Commodity {k}:") - for i, j in arcs: - if solution[k, i, j] > 0: - print(f" Flow from {i} to {j}: {solution[k, i, j]}") - else: - print("No solution found") diff --git a/p6/linear_optimization/netflow.py b/p6/linear_optimization/netflow.py index e77f673..275ed2f 100644 --- a/p6/linear_optimization/netflow.py +++ b/p6/linear_optimization/netflow.py @@ -17,82 +17,9 @@ "LICENSEID": int(os.getenv("LICENSEID")), } - -def find_reachable_nodes(graph, source, max_depth): - visited = set() - queue = deque([(source, 0)]) # Queue now stores tuples of (node, depth) - reachable_nodes = set() - reachable_edges = [] - - while queue: - node, depth = queue.popleft() - if node not in visited and depth <= max_depth: - visited.add(node) - reachable_nodes.add(node) - if depth < max_depth: # Only add neighbors if within max_depth - for neighbor in graph[node]: - if neighbor not in visited: - queue.append((neighbor, depth + 1)) # Increment depth - reachable_edges.append( - (node, neighbor) - ) # Add the edge to the list - return reachable_nodes, reachable_edges - - -def build_graph(edges): - graph = {} - for start, end in edges: - if start not in graph: - graph[start] = [] - if end not in graph: - graph[end] = [] - graph[start].append(end) - graph[end].append(start) - return graph - - -def optMC(parserArgs, links, flowTraffic, flows, timestamp): +def optMC(parserArgs, links, flowTraffic, timestamp): with gp.Env(params=options) as env, gp.Model(env=env) as m: m = gp.Model("netflow", env=env) - # example of link data - # links = { - # "A;B": {"capacity": 100}, - # "A;C": {"capacity": 80}, - # "B;D": {"capacity": 140}, - # "B;E": {"capacity": 120}, - # "C;F": {"capacity": 70}, - # "D;G": {"capacity": 120}, - # "E;G": {"capacity": 120}, - # "F;G": {"capacity": 120}, - # "X;C": {"capacity": 100}, - # "X;Y": {"capacity": 100}, - # "Y;F": {"capacity": 100}, - # } - - # links = { - # "R1000;R1002": {"capacity": 100}, - # "R1000;R1003": {"capacity": 80}, - # "R1002;R2000": {"capacity": 140}, - # "R1002;R2001": {"capacity": 120}, - # "R1003;R2002": {"capacity": 70}, - # "R2000;R3696": {"capacity": 120}, - # "R2001;R3696": {"capacity": 120}, - # "R2002;R3696": {"capacity": 120}, - # "R1111;R1003": {"capacity": 100}, - # "R1111;R4040": {"capacity": 100}, - # "R4040;R2002": {"capacity": 100}, - # } - - # flowTraffic = { - # "R1000;R3696": 120, - # "R1111;R3696": 100, - # } - - # flowTraffic = { - # "A;G": 100, - # "X;G": 100, - # } - m.setParam("logFile", "gurobi.log") nodes = [] @@ -111,10 +38,7 @@ def optMC(parserArgs, links, flowTraffic, flows, timestamp): flowTraffic.items(), key=lambda item: item[1], reverse=True ) total_demand = sum(flowTraffic.values()) - if not parserArgs.improve_worst_flows: - percentage = 0.5 - else: - percentage = 1 + percentage = 0.2 #TODO: Add this as a parameter demand_threshold = total_demand * percentage cumulative_demand = 0 significant_flowTraffic = {} @@ -186,7 +110,7 @@ def optMC(parserArgs, links, flowTraffic, flows, timestamp): f"util_{start};{end}", ) - m.write("netflow.lp") + m.write("multiCommodityFlowProblem.lp") m.optimize() # Define the threshold percentage (e.g., 10%) @@ -220,8 +144,8 @@ def optMC(parserArgs, links, flowTraffic, flows, timestamp): unique_flows.add(flow) new_flow_values[(flow, start, end)] = value - logger.info(f"Flows before: {len(significant_flowTraffic)}") - logger.info(f"Flows after: {len(unique_flows)}") + logger.info(f"Flows before paths cut-off: {len(significant_flowTraffic)}") + logger.info(f"Flows after paths cut-off: {len(unique_flows)}") flow_values = new_flow_values @@ -234,37 +158,6 @@ def optMC(parserArgs, links, flowTraffic, flows, timestamp): endTime = pd.Timestamp.now() logger.info(f"Time taken to calculate ratios: {endTime - startTime}") - if parserArgs.improve_worst_flows: - # Remove the ratios from the paths - paths_without_ratios = [row[:-1] for row in all_paths_with_ratios] - - # Create a dictionary to hold the updated flows - updatedFlows = {} - for row in paths_without_ratios: - flowName = row[1] - if flowName not in updatedFlows: - updatedFlows[flowName] = [] - updatedFlows[flowName].append(row[2]) - - for flow in flows: - if flow not in updatedFlows: - updatedFlows[flow] = flows[flow] - - # Convert the dictionary to a list of lists and insert the timestamp - updatedFlowsList = [ - [timestamp, flowName, path] - for flowName, paths in updatedFlows.items() - for path in paths - ] - - dataUtils.writeDataToFile( - pd.DataFrame( - updatedFlowsList, columns=["timestamp", "flowName", "path"] - ), - "improvedPathsData", - parserArgs, - ) - return dataUtils.writeDataToFile( pd.DataFrame( @@ -282,11 +175,7 @@ def find_paths(flow_values, flowName, source, target): paths = [] queue = deque([(source, [source], float("inf"))]) visited = set() - i = 0 while queue: - i += 1 - if i % 10000 == 0: - logger.info(f"processed {i:,} paths out of {len(queue):,} remaining") node, path, flow = queue.popleft() if (node, flow) in visited: @@ -309,11 +198,7 @@ def find_paths(flow_values, flowName, source, target): # Function to calculate ratios for all paths def calculate_ratios_for_all_flows(flow_values, flowTraffic, timestamp): all_paths_with_ratios = [] - i = 0 for flow_id, flow_amount in flowTraffic.items(): - i += 1 - if i % 5000 == 0: - logger.info(f"processed {i:,} flows out of {len(flowTraffic):,} remaining") source, target = flow_id.split(";") paths = find_paths(flow_values, flow_id, source, target) total_flow = sum(flow for _, flow in paths) diff --git a/p6/main.py b/p6/main.py index d7ae06e..ba3e9a8 100644 --- a/p6/main.py +++ b/p6/main.py @@ -95,26 +95,13 @@ def process_flows_hour(timestamp, flows, traffic, args, links): if args.model_type == CalcType.BASELINE.value: linkUtil = calcLinkUtil(links) elif args.model_type == CalcType.PATHS.value: - netflow.optMC(args, links, traffic, flows, timestamp) + netflow.optMC(args, links, traffic, timestamp) return None else: linkUtil = linOpt.runLinearOptimizationModel( args, links, flows, traffic, timestamp, args.save_lp_models ) - if args.improve_worst_flows: - percentageToBeImproved = args.improve_worst_flows - logger.info(f"Improving worst flows by {percentageToBeImproved}%") - trafficThatNeedsImprovement = findWorstTrafficFromLinks( - links, linkUtil, percentageToBeImproved - ) - logger.info(f"Improving {len(trafficThatNeedsImprovement)} flows") - # make a copy of traffic data which only contains the flows that need improvement - trafficThatNeedsImprovement = { - flow: traffic[flow] for flow in trafficThatNeedsImprovement - } - netflow.optMC(args, links, trafficThatNeedsImprovement, flows, timestamp) - return [ timestamp, min(linkUtil.values()), @@ -122,29 +109,6 @@ def process_flows_hour(timestamp, flows, traffic, args, links): stats.mean(linkUtil.values()), ] - -def findWorstTrafficFromLinks(links, linkUtil, percentWorst): - sortedLinkUtil = sorted(linkUtil.items(), key=lambda item: item[1], reverse=True) - totalUtil = sum(linkUtil.values()) - # calculate average util - averageUtil = totalUtil / len(linkUtil) - threshold = totalUtil * percentWorst - cumulativeUtil = 0 - trafficToImprove = [] - for link, util in sortedLinkUtil: - if util < averageUtil: - # not worth improving - break - if cumulativeUtil <= threshold: - trafficToImprove += links[link]["listFlows"] - cumulativeUtil += util - else: - break - # count how many duplicates there are: - trafficToImprove = list(dict.fromkeys(trafficToImprove)) - return trafficToImprove - - def main(): parser = argparse.ArgumentParser() parser.add_argument( @@ -185,12 +149,6 @@ def main(): metavar=("DAY", "DATE", "USERATIOS?"), help="use existing paths for calculations", ) - parser.add_argument( - "-iwf", - "--improve-worst-flows", - type=float, - help="improve flows that contribute to the worst impact on link utilization", - ) args = parser.parse_args() @@ -233,17 +191,6 @@ def main(): if useratios not in ["True", "False"]: parser.error("Invalid useratios value. Please use 'True' or 'False'.") - if args.improve_worst_flows: - percentageToBeImproved = args.improve_worst_flows - if args.model_type == CalcType.PATHS.value: - parser.error( - "Cannot improve worst flows with the specified model type." - ) - if percentageToBeImproved < 0 or percentageToBeImproved > 100: - parser.error( - "Invalid percentage value. Please use a number between 0 and 100." - ) - # Set start method to spawn to avoid issues with multiprocessing on Windows set_start_method("spawn") @@ -260,7 +207,7 @@ def main(): [ (timestamp, flows[timestamp], traffic[timestamp], args, links.copy()) for timestamp in list(flows.keys())[:1] - # for timestamp in flows + #for timestamp in flows ], ) diff --git a/p6/utils/data.py b/p6/utils/data.py index 28b44ab..43f7082 100644 --- a/p6/utils/data.py +++ b/p6/utils/data.py @@ -19,7 +19,6 @@ DATA_OUTPUT_DIR = os.getenv("DATA_OUTPUT_DIR") RATIOS_DIR_NAME = "ratios" LINKS_DIR_NAME = "links" -IMPROVED_PATHS_DIR_NAME = "improved_paths" CPU_THREADS = os.getenv("CPU_THREADS") if CPU_THREADS is not None and CPU_THREADS.isdigit() and int(CPU_THREADS) > 0: @@ -146,9 +145,6 @@ def readLinks(): ) dataCapacity.set_index("linkName", inplace=True) links = dataCapacity.to_dict("index") - # remove links that start and end at the same router - update: this is not necessary cant find any duplicates - # copilot cooked here ๐Ÿคจ - # links = {k: v for k, v in links.items() if k[:5] != k[5:]} logger.info("Finished reading links, number of links: " + str(len(links))) logger.info("END: reading links") @@ -317,11 +313,7 @@ def writeDataToFile(data, outputFile, parserArgs): os.makedirs(ratiosDir) time = data["timestamp"][0][4:-6] data.drop(["timestamp"], axis=1, inplace=True) - if parserArgs.improve_worst_flows: - percentageImproved = parserArgs.improve_worst_flows - filePath = f"{ratiosDir}/{timestamp}_{time}_ratios_improved_for_worst_{percentageImproved}%.csv" - else: - filePath = f"{ratiosDir}/{timestamp}_{time}_ratios.csv" + filePath = f"{ratiosDir}/{timestamp}_{time}_ratios.csv" case "linkData": linksDir = f"{dayOutputDir}/{LINKS_DIR_NAME}/{parserArgs.model_type}" if not os.path.exists(linksDir): @@ -329,14 +321,6 @@ def writeDataToFile(data, outputFile, parserArgs): time = (data["timestamp"][0][:3] + data["timestamp"][0][4:-6]).lower() filePath = f"{linksDir}/{timestamp}_{time}_links.csv" - case "improvedPathsData": - improvedPercentage = parserArgs.improve_worst_flows * 100 - pathsDir = f"{dayOutputDir}/{IMPROVED_PATHS_DIR_NAME}/{parserArgs.model_type}/{improvedPercentage}%" - if not os.path.exists(pathsDir): - os.makedirs(pathsDir) - time = data["timestamp"][0][4:-6] - filePath = f"{pathsDir}/{timestamp}_{time}_improved_links.csv" - # maybe remove header!!!!!!!!!!!!!!!!!! case _: raise ValueError(f"Invalid output file: {outputFile}") From 5c93622dfe8f31de51ebd12d9b88e941794085a0 Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Mon, 27 May 2024 10:12:14 +0200 Subject: [PATCH 11/14] remove useless files --- ratioData.csv | 4 ---- ratioDataOptimized.csv | 6 ------ 2 files changed, 10 deletions(-) delete mode 100644 ratioData.csv delete mode 100644 ratioDataOptimized.csv diff --git a/ratioData.csv b/ratioData.csv deleted file mode 100644 index 9e39c4d..0000000 --- a/ratioData.csv +++ /dev/null @@ -1,4 +0,0 @@ -timestamp,flowName,path,ratio -Tue 00:00:00,R1000;R3696,R1000;R1002;R2000;R3696,0.3872761630439366 -Tue 00:00:00,R1000;R3696,R1000;R1002;R2001;R3696,0.3359027944761769 -Tue 00:00:00,R1000;R3696,R1000;R1003;R2002;R3696,0.2768210424798865 diff --git a/ratioDataOptimized.csv b/ratioDataOptimized.csv deleted file mode 100644 index 581468b..0000000 --- a/ratioDataOptimized.csv +++ /dev/null @@ -1,6 +0,0 @@ -timestamp,flowName,path,ratio -Tue 00:00:00,R1000;R3696,R1000;R1002;R2000;R3696,0.44626593806775633 -Tue 00:00:00,R1000;R3696,R1000;R1002;R2001;R3696,0.387067395265577 -Tue 00:00:00,R1000;R3696,R1000;R1003;R2002;R3696,0.16666666666666666 -Tue 00:00:00,R1111;R3696,R1111;R1003;R2002;R3696,0.31578947365642573 -Tue 00:00:00,R1111;R3696,R1111;R4040;R2002;R3696,0.6842105263435743 From 627ce2413eec0a734f200187b3158d83bbcb36b4 Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Mon, 27 May 2024 10:12:52 +0200 Subject: [PATCH 12/14] remove useless files --- optimal_paths.csv | 5 ----- 1 file changed, 5 deletions(-) delete mode 100644 optimal_paths.csv diff --git a/optimal_paths.csv b/optimal_paths.csv deleted file mode 100644 index 21a630f..0000000 --- a/optimal_paths.csv +++ /dev/null @@ -1,5 +0,0 @@ -R1000;R3696,R1000;R1002;R2000;R3696,0.44626593806775633 -R1000;R3696,R1000;R1002;R2001;R3696,0.387067395265577 -R1000;R3696,R1000;R1003;R2002;R3696,0.16666666666666666 -R1111;R3696,R1111;R1003;R2002;R3696,0.31578947365642573 -R1111;R3696,R1111;R4040;R2002;R3696,0.6842105263435743 From d0853cc60dfa4d1a32e0c2869539b55c4e3dacb4 Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Mon, 27 May 2024 10:15:03 +0200 Subject: [PATCH 13/14] remove gurobi log files --- p6/linear_optimization/netflow.py | 1 - p6/main.py | 3 +-- test2.py | 2 -- 3 files changed, 1 insertion(+), 5 deletions(-) diff --git a/p6/linear_optimization/netflow.py b/p6/linear_optimization/netflow.py index 275ed2f..6726ed8 100644 --- a/p6/linear_optimization/netflow.py +++ b/p6/linear_optimization/netflow.py @@ -20,7 +20,6 @@ def optMC(parserArgs, links, flowTraffic, timestamp): with gp.Env(params=options) as env, gp.Model(env=env) as m: m = gp.Model("netflow", env=env) - m.setParam("logFile", "gurobi.log") nodes = [] edges = [] diff --git a/p6/main.py b/p6/main.py index ba3e9a8..e434e51 100644 --- a/p6/main.py +++ b/p6/main.py @@ -206,8 +206,7 @@ def main(): process_flows_hour, [ (timestamp, flows[timestamp], traffic[timestamp], args, links.copy()) - for timestamp in list(flows.keys())[:1] - #for timestamp in flows + for timestamp in flows ], ) diff --git a/test2.py b/test2.py index d7ac20d..1d4583a 100644 --- a/test2.py +++ b/test2.py @@ -93,8 +93,6 @@ def optMC(parserArgs, links, flowTraffic, flows, timestamp): "X;G": 75, } - m.setParam("logFile", "gurobi.log") - nodes = [] edges = [] for link in links: From caa5839b32043a71a6f8702d6b582f9eb158fc6d Mon Sep 17 00:00:00 2001 From: Viktor Platz Date: Mon, 27 May 2024 10:21:05 +0200 Subject: [PATCH 14/14] black --- p6/linear_optimization/netflow.py | 3 ++- p6/linear_optimization/optimizer.py | 4 +--- p6/main.py | 1 + 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/p6/linear_optimization/netflow.py b/p6/linear_optimization/netflow.py index 6726ed8..00fa10a 100644 --- a/p6/linear_optimization/netflow.py +++ b/p6/linear_optimization/netflow.py @@ -17,6 +17,7 @@ "LICENSEID": int(os.getenv("LICENSEID")), } + def optMC(parserArgs, links, flowTraffic, timestamp): with gp.Env(params=options) as env, gp.Model(env=env) as m: m = gp.Model("netflow", env=env) @@ -37,7 +38,7 @@ def optMC(parserArgs, links, flowTraffic, timestamp): flowTraffic.items(), key=lambda item: item[1], reverse=True ) total_demand = sum(flowTraffic.values()) - percentage = 0.2 #TODO: Add this as a parameter + percentage = 0.2 # TODO: Add this as a parameter demand_threshold = total_demand * percentage cumulative_demand = 0 significant_flowTraffic = {} diff --git a/p6/linear_optimization/optimizer.py b/p6/linear_optimization/optimizer.py index b99afb1..2e64f57 100644 --- a/p6/linear_optimization/optimizer.py +++ b/p6/linear_optimization/optimizer.py @@ -70,9 +70,7 @@ def runLinearOptimizationModel( case CalcType.AVERAGE.value: utilization = m.addVars(links, vtype=GRB.CONTINUOUS, name="Utilization") m.setObjective( - gp.quicksum( - (utilization[link] for link in links) - ), + gp.quicksum((utilization[link] for link in links)), GRB.MINIMIZE, ) case CalcType.MAX.value: diff --git a/p6/main.py b/p6/main.py index e434e51..6e845d1 100644 --- a/p6/main.py +++ b/p6/main.py @@ -109,6 +109,7 @@ def process_flows_hour(timestamp, flows, traffic, args, links): stats.mean(linkUtil.values()), ] + def main(): parser = argparse.ArgumentParser() parser.add_argument(