|
| 1 | +""" |
| 2 | +AsyncFlow builder example — LB + 2 servers (medium load) with events. |
| 3 | +
|
| 4 | +Topology |
| 5 | + generator → client → LB → srv-1 |
| 6 | + └→ srv-2 |
| 7 | + srv-1 → client |
| 8 | + srv-2 → client |
| 9 | +
|
| 10 | +Workload |
| 11 | + ~40 rps (120 users × 20 req/min ÷ 60). |
| 12 | +
|
| 13 | +Events |
| 14 | + - Edge spike on client→LB (+15 ms) @ [100s, 160s] |
| 15 | + - srv-1 outage @ [180s, 240s] |
| 16 | + - Edge spike on LB→srv-2 (+20 ms) @ [300s, 360s] |
| 17 | + - srv-2 outage @ [360s, 420s] |
| 18 | + - Edge spike on gen→client (+10 ms) @ [480s, 540s] |
| 19 | +
|
| 20 | +Outputs |
| 21 | + PNGs saved under `lb_two_servers_events_plots/` next to this script: |
| 22 | + - dashboard (latency + throughput) |
| 23 | + - per-server plots: ready queue, I/O queue, RAM |
| 24 | +""" |
| 25 | + |
| 26 | +from __future__ import annotations |
| 27 | + |
| 28 | +from pathlib import Path |
| 29 | + |
| 30 | +import matplotlib.pyplot as plt |
| 31 | +import simpy |
| 32 | + |
| 33 | +# Public builder API |
| 34 | +from asyncflow import AsyncFlow |
| 35 | +from asyncflow.components import Client, Server, Edge, Endpoint, LoadBalancer |
| 36 | +from asyncflow.settings import SimulationSettings |
| 37 | +from asyncflow.workload import RqsGenerator |
| 38 | + |
| 39 | +# Runner + Analyzer |
| 40 | +from asyncflow.metrics.analyzer import ResultsAnalyzer |
| 41 | +from asyncflow.runtime.simulation_runner import SimulationRunner |
| 42 | + |
| 43 | + |
| 44 | +def build_and_run() -> ResultsAnalyzer: |
| 45 | + """Build the scenario via the builder and run the simulation.""" |
| 46 | + # ── Workload (generator) ─────────────────────────────────────────────── |
| 47 | + generator = RqsGenerator( |
| 48 | + id="rqs-1", |
| 49 | + avg_active_users={"mean": 120}, |
| 50 | + avg_request_per_minute_per_user={"mean": 20}, |
| 51 | + user_sampling_window=60, |
| 52 | + ) |
| 53 | + |
| 54 | + # ── Client ──────────────────────────────────────────────────────────── |
| 55 | + client = Client(id="client-1") |
| 56 | + |
| 57 | + # ── Servers (identical endpoint: CPU 2ms → RAM 128MB → IO 12ms) ─────── |
| 58 | + endpoint = Endpoint( |
| 59 | + endpoint_name="/api", |
| 60 | + steps=[ |
| 61 | + {"kind": "initial_parsing", "step_operation": {"cpu_time": 0.002}}, |
| 62 | + {"kind": "ram", "step_operation": {"necessary_ram": 128}}, |
| 63 | + {"kind": "io_wait", "step_operation": {"io_waiting_time": 0.012}}, |
| 64 | + ], |
| 65 | + ) |
| 66 | + srv1 = Server( |
| 67 | + id="srv-1", |
| 68 | + server_resources={"cpu_cores": 1, "ram_mb": 2048}, |
| 69 | + endpoints=[endpoint], |
| 70 | + ) |
| 71 | + srv2 = Server( |
| 72 | + id="srv-2", |
| 73 | + server_resources={"cpu_cores": 1, "ram_mb": 2048}, |
| 74 | + endpoints=[endpoint], |
| 75 | + ) |
| 76 | + |
| 77 | + # ── Load Balancer ───────────────────────────────────────────────────── |
| 78 | + lb = LoadBalancer( |
| 79 | + id="lb-1", |
| 80 | + algorithms="round_robin", |
| 81 | + server_covered=["srv-1", "srv-2"], |
| 82 | + ) |
| 83 | + |
| 84 | + # ── Edges (exponential latency) ─────────────────────────────────────── |
| 85 | + e_gen_client = Edge( |
| 86 | + id="gen-client", |
| 87 | + source="rqs-1", |
| 88 | + target="client-1", |
| 89 | + latency={"mean": 0.003, "distribution": "exponential"}, |
| 90 | + ) |
| 91 | + e_client_lb = Edge( |
| 92 | + id="client-lb", |
| 93 | + source="client-1", |
| 94 | + target="lb-1", |
| 95 | + latency={"mean": 0.002, "distribution": "exponential"}, |
| 96 | + ) |
| 97 | + e_lb_srv1 = Edge( |
| 98 | + id="lb-srv1", |
| 99 | + source="lb-1", |
| 100 | + target="srv-1", |
| 101 | + latency={"mean": 0.002, "distribution": "exponential"}, |
| 102 | + ) |
| 103 | + e_lb_srv2 = Edge( |
| 104 | + id="lb-srv2", |
| 105 | + source="lb-1", |
| 106 | + target="srv-2", |
| 107 | + latency={"mean": 0.002, "distribution": "exponential"}, |
| 108 | + ) |
| 109 | + e_srv1_client = Edge( |
| 110 | + id="srv1-client", |
| 111 | + source="srv-1", |
| 112 | + target="client-1", |
| 113 | + latency={"mean": 0.003, "distribution": "exponential"}, |
| 114 | + ) |
| 115 | + e_srv2_client = Edge( |
| 116 | + id="srv2-client", |
| 117 | + source="srv-2", |
| 118 | + target="client-1", |
| 119 | + latency={"mean": 0.003, "distribution": "exponential"}, |
| 120 | + ) |
| 121 | + |
| 122 | + # ── Simulation settings ─────────────────────────────────────────────── |
| 123 | + settings = SimulationSettings( |
| 124 | + total_simulation_time=600, |
| 125 | + sample_period_s=0.05, |
| 126 | + enabled_sample_metrics=[ |
| 127 | + "ready_queue_len", |
| 128 | + "event_loop_io_sleep", |
| 129 | + "ram_in_use", |
| 130 | + "edge_concurrent_connection", |
| 131 | + ], |
| 132 | + enabled_event_metrics=["rqs_clock"], |
| 133 | + ) |
| 134 | + |
| 135 | + # ── Assemble payload + events via builder ───────────────────────────── |
| 136 | + payload = ( |
| 137 | + AsyncFlow() |
| 138 | + .add_generator(generator) |
| 139 | + .add_client(client) |
| 140 | + .add_servers(srv1, srv2) |
| 141 | + .add_load_balancer(lb) |
| 142 | + .add_edges( |
| 143 | + e_gen_client, |
| 144 | + e_client_lb, |
| 145 | + e_lb_srv1, |
| 146 | + e_lb_srv2, |
| 147 | + e_srv1_client, |
| 148 | + e_srv2_client, |
| 149 | + ) |
| 150 | + .add_simulation_settings(settings) |
| 151 | + # Events |
| 152 | + .add_network_spike( |
| 153 | + event_id="ev-spike-1", |
| 154 | + edge_id="client-lb", |
| 155 | + t_start=100.0, |
| 156 | + t_end=160.0, |
| 157 | + spike_s=0.015, # +15 ms |
| 158 | + ) |
| 159 | + .add_server_outage( |
| 160 | + event_id="ev-srv1-down", |
| 161 | + server_id="srv-1", |
| 162 | + t_start=180.0, |
| 163 | + t_end=240.0, |
| 164 | + ) |
| 165 | + .add_network_spike( |
| 166 | + event_id="ev-spike-2", |
| 167 | + edge_id="lb-srv2", |
| 168 | + t_start=300.0, |
| 169 | + t_end=360.0, |
| 170 | + spike_s=0.020, # +20 ms |
| 171 | + ) |
| 172 | + .add_server_outage( |
| 173 | + event_id="ev-srv2-down", |
| 174 | + server_id="srv-2", |
| 175 | + t_start=360.0, |
| 176 | + t_end=420.0, |
| 177 | + ) |
| 178 | + .add_network_spike( |
| 179 | + event_id="ev-spike-3", |
| 180 | + edge_id="gen-client", |
| 181 | + t_start=480.0, |
| 182 | + t_end=540.0, |
| 183 | + spike_s=0.010, # +10 ms |
| 184 | + ) |
| 185 | + .build_payload() |
| 186 | + ) |
| 187 | + |
| 188 | + # ── Run ─────────────────────────────────────────────────────────────── |
| 189 | + env = simpy.Environment() |
| 190 | + runner = SimulationRunner(env=env, simulation_input=payload) |
| 191 | + results: ResultsAnalyzer = runner.run() |
| 192 | + return results |
| 193 | + |
| 194 | + |
| 195 | +def main() -> None: |
| 196 | + res = build_and_run() |
| 197 | + print(res.format_latency_stats()) |
| 198 | + |
| 199 | + # Output directory next to this script |
| 200 | + script_dir = Path(__file__).parent |
| 201 | + out_dir = script_dir / "lb_two_servers_events_plots" |
| 202 | + out_dir.mkdir(parents=True, exist_ok=True) |
| 203 | + |
| 204 | + # Dashboard (latency + throughput) |
| 205 | + fig, axes = plt.subplots(1, 2, figsize=(14, 5)) |
| 206 | + res.plot_base_dashboard(axes[0], axes[1]) |
| 207 | + fig.tight_layout() |
| 208 | + dash_path = out_dir / "lb_two_servers_events_dashboard.png" |
| 209 | + fig.savefig(dash_path) |
| 210 | + print(f"Saved: {dash_path}") |
| 211 | + |
| 212 | + # Per-server plots |
| 213 | + for sid in res.list_server_ids(): |
| 214 | + # Ready queue |
| 215 | + f1, a1 = plt.subplots(figsize=(10, 5)) |
| 216 | + res.plot_single_server_ready_queue(a1, sid) |
| 217 | + f1.tight_layout() |
| 218 | + p1 = out_dir / f"lb_two_servers_events_ready_queue_{sid}.png" |
| 219 | + f1.savefig(p1) |
| 220 | + print(f"Saved: {p1}") |
| 221 | + |
| 222 | + # I/O queue |
| 223 | + f2, a2 = plt.subplots(figsize=(10, 5)) |
| 224 | + res.plot_single_server_io_queue(a2, sid) |
| 225 | + f2.tight_layout() |
| 226 | + p2 = out_dir / f"lb_two_servers_events_io_queue_{sid}.png" |
| 227 | + f2.savefig(p2) |
| 228 | + print(f"Saved: {p2}") |
| 229 | + |
| 230 | + # RAM usage |
| 231 | + f3, a3 = plt.subplots(figsize=(10, 5)) |
| 232 | + res.plot_single_server_ram(a3, sid) |
| 233 | + f3.tight_layout() |
| 234 | + p3 = out_dir / f"lb_two_servers_events_ram_{sid}.png" |
| 235 | + f3.savefig(p3) |
| 236 | + print(f"Saved: {p3}") |
| 237 | + |
| 238 | + |
| 239 | +if __name__ == "__main__": |
| 240 | + main() |
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