diff --git a/agent_traffic_experiments/README.md b/agent_traffic_experiments/README.md new file mode 100644 index 0000000..eb09db5 --- /dev/null +++ b/agent_traffic_experiments/README.md @@ -0,0 +1,126 @@ +# Agent 网络流量快速实验工程 + +本工程用于快速完成以下闭环： + +1. 通过大模型生成任务行为画像（任务阶段、工具调用、拆分、消息大小、处理时间等）； +2. 将行为画像扩展为结构化 Agent 事件日志； +3. 从训练日志估计状态转移、持续时间、消息大小、超时和分支参数； +4. 使用双层状态机、节点队列和离散事件调度进行仿真； +5. 自动完成预测验证、基线对比、压力实验和重试放大实验； +6. 输出 CSV、JSON 和 PNG 图表。 + +## 快速开始 + +当前环境已具备主要依赖，直接运行： + +```powershell +cd agent_traffic_experiments +python run_pipeline.py +``` + +默认使用 `local` 模式，不需要 API Key。结果写入 `outputs/latest/`。 + +## 使用大模型生成行为画像 + +本工程兼容 OpenAI 风格的 `/v1/chat/completions` 接口。先设置环境变量： + +```powershell +$env:OPENAI_API_KEY="你的密钥" +$env:OPENAI_BASE_URL="https://api.openai.com/v1" +$env:OPENAI_MODEL="你要使用的模型名称" +python run_pipeline.py --generator llm +``` + +也可以使用其他兼容服务，只需修改 `OPENAI_BASE_URL` 和 `OPENAI_MODEL`。 + +大模型只负责生成少量、可解释的任务行为画像；本地生成器会校验画像并扩展成大量事件。这样比让大模型直接输出数万行日志更稳定、更便宜，也能保证消息 ID、父子关系、时间戳和流量统计一致。 + +如果 LLM 请求失败，程序默认自动回退到本地画像。使用 `--no-fallback` 可禁止回退。 + +## 常用命令 + +只生成数据： + +```powershell +python run_pipeline.py --steps generate +``` + +生成数据、估参并运行实验： + +```powershell +python run_pipeline.py --steps generate,estimate,experiment +``` + +使用已有数据重新实验： + +```powershell +python run_pipeline.py --steps estimate,experiment +``` + +指定配置和输出目录： + +```powershell +python run_pipeline.py --config configs/default.yaml --output outputs/run_001 +``` + +## 输出说明 + +```text +outputs/latest/ + data/ + behavior_profiles.json # LLM或本地生成的任务画像 + train_events.csv # 参数估计数据 + test_events.csv # 留出验证数据 + task_truth.csv # 测试任务真实聚合值 + parameters/ + estimated_parameters.json # 从训练日志估计的模型参数 + results/ + validation_metrics.csv # 完整模型与基线误差 + validation_predictions.csv # 逐场景预测值和真实值 + stress_results.csv # 到达率压力实验 + retry_results.csv # 超时与重试放大实验 + summary.json # 实验摘要 + figures/ + prediction_vs_truth.png + model_comparison.png + stress_curves.png + retry_heatmap.png +``` + +## 实验内容 + +### E1 预测验证 + +训练集用于估计参数，测试集作为“模拟实测值”。完整状态机模型预测测试场景的内部字节数、任务时延、消息数和工具调用数。 + +### E2 基线对比 + +- `static_mean`：固定平均流量放大倍数； +- `no_context`：不区分任务类型和任务阶段； +- `full_model`：按任务画像和估计参数运行状态机仿真。 + +### E3 压力实验 + +逐渐提高外部到达率，观察吞吐量、平均/P95延迟、队列峰值、失败率和流量放大系数。 + +### E4 重试放大实验 + +改变超时概率和最大重试次数，观察任务成功率、平均重试数和内部流量放大系数。 + +## 数据字段 + +事件日志主要字段包括： + +- `timestamp`、`task_id`、`message_id`、`parent_message_id`； +- `task_type`、`task_phase`、`source`、`destination`； +- `state_before`、`state_after`、`state_duration_ms`； +- `message_type`、`message_size_bytes`； +- `queue_length`、`success`、`retry_count`、`is_external`。 + +## 注意事项 + +- 当前数据是用于方法验证的模拟数据，不能冒充真实生产日志； +- LLM 画像应在报告中标注模型名称、生成时间和提示词版本； +- 正式参赛前，应尽量用少量真实 Agent 日志替换或校准模拟参数； +- 所有随机实验都由配置中的随机种子控制，便于复现。 + diff --git a/agent_traffic_experiments/__pycache__/run_pipeline.cpython-38.pyc b/agent_traffic_experiments/__pycache__/run_pipeline.cpython-38.pyc new file mode 100644 index 0000000..7c6625a Binary files /dev/null and b/agent_traffic_experiments/__pycache__/run_pipeline.cpython-38.pyc differ diff --git a/agent_traffic_experiments/configs/default.yaml b/agent_traffic_experiments/configs/default.yaml new file mode 100644 index 0000000..ba3ce1d --- /dev/null +++ b/agent_traffic_experiments/configs/default.yaml @@ -0,0 +1,37 @@ +seed: 20260813 + +generation: + train_tasks_per_type: 260 + test_tasks_per_type: 100 + task_types: + - simple_qa + - tool_research + - collaborative_analysis + llm: + temperature: 0.5 + timeout_seconds: 90 + max_tokens: 3500 + +network: + agent_count: 8 + tool_count: 3 + coordinator: agent_0 + default_link_bandwidth_mbps: 20 + default_link_delay_ms: 8 + max_concurrency: 4 + queue_capacity: 500 + +simulation: + replications: 16 + timeout_ms: 2200 + max_retries: 2 + retry_backoff_ms: 180 + +experiments: + validation_tasks_per_scenario: 120 + arrival_rates_per_second: [0.5, 1, 2, 4, 6, 8, 10, 12] + stress_duration_seconds: 180 + stress_warmup_seconds: 20 + timeout_probabilities: [0.0, 0.03, 0.08, 0.15, 0.25] + retry_limits: [0, 1, 2, 3, 5] + diff --git a/agent_traffic_experiments/outputs/latest/config_used.yaml b/agent_traffic_experiments/outputs/latest/config_used.yaml new file mode 100644 index 0000000..ba3ce1d --- /dev/null +++ b/agent_traffic_experiments/outputs/latest/config_used.yaml @@ -0,0 +1,37 @@ +seed: 20260813 + +generation: + train_tasks_per_type: 260 + test_tasks_per_type: 100 + task_types: + - simple_qa + - tool_research + - collaborative_analysis + llm: + temperature: 0.5 + timeout_seconds: 90 + max_tokens: 3500 + +network: + agent_count: 8 + tool_count: 3 + coordinator: agent_0 + default_link_bandwidth_mbps: 20 + default_link_delay_ms: 8 + max_concurrency: 4 + queue_capacity: 500 + +simulation: + replications: 16 + timeout_ms: 2200 + max_retries: 2 + retry_backoff_ms: 180 + +experiments: + validation_tasks_per_scenario: 120 + arrival_rates_per_second: [0.5, 1, 2, 4, 6, 8, 10, 12] + stress_duration_seconds: 180 + stress_warmup_seconds: 20 + timeout_probabilities: [0.0, 0.03, 0.08, 0.15, 0.25] + retry_limits: [0, 1, 2, 3, 5] + diff --git a/agent_traffic_experiments/outputs/latest/data/behavior_profiles.json b/agent_traffic_experiments/outputs/latest/data/behavior_profiles.json new file mode 100644 index 0000000..c860d18 --- /dev/null +++ b/agent_traffic_experiments/outputs/latest/data/behavior_profiles.json @@ -0,0 +1,52 @@ +{ + "metadata": { + "generator": "local_builtin" + }, + "profiles": [ + { + "task_type": "simple_qa", + "description": "单节点即可完成的简短问答，少量情况下调用工具。", + "phase": "answering", + "tool_probability": 0.1, + "split_probability": 0.05, + "mean_subtasks": 1.2, + "timeout_probability": 0.02, + "failure_probability": 0.01, + "think_time_ms_mean": 420.0, + "think_time_cv": 0.55, + "request_size_bytes_mean": 1800.0, + "response_size_bytes_mean": 2600.0, + "message_size_cv": 0.45 + }, + { + "task_type": "tool_research", + "description": "需要搜索、数据库或工具结果的研究任务。", + "phase": "evidence_collection", + "tool_probability": 0.78, + "split_probability": 0.2, + "mean_subtasks": 1.8, + "timeout_probability": 0.07, + "failure_probability": 0.025, + "think_time_ms_mean": 900.0, + "think_time_cv": 0.75, + "request_size_bytes_mean": 3200.0, + "response_size_bytes_mean": 8500.0, + "message_size_cv": 0.7 + }, + { + "task_type": "collaborative_analysis", + "description": "协调多个执行 Agent 并汇总结果的复杂分析任务。", + "phase": "multi_agent_synthesis", + "tool_probability": 0.48, + "split_probability": 0.82, + "mean_subtasks": 3.4, + "timeout_probability": 0.09, + "failure_probability": 0.035, + "think_time_ms_mean": 1450.0, + "think_time_cv": 0.85, + "request_size_bytes_mean": 5200.0, + "response_size_bytes_mean": 11800.0, + "message_size_cv": 0.8 + } + ] +} \ No newline at end of file diff --git a/agent_traffic_experiments/outputs/latest/data/task_truth.csv b/agent_traffic_experiments/outputs/latest/data/task_truth.csv new file mode 100644 index 0000000..48e928a --- /dev/null +++ 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10202.035682525451, + "mape_percent": 25.132613550059535 + }, + "best_model_by_latency_mape": { + "model": "full_model", + "metric": "latency_ms", + "mae": 1740.55513184213, + "rmse": 2061.3161939037764, + "mape_percent": 42.13888590021146 + }, + "max_stress_arrival_rate": 12.0, + "max_observed_p95_delay_ms": 654462.4416805771 +} \ No newline at end of file diff --git a/agent_traffic_experiments/outputs/latest/results/validation_metrics.csv b/agent_traffic_experiments/outputs/latest/results/validation_metrics.csv new file mode 100644 index 0000000..cd5e4a8 --- /dev/null +++ b/agent_traffic_experiments/outputs/latest/results/validation_metrics.csv @@ -0,0 +1,16 @@ +model,metric,mae,rmse,mape_percent +full_model,internal_bytes,8514.790993271408,10202.035682525451,25.132613550059535 +full_model,latency_ms,1740.55513184213,2061.3161939037764,42.13888590021146 +full_model,message_count,0.24833333333333366,0.34639011404933506,4.4460827599229225 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a/agent_traffic_experiments/outputs/latest/results/validation_predictions.csv b/agent_traffic_experiments/outputs/latest/results/validation_predictions.csv new file mode 100644 index 0000000..f9fe5c5 --- /dev/null +++ b/agent_traffic_experiments/outputs/latest/results/validation_predictions.csv @@ -0,0 +1,10 @@ +task_type,model,actual_internal_bytes,predicted_internal_bytes,actual_latency_ms,predicted_latency_ms,actual_message_count,predicted_message_count,actual_tool_calls,predicted_tool_calls,actual_amplification,predicted_amplification +collaborative_analysis,static_mean,82782.45,38030.049999999996,8428.771760000001,4292.238766666668,9.88,6.1066666666666665,1.66,0.9266666666666667,33.798140646040636,17.719989109017618 +collaborative_analysis,no_context,82782.45,17953.655088125477,8428.771760000001,1674.760201302985,9.88,4.575,1.66,0.55,33.798140646040636,10.538207426716697 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arrival_rates_per_second: [0.5, 1, 2, 4, 6, 8, 10, 12] + stress_duration_seconds: 180 + stress_warmup_seconds: 20 + timeout_probabilities: [0.0, 0.03, 0.08, 0.15, 0.25] + retry_limits: [0, 1, 2, 3, 5] + diff --git a/agent_traffic_experiments/outputs/smoke/data/behavior_profiles.json b/agent_traffic_experiments/outputs/smoke/data/behavior_profiles.json new file mode 100644 index 0000000..c860d18 --- /dev/null +++ b/agent_traffic_experiments/outputs/smoke/data/behavior_profiles.json @@ -0,0 +1,52 @@ +{ + "metadata": { + "generator": "local_builtin" + }, + "profiles": [ + { + "task_type": "simple_qa", + "description": "单节点即可完成的简短问答，少量情况下调用工具。", + "phase": "answering", + "tool_probability": 0.1, + "split_probability": 0.05, + "mean_subtasks": 1.2, + "timeout_probability": 0.02, + "failure_probability": 0.01, + "think_time_ms_mean": 420.0, + "think_time_cv": 0.55, + "request_size_bytes_mean": 1800.0, + "response_size_bytes_mean": 2600.0, + "message_size_cv": 0.45 + }, + { + "task_type": "tool_research", + "description": "需要搜索、数据库或工具结果的研究任务。", + "phase": "evidence_collection", + "tool_probability": 0.78, + "split_probability": 0.2, + "mean_subtasks": 1.8, + "timeout_probability": 0.07, + "failure_probability": 0.025, + "think_time_ms_mean": 900.0, + "think_time_cv": 0.75, + "request_size_bytes_mean": 3200.0, + "response_size_bytes_mean": 8500.0, + "message_size_cv": 0.7 + }, + { + "task_type": "collaborative_analysis", + "description": "协调多个执行 Agent 并汇总结果的复杂分析任务。", + "phase": "multi_agent_synthesis", + "tool_probability": 0.48, + "split_probability": 0.82, + "mean_subtasks": 3.4, + "timeout_probability": 0.09, + "failure_probability": 0.035, + "think_time_ms_mean": 1450.0, + "think_time_cv": 0.85, + "request_size_bytes_mean": 5200.0, + "response_size_bytes_mean": 11800.0, + "message_size_cv": 0.8 + } + ] +} \ No newline at end of file diff --git a/agent_traffic_experiments/outputs/smoke/data/task_truth.csv b/agent_traffic_experiments/outputs/smoke/data/task_truth.csv 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"tool_probability": 0.7631578947368421, + "split_probability": 0.2076923076923077, + "mean_subtasks": 1.1692307692307693, + "retry_probability": 0.09019607843137255, + "mean_retries_if_any": 1.0952380952380953, + "failure_probability": 0.0038461538461538464, + "think_time_ms": { + "mean": 660.7411426666666, + "std": 548.0475005635645, + "cv": 0.8294435826286146, + "p50": 513.7415, + "p95": 1615.4994999999997, + "count": 750 + }, + "external_size_bytes": { + "mean": 2591.223076923077, + "std": 1938.9205968801086, + "cv": 0.7482646377101818, + "p50": 2023.0, + "p95": 6498.299999999999, + "count": 260 + }, + "request_size_bytes": { + "mean": 2178.8425760286227, + "std": 1869.411620553448, + "cv": 0.8579837942954215, + "p50": 1586.0, + "p95": 6085.500000000001, + "count": 559 + }, + "response_size_bytes": { + "mean": 6327.029003783102, + "std": 4973.701881543845, + "cv": 0.7861038535732859, + "p50": 4987.0, + "p95": 15569.8, + "count": 793 + }, + "message_count_per_task": { + "mean": 6.211538461538462, + "std": 2.097035805988451, + "cv": 0.33760328765139147, + "p50": 6.0, + "p95": 11.0, + "count": 260 + } + } + } +} \ No newline at end of file diff --git a/agent_traffic_experiments/outputs/smoke/results/retry_results.csv b/agent_traffic_experiments/outputs/smoke/results/retry_results.csv new file mode 100644 index 0000000..b1b6d4f --- /dev/null +++ b/agent_traffic_experiments/outputs/smoke/results/retry_results.csv @@ -0,0 +1,26 @@ +timeout_probability,max_retries,success_rate,mean_retries,mean_amplification,mean_latency_ms +0.0,0,1.0,0.0,9.014727352307537,1829.8204232372348 +0.0,1,1.0,0.0,9.017931822157774,1786.1398565415025 +0.0,2,1.0,0.0,9.497944538818517,1655.013246029438 +0.0,3,1.0,0.0,8.981130309004985,1716.8465797602803 +0.0,5,1.0,0.0,9.540066677486474,1716.7430554392593 +0.03,0,0.9666666666666667,0.0,9.063950194066456,1669.7925665017842 +0.03,1,0.9958333333333333,0.016666666666666666,9.063781276545864,1657.0420076151597 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+0.25,1,0.9541666666666667,0.17916666666666667,8.424662742312817,2194.736913880946 +0.25,2,0.9916666666666667,0.2875,9.275168718803195,2475.475754982108 +0.25,3,1.0,0.2833333333333333,8.808713566195896,2429.5919980366966 +0.25,5,1.0,0.1875,9.459047702518982,2044.5400456955706 diff --git a/agent_traffic_experiments/outputs/smoke/results/stress_results.csv b/agent_traffic_experiments/outputs/smoke/results/stress_results.csv new file mode 100644 index 0000000..4f6cbfd --- /dev/null +++ b/agent_traffic_experiments/outputs/smoke/results/stress_results.csv @@ -0,0 +1,9 @@ +arrival_rate,offered_tasks,completed_tasks,throughput_per_second,mean_delay_ms,p95_delay_ms,queue_peak,drop_rate,success_rate,mean_amplification +0.5,87,79,0.49375,5690.601711699437,12756.456777674,2,0.0,1.0,32.68982726898488 +1.0,178,154,0.9625,28654.713037581158,50223.56851458479,35,0.0,1.0,35.61819225706701 +2.0,354,315,1.96875,159265.0479860076,259462.94208402873,216,0.0,1.0,27.685762197623816 +4.0,735,553,3.45625,360462.8938916123,611043.0735286651,500,0.1251700680272109,0.9981916817359855,28.819579849617657 +6.0,1140,538,3.3625,406978.074020204,627164.1820327837,500,0.4280701754385965,1.0,30.664346517813648 +8.0,1419,478,2.9875,439078.312694735,605565.2288237411,500,0.5419309372797745,0.997907949790795,28.477068296105013 +10.0,1736,459,2.86875,462378.903316947,623226.2655493785,500,0.6215437788018433,0.9978213507625272,29.655131218317656 +12.0,2196,407,2.54375,503595.3336070842,641094.366587491,500,0.7108378870673953,1.0,29.595658555137497 diff --git a/agent_traffic_experiments/outputs/smoke/results/summary.json b/agent_traffic_experiments/outputs/smoke/results/summary.json new file mode 100644 index 0000000..256604b --- /dev/null +++ b/agent_traffic_experiments/outputs/smoke/results/summary.json @@ -0,0 +1,18 @@ +{ + "best_model_by_internal_bytes_mape": { + "model": "full_model", + "metric": "internal_bytes", + "mae": 9852.85421644164, + "rmse": 11957.784318614104, + "mape_percent": 27.25831155178904 + }, + "best_model_by_latency_mape": { + "model": "full_model", + "metric": "latency_ms", + "mae": 1677.2186263904505, + "rmse": 2068.228406399321, + "mape_percent": 38.01609858429338 + }, + "max_stress_arrival_rate": 12.0, + "max_observed_p95_delay_ms": 641094.366587491 +} \ No newline at end of file diff --git a/agent_traffic_experiments/outputs/smoke/results/validation_metrics.csv b/agent_traffic_experiments/outputs/smoke/results/validation_metrics.csv new file mode 100644 index 0000000..5005f8a --- /dev/null +++ b/agent_traffic_experiments/outputs/smoke/results/validation_metrics.csv @@ -0,0 +1,16 @@ +model,metric,mae,rmse,mape_percent +full_model,internal_bytes,9852.85421644164,11957.784318614104,27.25831155178904 +full_model,latency_ms,1677.2186263904505,2068.228406399321,38.01609858429338 +full_model,message_count,0.43277777777777793,0.5471686380984558,5.855207621776822 +full_model,tool_calls,0.11166666666666662,0.14041275134666625,14.427527090058401 +full_model,amplification,4.305062499013978,5.243570352907988,22.67666226433828 +no_context,internal_bytes,28387.670805477606,38228.5095522755,119.54177279524332 +no_context,latency_ms,2907.231795727213,3869.904048337353,62.66674153347929 +no_context,message_count,2.485555555555556,3.1931712438565825,38.768826743972944 +no_context,tool_calls,0.6505555555555556,0.7056603159321639,196.9584307828373 +no_context,amplification,10.922275115304535,13.789521598016519,70.65863904754978 +static_mean,internal_bytes,29834.93333333333,32709.783175317236,230.39064998346973 +static_mean,latency_ms,2757.6886622222223,3058.6901465213614,119.58343818448623 +static_mean,message_count,2.5155555555555558,2.7855500155066126,48.03496553983882 +static_mean,tool_calls,0.5444444444444444,0.6355225321645873,264.95059144468667 +static_mean,amplification,10.71876769134868,12.026846682885607,111.10365289444462 diff --git a/agent_traffic_experiments/outputs/smoke/results/validation_predictions.csv b/agent_traffic_experiments/outputs/smoke/results/validation_predictions.csv new file mode 100644 index 0000000..c1591c6 --- /dev/null +++ b/agent_traffic_experiments/outputs/smoke/results/validation_predictions.csv @@ -0,0 +1,10 @@ +task_type,model,actual_internal_bytes,predicted_internal_bytes,actual_latency_ms,predicted_latency_ms,actual_message_count,predicted_message_count,actual_tool_calls,predicted_tool_calls,actual_amplification,predicted_amplification +collaborative_analysis,static_mean,82782.45,38030.049999999996,8428.771760000001,4292.238766666668,9.88,6.1066666666666665,1.66,0.9266666666666667,33.798140646040636,17.719989109017618 +collaborative_analysis,no_context,82782.45,18429.737056529975,8428.771760000001,1933.7549094389146,9.88,4.658333333333333,1.66,0.6333333333333333,33.798140646040636,10.99100144733211 +collaborative_analysis,full_model,82782.45,65408.811967296744,8428.771760000001,5132.429177599434,9.88,9.033333333333333,1.66,1.4333333333333333,33.798140646040636,25.68477275651994 +simple_qa,static_mean,5514.23,38030.049999999996,1128.43623,4292.238766666668,3.24,6.1066666666666665,0.11,0.9266666666666667,4.875984197964249,17.719989109017618 +simple_qa,no_context,5514.23,19556.05971301258,1128.43623,1878.3339705388123,3.24,5.0,0.11,0.65,4.875984197964249,10.442958092513376 +simple_qa,full_model,5514.23,4564.059252059445,1128.43623,740.9752102854878,3.24,3.2666666666666666,0.11,0.13333333333333333,4.875984197964249,4.07657616682107 +tool_research,static_mean,25793.47,38030.049999999996,3319.5083100000024,4292.238766666668,5.2,6.1066666666666665,1.01,0.9266666666666667,14.485842483047964,17.719989109017618 +tool_research,no_context,25793.47,19025.000240049787,3319.5083100000024,1842.727513918263,5.2,4.725,1.01,0.625,14.485842483047964,10.09313023039201 +tool_research,full_model,25793.47,14558.716131318892,3319.5083100000024,1971.65603294373,5.2,4.775,1.01,0.925,14.485842483047964,10.483430906669906 diff --git a/agent_traffic_experiments/requirements.txt b/agent_traffic_experiments/requirements.txt new file mode 100644 index 0000000..c1f25ac --- /dev/null +++ b/agent_traffic_experiments/requirements.txt @@ -0,0 +1,6 @@ +numpy>=1.20 +pandas>=1.2 +matplotlib>=3.3 +PyYAML>=5.4 +requests>=2.25 + diff --git a/agent_traffic_experiments/run_llm.ps1 b/agent_traffic_experiments/run_llm.ps1 new file mode 100644 index 0000000..73ed761 --- /dev/null +++ b/agent_traffic_experiments/run_llm.ps1 @@ -0,0 +1,11 @@ +$ErrorActionPreference = 'Stop' +$scriptDir = Split-Path -Parent $MyInvocation.MyCommand.Path +Set-Location $scriptDir + +if (-not $env:OPENAI_API_KEY) { + throw '请先设置 OPENAI_API_KEY。也可以直接运行 run_local.ps1 使用本地画像。' +} +if (-not $env:OPENAI_MODEL) { + throw '请先设置 OPENAI_MODEL。' +} +python run_pipeline.py --generator llm diff --git a/agent_traffic_experiments/run_local.ps1 b/agent_traffic_experiments/run_local.ps1 new file mode 100644 index 0000000..7f9f1d2 --- /dev/null +++ b/agent_traffic_experiments/run_local.ps1 @@ -0,0 +1,4 @@ +$ErrorActionPreference = 'Stop' +$scriptDir = Split-Path -Parent $MyInvocation.MyCommand.Path +Set-Location $scriptDir +python run_pipeline.py diff --git a/agent_traffic_experiments/run_pipeline.py b/agent_traffic_experiments/run_pipeline.py new file mode 100644 index 0000000..2d9ae94 --- /dev/null +++ b/agent_traffic_experiments/run_pipeline.py @@ -0,0 +1,77 @@ +import argparse +import shutil +from pathlib import Path + +import pandas as pd + +from src.common import ensure_dirs, load_config, load_json, save_json, seeded_rng +from src.data_generator import aggregate_task_truth, generate_event_log, generate_profiles +from src.experiments import make_figures, retry_experiment, stress_experiment, validation_experiment +from src.parameter_estimation import estimate_parameters + + +def parse_args(): + parser = argparse.ArgumentParser(description="Agent network traffic data generation and experiments") + parser.add_argument("--config", default="configs/default.yaml") + parser.add_argument("--output", default="outputs/latest") + parser.add_argument("--generator", choices=["local", "llm"], default="local") + parser.add_argument("--steps", default="generate,estimate,experiment") + parser.add_argument("--no-fallback", action="store_true") + return parser.parse_args() + + +def main(): + args = parse_args() + root = Path(__file__).resolve().parent + config_path = (root / args.config).resolve() if not Path(args.config).is_absolute() else Path(args.config) + output_path = (root / args.output).resolve() if not Path(args.output).is_absolute() else Path(args.output) + cfg = load_config(config_path) + dirs = ensure_dirs(output_path) + shutil.copy2(config_path, output_path / "config_used.yaml") + steps = {x.strip() for x in args.steps.split(",") if x.strip()} + rng = seeded_rng(int(cfg["seed"])) + + if "generate" in steps: + profiles, metadata = generate_profiles( + args.generator, cfg["generation"]["task_types"], cfg["generation"]["llm"], + allow_fallback=not args.no_fallback, + ) + save_json({"metadata": metadata, "profiles": profiles}, dirs["data"] / "behavior_profiles.json") + train = generate_event_log(profiles, int(cfg["generation"]["train_tasks_per_type"]), rng, cfg["network"]) + test = generate_event_log(profiles, int(cfg["generation"]["test_tasks_per_type"]), rng, cfg["network"]) + train.to_csv(dirs["data"] / "train_events.csv", index=False, encoding="utf-8-sig") + test.to_csv(dirs["data"] / "test_events.csv", index=False, encoding="utf-8-sig") + aggregate_task_truth(test).to_csv(dirs["data"] / "task_truth.csv", index=False, encoding="utf-8-sig") + print("[generate] profiles=%d, train_events=%d, test_events=%d" % (len(profiles), len(train), len(test))) + + if "estimate" in steps: + train = pd.read_csv(dirs["data"] / "train_events.csv") + params = estimate_parameters(train) + save_json(params, dirs["parameters"] / "estimated_parameters.json") + print("[estimate] task_types=%s" % ",".join(params["task_types"].keys())) + + if "experiment" in steps: + params = load_json(dirs["parameters"] / "estimated_parameters.json") + truth = pd.read_csv(dirs["data"] / "task_truth.csv") + predictions, metrics = validation_experiment(truth, params, cfg, rng) + stress = stress_experiment(params, cfg, rng) + retry = retry_experiment(params, cfg, rng) + predictions.to_csv(dirs["results"] / "validation_predictions.csv", index=False, encoding="utf-8-sig") + metrics.to_csv(dirs["results"] / "validation_metrics.csv", index=False, encoding="utf-8-sig") + stress.to_csv(dirs["results"] / "stress_results.csv", index=False, encoding="utf-8-sig") + retry.to_csv(dirs["results"] / "retry_results.csv", index=False, encoding="utf-8-sig") + make_figures(predictions, metrics, stress, retry, dirs["figures"]) + summary = { + "best_model_by_internal_bytes_mape": metrics[metrics["metric"] == "internal_bytes"].sort_values("mape_percent").iloc[0].to_dict(), + "best_model_by_latency_mape": metrics[metrics["metric"] == "latency_ms"].sort_values("mape_percent").iloc[0].to_dict(), + "max_stress_arrival_rate": float(stress["arrival_rate"].max()), + "max_observed_p95_delay_ms": float(stress["p95_delay_ms"].max()), + } + save_json(summary, dirs["results"] / "summary.json") + print("[experiment] results written to %s" % output_path) + print(metrics[metrics["metric"].isin(["internal_bytes", "latency_ms"])][["model", "metric", "mape_percent"]].to_string(index=False)) + + +if __name__ == "__main__": + main() + diff --git a/agent_traffic_experiments/src/__init__.py b/agent_traffic_experiments/src/__init__.py new file mode 100644 index 0000000..9c91914 --- /dev/null +++ b/agent_traffic_experiments/src/__init__.py @@ -0,0 +1,2 @@ +"""Agent traffic modeling experiment package.""" + diff --git 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+++ b/agent_traffic_experiments/src/common.py @@ -0,0 +1,61 @@ +import json +import math +import os +import random +from pathlib import Path + +import numpy as np +import yaml + + +def load_config(path): + with open(path, "r", encoding="utf-8") as f: + return yaml.safe_load(f) + + +def ensure_dirs(root): + root = Path(root) + dirs = {name: root / name for name in ("data", "parameters", "results", "figures")} + for directory in dirs.values(): + directory.mkdir(parents=True, exist_ok=True) + return dirs + + +def save_json(data, path): + with open(path, "w", encoding="utf-8") as f: + json.dump(data, f, ensure_ascii=False, indent=2) + + +def load_json(path): + with open(path, "r", encoding="utf-8") as f: + return json.load(f) + + +def seeded_rng(seed): + random.seed(seed) + np.random.seed(seed) + return np.random.default_rng(seed) + + +def clamp(value, low, high): + return max(low, min(high, value)) + + +def lognormal_params_from_mean_cv(mean, cv): + mean = max(float(mean), 1e-6) + cv = max(float(cv), 1e-6) + sigma2 = math.log(cv * cv + 1.0) + sigma = math.sqrt(sigma2) + mu = math.log(mean) - sigma2 / 2.0 + return mu, sigma + + +def sample_lognormal(rng, mean, cv, minimum=1.0): + mu, sigma = lognormal_params_from_mean_cv(mean, cv) + return max(minimum, float(rng.lognormal(mu, sigma))) + + +def env(name, default=None): + value = os.environ.get(name) + return default if value in (None, "") else value + diff --git a/agent_traffic_experiments/src/data_generator.py b/agent_traffic_experiments/src/data_generator.py new file mode 100644 index 0000000..5e3e3ff --- /dev/null +++ b/agent_traffic_experiments/src/data_generator.py @@ -0,0 +1,308 @@ +import json +import re +import uuid +from copy import deepcopy + +import pandas as pd +import requests + +from .common import clamp, sample_lognormal + + +DEFAULT_PROFILES = [ + { + "task_type": "simple_qa", + "description": "单节点即可完成的简短问答，少量情况下调用工具。", + "phase": "answering", + "tool_probability": 0.10, + "split_probability": 0.05, + "mean_subtasks": 1.2, + "timeout_probability": 0.02, + "failure_probability": 0.01, + "think_time_ms_mean": 420, + "think_time_cv": 0.55, + "request_size_bytes_mean": 1800, + "response_size_bytes_mean": 2600, + "message_size_cv": 0.45, + }, + { + "task_type": "tool_research", + "description": "需要搜索、数据库或工具结果的研究任务。", + "phase": "evidence_collection", + "tool_probability": 0.78, + "split_probability": 0.20, + "mean_subtasks": 1.8, + "timeout_probability": 0.07, + "failure_probability": 0.025, + "think_time_ms_mean": 900, + "think_time_cv": 0.75, + "request_size_bytes_mean": 3200, + "response_size_bytes_mean": 8500, + "message_size_cv": 0.70, + }, + { + "task_type": "collaborative_analysis", + "description": "协调多个执行 Agent 并汇总结果的复杂分析任务。", + "phase": "multi_agent_synthesis", + "tool_probability": 0.48, + "split_probability": 0.82, + "mean_subtasks": 3.4, + "timeout_probability": 0.09, + "failure_probability": 0.035, + "think_time_ms_mean": 1450, + "think_time_cv": 0.85, + "request_size_bytes_mean": 5200, + "response_size_bytes_mean": 11800, + "message_size_cv": 0.80, + }, +] + + +PROFILE_KEYS = { + "task_type", "description", "phase", "tool_probability", "split_probability", + "mean_subtasks", "timeout_probability", "failure_probability", + "think_time_ms_mean", "think_time_cv", "request_size_bytes_mean", + "response_size_bytes_mean", "message_size_cv", +} + + +def _extract_json(text): + text = text.strip() + fenced = re.search(r"```(?:json)?\s*(.*?)```", text, flags=re.S | re.I) + if fenced: + text = fenced.group(1).strip() + start = min([i for i in (text.find("["), text.find("{")) if i >= 0] or [0]) + text = text[start:] + if text.startswith("{"): + obj = json.loads(text) + return obj.get("profiles", obj) + return json.loads(text) + + +def _validate_profiles(profiles, requested_types): + if not isinstance(profiles, list): + raise ValueError("LLM output must be a JSON list") + validated = [] + by_type = {p["task_type"]: p for p in DEFAULT_PROFILES} + for raw in profiles: + if not isinstance(raw, dict) or "task_type" not in raw: + continue + base = deepcopy(by_type.get(raw["task_type"], DEFAULT_PROFILES[0])) + for key in PROFILE_KEYS: + if key in raw: + base[key] = raw[key] + for key in ("tool_probability", "split_probability", "timeout_probability", "failure_probability"): + base[key] = clamp(float(base[key]), 0.0, 0.95) + base["mean_subtasks"] = clamp(float(base["mean_subtasks"]), 1.0, 8.0) + for key in ("think_time_ms_mean", "request_size_bytes_mean", "response_size_bytes_mean"): + base[key] = max(float(base[key]), 1.0) + for key in ("think_time_cv", "message_size_cv"): + base[key] = clamp(float(base[key]), 0.05, 2.5) + validated.append(base) + found = {p["task_type"] for p in validated} + for task_type in requested_types: + if task_type not in found: + validated.append(deepcopy(by_type.get(task_type, DEFAULT_PROFILES[0]))) + return [p for p in validated if p["task_type"] in requested_types] + + +def generate_profiles(mode, task_types, llm_config, allow_fallback=True): + if mode == "local": + return _validate_profiles(DEFAULT_PROFILES, task_types), {"generator": "local_builtin"} + + import os + api_key = os.environ.get("OPENAI_API_KEY") + base_url = os.environ.get("OPENAI_BASE_URL", "https://api.openai.com/v1").rstrip("/") + model = os.environ.get("OPENAI_MODEL", "") + if not api_key or not model: + if allow_fallback: + return _validate_profiles(DEFAULT_PROFILES, task_types), { + "generator": "local_fallback", "reason": "OPENAI_API_KEY or OPENAI_MODEL missing" + } + raise RuntimeError("LLM mode requires OPENAI_API_KEY and OPENAI_MODEL") + + prompt = f"""你是多智能体网络仿真实验的数据设计专家。请为以下任务类型生成行为画像： +{json.dumps(task_types, ensure_ascii=False)} + +仅输出 JSON 数组，每个对象必须包含这些字段： +task_type, description, phase, tool_probability, split_probability, mean_subtasks, +timeout_probability, failure_probability, think_time_ms_mean, think_time_cv, +request_size_bytes_mean, response_size_bytes_mean, message_size_cv。 + +约束：概率在0到0.95之间；mean_subtasks在1到8之间；时间单位毫秒；消息大小单位字节； +不同任务类型应体现从简单问答、工具密集到多Agent协作的明显差异。画像将用于科学仿真，数值应合理且可解释。""" + payload = { + "model": model, + "messages": [ + {"role": "system", "content": "Return valid JSON only. Do not include markdown commentary."}, + {"role": "user", "content": prompt}, + ], + "temperature": float(llm_config.get("temperature", 0.5)), + "max_tokens": int(llm_config.get("max_tokens", 3500)), + } + try: + response = requests.post( + base_url + "/chat/completions", + headers={"Authorization": "Bearer " + api_key, "Content-Type": "application/json"}, + json=payload, + timeout=float(llm_config.get("timeout_seconds", 90)), + ) + response.raise_for_status() + body = response.json() + content = body["choices"][0]["message"]["content"] + profiles = _validate_profiles(_extract_json(content), task_types) + return profiles, {"generator": "llm", "model": model, "base_url": base_url} + except Exception as exc: + if not allow_fallback: + raise + return _validate_profiles(DEFAULT_PROFILES, task_types), { + "generator": "local_fallback", "reason": str(exc), "requested_model": model + } + + +def _event(task_id, msg_id, parent_id, timestamp, task_type, phase, source, destination, + state_before, state_after, duration, message_type, message_size, queue_length, + success=True, retry_count=0, is_external=False): + return { + "timestamp": round(float(timestamp), 6), + "task_id": task_id, + "message_id": msg_id, + "parent_message_id": parent_id or "", + "task_type": task_type, + "task_phase": phase, + "source": source, + "destination": destination, + "state_before": state_before, + "state_after": state_after, + "state_duration_ms": round(float(duration), 3), + "message_type": message_type, + "message_size_bytes": int(max(0, round(message_size))), + "queue_length": int(max(0, queue_length)), + "success": bool(success), + "retry_count": int(retry_count), + "is_external": bool(is_external), + } + + +def generate_event_log(profiles, tasks_per_type, rng, network): + events = [] + agent_count = int(network["agent_count"]) + tool_count = int(network["tool_count"]) + coordinator = network.get("coordinator", "agent_0") + clock = 0.0 + for profile in profiles: + for index in range(tasks_per_type): + task_id = "%s_%05d" % (profile["task_type"], index) + clock += float(rng.exponential(0.7)) + t = clock + external_size = sample_lognormal(rng, profile["request_size_bytes_mean"] * 0.75, + profile["message_size_cv"]) + root_id = uuid.uuid4().hex[:16] + think = sample_lognormal(rng, profile["think_time_ms_mean"], profile["think_time_cv"]) + queue = int(rng.poisson(0.5 + 2.0 * profile["split_probability"])) + events.append(_event(task_id, root_id, "", t, profile["task_type"], profile["phase"], + "external", coordinator, "Idle", "Think", think, + "external_task", external_size, queue, is_external=True)) + t += think / 1000.0 + parent = root_id + split = rng.random() < profile["split_probability"] + subtask_count = max(1, int(rng.poisson(max(profile["mean_subtasks"] - 1.0, 0.01)) + 1)) if split else 1 + subtask_count = min(subtask_count, 8) + result_sizes = [] + all_success = True + for sub_index in range(subtask_count): + worker = "agent_%d" % (1 + ((index + sub_index) % max(1, agent_count - 1))) + req_id = uuid.uuid4().hex[:16] + req_size = sample_lognormal(rng, profile["request_size_bytes_mean"], profile["message_size_cv"]) + state = "Split" if split else "CallAgent" + events.append(_event(task_id, req_id, parent, t, profile["task_type"], profile["phase"], + coordinator, worker, "Think", state, 5.0, "agent_request", + req_size, queue)) + worker_think = sample_lognormal(rng, profile["think_time_ms_mean"], profile["think_time_cv"]) + t += (8.0 + worker_think) / 1000.0 + tool_used = rng.random() < profile["tool_probability"] + retries = 0 + success = True + tool_response_size = 0.0 + if tool_used: + tool = "tool_%d" % ((index + sub_index) % max(1, tool_count)) + tool_req_parent = req_id + while True: + tool_req_id = uuid.uuid4().hex[:16] + tool_req_size = sample_lognormal(rng, profile["request_size_bytes_mean"] * 0.35, + profile["message_size_cv"]) + events.append(_event(task_id, tool_req_id, tool_req_parent, t, + profile["task_type"], profile["phase"], worker, tool, + "Think" if retries == 0 else "Retry", "CallTool", 8.0, + "tool_request", tool_req_size, queue, retry_count=retries)) + t += 0.008 + timed_out = rng.random() < profile["timeout_probability"] + failed = rng.random() < profile["failure_probability"] + if not timed_out and not failed: + tool_response_size = sample_lognormal( + rng, profile["response_size_bytes_mean"] * 0.72, + profile["message_size_cv"]) + response_id = uuid.uuid4().hex[:16] + tool_ms = sample_lognormal(rng, profile["think_time_ms_mean"] * 0.65, + profile["think_time_cv"]) + t += tool_ms / 1000.0 + events.append(_event(task_id, response_id, tool_req_id, t, + profile["task_type"], profile["phase"], tool, worker, + "CallTool", "Think", tool_ms, "tool_response", + tool_response_size, queue, retry_count=retries)) + break + if retries >= 2: + success = False + fail_id = uuid.uuid4().hex[:16] + events.append(_event(task_id, fail_id, tool_req_id, t + 2.2, + profile["task_type"], profile["phase"], worker, coordinator, + "Wait", "Failed", 2200.0, "error", 600, queue, + success=False, retry_count=retries)) + t += 2.2 + break + retries += 1 + t += 2.2 + 0.18 * retries + result_id = uuid.uuid4().hex[:16] + result_size = sample_lognormal(rng, profile["response_size_bytes_mean"], + profile["message_size_cv"]) + tool_response_size * 0.15 + events.append(_event(task_id, result_id, req_id, t, profile["task_type"], profile["phase"], + worker, coordinator, "Think", "Send" if success else "Failed", 5.0, + "agent_response" if success else "error", result_size if success else 600, + queue, success=success, retry_count=retries)) + result_sizes.append(result_size if success else 600) + all_success = all_success and success + t += 0.005 + final_id = uuid.uuid4().hex[:16] + final_size = max(800.0, sum(result_sizes) * 0.38) + final_think = sample_lognormal(rng, profile["think_time_ms_mean"] * 0.55, + profile["think_time_cv"]) + t += final_think / 1000.0 + events.append(_event(task_id, final_id, parent, t, profile["task_type"], profile["phase"], + coordinator, "external", "Think", "Send" if all_success else "Failed", + final_think, "final_response" if all_success else "error", final_size, + queue, success=all_success)) + return pd.DataFrame(events).sort_values(["timestamp", "task_id"]).reset_index(drop=True) + + +def aggregate_task_truth(events): + rows = [] + for task_id, group in events.groupby("task_id"): + group = group.sort_values("timestamp") + external = group[group["is_external"]] + internal = group[~group["is_external"]] + input_bytes = int(external["message_size_bytes"].sum()) + rows.append({ + "task_id": task_id, + "task_type": group["task_type"].iloc[0], + "task_phase": group["task_phase"].iloc[0], + "latency_ms": max(0.0, (group["timestamp"].max() - group["timestamp"].min()) * 1000.0), + "internal_bytes": int(internal["message_size_bytes"].sum()), + "input_bytes": input_bytes, + "amplification": float(internal["message_size_bytes"].sum()) / max(input_bytes, 1), + "message_count": int(len(internal)), + "tool_calls": int((group["message_type"] == "tool_request").sum()), + "retries": int(group["retry_count"].max()), + "success": bool(group["success"].all()), + }) + return pd.DataFrame(rows) + diff --git a/agent_traffic_experiments/src/experiments.py b/agent_traffic_experiments/src/experiments.py new file mode 100644 index 0000000..80b9ea4 --- /dev/null +++ b/agent_traffic_experiments/src/experiments.py @@ -0,0 +1,152 @@ +import json +from pathlib import Path + +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd + +from .simulator import simulate_queue_stress, simulate_task_batch + + +def _metrics(actual, predicted): + actual = np.asarray(actual, dtype=float) + predicted = np.asarray(predicted, dtype=float) + return { + "mae": float(np.mean(np.abs(predicted - actual))), + "rmse": float(np.sqrt(np.mean((predicted - actual) ** 2))), + "mape_percent": float(np.mean(np.abs(predicted - actual) / np.maximum(np.abs(actual), 1e-9)) * 100.0), + } + + +def validation_experiment(truth, params, cfg, rng): + scenario_truth = truth.groupby("task_type").agg( + internal_bytes=("internal_bytes", "mean"), + latency_ms=("latency_ms", "mean"), + message_count=("message_count", "mean"), + tool_calls=("tool_calls", "mean"), + amplification=("amplification", "mean"), + ).reset_index() + global_internal = float(scenario_truth["internal_bytes"].mean()) + global_latency = float(scenario_truth["latency_ms"].mean()) + rows = [] + n = int(cfg["experiments"]["validation_tasks_per_scenario"]) + for _, actual in scenario_truth.iterrows(): + task_type = actual["task_type"] + for model in ("static_mean", "no_context", "full_model"): + if model == "static_mean": + prediction = { + "internal_bytes": global_internal, + "latency_ms": global_latency, + "message_count": float(scenario_truth["message_count"].mean()), + "tool_calls": float(scenario_truth["tool_calls"].mean()), + "amplification": float(scenario_truth["amplification"].mean()), + } + else: + samples = pd.DataFrame(simulate_task_batch( + task_type, n, params, rng, max_retries=cfg["simulation"]["max_retries"], + include_context=(model == "full_model"), + )) + prediction = {key: float(samples[key].mean()) for key in + ("internal_bytes", "latency_ms", "message_count", "tool_calls", "amplification")} + row = {"task_type": task_type, "model": model} + for metric, pred in prediction.items(): + row["actual_" + metric] = float(actual[metric]) + row["predicted_" + metric] = pred + rows.append(row) + predictions = pd.DataFrame(rows) + metric_rows = [] + for model, group in predictions.groupby("model"): + for metric in ("internal_bytes", "latency_ms", "message_count", "tool_calls", "amplification"): + values = _metrics(group["actual_" + metric], group["predicted_" + metric]) + metric_rows.append({"model": model, "metric": metric, **values}) + return predictions, pd.DataFrame(metric_rows) + + +def stress_experiment(params, cfg, rng): + task_type = "collaborative_analysis" if "collaborative_analysis" in params["task_types"] else list(params["task_types"])[-1] + rows = [] + for rate in cfg["experiments"]["arrival_rates_per_second"]: + rows.append(simulate_queue_stress( + float(rate), cfg["experiments"]["stress_duration_seconds"], + cfg["experiments"]["stress_warmup_seconds"], task_type, params, rng, + max_concurrency=cfg["network"]["max_concurrency"], + queue_capacity=cfg["network"]["queue_capacity"], + max_retries=cfg["simulation"]["max_retries"], + )) + return pd.DataFrame(rows) + + +def retry_experiment(params, cfg, rng): + task_type = "tool_research" if "tool_research" in params["task_types"] else list(params["task_types"])[0] + rows = [] + for probability in cfg["experiments"]["timeout_probabilities"]: + for retry_limit in cfg["experiments"]["retry_limits"]: + samples = pd.DataFrame(simulate_task_batch( + task_type, 240, params, rng, timeout_probability=float(probability), + max_retries=int(retry_limit), include_context=True, + )) + rows.append({ + "timeout_probability": probability, + "max_retries": retry_limit, + "success_rate": float(samples["success"].mean()), + "mean_retries": float(samples["retries"].mean()), + "mean_amplification": float(samples["amplification"].mean()), + "mean_latency_ms": float(samples["latency_ms"].mean()), + }) + return pd.DataFrame(rows) + + +def make_figures(predictions, metrics, stress, retry, figure_dir): + figure_dir = Path(figure_dir) + plt.rcParams["font.sans-serif"] = ["Microsoft YaHei", "SimHei", "Arial Unicode MS", "DejaVu Sans"] + plt.rcParams["axes.unicode_minus"] = False + + full = predictions[predictions["model"] == "full_model"] + fig, axes = plt.subplots(1, 2, figsize=(11, 4.5)) + for ax, metric, label in [(axes[0], "internal_bytes", "内部字节数"), (axes[1], "latency_ms", "任务延迟(ms)")]: + x, y = full["actual_" + metric], full["predicted_" + metric] + ax.scatter(x, y, s=65, color="#2E74B5") + lo, hi = min(x.min(), y.min()), max(x.max(), y.max()) + ax.plot([lo, hi], [lo, hi], "--", color="#777777") + for _, row in full.iterrows(): + ax.annotate(row["task_type"], (row["actual_" + metric], row["predicted_" + metric]), fontsize=8) + ax.set_xlabel("模拟实测值"); ax.set_ylabel("模型预测值"); ax.set_title(label) + ax.grid(alpha=0.25) + fig.tight_layout(); fig.savefig(figure_dir / "prediction_vs_truth.png", dpi=180); plt.close(fig) + + subset = metrics[metrics["metric"].isin(["internal_bytes", "latency_ms"])] + pivot = subset.pivot(index="model", columns="metric", values="mape_percent") + pivot = pivot.rename( + index={"full_model": "完整模型", "no_context": "无上下文模型", "static_mean": "静态均值模型"}, + columns={"internal_bytes": "内部字节数", "latency_ms": "任务延迟"}, + ) + fig, ax = plt.subplots(figsize=(8, 4.6)); pivot.plot(kind="bar", ax=ax, color=["#2E74B5", "#70AD47"]) + ax.set_ylabel("MAPE (%)"); ax.set_xlabel("模型"); ax.set_title("完整模型与基线对比"); ax.grid(axis="y", alpha=0.25) + ax.legend(title="指标") + fig.tight_layout(); fig.savefig(figure_dir / "model_comparison.png", dpi=180); plt.close(fig) + + fig, axes = plt.subplots(2, 2, figsize=(11, 7.5)) + axes[0, 0].plot(stress["arrival_rate"], stress["throughput_per_second"], marker="o") + axes[0, 0].set_title("到达率—吞吐量") + axes[0, 1].plot(stress["arrival_rate"], stress["p95_delay_ms"], marker="o", color="#C55A11") + axes[0, 1].set_title("到达率—P95延迟") + axes[1, 0].plot(stress["arrival_rate"], stress["queue_peak"], marker="o", color="#A5A5A5") + axes[1, 0].set_title("到达率—峰值队列") + axes[1, 1].plot(stress["arrival_rate"], stress["drop_rate"], marker="o", color="#C00000") + axes[1, 1].set_title("到达率—丢弃率") + for ax in axes.flat: ax.grid(alpha=0.25); ax.set_xlabel("任务/秒") + fig.tight_layout(); fig.savefig(figure_dir / "stress_curves.png", dpi=180); plt.close(fig) + + pivot = retry.pivot(index="timeout_probability", columns="max_retries", values="mean_amplification") + fig, ax = plt.subplots(figsize=(8, 5)); image = ax.imshow(pivot.values, aspect="auto", cmap="YlOrRd") + ax.set_xticks(range(len(pivot.columns))) + ax.set_xticklabels([str(x) for x in pivot.columns]) + ax.set_yticks(range(len(pivot.index))) + ax.set_yticklabels([str(x) for x in pivot.index]) + ax.set_xlabel("最大重试次数"); ax.set_ylabel("超时概率"); ax.set_title("重试导致的流量放大") + for i in range(pivot.shape[0]): + for j in range(pivot.shape[1]): ax.text(j, i, "%.2f" % pivot.iloc[i, j], ha="center", va="center", fontsize=8) + fig.colorbar(image, ax=ax, label="平均流量放大系数") + fig.tight_layout(); fig.savefig(figure_dir / "retry_heatmap.png", dpi=180); plt.close(fig) diff --git a/agent_traffic_experiments/src/parameter_estimation.py b/agent_traffic_experiments/src/parameter_estimation.py new file mode 100644 index 0000000..c5b9483 --- /dev/null +++ b/agent_traffic_experiments/src/parameter_estimation.py @@ -0,0 +1,67 @@ +from collections import defaultdict + +import numpy as np + + +def _stats(series, default=1.0): + values = np.asarray(series, dtype=float) + values = values[np.isfinite(values)] + if len(values) == 0: + return {"mean": default, "std": 0.0, "cv": 0.1, "p50": default, "p95": default, "count": 0} + mean = float(np.mean(values)) + std = float(np.std(values)) + return { + "mean": mean, + "std": std, + "cv": max(0.05, std / max(mean, 1e-9)), + "p50": float(np.quantile(values, 0.50)), + "p95": float(np.quantile(values, 0.95)), + "count": int(len(values)), + } + + +def estimate_parameters(events): + parameters = {"global": {}, "task_types": {}} + transitions = events.groupby(["state_before", "state_after"]).size().to_dict() + totals = events.groupby("state_before").size().to_dict() + parameters["global"]["transition_probabilities"] = { + "%s->%s" % key: float((count + 1.0) / (totals[key[0]] + 8.0)) + for key, count in transitions.items() + } + parameters["global"]["duration_ms"] = _stats(events["state_duration_ms"]) + parameters["global"]["message_size_bytes"] = _stats(events["message_size_bytes"]) + + for task_type, group in events.groupby("task_type"): + tasks = group.groupby("task_id") + task_count = max(1, group["task_id"].nunique()) + initial_tool_requests = group[(group["message_type"] == "tool_request") & (group["retry_count"] == 0)] + agent_requests = group[group["message_type"] == "agent_request"] + split_tasks = tasks["state_after"].apply(lambda s: (s == "Split").any()) + retry_tasks = tasks["retry_count"].max() + tool_requests = group[group["message_type"] == "tool_request"] + success_tasks = tasks["success"].all() + external_sizes = group[group["is_external"]]["message_size_bytes"] + request_sizes = group[group["message_type"].isin(["agent_request", "tool_request"])]["message_size_bytes"] + response_sizes = group[group["message_type"].isin(["agent_response", "tool_response", "final_response"])]["message_size_bytes"] + # 5-8ms values represent message-send bookkeeping, not reasoning/service time. + think_durations = group[ + (group["state_duration_ms"] > 20.0) + & (group["message_type"].isin(["external_task", "tool_response", "final_response"])) + ]["state_duration_ms"] + subtask_counts = tasks["message_type"].apply(lambda s: int((s == "agent_request").sum())) + parameters["task_types"][task_type] = { + "phase": str(group["task_phase"].mode().iloc[0]), + "task_count": task_count, + "tool_probability": float(len(initial_tool_requests) / max(len(agent_requests), 1)), + "split_probability": float(split_tasks.mean()), + "mean_subtasks": float(subtask_counts.mean()), + "retry_probability": float((tool_requests["retry_count"] > 0).sum() / max(len(tool_requests), 1)), + "mean_retries_if_any": float(retry_tasks[retry_tasks > 0].mean()) if (retry_tasks > 0).any() else 0.0, + "failure_probability": float((~success_tasks).mean()), + "think_time_ms": _stats(think_durations, 500.0), + "external_size_bytes": _stats(external_sizes, 1500.0), + "request_size_bytes": _stats(request_sizes, 2000.0), + "response_size_bytes": _stats(response_sizes, 4000.0), + "message_count_per_task": _stats(tasks.size(), 3.0), + } + return parameters diff --git a/agent_traffic_experiments/src/simulator.py b/agent_traffic_experiments/src/simulator.py new file mode 100644 index 0000000..53ce580 --- /dev/null +++ b/agent_traffic_experiments/src/simulator.py @@ -0,0 +1,176 @@ +import heapq +import itertools +import math +from collections import defaultdict, deque + +import numpy as np + +from .common import sample_lognormal + + +def simulate_task_batch(task_type, task_count, params, rng, timeout_probability=None, + max_retries=2, include_context=True): + task_params = params["task_types"][task_type] if include_context else _globalized(params) + rows = [] + for _ in range(task_count): + split = rng.random() < task_params["split_probability"] + subtasks = max(1, int(rng.poisson(max(task_params["mean_subtasks"] - 1.0, 0.01)) + 1)) if split else 1 + subtasks = min(subtasks, 8) + input_size = sample_lognormal(rng, task_params["external_size_bytes"]["mean"], + task_params["external_size_bytes"]["cv"]) + total_bytes = 0.0 + messages = 0 + tool_calls = 0 + retries_total = 0 + success = True + durations = [] + coordinator_think = sample_lognormal(rng, task_params["think_time_ms"]["mean"], + task_params["think_time_ms"]["cv"]) + durations.append(coordinator_think) + for _sub in range(subtasks): + tool = rng.random() < task_params["tool_probability"] + req = sample_lognormal(rng, task_params["request_size_bytes"]["mean"], + task_params["request_size_bytes"]["cv"]) + total_bytes += req + messages += 1 + worker_time = sample_lognormal(rng, task_params["think_time_ms"]["mean"], + task_params["think_time_ms"]["cv"]) + durations.append(worker_time) + if tool: + p_timeout = task_params["retry_probability"] if timeout_probability is None else timeout_probability + attempts = 0 + tool_success = False + while attempts <= max_retries: + tool_calls += 1 + tool_req = sample_lognormal(rng, task_params["request_size_bytes"]["mean"] * 0.35, + task_params["request_size_bytes"]["cv"]) + total_bytes += tool_req + messages += 1 + timed_out = rng.random() < p_timeout + if not timed_out: + tool_resp = sample_lognormal(rng, task_params["response_size_bytes"]["mean"] * 0.72, + task_params["response_size_bytes"]["cv"]) + total_bytes += tool_resp + messages += 1 + durations.append(sample_lognormal(rng, task_params["think_time_ms"]["mean"] * 0.65, + task_params["think_time_ms"]["cv"])) + tool_success = True + break + if attempts < max_retries: + retries_total += 1 + durations.append(2200.0 + 180.0 * (attempts + 1)) + attempts += 1 + success = success and tool_success + response = sample_lognormal(rng, task_params["response_size_bytes"]["mean"], + task_params["response_size_bytes"]["cv"]) + total_bytes += response if success else 600.0 + messages += 1 + final_size = max(800.0, subtasks * task_params["response_size_bytes"]["mean"] * 0.38) + total_bytes += final_size + messages += 1 + latency = sum(durations) + 8.0 * messages + rows.append({ + "task_type": task_type, + "internal_bytes": total_bytes, + "input_bytes": input_size, + "amplification": total_bytes / max(input_size, 1.0), + "latency_ms": latency, + "message_count": messages, + "tool_calls": tool_calls, + "retries": retries_total, + "success": success, + }) + return rows + + +def _globalized(params): + entries = list(params["task_types"].values()) + def mean(name): + return float(np.mean([e[name] for e in entries])) + def stat(name): + return { + "mean": float(np.mean([e[name]["mean"] for e in entries])), + "cv": float(np.mean([e[name]["cv"] for e in entries])), + } + return { + "tool_probability": mean("tool_probability"), + "split_probability": mean("split_probability"), + "mean_subtasks": mean("mean_subtasks"), + "retry_probability": mean("retry_probability"), + "failure_probability": mean("failure_probability"), + "think_time_ms": stat("think_time_ms"), + "external_size_bytes": stat("external_size_bytes"), + "request_size_bytes": stat("request_size_bytes"), + "response_size_bytes": stat("response_size_bytes"), + } + + +def simulate_queue_stress(arrival_rate, duration_seconds, warmup_seconds, task_type, params, + rng, max_concurrency=4, queue_capacity=500, timeout_probability=None, + max_retries=2): + tasks = simulate_task_batch( + task_type, max(200, int(arrival_rate * duration_seconds * 1.5)), params, rng, + timeout_probability=timeout_probability, max_retries=max_retries, + ) + event_queue = [] + counter = itertools.count() + time = 0.0 + task_index = 0 + while time < duration_seconds: + time += float(rng.exponential(1.0 / max(arrival_rate, 1e-9))) + if time <= duration_seconds: + heapq.heappush(event_queue, (time, next(counter), "arrival", task_index)) + task_index += 1 + + waiting = deque() + busy = 0 + completed = [] + dropped = 0 + queue_peak = 0 + arrival_times = {} + while event_queue: + now, _, event_type, idx = heapq.heappop(event_queue) + if event_type == "arrival": + arrival_times[idx] = now + if busy < max_concurrency: + busy += 1 + task = tasks[idx % len(tasks)] + service = task["latency_ms"] / 1000.0 + heapq.heappush(event_queue, (now + service, next(counter), "complete", idx)) + elif len(waiting) < queue_capacity: + waiting.append(idx) + queue_peak = max(queue_peak, len(waiting)) + else: + dropped += 1 + else: + task = tasks[idx % len(tasks)] + if arrival_times[idx] >= warmup_seconds: + record = dict(task) + record["end_to_end_ms"] = (now - arrival_times[idx]) * 1000.0 + completed.append(record) + busy -= 1 + if waiting: + nxt = waiting.popleft() + busy += 1 + task2 = tasks[nxt % len(tasks)] + heapq.heappush(event_queue, (now + task2["latency_ms"] / 1000.0, + next(counter), "complete", nxt)) + offered = max(1, task_index) + if completed: + delays = np.array([x["end_to_end_ms"] for x in completed]) + amps = np.array([x["amplification"] for x in completed]) + success = np.array([x["success"] for x in completed], dtype=float) + else: + delays, amps, success = np.array([0.0]), np.array([0.0]), np.array([0.0]) + return { + "arrival_rate": arrival_rate, + "offered_tasks": offered, + "completed_tasks": len(completed), + "throughput_per_second": len(completed) / max(duration_seconds - warmup_seconds, 1), + "mean_delay_ms": float(delays.mean()), + "p95_delay_ms": float(np.quantile(delays, 0.95)), + "queue_peak": queue_peak, + "drop_rate": dropped / offered, + "success_rate": float(success.mean()), + "mean_amplification": float(amps.mean()), + } diff --git a/build_reference_doc.ps1 b/build_reference_doc.ps1 new file mode 100644 index 0000000..8b26174 --- /dev/null +++ b/build_reference_doc.ps1 @@ -0,0 +1,29 @@ +param([Parameter(Mandatory=$true)][string]$OutputPath) +$ErrorActionPreference='Stop' +$word=New-Object -ComObject Word.Application +$word.Visible=$false +$word.DisplayAlerts=0 +try { + $doc=$word.Documents.Add() + try { + $doc.PageSetup.PaperSize=2 + $doc.PageSetup.TopMargin=$word.InchesToPoints(0.85) + $doc.PageSetup.BottomMargin=$word.InchesToPoints(0.8) + $doc.PageSetup.LeftMargin=$word.InchesToPoints(0.9) + $doc.PageSetup.RightMargin=$word.InchesToPoints(0.9) + $normal=$doc.Styles.Item(-1) + $normal.Font.Name='Calibri'; $normal.Font.NameFarEast='Microsoft YaHei'; $normal.Font.Size=10.5 + $normal.ParagraphFormat.SpaceAfter=6; $normal.ParagraphFormat.LineSpacingRule=5; $normal.ParagraphFormat.LineSpacing=15 + $title=$doc.Styles.Item(-63) + $title.Font.Name='Calibri'; $title.Font.NameFarEast='Microsoft YaHei'; $title.Font.Size=25; $title.Font.Bold=$true; $title.Font.Color=9655585 + $title.ParagraphFormat.Alignment=1; $title.ParagraphFormat.SpaceBefore=100; $title.ParagraphFormat.SpaceAfter=12 + $subtitle=$doc.Styles.Item(-75) + $subtitle.Font.Name='Calibri'; $subtitle.Font.NameFarEast='Microsoft YaHei'; $subtitle.Font.Size=14; $subtitle.Font.Color=8421504 + $subtitle.ParagraphFormat.Alignment=1; $subtitle.ParagraphFormat.SpaceAfter=24 + foreach($pair in @(@(-2,16,16,8,11621185),@(-3,13,12,6,11621185),@(-4,11.5,9,4,9655585))){ + $s=$doc.Styles.Item($pair[0]); $s.Font.Name='Calibri'; $s.Font.NameFarEast='Microsoft YaHei'; $s.Font.Size=$pair[1]; $s.Font.Bold=$true; $s.Font.Color=$pair[4] + $s.ParagraphFormat.SpaceBefore=$pair[2]; $s.ParagraphFormat.SpaceAfter=$pair[3]; $s.ParagraphFormat.KeepWithNext=$true + } + $doc.SaveAs2($OutputPath,16) + } finally { $doc.Close($true); [Runtime.InteropServices.Marshal]::ReleaseComObject($doc)|Out-Null } +} finally { $word.Quit(); [Runtime.InteropServices.Marshal]::ReleaseComObject($word)|Out-Null } diff --git a/deliverables/01_整体设计思路.md b/deliverables/01_整体设计思路.md new file mode 100644 index 0000000..22fe8c5 --- /dev/null +++ b/deliverables/01_整体设计思路.md @@ -0,0 +1,357 @@ +--- +title: "大规模多智能体网络流量建模与预测" +subtitle: "整体设计思路（参赛材料初稿）" +author: "参赛团队：待填写" +date: "2026年8月" +toc: true +toc-title: "目录" +number-sections: true +--- + +# 本次修订说明 + +**修订日期：2026年8月13日** + +本版本在原有整体设计框架上增加了“模拟实验设计流程”，主要改动如下： + +- 在“数据与参数设计”章节新增 **5.3 模拟实验设计流程**； +- 增加“场景定义—大模型生成行为画像—参数校验—结构化日志生成—训练集估参—验证集调参—测试集评估—实验输出”的完整闭环； +- 说明大模型只生成少量任务行为画像，本地程序负责扩展大量事件日志，以保证消息关系、时间顺序和统计口径一致； +- 增加模拟实验各环节的工作内容和质量控制表； +- 明确实验支持无 API Key 的本地画像模式和兼容 OpenAI 接口的 LLM 模式； +- 将答辩 PPT 建议由 14 页调整为 15 页，新增“模拟实验设计流程”展示页； +- 强调模拟数据用于快速验证模型机制，不等同于真实生产日志，后续需要使用真实数据校准。 + +对应实验代码位于 `agent_traffic_experiments/`，可生成事件日志、估计参数并运行预测验证、基线对比、压力和重试实验。 + +# 项目摘要 + +随着大语言模型从单体问答逐步发展为多智能体协作系统，任务拆分、Agent 间协商、工具调用、数据查询、结果回传和超时重试会产生大量内部消息。系统规模扩大后，通信流量不再只由用户请求量决定，还受到节点能力、任务阶段、网络拓扑、队列负载和故障重试的共同影响。传统的静态流量估算或单一排队模型难以还原这种“业务行为驱动网络流量”的动态过程。 + +本项目提出一套面向大规模 Agent 网络的流量建模与预测方案。方案以动态通信图描述节点连接，以外层状态机描述消息跨节点传播，以内层状态机描述节点接收、排队、思考、调用、等待、重试和发送等行为，并采用离散事件仿真计算节点流量、链路负载、端到端时延、队列长度和故障放大效应。模型参数可从小规模 Agent 运行日志和压力测试中估计，再通过分层参数和能力特征推广到更大规模网络。 + +> 核心设计：动态通信图 + 双层随机状态机 + 消息队列 + 离散事件仿真 + 分层参数学习 + 流量与拥塞评估。 + +# 一、研究背景与问题提出 + +## 1.1 背景 + +典型的多智能体系统通常包含协调 Agent、执行 Agent、检索服务、工具服务、数据库以及模型推理服务。一次外部任务可能经历如下过程： + +1. 协调节点解析任务并拆分子任务； +2. 多个执行节点并行处理； +3. 执行节点调用工具或查询数据； +4. 工具结果返回后继续推理； +5. 失败请求触发超时、重试或改道； +6. 协调节点汇总结果并返回用户。 + +因此，一条外部请求可能放大为数十条内部消息。随着 Agent 数量和并发任务增加，系统会出现热点节点、队列堆积、链路拥塞、超时重试放大等现象。若无法提前预测这些行为，就难以完成容量规划、资源调度和可靠性设计。 + +## 1.2 现有方法的不足 + +- **静态倍数估算**只能给出平均流量，不能描述任务阶段和故障状态下的变化。 +- **单纯拓扑模型**只能说明节点是否可达，不能说明节点为何产生新消息。 +- **单一排队模型**能够分析等待时间，但难以表达拆分、工具调用和多轮协作。 +- **完全数据驱动模型**需要大量大规模真实日志，冷启动成本高且解释性不足。 + +## 1.3 核心问题 + +本项目试图解决三个问题： + +1. 如何用统一模型描述不同 Agent、工具和服务的通信行为？ +2. 如何从小规模日志估计参数，并推演大规模网络的流量和延迟？ +3. 如何刻画“拥塞—超时—重试—流量增加”的动态反馈过程？ + +# 二、项目目标与应用价值 + +## 2.1 建模目标 + +给定网络拓扑、节点能力、外部任务负载及行为参数，模型输出： + +- 每个节点的入站和出站消息率、字节流量； +- 每条链路的消息数、字节数及带宽利用率； +- 任务平均时延以及 P95、P99 尾延迟； +- 节点队列长度、资源利用率和吞吐量； +- 消息平均跳数、任务内部消息数和流量放大系数； +- 超时、失败和重试条件下的额外流量； +- 热点节点、瓶颈链路和系统容量拐点。 + +## 2.2 应用价值 + +| 应用场景 | 模型提供的能力 | 可支持的决策 | +|---|---|---| +| 上线前容量规划 | 预测不同任务量下的节点与链路负载 | 配置并发数、实例数和带宽 | +| Agent 编排优化 | 比较不同拓扑和路由策略 | 减少跳数、热点与无效协作 | +| 故障与可靠性设计 | 模拟节点故障、超时和重试 | 选择重试次数、退避策略和备用节点 | +| 在线运维 | 根据日志校准模型并识别偏差 | 发现异常流量和潜在拥塞 | +| 成本评估 | 估计内部消息量、字节量和工具调用次数 | 对比不同架构的通信与计算成本 | + +# 三、总体设计框架 + +## 3.1 总体技术路线 + +项目分为数据层、参数层、模型层、仿真层和评估层。 + +```text +Agent运行日志、拓扑配置、压力测试数据 + ↓ + 数据清洗、任务链还原、特征提取 + ↓ + 状态转移概率 / 持续时间 / 消息大小 / 失败与重试参数 + ↓ + 动态通信图 + 外层传播状态机 + 内层节点状态机 + 队列模型 + ↓ + 离散事件仿真 + ↓ + 节点流量 / 链路流量 / 延迟 / 吞吐量 / 拥塞 / 可靠性 + ↓ + 实测对比、基线对比、消融和压力实验 +``` + +## 3.2 五层架构 + +| 层次 | 主要内容 | 关键产物 | +|---|---|---| +| 数据层 | 采集任务、消息、状态、队列和链路日志 | 标准化事件日志 | +| 参数层 | 估计概率、分布、容量和路由参数 | 参数配置与置信度 | +| 模型层 | 图模型、双层状态机、队列和流量公式 | 数学模型 | +| 仿真层 | 事件队列、状态更新、消息生成和统计 | 可运行仿真器 | +| 评估层 | 正确性、精度、扩展性和鲁棒性验证 | 实验报告与图表 | + +# 四、核心模型设计 + +## 4.1 动态通信图 + +系统表示为随时间变化的有向图： + +$$ +G(t)=(V(t),E(t)) +$$ + +其中节点可以是 Agent、模型服务、工具或数据库，边表示允许的通信关系。节点不被永久划分为固定角色，而是通过能力向量描述： + +```text +can_reason, can_split_task, can_call_tool, +can_query_database, can_forward, max_concurrency +``` + +同一个节点可以在不同任务阶段承担协调、执行、查询或转发功能，从而提高模型对异构系统和新节点的适应能力。 + +## 4.2 外层状态机：消息如何跨节点传播 + +外层状态机描述消息当前所在节点、路径位置、交互上下文以及下一目标节点。它回答“消息去哪里”的问题。 + +```text +外部任务 → 协调节点 → 执行节点 → 工具节点 + ↓ ↑ + 等待结果 ← 返回结果 + ↓ + 协调节点 → 外部系统 +``` + +目标节点选择同时考虑可达性、节点能力、网络距离、队列负载和链路利用率。 + +## 4.3 内层状态机：节点收到消息后做什么 + +模型严格区分节点资源状态和消息处理状态：节点资源状态 $q_v\in\{Idle,Busy,Saturated,Failed\}$ 描述节点整体的资源占用情况；消息处理状态 $q_m$ 描述一条消息或任务处理上下文当前所处的业务阶段。下面的状态机属于 $q_m$，同一节点可以同时维护多个 $q_m$，但活跃上下文数量不得超过 `max_concurrency`。 + +所有节点共享一套通用状态集合： + +```text +Idle → Receive → Queue → Think + ├→ Send + ├→ Split → Wait + ├→ CallAgent → Wait + ├→ CallTool → Wait + ├→ Query → Wait + └→ Forward → Wait +Wait → Think / Retry → Failed +Send / Failed → Idle +``` + +能力和拓扑先决定某个动作是否可行，条件概率模型再在可行动作中选择下一状态。例如，没有工具调用能力或邻域中没有可用工具时，`Think → CallTool` 的概率直接为零。 + +## 4.4 分层参数与小样本泛化 + +状态转移概率不是所有节点共用的固定常数，而是由任务、阶段、能力、拓扑和负载共同决定： + +$$ +P(q'\mid q,c,x_v,z_v,m,\ell_v) +$$ + +采用“全局基础参数—任务修正—阶段修正—能力修正—拓扑与负载修正”的分层结构。新任务或新节点数据不足时，先回退到相似类别或全局参数，并记录参数来源和可信度；获得新日志后再增量校准。 + +## 4.5 消息队列与拥塞反馈 + +节点队列随到达和服务动态变化： + +$$ +Q_v(t+\Delta t)=\max\{0,Q_v(t)+A_v(t)-D_v(t)\} +$$ + +其中 $Q_v(t)$ 只统计已经到达节点、但尚未获得活跃处理资源的消息；正在 `Think`、`CallTool` 或 `Wait` 中的上下文不计入队列。$D_v$ 表示从等待队列取出并开始处理的消息数，而不是处理完成数。队列采用有界、按 `priority` 优先且同优先级按到达顺序处理的规则。默认情况下 `Wait` 状态仍占用并发槽；若实际系统等待期间释放资源，应显式配置 `wait_holds_slot=false`。 + +当到达率接近或超过处理能力时，等待时间增加并可能触发超时。超时产生重试消息，进一步增加队列和链路负载，从而形成反馈闭环： + +```text +负载上升 → 排队增长 → 延迟上升 → 超时增多 + ↑ ↓ + └──────── 重试消息增加 ←───────────┘ +``` + +## 4.6 离散事件仿真 + +采用事件驱动方式，只在事件发生时更新状态。主要事件包括外部任务到达、消息到达、处理开始、状态完成、发送完成、工具返回、请求超时、重试和故障。 + +每次处理事件时： + +1. 读取节点、消息、任务阶段和当前负载； +2. 过滤不可行的状态转移； +3. 计算并抽样下一状态及持续时间； +4. 生成输出消息并选择目标节点； +5. 更新节点队列、链路状态和流量统计； +6. 把后续事件加入全局优先队列。 + +# 五、数据与参数设计 + +## 5.1 最小日志字段 + +| 字段组 | 字段 | 主要用途 | +|---|---|---| +| 标识 | task_id、message_id、parent_message_id、correlation_id、attempt_id | 还原任务调用链、匹配请求响应并区分重试尝试 | +| 时间 | timestamp、state_start、state_end | 估计状态时间和端到端延迟 | +| 路由 | source、destination、next_hop、path、hop | 区分逻辑终点与实际下一跳，统计有向链路流量 | +| 业务 | task_type、task_phase、message_type | 分层估计参数 | +| 状态 | state_before、state_after | 估计状态转移概率 | +| 负载 | queue_length、concurrency、link_utilization | 估计排队和拥塞效应 | +| 结果 | message_size、success、retry_count | 估计字节流量与可靠性 | + +## 5.2 参数来源 + +- 系统配置：节点能力、并发上限、队列容量和链路带宽； +- 小规模日志：状态转移、消息大小、目标选择和处理时间； +- 压力测试：高负载下服务速度、超时率和失败率； +- 场景假设：尚无数据参数的初始范围； +- 仿真校准：根据验证集误差选择分布和调整参数；测试集仅用于最终评估。 + +## 5.3 模拟实验设计流程 + +在真实大规模 Agent 日志暂不充足的阶段，项目采用“大模型生成行为画像、本地程序扩展结构化日志、状态机模型完成仿真验证”的快速实验路线。大模型不直接逐行编造数万条日志，而是生成少量可解释的任务行为参数，再由受约束的数据生成器保证消息关系、时间顺序和流量统计一致。 + +```text +设定任务类型与网络场景 + ↓ +大模型生成任务行为画像 +工具调用率 / 拆分率 / 子任务数 / 处理时间 / 消息大小 / 超时率 + ↓ +画像校验与参数约束 +概率范围检查 / 必填字段检查 / 缺失参数回退 + ↓ +本地随机引擎生成结构化事件日志 +task_id / message_id / 状态转移 / 节点路径 / 字节数 / 时间戳 + ↓ +训练集估计模型参数，验证集选择分布和调整参数 + ↓ +测试集仅保留为模拟实测值并用于最终评估 + ↓ +运行双层状态机与离散事件仿真 + ↓ +基线对比 / 压力实验 / 重试放大实验 + ↓ +输出 CSV、参数 JSON 和报告图表 +``` + +| 环节 | 主要工作 | 质量控制 | +|---|---|---| +| 场景定义 | 设置简单问答、工具研究、多 Agent 协作等任务 | 保证任务复杂度具有明显梯度 | +| LLM 画像生成 | 生成状态概率、处理时间、消息大小和故障参数 | 限定字段、单位和数值范围 | +| 日志扩展 | 将画像扩展为可统计的任务与消息事件 | 保证 ID 唯一、父子消息可追踪、时间单调 | +| 参数估计 | 从训练日志估计分层模型参数 | 测试数据不参与估参 | +| 模型实验 | 执行预测、基线、压力和重试实验 | 固定随机种子，多次重复 | +| 结果解释 | 形成误差表、容量曲线和重试热力图 | 明确标注为模拟数据，不替代真实验证 | + +当前实验工程支持两种模式：没有 API Key 时使用内置行为画像立即跑通；配置兼容 OpenAI 接口后，由大模型生成画像。后续获得真实日志时，可以保持实验流程不变，只替换或校准画像和参数。 + +# 六、方案创新点 + +## 6.1 双层状态机实现业务行为与网络传播解耦 + +外层描述消息路径，内层描述节点行为。两层分别清晰、组合后又能完整计算流量，避免把所有节点和动作塞入一个不可维护的巨型状态机。 + +## 6.2 能力驱动的统一节点表示 + +使用能力向量和上下文决定行为，不依赖固定节点类型，使模型能够支持新节点、角色动态变化和异构 Agent 网络。 + +## 6.3 小规模日志到大规模网络的分层推广 + +通过共享基础参数、条件修正和回退机制减少对海量真实数据的依赖，同时保留参数解释性和可信度标记。 + +## 6.4 显式描述重试流量放大闭环 + +模型不仅计算正常通信，还刻画排队、超时、失败、重试对流量的反向影响，可用于发现系统容量拐点和故障雪崩风险。 + +# 七、验证思路 + +验证工作分为五个层次： + +1. **程序正确性**：三节点手工算例与仿真逐事件对账； +2. **预测准确性**：训练日志估参、测试日志比较节点流量和延迟； +3. **模型必要性**：与静态倍数、纯拓扑和简单排队基线比较； +4. **模块贡献**：移除队列、阶段、拓扑或重试模块进行消融； +5. **大规模能力**：在 10 至 100000 个仿真节点上测试时间和内存开销。 + +主要指标包括 MAE、RMSE、MAPE、P95/P99 延迟误差、热点识别准确率、事件处理吞吐量和内存占用。 + +# 八、预期成果 + +## 8.1 软件成果 + +- 网络场景与参数配置模块； +- 日志解析和参数估计模块； +- 双层状态机离散事件仿真器； +- 节点、链路和任务级统计模块； +- 实验脚本和可视化看板。 + +## 8.2 文档成果 + +- 整体设计思路； +- 数学建模方案； +- 验证与评估报告； +- 用户说明、参数字典和复现实验说明。 + +## 8.3 预期图表 + +- 总体技术路线图和双层状态机图； +- 网络节点负载热力图与链路流量图； +- 预测值与实测值对比图； +- 到达率—吞吐量—延迟曲线； +- 超时概率—重试流量放大曲线； +- 节点规模—仿真运行时间/内存曲线。 + +# 九、实施计划与风险控制 + +| 阶段 | 工作内容 | 阶段产物 | +|---|---|---| +| 第一阶段 | 固化问题、状态和参数定义 | 建模方案 V1 | +| 第二阶段 | 实现 3—10 节点最小仿真 | 可运行原型与手工对账 | +| 第三阶段 | 构造日志、完成参数估计和基线 | 数据集与实验脚本 | +| 第四阶段 | 压力、消融、故障和规模实验 | 实验结果与图表 | +| 第五阶段 | 完成报告、PPT和答辩材料 | 正式参赛材料 | + +主要风险及应对措施： + +- **真实日志不足**：先使用可解释的合成场景，明确标注参数来源，再逐步替换为实测参数； +- **大规模运行开销过高**：使用事件驱动、稀疏图、节点聚合和分区仿真； +- **状态空间过大**：保持通用状态机，具体差异放入能力和参数，而非无限增加状态； +- **结果可信度不足**：保留参数来源、置信区间、基线对比和误差分析； +- **比赛叙事过于技术化**：用“容量规划、热点定位、重试雪崩预警”贯穿展示。 + +# 十、答辩PPT映射建议 + +本设计书可以压缩为 15 页答辩 PPT： + +1. 项目背景；2. 核心痛点；3. 建模目标；4. 总体架构；5. 动态通信图；6. 外层状态机；7. 内层状态机；8. 分层参数；9. 离散事件仿真；10. 模拟实验设计流程；11. 输出指标；12. 验证方案；13. 创新点；14. 应用价值；15. 总结与展望。 + +# 结论 + +本项目以 Agent 的业务行为作为网络流量产生机制，用双层随机状态机连接“任务执行”和“消息传播”，再结合队列、拓扑和离散事件仿真形成可解释、可校准、可扩展的流量预测框架。方案既能服务比赛中的数学建模与仿真验证，也具有容量规划、架构优化和故障预警等工程价值。 diff --git a/deliverables/02_建模方案.md b/deliverables/02_建模方案.md new file mode 100644 index 0000000..58f877e --- /dev/null +++ b/deliverables/02_建模方案.md @@ -0,0 +1,642 @@ +--- +title: "大规模多智能体网络流量建模方案" +subtitle: "基于双层随机混合自动机的离散事件仿真" +author: "参赛团队：待填写" +date: "2026年8月" +toc: true +toc-title: "目录" +number-sections: true +--- + +# 本次修订说明 + +**修订日期：2026年8月13日** + +本版本补充了基于大模型模拟数据开展快速实验的技术方案，主要改动如下： + +- 在“参数估计与数据方案”章节新增 **7.4 模拟实验设计流程（基于大模型）**； +- 定义任务行为画像向量，包括工具调用概率、任务拆分概率、平均子任务数、超时与失败概率、处理时间和消息大小参数； +- 说明采用“大模型生成行为画像 + 本地受约束随机引擎生成事件日志”的混合方法，而不是让大模型直接逐行生成海量日志； +- 补充 `task_id`、`message_id` 和 `parent_message_id` 驱动的消息因果链构造方法； +- 增加概率范围、正值参数、事件时间顺序、消息守恒、训练/验证/测试隔离和随机种子等质量约束； +- 补充静态均值基线、无上下文模型、完整双层状态机模型、压力实验和重试放大实验的闭环； +- 明确模拟数据的用途是验证模型实现和实验方法，正式结论仍需真实日志或可控 Agent 实验校准。 + +上述流程已在 `agent_traffic_experiments/` 中实现，模型输入输出字段和本方案中的状态机、参数估计及评估指标保持对应。 + +# 摘要 + +本文面向大规模多智能体系统中的通信流量预测问题，建立由动态通信图、双层随机混合自动机、消息队列、路由与目标选择模型、离散事件调度器和流量统计模型组成的统一框架。外层自动机描述消息在节点之间的传播位置和交互路径，内层自动机描述节点接收、排队、思考、任务拆分、工具调用、等待、重试和发送等行为。模型通过节点能力、任务上下文、局部拓扑及系统负载共同决定状态转移概率、状态持续时间、输出消息数量和消息大小。 + +参数主要由小规模运行日志、系统配置和压力测试数据估计；对于新任务、新阶段和新节点，采用分层参数共享、特征表示和回退机制实现组合泛化。最终利用离散事件仿真，计算节点与链路流量、任务时延、吞吐量、队列长度、流量放大系数以及故障重试效应，为大规模 Agent 网络的容量规划和架构优化提供依据。 + +**关键词：** 多智能体系统；网络流量；随机混合自动机；离散事件仿真；排队模型；分层参数 + +# 1 问题定义 + +## 1.1 研究对象 + +研究对象为由 Agent、工具服务、数据库、模型服务等计算与通信实体构成的异构网络。外部任务进入网络后，节点会根据任务阶段和自身能力进行推理、拆分、协作、查询、转发或返回结果，并产生新的内部消息。 + +系统需要根据有限规模日志和配置参数，预测更大规模或更高负载条件下的网络行为。 + +## 1.2 输入 + +模型输入包括： + +- 网络拓扑及其动态变化规则； +- 节点能力、并发上限、服务速度和队列容量； +- 外部任务类型、阶段、到达过程和优先级； +- 状态转移、状态持续时间和下游消息数量参数； +- 不同消息类型的大小分布； +- 链路带宽、传播时延和传输失败参数； +- 超时阈值、最大重试次数和退避策略。 + +## 1.3 输出 + +在时间窗口 $T$ 内，输出包括： + +1. 节点入站/出站消息数和字节数； +2. 链路累计流量、平均速率和利用率； +3. 任务完成时间及平均、P95、P99 延迟； +4. 节点队列长度、利用率、吞吐量和丢弃数； +5. 平均跳数、内部消息数和流量放大系数； +6. 超时率、失败率、重试次数和故障影响范围； +7. 热点节点、瓶颈链路和系统稳定区间。 + +## 1.4 建模边界 + +本模型主要描述应用层消息及其引发的计算、排队和路由行为。若比赛数据只提供逻辑消息大小，则不额外精确建模 TCP/IP 包头、分片和底层重传；如能获得网络层数据，可在逻辑消息大小之上增加协议开销系数。 + +# 2 基本假设 + +为构建可计算模型，作如下基础假设： + +1. 系统可表示为随时间变化的有向图，节点和链路属性在事件发生时更新； +2. 消息是仿真的基本通信对象，每条消息具有来源、目的、类型、大小和任务关联； +3. 节点共享通用状态集合，但可执行动作和参数因能力、上下文与负载不同； +4. 状态持续时间和消息大小服从从日志估计的经验分布或参数分布； +5. 外部任务到达可按实测时间序列重放；无日志时，基线场景采用泊松或非齐次泊松过程； +6. 节点处理资源和链路带宽有限，负载超过容量会形成队列或丢弃； +7. 超时与失败可触发有限重试，重试策略由最大次数和退避规则控制； +8. 不同随机实验使用独立随机种子，并通过多次重复估计均值和置信区间。 + +# 3 系统对象与符号定义 + +## 3.1 动态通信图 + +系统在时刻 $t$ 表示为： + +$$ +G(t)=(V(t),E(t)) +$$ + +$V(t)$ 为节点集合，$E(t)$ 为有向通信边集合。对链路 $e=(u,v)$，定义： + +$$ +g_e(t)=(C_e,d_e,u_e(t),p_e^{fail}) +$$ + +其中 $C_e$ 为带宽，$d_e$ 为基础传播时延，$u_e(t)$ 为利用率，$p_e^{fail}$ 为传输失败概率。 + +## 3.2 节点 + +节点 $v$ 表示为： + +$$ +v=(x_v,q_v,G_v,z_v,r_v,Q_v) +$$ + +其中： + +- $x_v$：能力和静态资源向量； +- $q_v$：节点级资源状态，取 `Idle`、`Busy`、`Saturated` 或 `Failed`，不表示某条消息所处的业务处理阶段； +- $G_v$：局部拓扑子图； +- $z_v$：从局部拓扑提取的度数、距离、邻居能力和负载特征； +- $r_v$：并发数、处理资源占用及可用容量； +- $Q_v$：等待队列。 + +能力向量示例： + +```text +x_v = { + can_reason: true, + can_split_task: true, + can_call_tool: true, + can_query_database: false, + can_forward: true, + max_concurrency: 4 +} +``` + +## 3.3 消息 + +消息定义为： + +$$ +m=(message\_id,task\_id,parent\_message\_id,correlation\_id, +attempt\_id,source,destination,next\_hop,message\_type, +message\_size,priority,path,h,retry\_count,t_{create}) +$$ + +其中 `destination` 是逻辑最终接收节点，`next_hop` 是本次传输实际到达的下一跳；$h$ 是消息已完成的跳数。`parent_message_id` 用于还原消息触发关系，`task_id` 用于关联同一次任务，`correlation_id` 用于匹配请求、响应、错误和超时，`attempt_id` 用于区分同一逻辑请求的不同发送尝试。 + +## 3.4 任务上下文 + +任务上下文 $c$ 包含任务类型、任务阶段、复杂度、可靠性要求、实时性要求等。为了支持未知类别，除离散标签外，还可使用如下可解释特征： + +```text +long_context, needs_external_tool, collaboration_degree, +realtime_requirement, reliability_requirement, result_complexity +``` + +# 4 双层随机混合自动机 + +## 4.1 外层自动机 + +外层自动机描述消息的网络位置和交互关系。外层状态可写为： + +$$ +S_m^{outer}(t)=(v_t,path_m,h_m,c_m) +$$ + +当节点内部状态转移生成新消息时，外层模型选择目标节点或下一跳，并计算传输完成时间。目标选择模型为： + +$$ +P(dst=u\mid v,type,c,z_v,\ell)= +\frac{\exp(r_u)}{\sum_{k\in\mathcal N_v^{feasible}}\exp(r_k)} +$$ + +评分 $r_u$ 可以综合能力匹配、跳数、队列长度、链路利用率和历史成功率： + +$$ +r_u=\theta_1 match_u-\theta_2 distance_u-\theta_3 queue_u +-\theta_4 utilization_{vu}+\theta_5 reliability_u +$$ + +## 4.2 内层自动机 + +节点内部状态集合定义为： + +$$ +\mathcal Q=\{Idle,Receive,Queue,Think,Split,CallAgent, +CallTool,Query,Forward,Wait,Retry,Send,Failed\} +$$ + +该集合表示消息或任务处理上下文状态 $q_m$，不是节点整体资源状态 $q_v$。同一节点可同时维护多个 $q_m$，其数量和资源占用由 $r_v$ 与 `max_concurrency` 约束。 + +主要状态转移如下： + +```text +Idle → Receive +Receive → Queue / Think +Queue → Think +Think → Send / Split / CallAgent / CallTool / Query / Forward +Split / CallAgent / CallTool / Query / Forward → Wait +Wait → Think / Retry +Retry → Think / Failed +Send / Failed → Idle +``` + +每次状态转移可同时产生状态持续时间、输出消息集合和流量增量。因此，模型属于含离散状态、连续时间和随机输出的混合自动机。 + +## 4.3 可行转移过滤 + +设状态 $q$ 的候选动作集合为 $\mathcal A(q)$，根据能力、拓扑和资源得到可行集合： + +$$ +\mathcal A(X)=\{a\in\mathcal A(q):constraint(a,x_v,z_v,r_v,c)=1\} +$$ + +例如： + +- `can_call_tool=false` 时移除 `CallTool`； +- 无可用数据服务时移除 `Query`； +- 队列或并发已满时进入等待、拒绝或转发分支； +- 达到最大重试次数后移除继续重试分支。 + +## 4.4 条件状态转移概率 + +对于可行转移 $j$，定义评分： + +$$ +s_j=\beta_j+\alpha_{task,j}+\gamma_{phase,j} ++\eta_{cap,j}+\delta_{topology,j}+\rho_{load,j} +$$ + +通过 softmax 得到： + +$$ +P(j\mid X)=\frac{e^{s_j}} +{\sum_{k\in\mathcal A(X)}e^{s_k}} +$$ + +若日志样本较少，可采用带平滑的频率估计作为初始值： + +$$ +\hat P_{ij}=\frac{N_{ij}+\alpha}{\sum_k N_{ik}+K\alpha} +$$ + +其中 $\alpha$ 为平滑系数，$K$ 为候选转移数量。 + +## 4.5 状态持续时间 + +不同状态采用不同持续时间分布。正值且右偏的数据可使用对数正态分布： + +$$ +\log T_q\sim \mathcal N( +\mu_q+\alpha_{task}+\gamma_{phase}+\eta_v+\rho_{load},\sigma_q^2) +$$ + +当样本量充足时，优先保存经验累积分布，并报告均值、中位数、P95 和 P99，避免只使用平均值掩盖长尾。 + +## 4.6 输出消息模型 + +一次转移产生的消息数量为 $N_{out}$，消息集合为： + +$$ +M_{out}=\{m_1,m_2,\ldots,m_{N_{out}}\} +$$ + +任务拆分的 $N_{out}$ 可采用经验离散分布或泊松、负二项分布。消息大小按类型和阶段建模： + +$$ +\log S_m\sim\mathcal N(\mu_{type,phase},\sigma_{type,phase}^2) +$$ + +# 5 队列、链路与时间模型 + +## 5.1 节点队列 + +节点 $v$ 在时间窗口内的队列动态为： + +$$ +Q_v(t+\Delta t)=\min\left\{Q_v^{max}, +\max[0,Q_v(t)+A_v(t)-D_v(t)]\right\} +$$ + +当队列达到 $Q_v^{max}$ 时，根据系统策略执行丢弃、拒绝、限流或改道。 + +$Q_v(t)$ 仅包含已经到达节点但尚未分配到活跃处理资源的消息；$D_v(t)$ 表示窗口内从等待队列取出并开始处理的消息数。队列采用有界、按 `priority` 优先且同优先级按到达顺序处理的规则。默认 `Wait` 上下文仍占用并发槽；实际系统若在等待期间释放资源，应设置 `wait_holds_slot=false`，并在响应到达后重新申请并发槽。 + +若某基线场景满足泊松到达和指数服务，可用 M/M/1 结果进行理论校验： + +$$ +\rho=\frac{\lambda}{\mu},\qquad +W=\frac{1}{\mu-\lambda},\qquad \lambda<\mu +$$ + +正式仿真不强制要求指数分布，可直接使用经验处理时间和多并发服务资源。 + +## 5.2 链路传输时间 + +消息 $m$ 经过链路 $e$ 的基础传输时间为： + +$$ +T_{e,m}=d_e+\frac{S_m}{C_e}+T_e^{queue} +$$ + +如需更细致地表达利用率导致的非线性排队，可设： + +$$ +T_e^{queue}=\kappa_e\frac{u_e}{1-u_e+\varepsilon} +$$ + +该形式需要通过压力测试校准，不应在无数据时声称为真实网络规律。 + +## 5.3 超时和重试 + +请求在超时阈值 $T_{timeout}$ 前未收到有效响应时进入 `Retry`。若单次成功概率为 $1-p$，允许最多 $R$ 次重试，则理论期望请求次数为： + +$$ +E[N_{request}]=\sum_{k=0}^{R}p^k= +\frac{1-p^{R+1}}{1-p} +$$ + +超时概率本身可以随队列和链路利用率变化： + +$$ +logit(p_{timeout})=omega_0+omega_1 Q_v+omega_2 u_e+omega_3 T_{service} +$$ + +# 6 流量与性能指标 + +## 6.1 节点流量 + +时间窗口 $T$ 内节点入站和出站字节数： + +$$ +B_v^{in}(T)=\sum_{m:dst(m)=v}S_m, +\qquad +B_v^{out}(T)=\sum_{m:src(m)=v}S_m +$$ + +对应平均速率为 $B/T$。 + +## 6.2 链路流量 + +$$ +B_e(T)=\sum_{m:e\in path(m)}S_m, +\qquad +R_e(T)=\frac{B_e(T)}{T} +$$ + +链路利用率为： + +$$ +U_e(T)=\frac{R_e(T)}{C_e} +$$ + +## 6.3 任务级指标 + +任务 $i$ 的端到端延迟： + +$$ +L_i=t_i^{finish}-t_i^{arrival} +$$ + +任务内部流量放大系数定义为： + +$$ +AF_i=\frac{\text{任务 }i\text{ 产生的内部总字节数}} +{\text{任务 }i\text{ 的外部输入字节数}} +$$ + +也可分别计算消息数量放大系数、工具调用放大系数和重试放大系数。 + +## 6.4 系统稳定性 + +对每个节点检查有效到达率与服务能力： + +$$ +\rho_v=\frac{\lambda_v^{eff}}{\mu_v} +$$ + +其中 $\mu_v$ 按基准模型定义为节点的总单位时间处理能力，已经综合节点并发槽、资源竞争和消息类型差异，不能再默认乘以 `max_concurrency`。若实测参数是单槽服务率，则必须先根据并发竞争和资源共享关系换算为节点总处理能力。多个关键节点长期满足 $\rho_v\ge 1$ 时，系统通常进入队列持续增长区间。由于任务拆分和重试会改变 $\lambda_v^{eff}$，稳定性需要通过迭代或仿真而非只看外部到达率判断。 + +# 7 参数估计与数据方案 + +## 7.1 日志模式 + +每条事件至少包含： + +| 字段 | 含义 | +|---|---| +| timestamp | 事件时间 | +| task_id、message_id、parent_message_id | 任务与消息触发关系 | +| correlation_id、attempt_id | 请求响应匹配与重试尝试区分 | +| source、destination、next_hop | 逻辑发送端、逻辑接收端与实际下一跳 | +| task_type、task_phase、message_type | 业务上下文 | +| state_before、state_after | 状态转移 | +| state_duration | 状态持续时间 | +| message_size | 消息字节数 | +| queue_length、concurrency | 节点负载 | +| link_utilization | 链路负载 | +| success、retry_count | 结果与重试 | + +## 7.2 估计流程 + +1. 根据 task_id 和 parent_message_id 还原任务调用树； +2. 校验时间戳顺序、重复消息和缺失字段； +3. 按状态、任务、阶段、能力和负载分组； +4. 估计转移概率、持续时间和消息大小分布； +5. 使用压力测试估计高负载下的服务率和超时率； +6. 划分训练集、验证集和测试集； +7. 记录每个参数的样本量、来源、版本和置信度。 + +## 7.3 未知类别与回退 + +运行时依次尝试： + +```text +类别专属参数 +→ 相似类别或特征组合参数 +→ 同任务类型的上级参数 +→ 全局状态基础参数 +``` + +回退结果应附带 `parameter_source=fallback` 和较低置信度，避免把缺少数据的预测解释为高可信结论。 + +## 7.4 模拟实验设计流程（基于大模型） + +在尚未获得足量真实 Agent 运行日志时，采用“大模型生成行为画像 + 规则约束生成事件日志”的混合数据构造方法。大模型用于提供不同任务类型的语义差异和合理参数组合，本地生成程序负责生成大规模、结构一致且可重复的日志。 + +### 7.4.1 流程设计 + +```text +步骤1：定义任务类型、网络节点和实验负载 + ↓ +步骤2：大模型生成任务行为画像 + ↓ +步骤3：执行结构与数值约束校验 + ↓ +步骤4：本地生成器扩展任务、状态和消息事件 + ↓ +步骤5：按任务划分训练集、验证集与测试集 + ↓ +步骤6：训练集估计状态机和分布参数 + ↓ +步骤7：验证集选择分布和调整参数 + ↓ +步骤8：测试集作为模拟实测值进行最终预测验证 + ↓ +步骤9：执行基线、压力和重试实验并输出图表 +``` + +大模型生成的单个行为画像包括： + +$$ +profile=(p_{tool},p_{split},E[N_{subtask}],p_{timeout},p_{fail}, +\mu_T,CV_T,\mu_{req},\mu_{resp},CV_S) +$$ + +分别表示工具调用概率、任务拆分概率、平均子任务数、超时概率、失败概率、处理时间均值和变异系数、请求与响应消息大小均值以及消息大小变异系数。 + +### 7.4.2 结构化事件扩展 + +行为画像通过本地随机引擎扩展为事件日志。每个任务生成唯一 `task_id`，每条消息生成唯一 `message_id`，并通过 `parent_message_id` 记录任务拆分、工具请求和返回结果之间的因果关系。生成器按照状态机约束生成： + +```text +外部任务到达 → 协调节点思考 → 拆分或调用执行节点 +→ 可选工具调用 → 超时与有限重试 → 执行结果返回 +→ 协调节点汇总 → 最终响应 +``` + +生成过程中同时维护时间戳、状态持续时间、消息大小、来源节点、目标节点、队列长度、成功状态和重试次数。 + +### 7.4.3 数据质量约束 + +- 概率参数限制在 $[0,0.95]$，不可行状态转移概率设为零； +- 子任务数量、消息大小和处理时间必须为正，并设置合理上限； +- 消息标识唯一，父消息必须存在或为空； +- 同一任务的事件时间保持因果顺序； +- 发送、接收、在途、丢弃和外部输出之间满足消息守恒； +- 训练集、验证集和测试集按完整任务划分，避免消息级数据泄漏； +- 保存生成模型、提示词版本、配置文件和随机种子。 + +### 7.4.4 实验闭环 + +训练事件用于估计状态转移概率、持续时间分布、消息大小分布和重试参数；验证事件用于选择分布和调整参数；测试事件只按任务聚合为模拟实测值并用于最终评估。随后分别运行静态均值基线、无任务上下文模型和完整双层状态机模型，并比较内部流量、任务延迟、消息数、工具调用数和流量放大系数。压力实验通过提高外部到达率观察队列和容量拐点，重试实验通过组合超时概率与最大重试次数观察成功率和流量放大。 + +该流程的定位是快速验证模型实现、实验方法和指标体系。模拟数据不得表述为真实生产数据；正式结论仍需真实日志或可控 Agent 实验进行校准。 + +# 8 离散事件仿真算法 + +## 8.1 事件类型 + +- ExternalArrival：外部任务到达； +- MessageArrival：消息抵达目标节点； +- ServiceStart：节点获得处理资源； +- StateComplete：状态处理完成； +- TransmissionComplete：消息传输完成； +- ResponseArrival：协作或工具结果返回； +- Timeout：请求超时； +- Retry：重新发送或改选目标； +- Failure/Recovery：节点或链路故障与恢复； +- Snapshot：周期性统计快照。 + +## 8.2 核心状态 + +仿真器维护：全局时钟、优先事件队列、节点状态、节点等待队列、链路状态、未完成请求表、任务状态表以及流量统计器。 + +## 8.3 核心伪代码 + +```text +初始化拓扑、节点、参数和随机种子 +生成外部任务到达事件 + +while 事件队列非空 且 当前时间 < 仿真终止时间: + event = 弹出时间最早的事件 + clock = event.time + + if event 为消息到达: + 更新目标节点入站流量 + 若有处理资源则安排处理，否则进入队列 + + if event 为状态完成: + 读取任务、阶段、能力、拓扑和负载 + 过滤不可行转移 + 计算条件概率并抽样下一状态 + 抽样持续时间、输出消息数量和消息大小 + 更新节点状态、队列和资源 + 为输出消息选择目标并安排传输事件 + 必要时安排超时事件 + + if event 为响应或超时: + 取消互斥事件或触发重试/失败 + + 更新任务、节点、链路和全局指标 +``` + +## 8.4 事件冲突处理 + +响应和超时可能同时存在于事件队列。为每个请求维护唯一 `request_id` 和状态标记；先发生的有效事件更新请求状态，后续互斥事件到达时被忽略，防止同一请求既成功又重试。 + +## 8.5 可复现性 + +所有随机源由统一种子管理。实验配置保存为版本化文件，包含拓扑、参数、仿真时长、预热期、重复次数和种子列表。报告中的每张图应能由对应配置和脚本重新生成。 + +# 9 大规模仿真优化 + +## 9.1 事件驱动 + +不按固定毫秒更新所有节点，只处理实际事件，复杂度主要与事件数量有关。若总事件数为 $M$，二叉堆优先队列的调度复杂度约为 $O(M\log M)$。 + +## 9.2 稀疏拓扑与局部查询 + +采用邻接表存储通信图，节点选择只遍历可行邻居，避免建立 $|V|^2$ 的全连接矩阵。 + +## 9.3 节点聚合 + +对于能力、参数和连接模式相同的大量节点，可在宏观实验中按节点群组聚合；在需要尾延迟和热点分析的局部区域保留细粒度仿真。 + +## 9.4 分区与并行 + +可按网络社区或业务域进行分区，跨区消息作为边界事件交换。并行化时必须保证事件因果顺序，比赛原型阶段可先完成单机确定性版本，再扩展并行实现。 + +# 10 三节点算例 + +设外部任务大小为 2 KB，路径为： + +```text +外部 → Node_A → Node_B → Node_C → Node_B → Node_A +``` + +其中： + +- A→B 任务请求 3 KB； +- B→C 工具请求 1 KB； +- C→B 工具响应 4 KB； +- B→A 最终结果 2 KB； +- B 调用工具的基础概率为 0.7。 + +若一次任务实际进入工具调用分支，则节点间链路累计流量为： + +$$ +B_{AB}=3+2=5\text{ KB} +$$ + +$$ +B_{BC}=1+4=5\text{ KB} +$$ + +若外部任务到达率为每秒 100 条，忽略排队和失败，则期望链路流量近似为： + +$$ +R_{AB}=100\times5=500\text{ KB/s} +$$ + +$$ +R_{BC}=100\times0.7\times5=350\text{ KB/s} +$$ + +该算例用于验证计数和事件实现。正式实验将引入随机消息大小、处理时间、队列、有限带宽和超时重试。 + +# 11 验证设计概述 + +模型验证分为： + +1. 手工算例逐事件对账； +2. 小规模日志训练/验证/测试集预测； +3. 与静态倍数、纯拓扑和 M/M/1 基线比较； +4. 移除分层阶段、局部拓扑、队列或重试模块的消融实验； +5. 到达率、带宽、并发数、超时率和重试上限敏感性分析； +6. 10—100000 仿真节点的性能扩展实验。 + +预测误差使用 MAE、RMSE 和 MAPE；尾延迟单独比较 P95/P99；热点识别使用 Precision、Recall 和 F1；仿真性能报告运行时间、内存峰值和每秒处理事件数。 + +# 12 模型局限与改进方向 + +- 小规模日志不能直接覆盖大规模系统中的新拥塞机制，需要压力实验校准； +- 泊松到达只适合作为无实测数据时的基线，突发任务应使用实测序列或批量到达模型； +- 参数之间可能存在相关性，独立抽样会低估极端事件，后续可引入联合分布或条件生成模型； +- 若新能力引入流式通信、广播或长期连接，需要扩展状态机结构； +- 超大规模精细仿真计算成本较高，可研究多分辨率和代理模型加速； +- 模型预测代表给定假设和参数下的仿真结果，必须同步报告参数来源和置信度。 + +# 13 最终模型定义 + +消息处理事件在时刻 $t$ 的完整状态表示为： + +$$ +s_m(t)=(v,q_v,q_m,x_v,z_v,c,m,path,h,Q_v(t),r_v,\tau_v,retry\_count) +$$ + +一次状态更新为： + +$$ +(s_{t+\Delta t},M_{out},\Delta F)=f(s_t,g_e(t),\xi_t) +$$ + +其中 $\xi_t$ 表示状态选择、持续时间、消息大小、目标选择和故障等随机变量，$\Delta F$ 表示节点及链路流量增量。 + +因此，整体模型可概括为： + +$$ +\boxed{\text{随机混合自动机}+\text{消息队列}+\text{动态通信图} ++\text{事件调度器}+\text{路由模型}+\text{流量统计}} +$$ + +# 结论 + +本方案将 Agent 的任务行为转化为可观测、可估计的消息生成机制，并通过双层状态机与动态网络连接起来。模型既保留状态、路径、参数和流量之间的可解释关系，又能通过事件仿真表达队列、拥塞、超时和重试的非线性反馈。下一阶段应以最小可运行仿真器和标准化实验为重点，用数据检验模型精度、模块必要性和大规模运行能力。 diff --git a/deliverables/03_验证与评估实验计划.md b/deliverables/03_验证与评估实验计划.md new file mode 100644 index 0000000..c298825 --- /dev/null +++ b/deliverables/03_验证与评估实验计划.md @@ -0,0 +1,554 @@ +--- +title: "大规模多智能体网络流量模型" +subtitle: "验证与评估实验计划（待执行）" +author: "参赛团队：待填写" +date: "2026年8月" +toc: true +toc-title: "目录" +number-sections: true +--- + +# 本次修订说明 + +**修订日期：2026年8月13日** + +本版本在实验总体框架中加入了可立即执行的模拟实验方案，主要改动如下： + +- 在“验证总体框架”后新增 **1.3 模拟实验设计流程**； +- 将模拟过程拆分为场景定义、LLM 行为画像生成、画像校验、结构化日志生成、训练/验证/测试隔离、参数估计、快速实验和结果输出八个环节； +- 设置简单问答、工具研究和多 Agent 协作分析三类初始任务场景； +- 规定 LLM 输出固定 JSON 画像，并在缺少 API Key 或请求失败时使用版本化本地画像回退； +- 明确训练集用于估计参数、验证集用于选择分布和调整参数、测试集只用于最终评估，避免任务级数据泄漏； +- 增加预测验证、模型基线、到达率压力和超时重试四类快速实验的输入输出说明； +- 规定保存原始事件 CSV、行为画像 JSON、估计参数 JSON、实验结果 CSV、图表、配置文件和随机种子； +- 强调最终报告必须把模拟结果标注为“模拟数据”，获得真实日志后使用同一实验管线重新验证。 + +配套实验工程位于 `agent_traffic_experiments/`，当前已经能够自动生成数据并输出预测对比图、压力曲线和重试流量放大热力图。 + +# 文档说明 + +本文是验证与评估报告的前置计划，不包含尚未实际获得的准确率、性能或显著性结论。实验执行后，应将本计划中的“预期图表、数据表和验收标准”替换或补充为真实结果，并保留失败实验和误差解释。 + +实验目标是回答四个问题： + +1. 仿真程序是否正确实现了数学模型？ +2. 模型能否预测真实或半真实 Agent 网络的流量与延迟？ +3. 双层状态机、队列、拓扑和重试模块是否确有必要？ +4. 模型能否在更大规模网络中保持可接受的运行开销与稳定性？ + +# 1 验证总体框架 + +## 1.1 验证层次 + +| 层次 | 核心问题 | 主要方法 | 输出 | +|---|---|---|---| +| V1 实现正确性 | 事件、消息和流量是否算对 | 手工算例、单元测试、守恒检查 | 对账表 | +| V2 参数可信度 | 参数是否由日志稳定估计 | 分布拟合、Bootstrap、训练/验证/测试划分 | 参数表与区间 | +| V3 预测准确性 | 能否预测测试场景 | 实测或重放对比 | 误差指标与拟合图 | +| V4 模型有效性 | 完整模型是否优于简化模型 | 基线和消融实验 | 对比表 | +| V5 鲁棒与扩展性 | 高负载、故障和大规模下表现如何 | 压力、故障、敏感性和规模实验 | 容量与性能曲线 | + +## 1.2 实验原则 + +- 所有实验配置、随机种子和软件版本可追踪； +- 训练数据不得进入测试集； +- 每个随机场景至少重复多次，并报告均值和 95% 置信区间； +- 真实数据、合成数据和假设参数必须清楚标注； +- 不仅报告平均值，还报告 P95、P99 和最差场景； +- 不删除对模型不利的异常结果，应分析其原因和适用边界。 + +## 1.3 模拟实验设计流程 + +在真实日志尚不足以覆盖全部任务类型、网络规模和故障条件时，先通过受约束的大模型模拟构建实验数据，快速验证模型与代码闭环。流程如下。 + +```text +任务与场景设计 + ↓ +LLM生成行为画像 + ↓ +画像合法性校验与默认参数回退 + ↓ +本地随机引擎扩展结构化事件日志 + ↓ +按任务划分训练集 / 验证集 / 测试集 + ↓ +训练集估计状态机参数 + ↓ +验证集选择分布和调整参数 + ↓ +测试集聚合为模拟实测值 + ↓ +完整模型、无上下文模型、静态均值基线对比 + ↓ +压力实验与重试放大实验 + ↓ +自动输出数据表、参数文件、指标和图表 +``` + +### 1.3.1 第一步：定义模拟场景 + +首轮至少设置三类具有复杂度梯度的任务： + +| 任务类型 | 主要特点 | 预期通信行为 | +|---|---|---| +| 简单问答 | 单节点推理为主 | 消息少、时延短、很少调用工具 | +| 工具研究 | 需要搜索或数据查询 | 工具调用率高、响应消息较大 | +| 多 Agent 协作分析 | 任务拆分和结果汇总 | 子任务多、路径长、队列和重试影响明显 | + +同时定义 Agent 数量、工具数量、并发容量、队列容量、链路带宽和基础时延。 + +### 1.3.2 第二步：LLM生成行为画像 + +大模型不直接输出海量日志，而是为每类任务生成有限的行为参数：工具调用概率、拆分概率、平均子任务数、处理时间、请求/响应大小、超时率和失败率。输出必须采用固定 JSON 字段，并经过范围检查。 + +若没有 API Key 或模型调用失败，使用版本化的内置画像回退，以保证实验可离线复现；报告中记录本次实际使用的是 LLM 画像还是本地回退画像。 + +### 1.3.3 第三步：生成结构化日志 + +本地程序根据画像运行受约束的随机状态机，为每个任务生成外部到达、Agent 请求、工具请求、工具响应、Agent 返回、超时、重试和最终响应事件。日志必须保留： + +- 任务 ID、消息 ID、父消息 ID、请求响应关联 ID 和发送尝试 ID； +- 任务类型、任务阶段和消息类型； +- 来源节点、逻辑目标节点、实际下一跳和状态转移； +- 时间戳、状态持续时间和队列长度； +- 消息大小、成功状态和重试次数。 + +### 1.3.4 第四步：训练与测试隔离 + +按完整任务划分训练集、验证集与测试集。训练集只用于估计参数；验证集用于选择持续时间和消息大小分布、调整模型参数；测试集不得用于调参，只按任务聚合得到内部字节数、端到端延迟、消息数、工具调用数、重试数和成功率，作为最终模拟实验的对照值。 + +### 1.3.5 第五步：快速实验 + +| 实验 | 自变量 | 主要输出 | +|---|---|---| +| 预测验证 | 任务类型 | 流量、延迟、消息数预测误差 | +| 基线对比 | 模型版本 | MAE、RMSE、MAPE | +| 压力实验 | 外部任务到达率 | 吞吐量、P95延迟、峰值队列、丢弃率 | +| 重试实验 | 超时概率、重试上限 | 成功率、平均重试数、流量放大系数 | + +### 1.3.6 第六步：结果输出与使用边界 + +程序自动输出原始事件 CSV、行为画像 JSON、估计参数 JSON、实验结果 CSV 和图表。模拟实验主要用于验证模型机制、筛选关键参数和形成比赛报告的初步图表，所有结果必须标注“模拟数据”。获得真实运行日志后，保持相同实验管线，用真实数据重新估参和复验。 + +# 2 实验环境与复现规范 + +## 2.1 待记录环境 + +| 项目 | 记录内容 | +|---|---| +| 硬件 | CPU型号、核数、内存、操作系统 | +| 软件 | Python及依赖版本、仿真器提交版本 | +| 配置 | 拓扑文件、参数文件、任务场景文件 | +| 随机性 | 主随机种子、重复实验种子列表 | +| 运行 | 开始时间、结束时间、预热期、仿真时长 | +| 输出 | 原始事件日志、聚合指标、图表脚本 | + +## 2.2 目录建议 + +```text +experiments/ + configs/ # 场景、拓扑和参数 + raw_logs/ # 原始Agent或仿真事件日志 + processed/ # 清洗后的标准数据 + scripts/ # 运行、统计和绘图脚本 + results/ # 每次实验的机器可读结果 + figures/ # 报告图表 + manifests/ # 环境、版本、种子与校验信息 +``` + +## 2.3 数据划分 + +如有真实任务日志，建议按任务而非单条消息划分，避免同一任务的消息同时出现在训练集和测试集。 + +- 训练集：60%，用于参数估计； +- 验证集：20%，用于选择分布和超参数； +- 测试集：20%，只用于最终评估。 + +若数据具有明显时间漂移，应采用前段训练、后段测试的时间切分，并额外报告随机切分结果。 + +# 3 指标体系 + +## 3.1 预测误差 + +对节点流量、链路流量、吞吐量和平均延迟计算： + +$$ +MAE=\frac{1}{n}\sum_{i=1}^{n}|\hat y_i-y_i| +$$ + +$$ +RMSE=\sqrt{\frac{1}{n}\sum_{i=1}^{n}(\hat y_i-y_i)^2} +$$ + +$$ +MAPE=\frac{100\%}{n}\sum_{i=1}^{n} +\left|\frac{\hat y_i-y_i}{y_i+\varepsilon}\right| +$$ + +对于真实值接近零的对象，MAPE 不稳定，应同时报告 MAE、SMAPE 或加权 MAPE。 + +## 3.2 分布与尾部指标 + +- 平均延迟、中位数、P90、P95、P99； +- 队列长度分布及最大值； +- 消息大小和状态持续时间分布距离； +- 可选使用 KS 统计量或 Wasserstein 距离比较分布。 + +## 3.3 热点识别 + +将利用率或流量处于前 $k\%$ 的节点/链路定义为热点，计算 Precision、Recall、F1 和 Top-K 命中率。 + +## 3.4 仿真性能 + +- 总运行时间； +- 峰值内存； +- 每秒处理事件数； +- 单任务平均事件数； +- 节点规模增加时的时间与内存增长率。 + +## 3.5 稳定性与可靠性 + +- 任务成功率和失败率； +- 超时率和平均重试次数； +- 流量放大系数； +- 队列是否在仿真后段持续增长； +- 故障恢复时间和受影响任务比例。 + +# 4 实验E1：三节点手工算例与单元验证 + +## 4.1 目的 + +验证消息生成、状态转换、链路累计、节点收发流量、超时取消和重试计数是否正确。 + +## 4.2 场景 + +```text +外部 → A → B → C → B → A +``` + +消息大小依次为 2、3、1、4、2 KB。关闭随机性并固定所有处理时间。分别运行： + +1. 正常工具调用； +2. 不调用工具直接返回； +3. 第一次工具调用超时、第二次成功； +4. 超过最大重试次数并失败； +5. B 节点无处理资源，消息进入队列。 + +## 4.3 检查项 + +- 节点 A/B/C 入站和出站消息数； +- A-B、B-C 链路累计字节数； +- 消息路径和跳数； +- `destination` 与逐跳 `next_hop` 的一致性； +- 队列入队、出队和并发资源释放； +- 节点资源状态 $q_v$ 与各消息处理上下文状态 $q_m$ 的一致性； +- 响应成功后对应超时事件失效； +- 任务完成或失败后不存在悬挂请求。 + +## 4.4 通过标准 + +确定性计数应与手工结果完全一致；浮点时间误差应低于预设容差；所有守恒检查通过。 + +# 5 实验E2：参数估计与分布拟合 + +## 5.1 目的 + +检验从小规模日志估计转移概率、持续时间、消息大小和失败参数的稳定性。 + +## 5.2 步骤 + +1. 清洗并按任务还原调用链； +2. 统计各状态的转移计数和样本量； +3. 对持续时间和消息大小比较经验分布、对数正态、Gamma 等候选； +4. 使用验证集选择分布； +5. 对参数进行 Bootstrap，计算 95% 置信区间； +6. 检查任务类型、阶段和负载分层后的样本稀疏问题； +7. 为低样本组启用平滑或上级参数回退。 + +## 5.3 输出表 + +| 参数 | 分组条件 | 样本量 | 估计值/分布 | 95%区间 | 来源 | 置信度 | +|---|---|---:|---|---|---|---| +| P(Think→CallTool) | 待填写 | | | | 真实/合成 | | +| T_Think | 待填写 | | | | 真实/合成 | | +| S_request | 待填写 | | | | 真实/合成 | | +| p_timeout | 待填写 | | | | 压测/日志 | | + +## 5.4 判定原则 + +不预设必须选择某种理论分布。若参数分布拟合较差，正式仿真使用经验抽样，并在报告中说明样本覆盖范围。 + +# 6 实验E3：小规模预测准确性 + +## 6.1 目的 + +使用训练集估计参数，在未参与估参的测试任务上预测流量、延迟和调用次数。 + +## 6.2 场景建议 + +- 节点规模：3、5、10； +- 任务类型：至少 2 类； +- 任务阶段：简单任务与工具密集任务； +- 负载：低、中、高三个档位； +- 每个场景包含足够任务，并运行多次随机仿真。 + +## 6.3 比较对象 + +- 各节点消息率和字节率； +- 各链路累计流量； +- 平均、P95、P99 延迟； +- 平均工具调用数、下游消息数和重试数； +- 吞吐量、失败率和平均队列长度。 + +## 6.4 预期图表 + +1. 预测值—实测值散点图及 $y=x$ 参考线； +2. 各节点流量误差条形图； +3. 实测与预测延迟累积分布曲线； +4. 不同负载下的 MAPE/MAE 对比； +5. 任务级流量放大系数箱线图。 + +## 6.5 初步验收目标 + +在没有比赛官方阈值时，不应预先承诺固定精度。可使用以下内部目标推动迭代：完整模型在多数主要指标上优于所有基线；测试误差的置信区间稳定；高负载误差上升能够得到合理解释。最终报告填写真实数值。 + +# 7 实验E4：基线模型对比 + +## 7.1 基线定义 + +| 编号 | 基线 | 描述 | +|---|---|---| +| B0 | 静态平均倍数 | 外部流量乘以固定放大系数 | +| B1 | 纯拓扑随机游走 | 仅按连接和固定路由概率传播 | +| B2 | 简单排队模型 | 到达率和服务率驱动，不表达任务状态 | +| B3 | 单层状态机 | 节点行为和跨节点传播不分层 | +| M | 完整模型 | 双层状态机、分层参数、队列和重试闭环 | + +## 7.2 公平性要求 + +- 各模型使用相同训练任务和测试任务； +- 可共享的外部到达率、平均消息大小和节点总处理能力 $\mu$ 保持一致； +- 不允许完整模型使用测试集参数； +- 同时比较精度和运行开销，避免只比较预测误差。 + +## 7.3 结果表模板 + +| 模型 | 节点流量MAPE | 链路流量MAPE | 平均延迟误差 | P95误差 | 运行时间 | +|---|---:|---:|---:|---:|---:| +| B0 | | | | | | +| B1 | | | | | | +| B2 | | | | | | +| B3 | | | | | | +| M | | | | | | + +# 8 实验E5：消融实验 + +## 8.1 消融项 + +| 消融版本 | 移除内容 | 要验证的假设 | +|---|---|---| +| A1 | 移除任务阶段修正 | 阶段信息能提升行为预测 | +| A2 | 移除局部拓扑和邻居负载 | 拓扑负载影响目标选择与热点 | +| A3 | 使用固定平均处理时间 | 长尾分布影响尾延迟 | +| A4 | 移除节点队列 | 队列是高负载延迟的关键来源 | +| A5 | 移除失败与重试 | 重试影响流量放大与稳定性 | +| A6 | 固定节点类型替代能力向量 | 能力表示改善异构节点泛化 | + +## 8.2 分析方式 + +比较完整模型与各消融版本在低、中、高负载下的误差变化。若某模块对所有场景几乎没有贡献，应检查参数是否未被正确使用，或重新评估模块复杂度是否值得保留。 + +# 9 实验E6：压力与容量拐点 + +## 9.1 自变量 + +逐步提高外部到达率： + +$$ +\lambda\in\{0.2,0.4,0.6,0.8,1.0,1.2,1.5\}\times C_{baseline} +$$ + +其中 $C_{baseline}$ 是基准系统的估计处理能力。每个负载档运行足够长的预热期和统计期。 + +## 9.2 观测指标 + +- 吞吐量； +- 平均、P95、P99 延迟； +- 关键节点队列长度； +- 超时率、失败率和重试率； +- 节点与链路利用率； +- 流量放大系数。 + +## 9.3 容量拐点定义 + +可结合以下现象定义容量拐点：吞吐量不再随到达率线性增长；队列在统计期持续增长；P95 延迟突增；失败率超过业务阈值；重试导致内部流量明显非线性增加。 + +## 9.4 预期图表 + +- 到达率—吞吐量曲线； +- 到达率—P95/P99 延迟曲线； +- 时间—队列长度曲线； +- 到达率—超时率/重试率曲线； +- 到达率—流量放大系数曲线。 + +# 10 实验E7：故障与重试放大 + +## 10.1 场景矩阵 + +| 因素 | 建议水平 | +|---|---| +| 节点故障比例 | 0%、1%、5%、10% | +| 链路带宽下降 | 0%、25%、50%、75% | +| 基础超时概率 | 0、0.02、0.05、0.10、0.20 | +| 最大重试次数 | 0、1、2、3、5 | +| 退避策略 | 无退避、固定退避、指数退避 | +| 目标选择 | 固定节点、负载感知、故障感知 | + +## 10.2 关键问题 + +1. 哪种重试上限在成功率和额外流量之间更均衡？ +2. 指数退避能否减轻拥塞雪崩？ +3. 负载感知或故障感知路由能否缩小影响范围？ +4. 哪些热点节点故障会造成最大任务失败率？ + +## 10.3 结果展示 + +使用热力图展示“超时概率 × 重试上限”对成功率和流量放大系数的影响；使用拓扑图展示故障前后的热点迁移；使用时间曲线展示拥塞与恢复过程。 + +# 11 实验E8：拓扑和调度策略对比 + +## 11.1 拓扑 + +- 星型：中心协调节点连接所有执行节点； +- 树型：分层协调和任务拆分； +- 随机稀疏图：一般协作网络； +- 小世界：高聚类、少量远程连接； +- 无标度图：少量枢纽节点拥有高连接度。 + +## 11.2 策略 + +- 最短跳数； +- 随机可行邻居； +- 最短队列； +- 能力匹配优先； +- 综合能力、距离、负载和可靠性的加权策略。 + +## 11.3 指标 + +比较平均跳数、流量集中度、最大节点利用率、任务延迟、成功率和重路由次数。重点讨论不同拓扑是否会形成单点瓶颈，以及负载感知策略是否以额外跳数换取更低尾延迟。 + +# 12 实验E9：规模扩展与计算性能 + +## 12.1 规模设置 + +```text +10、100、1 000、10 000、100 000 个仿真节点 +``` + +对每个规模控制平均度数、任务到达率与节点数量的比例，并分别报告低负载和中负载结果。若 100000 节点无法在现有硬件完成，应如实报告达到的最大规模、瓶颈和优化方向。 + +## 12.2 测量 + +- 初始化时间； +- 仿真运行时间； +- 峰值内存； +- 每秒事件数； +- 事件总数； +- 结果聚合时间； +- 不同规模下的预测指标稳定性。 + +## 12.3 对比版本 + +如实现条件允许，对比： + +1. 固定时间步与离散事件； +2. 全量节点与同构节点聚合； +3. 不同优先队列实现； +4. 单线程与分区并行版本。 + +# 13 实验E10：敏感性与不确定性分析 + +## 13.1 关键参数 + +- 工具调用概率； +- 下游任务数量； +- 消息大小均值与方差； +- 节点处理速度； +- 链路带宽和时延； +- 超时概率与重试上限； +- 外部任务突发程度。 + +## 13.2 方法 + +第一阶段使用单因素局部敏感性分析；第二阶段可使用拉丁超立方抽样或 Sobol 方法分析全局敏感性。对高不确定参数从其估计区间中抽样，输出预测指标的置信区间，而不是只给单点预测。 + +## 13.3 输出 + +- 参数敏感性排序； +- 龙卷风图； +- 参数变化与输出变化曲线； +- 预测区间随样本量的变化； +- 最需要补采数据的参数列表。 + +# 14 数据质量与守恒检查 + +每次实验自动执行以下检查： + +- 每条消息有且仅有一个 task_id 和 message_id； +- 除外部输入、最终输出和丢弃外，发送消息数与接收/在途消息数守恒； +- 节点并发数不超过上限，队列长度不为负； +- 链路累计字节数等于经过该链路消息大小之和； +- 已完成请求不会再次触发有效超时； +- 任务完成后未完成子请求数为零或被明确标记为取消； +- 聚合指标能够由原始事件日志重新计算。 + +# 15 报告图表清单 + +最终《验证与评估报告》至少包含： + +1. 实验环境与数据集统计表； +2. 参数估计及置信区间表； +3. 三节点手工对账表； +4. 完整模型与基线的误差对比表； +5. 预测值—实测值散点图； +6. 延迟 CDF 或分位数对比图； +7. 消融实验条形图； +8. 到达率—吞吐量—尾延迟曲线； +9. 超时率—重试次数—流量放大热力图； +10. 拓扑热点图； +11. 节点规模—运行时间/内存曲线； +12. 敏感性排序图； +13. 失败案例及误差来源表。 + +# 16 执行排期 + +| 周期 | 任务 | 完成判据 | +|---|---|---| +| 第1阶段 | 仿真器最小闭环与E1 | 手工算例全部通过 | +| 第2阶段 | 日志模式、合成数据与E2 | 参数表可自动生成 | +| 第3阶段 | E3基准预测与E4基线 | 获得第一版误差结果 | +| 第4阶段 | E5消融与E6压力 | 明确模块贡献和容量拐点 | +| 第5阶段 | E7故障、E8拓扑 | 得到重试与路由结论 | +| 第6阶段 | E9规模、E10敏感性 | 完成性能和不确定性分析 | +| 第7阶段 | 报告整合与复现检查 | 图表可一键复现、结论有数据支撑 | + +# 17 最终报告写作模板 + +正式报告建议按以下顺序组织： + +1. 验证目标与实验环境； +2. 数据来源、清洗和参数估计； +3. 实现正确性验证； +4. 预测准确性与基线对比； +5. 消融实验； +6. 压力、故障和拓扑实验； +7. 大规模仿真性能； +8. 敏感性和不确定性； +9. 失败案例、模型边界与改进； +10. 结论。 + +每项结论采用“实验条件—观察数据—结论—适用范围”的格式。例如，不应只写“指数退避更好”，而应写明在哪些负载、超时率和重试次数下改善了哪些指标，以及是否牺牲了任务完成时间。 + +# 结论 + +本实验计划通过实现正确性、参数可信度、预测精度、基线对比、消融、压力、故障、拓扑、规模和敏感性十类实验，形成从代码到结论的完整证据链。执行过程中应优先完成三节点对账和小规模预测，再逐步扩展到高负载及大规模场景；所有结果必须保留参数来源、随机种子和复现配置，确保最终参赛报告可信、透明且可重复。 diff --git a/export_documents_pdf.ps1 b/export_documents_pdf.ps1 new file mode 100644 index 0000000..346370d --- /dev/null +++ b/export_documents_pdf.ps1 @@ -0,0 +1,27 @@ +param( + [Parameter(Mandatory=$true)][string]$InputDirectory, + [Parameter(Mandatory=$true)][string]$PdfDirectory +) +$ErrorActionPreference = 'Stop' +New-Item -ItemType Directory -Force -Path $PdfDirectory | Out-Null +$word = New-Object -ComObject Word.Application +$word.Visible = $false +$word.DisplayAlerts = 0 +try { + foreach ($file in Get-ChildItem -LiteralPath $InputDirectory -Filter '*.docx') { + $doc = $word.Documents.Open($file.FullName, $false, $true) + try { + $doc.Repaginate() + $pdf = Join-Path $PdfDirectory ($file.BaseName + '.pdf') + $doc.ExportAsFixedFormat($pdf, 17) + } finally { + $doc.Close($false) + [System.Runtime.InteropServices.Marshal]::ReleaseComObject($doc) | Out-Null + } + } +} finally { + $word.Quit() + [System.Runtime.InteropServices.Marshal]::ReleaseComObject($word) | Out-Null + [GC]::Collect() + [GC]::WaitForPendingFinalizers() +} diff --git a/format_documents.ps1 b/format_documents.ps1 new file mode 100644 index 0000000..a93b0e0 --- /dev/null +++ b/format_documents.ps1 @@ -0,0 +1,158 @@ +param( + [Parameter(Mandatory=$true)][string]$InputDirectory, + [Parameter(Mandatory=$true)][string]$PdfDirectory +) + +$ErrorActionPreference = 'Stop' +New-Item -ItemType Directory -Force -Path $PdfDirectory | Out-Null + +$wdAlignParagraphCenter = 1 +$wdAlignParagraphRight = 2 +$wdAlignParagraphJustify = 3 +$wdLineSpaceMultiple = 5 +$wdPageBreak = 7 +$wdFormatPDF = 17 +$wdFieldPage = 33 +$wdHeaderFooterPrimary = 1 +$wdCollapseEnd = 0 +$wdColorWhite = 16777215 +$wdColorDarkBlue = 9655585 +$wdColorBlue = 11621185 +$wdColorGray = 8421504 + +$word = New-Object -ComObject Word.Application +$word.Visible = $false +$word.DisplayAlerts = 0 + +try { + Get-ChildItem -LiteralPath $InputDirectory -Filter '*.docx' | ForEach-Object { + $doc = $word.Documents.Open($_.FullName) + try { + $doc.PageSetup.PaperSize = 2 # Letter + $doc.PageSetup.TopMargin = $word.InchesToPoints(0.82) + $doc.PageSetup.BottomMargin = $word.InchesToPoints(0.78) + $doc.PageSetup.LeftMargin = $word.InchesToPoints(0.9) + $doc.PageSetup.RightMargin = $word.InchesToPoints(0.9) + $doc.PageSetup.HeaderDistance = $word.InchesToPoints(0.35) + $doc.PageSetup.FooterDistance = $word.InchesToPoints(0.35) + + $normal = $doc.Styles.Item(-1) + $normal.Font.Name = 'Calibri' + $normal.Font.NameFarEast = 'Microsoft YaHei' + $normal.Font.Size = 10.5 + $normal.Font.Color = 0 + $normal.ParagraphFormat.Alignment = $wdAlignParagraphJustify + $normal.ParagraphFormat.SpaceBefore = 0 + $normal.ParagraphFormat.SpaceAfter = 6 + $normal.ParagraphFormat.LineSpacingRule = $wdLineSpaceMultiple + $normal.ParagraphFormat.LineSpacing = 15.5 + + $title = $doc.Styles.Item(-63) + $title.Font.Name = 'Calibri' + $title.Font.NameFarEast = 'Microsoft YaHei' + $title.Font.Size = 25 + $title.Font.Bold = $true + $title.Font.Color = $wdColorDarkBlue + $title.ParagraphFormat.Alignment = $wdAlignParagraphCenter + $title.ParagraphFormat.SpaceBefore = 115 + $title.ParagraphFormat.SpaceAfter = 10 + $title.ParagraphFormat.KeepWithNext = $true + + $subtitle = $doc.Styles.Item(-75) + $subtitle.Font.NameFarEast = 'Microsoft YaHei' + $subtitle.Font.Name = 'Calibri' + $subtitle.Font.Size = 14 + $subtitle.Font.Color = $wdColorGray + $subtitle.ParagraphFormat.Alignment = $wdAlignParagraphCenter + $subtitle.ParagraphFormat.SpaceAfter = 30 + + $headingSettings = @( + @{ Id=-2; Size=16; Before=16; After=8; Color=$wdColorBlue }, + @{ Id=-3; Size=13; Before=12; After=6; Color=$wdColorBlue }, + @{ Id=-4; Size=11.5; Before=9; After=4; Color=$wdColorDarkBlue } + ) + foreach ($h in $headingSettings) { + $style = $doc.Styles.Item($h.Id) + $style.Font.Name = 'Calibri' + $style.Font.NameFarEast = 'Microsoft YaHei' + $style.Font.Size = $h.Size + $style.Font.Bold = $true + $style.Font.Color = $h.Color + $style.ParagraphFormat.SpaceBefore = $h.Before + $style.ParagraphFormat.SpaceAfter = $h.After + $style.ParagraphFormat.KeepWithNext = $true + $style.ParagraphFormat.KeepTogether = $true + $style.ParagraphFormat.PageBreakBefore = $false + } + + foreach ($p in $doc.Paragraphs) { + $p.Range.Font.NameFarEast = 'Microsoft YaHei' + if ($p.Range.Text.Trim() -eq '目录') { + $p.Alignment = $wdAlignParagraphCenter + $p.Range.Font.Size = 18 + $p.Range.Font.Bold = $true + $p.Range.Font.Color = $wdColorDarkBlue + } + } + + foreach ($table in $doc.Tables) { + $table.AllowAutoFit = $true + $table.AutoFitBehavior(2) + $table.Rows.AllowBreakAcrossPages = $true + $table.Range.Font.Name = 'Calibri' + $table.Range.Font.NameFarEast = 'Microsoft YaHei' + $table.Range.Font.Size = 9 + $table.Range.ParagraphFormat.SpaceAfter = 2 + $table.Range.ParagraphFormat.LineSpacingRule = 0 + $table.Borders.Enable = 1 + if ($table.Rows.Count -gt 0) { + $table.Rows.Item(1).Range.Font.Bold = $true + $table.Rows.Item(1).Range.Font.Color = $wdColorWhite + $table.Rows.Item(1).Shading.BackgroundPatternColor = $wdColorDarkBlue + $table.Rows.Item(1).HeadingFormat = $true + } + $table.Range.Cells.VerticalAlignment = 1 + } + + foreach ($section in $doc.Sections) { + $header = $section.Headers.Item($wdHeaderFooterPrimary) + $header.Range.Text = '大规模多智能体网络流量建模与预测' + $header.Range.Font.NameFarEast = 'Microsoft YaHei' + $header.Range.Font.Name = 'Calibri' + $header.Range.Font.Size = 8.5 + $header.Range.Font.Color = $wdColorGray + $header.Range.ParagraphFormat.Alignment = 0 + + $footer = $section.Footers.Item($wdHeaderFooterPrimary) + $footer.Range.Text = '参赛材料初稿 | ' + $footer.Range.Font.NameFarEast = 'Microsoft YaHei' + $footer.Range.Font.Name = 'Calibri' + $footer.Range.Font.Size = 8.5 + $footer.Range.Font.Color = $wdColorGray + $footer.Range.ParagraphFormat.Alignment = $wdAlignParagraphRight + $range = $footer.Range + $range.Collapse($wdCollapseEnd) + [void]$footer.Range.Fields.Add($range, $wdFieldPage) + } + + if ($doc.TablesOfContents.Count -gt 0) { + $doc.TablesOfContents.Item(1).Update() + } + $doc.Fields.Update() | Out-Null + $doc.Repaginate() + $doc.Save() + $pdfPath = Join-Path $PdfDirectory ($_.BaseName + '.pdf') + $doc.ExportAsFixedFormat($pdfPath, $wdFormatPDF) + } + finally { + $doc.Close($true) + [System.Runtime.InteropServices.Marshal]::ReleaseComObject($doc) | Out-Null + } + } +} +finally { + $word.Quit() + [System.Runtime.InteropServices.Marshal]::ReleaseComObject($word) | Out-Null + [GC]::Collect() + [GC]::WaitForPendingFinalizers() +} diff --git a/style_docx_ooxml.ps1 b/style_docx_ooxml.ps1 new file mode 100644 index 0000000..0ff8e61 --- /dev/null +++ b/style_docx_ooxml.ps1 @@ -0,0 +1,81 @@ +param([Parameter(Mandatory=$true)][string]$Directory) +$ErrorActionPreference='Stop' +Add-Type -AssemblyName System.IO.Compression.FileSystem +$ns='http://schemas.openxmlformats.org/wordprocessingml/2006/main' + +function Set-Attr($node,$name,$value,$xml){ + $attr=$xml.CreateAttribute('w',$name,$ns); $attr.Value=[string]$value + [void]$node.Attributes.SetNamedItem($attr) +} +function Ensure-Child($parent,$local,$xml){ + $child=$parent.SelectSingleNode("w:$local",$script:nsmgr) + if(-not $child){$child=$xml.CreateElement('w',$local,$ns); [void]$parent.AppendChild($child)} + return $child +} +function Set-Style($xml,$styleId,$font,$eastAsia,$sizeHalf,$color,$bold,$before,$after,$line){ + $s=$xml.SelectSingleNode("//w:style[@w:styleId='$styleId']",$script:nsmgr); if(-not $s){return} + $rPr=Ensure-Child $s 'rPr' $xml + $fonts=Ensure-Child $rPr 'rFonts' $xml; Set-Attr $fonts 'ascii' $font $xml; Set-Attr $fonts 'hAnsi' $font $xml; Set-Attr $fonts 'eastAsia' $eastAsia $xml + $sz=Ensure-Child $rPr 'sz' $xml; Set-Attr $sz 'val' $sizeHalf $xml + $szCs=Ensure-Child $rPr 'szCs' $xml; Set-Attr $szCs 'val' $sizeHalf $xml + $c=Ensure-Child $rPr 'color' $xml; Set-Attr $c 'val' $color $xml + $b=$rPr.SelectSingleNode('w:b',$script:nsmgr) + if($bold -and -not $b){$b=$xml.CreateElement('w','b',$ns); [void]$rPr.AppendChild($b)} elseif(-not $bold -and $b){[void]$rPr.RemoveChild($b)} + $pPr=Ensure-Child $s 'pPr' $xml + $spacing=Ensure-Child $pPr 'spacing' $xml; Set-Attr $spacing 'before' $before $xml; Set-Attr $spacing 'after' $after $xml; Set-Attr $spacing 'line' $line $xml; Set-Attr $spacing 'lineRule' 'auto' $xml +} + +foreach($file in Get-ChildItem -LiteralPath $Directory -Filter '*.docx'){ + $tmp=Join-Path $Directory ('.tmp_'+[guid]::NewGuid().ToString('N')) + [IO.Compression.ZipFile]::ExtractToDirectory($file.FullName,$tmp) + try{ + [xml]$styles=Get-Content -Raw -Encoding UTF8 (Join-Path $tmp 'word\styles.xml') + $script:nsmgr=New-Object Xml.XmlNamespaceManager($styles.NameTable); $nsmgr.AddNamespace('w',$ns) + Set-Style $styles 'Normal' 'Calibri' 'Microsoft YaHei' 21 '000000' $false 0 120 300 + Set-Style $styles 'Title' 'Calibri' 'Microsoft YaHei' 50 '17365D' $true 1200 240 240 + Set-Style $styles 'Subtitle' 'Calibri' 'Microsoft YaHei' 28 '666666' $false 0 360 280 + Set-Style $styles 'Heading1' 'Calibri' 'Microsoft YaHei' 32 '2E74B5' $true 320 160 280 + Set-Style $styles 'Heading2' 'Calibri' 'Microsoft YaHei' 26 '2E74B5' $true 240 120 280 + Set-Style $styles 'Heading3' 'Calibri' 'Microsoft YaHei' 23 '1F4D78' $true 180 80 280 + $styles.Save((Join-Path $tmp 'word\styles.xml')) + + [xml]$doc=Get-Content -Raw -Encoding UTF8 (Join-Path $tmp 'word\document.xml') + $script:nsmgr=New-Object Xml.XmlNamespaceManager($doc.NameTable); $nsmgr.AddNamespace('w',$ns) + foreach($sect in $doc.SelectNodes('//w:sectPr',$nsmgr)){ + $pgSz=Ensure-Child $sect 'pgSz' $doc; Set-Attr $pgSz 'w' 12240 $doc; Set-Attr $pgSz 'h' 15840 $doc + $pgMar=Ensure-Child $sect 'pgMar' $doc; Set-Attr $pgMar 'top' 1224 $doc; Set-Attr $pgMar 'right' 1296 $doc; Set-Attr $pgMar 'bottom' 1152 $doc; Set-Attr $pgMar 'left' 1296 $doc; Set-Attr $pgMar 'header' 504 $doc; Set-Attr $pgMar 'footer' 504 $doc; Set-Attr $pgMar 'gutter' 0 $doc + } + foreach($tbl in $doc.SelectNodes('//w:tbl',$nsmgr)){ + $tblPr=Ensure-Child $tbl 'tblPr' $doc + $style=Ensure-Child $tblPr 'tblStyle' $doc; Set-Attr $style 'val' 'TableGrid' $doc + $layout=Ensure-Child $tblPr 'tblLayout' $doc; Set-Attr $layout 'type' 'autofit' $doc + $first=$tbl.SelectSingleNode('w:tr[1]',$nsmgr) + if($first){ + $trPr=Ensure-Child $first 'trPr' $doc; $hdr=Ensure-Child $trPr 'tblHeader' $doc; Set-Attr $hdr 'val' 1 $doc + foreach($cell in $first.SelectNodes('w:tc',$nsmgr)){ + $tcPr=Ensure-Child $cell 'tcPr' $doc; $shd=Ensure-Child $tcPr 'shd' $doc; Set-Attr $shd 'fill' '17365D' $doc + foreach($rPr in $cell.SelectNodes('.//w:rPr',$nsmgr)){ $c=Ensure-Child $rPr 'color' $doc; Set-Attr $c 'val' 'FFFFFF' $doc; if(-not $rPr.SelectSingleNode('w:b',$nsmgr)){[void]$rPr.AppendChild($doc.CreateElement('w','b',$ns))} } + } + } + } + $doc.Save((Join-Path $tmp 'word\document.xml')) + + foreach($hf in Get-ChildItem -LiteralPath (Join-Path $tmp 'word') -Filter 'header*.xml' -ErrorAction SilentlyContinue){ + [xml]$hx=Get-Content -Raw -Encoding UTF8 $hf.FullName + $script:nsmgr=New-Object Xml.XmlNamespaceManager($hx.NameTable); $nsmgr.AddNamespace('w',$ns) + foreach($t in $hx.SelectNodes('//w:t',$nsmgr)){$t.InnerText='大规模多智能体网络流量建模与预测'} + foreach($rPr in $hx.SelectNodes('//w:rPr',$nsmgr)){ + $fonts=Ensure-Child $rPr 'rFonts' $hx; Set-Attr $fonts 'eastAsia' 'Microsoft YaHei' $hx + $sz=Ensure-Child $rPr 'sz' $hx; Set-Attr $sz 'val' 17 $hx + $c=Ensure-Child $rPr 'color' $hx; Set-Attr $c 'val' '777777' $hx + } + $hx.Save($hf.FullName) + } + + $new=$file.FullName+'.new' + if(Test-Path $new){Remove-Item -LiteralPath $new} + [IO.Compression.ZipFile]::CreateFromDirectory($tmp,$new) + Copy-Item -Force -LiteralPath $new -Destination $file.FullName + Remove-Item -LiteralPath $new + } finally { Remove-Item -Recurse -Force -LiteralPath $tmp } +}