新增实验代码等

2026-08-13 16:17:59 +08:00
parent 718e371eb5
commit 2897b32d0d
56 changed files with 19641 additions and 0 deletions
@@ -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]
+
@@ -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
+    }
+  ]
+}
@@ -0,0 +1,301 @@
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+}
@@ -0,0 +1,26 @@
+timeout_probability,max_retries,success_rate,mean_retries,mean_amplification,mean_latency_ms
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@@ -0,0 +1,9 @@
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@@ -0,0 +1,18 @@
+{
+  "best_model_by_internal_bytes_mape": {
+    "model": "full_model",
+    "metric": "internal_bytes",
+    "mae": 8514.790993271408,
+    "rmse": 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
+}
@@ -0,0 +1,16 @@
+model,metric,mae,rmse,mape_percent
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+full_model,message_count,0.24833333333333366,0.34639011404933506,4.4460827599229225
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+static_mean,amplification,10.71876769134868,12.026846682885607,111.10365289444462
@@ -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
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@@ -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]
+
@@ -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,
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+      "timeout_probability": 0.02,
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+      "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,
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+      "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,
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+      "timeout_probability": 0.09,
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+      "request_size_bytes_mean": 5200.0,
+      "response_size_bytes_mean": 11800.0,
+      "message_size_cv": 0.8
+    }
+  ]
+}
@@ -0,0 +1,301 @@
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+0.0,5,1.0,0.0,9.540066677486474,1716.7430554392593
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+0.03,2,1.0,0.016666666666666666,9.014566351856745,1691.3863870856096
+0.03,3,1.0,0.020833333333333332,9.637237082920953,1721.830506046892
+0.03,5,1.0,0.0125,9.649347558637414,1718.5997383083138
+0.08,0,0.9041666666666667,0.0,8.25627307377185,1635.0229558657152
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+0.08,5,1.0,0.07916666666666666,9.741006123762736,1970.2545335768014
+0.15,0,0.8416666666666667,0.0,8.164931539209656,1610.0725491672833
+0.15,1,0.9833333333333333,0.10833333333333334,9.088215821284614,1938.8382504596384
+0.15,2,1.0,0.1,9.261076832398844,1941.657277871303
+0.15,3,0.9958333333333333,0.13333333333333333,11.372866350773522,2027.2488180006546
+0.15,5,1.0,0.13333333333333333,8.152159646681561,2064.0974036821353
+0.25,0,0.7916666666666666,0.0,7.82021056651408,1652.063945123461
+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
@@ -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
@@ -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
+}
@@ -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
@@ -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