Upload batch 5/20 (100 files)

outputs/llm_power_experiment/02_decode_length_32_128/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_nocap/config.json

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+}

outputs/llm_power_experiment/02_decode_length_32_128/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_nocap/phase_transitions.json

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+    "sub_phase": "req_27_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T14:02:21.795233",
+    "timestamp_ms": 1771218141795.2664,
+    "phase": "inference",
+    "sub_phase": "req_28_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T14:02:21.812487",
+    "timestamp_ms": 1771218141812.4968,
+    "phase": "inference",
+    "sub_phase": "req_28_decode"
+  },
+  {
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+    "timestamp_ms": 1771218143513.4583,
+    "phase": "inference",
+    "sub_phase": "req_28_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T14:02:28.514908",
+    "timestamp_ms": 1771218148514.941,
+    "phase": "inference",
+    "sub_phase": "req_29_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T14:02:28.532224",
+    "timestamp_ms": 1771218148532.2341,
+    "phase": "inference",
+    "sub_phase": "req_29_decode"
+  },
+  {
+    "timestamp": "2026-02-16T14:02:30.239294",
+    "timestamp_ms": 1771218150239.3015,
+    "phase": "inference",
+    "sub_phase": "session_finished"
+  },
+  {
+    "timestamp": "2026-02-16T14:02:30.239377",
+    "timestamp_ms": 1771218150239.3792,
+    "phase": "idle_post",
+    "sub_phase": ""
+  }
+]

outputs/llm_power_experiment/02_decode_length_32_128/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_nocap/samples/inference_results.csv

@@ -0,0 +1,89 @@
+request_idx,input_tokens,output_tokens,prefill_time_ms,decode_time_ms,prompt_preview,output_preview
+0,7,101,292.27209091186523,1411.1676216125488,Give three tips for staying healthy.," 1. Eat a balanced diet rich in fruits, vegetables, whole grains, lean proteins,"
+1,7,128,17.82965660095215,1719.637155532837,What are the three primary colors?," What are the three secondary colors? What are the three tertiary colors?
+
+The t"
+2,7,128,17.481088638305664,1729.1362285614014,Describe the structure of an atom.," Include the subatomic particles, their charges, and their locations within the "
+3,7,128,17.709970474243164,1713.2160663604736,How can we reduce air pollution?, What are the main sources of air pollution? What are the health effects of air 
+4,12,128,20.282983779907227,1663.3377075195312,Describe a time when you had to make a difficult decision.," What was the decision, and what factors influenced your choice? How did you han"
+5,12,128,18.27526092529297,1677.4230003356934,"Identify the odd one out.
+Twitter, Instagram, Telegram",", WhatsApp
+
+The odd one out is **Telegram**.
+
+**Reasoning:**
+- **Twitter**, **In"
+6,18,128,19.304990768432617,1666.2211418151855,"Explain why the following fraction is equivalent to 1/4
+4/16","
+
+To determine why the fraction \( \frac{4}{16} \) is equivalent to \( \frac{1}{"
+7,20,128,18.097639083862305,1680.1979541778564,Write a short story in third person narration about a protagonist who has to mak, The story should include a detailed description of the protagonist's surroundin
+8,9,128,17.523765563964844,1674.7817993164062,Render a 3D model of a house," with a red roof and a blue door.
+
+We are going to create a simple 3D model of a"
+9,21,128,17.31395721435547,1673.0453968048096,"Evaluate this sentence for spelling and grammar mistakes
+He finnished his meal a",".
+
+The sentence contains several spelling and grammar errors. Here is the correc"
+10,6,128,17.229318618774414,1661.9596481323242,How did Julius Caesar die?," Julius Caesar died by **assassination**. On the Ides of March (March 15), 44 BC"
+11,7,128,17.354488372802734,1688.5435581207275,What is the capital of France?," The capital of France is Paris. It is a major cultural, economic, and political"
+12,14,128,18.265247344970703,1675.290822982788,Generate a list of ten items a person might need for a camping trip,".
+
+1. Tent  
+2. Sleeping bag  
+3. Sleeping pad or air mattress  
+4. Headlamp or "
+13,7,128,20.020246505737305,1690.216302871704,Discuss the causes of the Great Depression,", and how it affected the global economy.
+
+The Great Depression was a severe wor"
+14,19,128,18.10765266418457,1685.2893829345703,"Classify the following into animals, plants, and minerals
+Oak tree, copper ore, ",", gold, rose, iron ore, human, coral, salt, fern
+
+Here is the classification of "
+15,11,128,18.17035675048828,1684.0403079986572,Explain the use of word embeddings in Natural Language Processing," (NLP), and how they help in representing text data.
+
+Word embeddings are a type"
+16,7,128,21.875619888305664,1680.7658672332764,Describe the function of a computer motherboard,".
+
+The **motherboard** is the central component of a computer system that connec"
+17,39,128,17.926692962646484,1706.1569690704346,"Reverse engineer this code to create a new version
+def factorialize(num):
+  fact","
+
+# This function is broken. Fix it.
+
+# The function is broken because it only i"
+18,11,128,18.163204193115234,1725.7013320922852,Propose an ethical solution to the problem of data privacy," in the digital age.
+
+An ethical solution to the problem of data privacy in the "
+19,12,128,18.9363956451416,1690.7851696014404,"Generate three verbs that mean the same as ""to apologize"""," and provide a synonym for each.
+
+Certainly! Here are three verbs that mean the "
+20,6,128,18.482446670532227,1696.1052417755127,What does DNA stand for?, What is the structure of DNA? What are the four nitrogenous bases in DNA? How d
+21,12,128,18.384218215942383,1695.192813873291,Compare and contrast the Cuban Missile Crisis and the Vietnam War.," What were the key differences and similarities between these two events?
+
+The C"
+22,7,128,18.6917781829834,1690.1731491088867,Generate a list of random words.," Here is a list of 10 random words: 
+
+1. Quibble  
+2. Glimmer  
+3. Mirth  
+4. Ze"
+23,13,128,18.91040802001953,1698.0037689208984,"Transcribe the recording into text.
+Recording about the history of Waterloo",", Belgium, and the Battle of Waterloo.
+
+[00:00:00] Welcome to the history of Wat"
+24,9,128,19.865989685058594,1690.3069019317627,Who is the world's most famous painter?," The title of the ""world's most famous painter"" can vary depending on cultural c"
+25,9,128,17.421483993530273,1699.1257667541504,Explain the concept of cogging torque.," Cogging torque is a phenomenon observed in electric motors, particularly in per"
+26,8,128,17.09437370300293,1697.3013877868652,Look up the boiling point of water.," What is the boiling point of water in degrees Celsius and degrees Fahrenheit?
+
+"
+27,10,128,18.06187629699707,1695.0714588165283,Describe the life and reign of King Charles II.," King Charles II of England (1630–1685) was the monarch of England, Scotland, an"
+28,14,128,17.010927200317383,1700.7367610931396,"Find the area of a circle given its radius.
+Radius = 4"," cm
+
+To find the area of a circle given its radius, we use the formula:
+
+$$
+A = "
+29,13,128,17.072200775146484,1706.8369388580322,Identify the lines of longitude that divides North and South America.," Also, identify the lines of longitude that divide the Eastern and Western Hemis"

outputs/llm_power_experiment/02_decode_length_32_128/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_nocap/samples/phase_power_summary.csv

@@ -0,0 +1,8 @@
+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3250,32.49993,306.339518,9.425852,14.524,14.735,7.832
+idle_post,3000,29.990028,1829.969002,61.001455,100.852,299.566,8.257
+idle_pre,3000,30.00013,1604.198586,53.472922,79.037,81.719,8.237
+inference,1,0.010105,0.083383,8.252,8.252,8.252,8.252
+inference_decode,5045,50.449923,8827.995613,174.985012,303.231,307.146,10.824
+inference_idle,14504,145.040859,18347.689601,126.5004,300.615,307.146,77.654
+inference_prefill,86,0.859289,46.769523,54.453512,78.656,78.799,8.252

outputs/llm_power_experiment/02_decode_length_32_128/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok32_nocap/config.json

@@ -0,0 +1,61 @@
+{
+  "sampling_interval_ms": 10.0,
+  "idle_pre_duration": 30.0,
+  "idle_mid_duration": 30.0,
+  "idle_post_duration": 30.0,
+  "train_epochs": 3,
+  "train_max_steps": null,
+  "batch_size": 4,
+  "gradient_accumulation_steps": 4,
+  "learning_rate": 0.0002,
+  "lora_r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "max_seq_length": 512,
+  "use_4bit": false,
+  "use_bf16": true,
+  "inference_total_requests": 30,
+  "inference_interval_sec": 5.0,
+  "inference_pattern": "fixed",
+  "inference_variable_min": 2.0,
+  "inference_variable_max": 10.0,
+  "inference_burst_count": 3,
+  "inference_burst_gap": 1.0,
+  "inference_burst_pause": 15.0,
+  "inference_batch_size": 1,
+  "concurrent_batch_window_ms": 50.0,
+  "concurrent_base_rate_rps": 0.2,
+  "concurrent_burst_rate_rps": 3.0,
+  "concurrent_burst_start_s": 20.0,
+  "concurrent_burst_duration_s": 30.0,
+  "gen_max_new_tokens": 32,
+  "gen_temperature": 0.0,
+  "gen_do_sample": false,
+  "prompt_shuffle": false,
+  "seed": 42,
+  "inference_duration_sec": null,
+  "prompt_set": "alpaca",
+  "strict_datasets": true,
+  "clock_lock_gpu": null,
+  "clock_lock_mem": null,
+  "ramp_enabled": false,
+  "ramp_start_w": null,
+  "ramp_end_w": null,
+  "ramp_steps": 5,
+  "ramp_step_duration": 3.0,
+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "skip_training": true,
+  "skip_inference": false,
+  "model": "qwen3-4b",
+  "power_cap": null,
+  "gpu_info": {
+    "gpu_name": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition",
+    "tdp_w": 600,
+    "memory_total_mb": 97887,
+    "driver_version": "580.82.07",
+    "cuda_version": "13.0"
+  },
+  "experiment_timestamp": "2026-02-16T13:58:01.684564"
+}

outputs/llm_power_experiment/02_decode_length_32_128/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok32_nocap/phase_transitions.json

@@ -0,0 +1,578 @@
+[
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+  {
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+    "timestamp_ms": 1771217775087.1338,
+    "phase": "inference",
+    "sub_phase": "req_15_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:15.508965",
+    "timestamp_ms": 1771217775508.974,
+    "phase": "inference",
+    "sub_phase": "req_15_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:20.510221",
+    "timestamp_ms": 1771217780510.2546,
+    "phase": "inference",
+    "sub_phase": "req_16_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:20.528594",
+    "timestamp_ms": 1771217780528.6055,
+    "phase": "inference",
+    "sub_phase": "req_16_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:20.950064",
+    "timestamp_ms": 1771217780950.0723,
+    "phase": "inference",
+    "sub_phase": "req_16_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:25.951772",
+    "timestamp_ms": 1771217785951.8057,
+    "phase": "inference",
+    "sub_phase": "req_17_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:25.971394",
+    "timestamp_ms": 1771217785971.4067,
+    "phase": "inference",
+    "sub_phase": "req_17_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:26.391460",
+    "timestamp_ms": 1771217786391.4685,
+    "phase": "inference",
+    "sub_phase": "req_17_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:31.392804",
+    "timestamp_ms": 1771217791392.8555,
+    "phase": "inference",
+    "sub_phase": "req_18_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:31.411232",
+    "timestamp_ms": 1771217791411.2417,
+    "phase": "inference",
+    "sub_phase": "req_18_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:31.833963",
+    "timestamp_ms": 1771217791833.9712,
+    "phase": "inference",
+    "sub_phase": "req_18_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:36.835388",
+    "timestamp_ms": 1771217796835.423,
+    "phase": "inference",
+    "sub_phase": "req_19_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:36.854508",
+    "timestamp_ms": 1771217796854.5203,
+    "phase": "inference",
+    "sub_phase": "req_19_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:37.280807",
+    "timestamp_ms": 1771217797280.8152,
+    "phase": "inference",
+    "sub_phase": "req_19_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:42.282040",
+    "timestamp_ms": 1771217802282.075,
+    "phase": "inference",
+    "sub_phase": "req_20_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:42.300298",
+    "timestamp_ms": 1771217802300.3086,
+    "phase": "inference",
+    "sub_phase": "req_20_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:42.724921",
+    "timestamp_ms": 1771217802724.9302,
+    "phase": "inference",
+    "sub_phase": "req_20_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:47.726327",
+    "timestamp_ms": 1771217807726.3604,
+    "phase": "inference",
+    "sub_phase": "req_21_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:47.743457",
+    "timestamp_ms": 1771217807743.467,
+    "phase": "inference",
+    "sub_phase": "req_21_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:48.163153",
+    "timestamp_ms": 1771217808163.1606,
+    "phase": "inference",
+    "sub_phase": "req_21_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:53.164461",
+    "timestamp_ms": 1771217813164.4937,
+    "phase": "inference",
+    "sub_phase": "req_22_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:53.182212",
+    "timestamp_ms": 1771217813182.2222,
+    "phase": "inference",
+    "sub_phase": "req_22_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:53.600322",
+    "timestamp_ms": 1771217813600.3296,
+    "phase": "inference",
+    "sub_phase": "req_22_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:58.601663",
+    "timestamp_ms": 1771217818601.696,
+    "phase": "inference",
+    "sub_phase": "req_23_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:58.621008",
+    "timestamp_ms": 1771217818621.0176,
+    "phase": "inference",
+    "sub_phase": "req_23_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:56:59.024891",
+    "timestamp_ms": 1771217819024.8992,
+    "phase": "inference",
+    "sub_phase": "req_23_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:04.026122",
+    "timestamp_ms": 1771217824026.158,
+    "phase": "inference",
+    "sub_phase": "req_24_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:04.044149",
+    "timestamp_ms": 1771217824044.1614,
+    "phase": "inference",
+    "sub_phase": "req_24_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:04.452643",
+    "timestamp_ms": 1771217824452.6516,
+    "phase": "inference",
+    "sub_phase": "req_24_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:09.453906",
+    "timestamp_ms": 1771217829453.9392,
+    "phase": "inference",
+    "sub_phase": "req_25_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:09.471261",
+    "timestamp_ms": 1771217829471.2715,
+    "phase": "inference",
+    "sub_phase": "req_25_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:09.892060",
+    "timestamp_ms": 1771217829892.0688,
+    "phase": "inference",
+    "sub_phase": "req_25_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:14.893421",
+    "timestamp_ms": 1771217834893.4463,
+    "phase": "inference",
+    "sub_phase": "req_26_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:14.911617",
+    "timestamp_ms": 1771217834911.6284,
+    "phase": "inference",
+    "sub_phase": "req_26_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:15.319587",
+    "timestamp_ms": 1771217835319.5952,
+    "phase": "inference",
+    "sub_phase": "req_26_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:20.320922",
+    "timestamp_ms": 1771217840320.955,
+    "phase": "inference",
+    "sub_phase": "req_27_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:20.340880",
+    "timestamp_ms": 1771217840340.8906,
+    "phase": "inference",
+    "sub_phase": "req_27_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:20.763812",
+    "timestamp_ms": 1771217840763.8196,
+    "phase": "inference",
+    "sub_phase": "req_27_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:25.765180",
+    "timestamp_ms": 1771217845765.214,
+    "phase": "inference",
+    "sub_phase": "req_28_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:25.782908",
+    "timestamp_ms": 1771217845782.9207,
+    "phase": "inference",
+    "sub_phase": "req_28_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:26.200239",
+    "timestamp_ms": 1771217846200.2463,
+    "phase": "inference",
+    "sub_phase": "req_28_idle_between"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:31.201610",
+    "timestamp_ms": 1771217851201.644,
+    "phase": "inference",
+    "sub_phase": "req_29_prefill"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:31.219189",
+    "timestamp_ms": 1771217851219.1997,
+    "phase": "inference",
+    "sub_phase": "req_29_decode"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:31.640161",
+    "timestamp_ms": 1771217851640.1692,
+    "phase": "inference",
+    "sub_phase": "session_finished"
+  },
+  {
+    "timestamp": "2026-02-16T13:57:31.640246",
+    "timestamp_ms": 1771217851640.2473,
+    "phase": "idle_post",
+    "sub_phase": ""
+  }
+]

outputs/llm_power_experiment/02_decode_length_32_128/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok32_nocap/samples/inference_results.csv

@@ -0,0 +1,89 @@
+request_idx,input_tokens,output_tokens,prefill_time_ms,decode_time_ms,prompt_preview,output_preview
+0,7,32,291.5339469909668,439.9149417877197,Give three tips for staying healthy.," 1. Eat a balanced diet rich in fruits, vegetables, whole grains, lean proteins,"
+1,7,32,17.732858657836914,432.9094886779785,What are the three primary colors?," What are the three secondary colors? What are the three tertiary colors?
+
+The t"
+2,7,32,17.809391021728516,416.75376892089844,Describe the structure of an atom.," Include the subatomic particles, their charges, and their locations within the "
+3,7,32,17.361879348754883,421.08631134033203,How can we reduce air pollution?, What are the main sources of air pollution? What are the health effects of air 
+4,12,32,19.170761108398438,417.3586368560791,Describe a time when you had to make a difficult decision.," What was the decision, and what factors influenced your choice? How did you han"
+5,12,32,18.16582679748535,413.97786140441895,"Identify the odd one out.
+Twitter, Instagram, Telegram",", WhatsApp
+
+The odd one out is **Telegram**.
+
+**Reasoning:**
+- **Twitter**, **In"
+6,18,32,19.35720443725586,413.9432907104492,"Explain why the following fraction is equivalent to 1/4
+4/16","
+
+To determine why the fraction \( \frac{4}{16} \) is equivalent to \( \frac{1}{"
+7,20,32,17.594575881958008,409.1329574584961,Write a short story in third person narration about a protagonist who has to mak, The story should include a detailed description of the protagonist's surroundin
+8,9,32,18.358945846557617,415.41481018066406,Render a 3D model of a house," with a red roof and a blue door.
+
+We are going to create a simple 3D model of a"
+9,21,32,18.13650131225586,407.4215888977051,"Evaluate this sentence for spelling and grammar mistakes
+He finnished his meal a",".
+
+The sentence contains several spelling and grammar errors. Here is the correc"
+10,6,32,17.64059066772461,411.5619659423828,How did Julius Caesar die?," Julius Caesar died by **assassination**. On the Ides of March (March 15), 44 BC"
+11,7,32,16.142845153808594,405.6391716003418,What is the capital of France?," The capital of France is Paris. It is a major cultural, economic, and political"
+12,14,32,17.020702362060547,417.41156578063965,Generate a list of ten items a person might need for a camping trip,".
+
+1. Tent  
+2. Sleeping bag  
+3. Sleeping pad or air mattress  
+4. Headlamp or "
+13,7,32,17.38142967224121,428.38025093078613,Discuss the causes of the Great Depression,", and how it affected the global economy.
+
+The Great Depression was a severe wor"
+14,19,32,19.475936889648438,416.20850563049316,"Classify the following into animals, plants, and minerals
+Oak tree, copper ore, ",", gold, rose, iron ore, human, coral, salt, fern
+
+Here is the classification of "
+15,11,32,17.364978790283203,421.62585258483887,Explain the use of word embeddings in Natural Language Processing," (NLP), and how they help in representing text data.
+
+Word embeddings are a type"
+16,7,32,18.113374710083008,421.2534427642822,Describe the function of a computer motherboard,".
+
+The **motherboard** is the central component of a computer system that connec"
+17,39,32,19.339561462402344,419.85535621643066,"Reverse engineer this code to create a new version
+def factorialize(num):
+  fact","
+
+# This function is broken. Fix it.
+
+# The function is broken because it only i"
+18,11,32,18.16248893737793,422.52564430236816,Propose an ethical solution to the problem of data privacy," in the digital age.
+
+An ethical solution to the problem of data privacy in the "
+19,12,32,18.84770393371582,426.09500885009766,"Generate three verbs that mean the same as ""to apologize"""," and provide a synonym for each.
+
+Certainly! Here are three verbs that mean the "
+20,6,32,17.999649047851562,424.3950843811035,What does DNA stand for?, What is the structure of DNA? What are the four nitrogenous bases in DNA? How d
+21,12,32,16.87455177307129,419.49462890625,Compare and contrast the Cuban Missile Crisis and the Vietnam War.," What were the key differences and similarities between these two events?
+
+The C"
+22,7,32,17.494678497314453,417.90008544921875,Generate a list of random words.," Here is a list of 10 random words: 
+
+1. Quibble  
+2. Glimmer  
+3. Mirth  
+4. Ze"
+23,13,32,19.060134887695312,403.67770195007324,"Transcribe the recording into text.
+Recording about the history of Waterloo",", Belgium, and the Battle of Waterloo.
+
+[00:00:00] Welcome to the history of Wat"
+24,9,32,17.756223678588867,408.26416015625,Who is the world's most famous painter?," The title of the ""world's most famous painter"" can vary depending on cultural c"
+25,9,32,17.102956771850586,420.58610916137695,Explain the concept of cogging torque.," Cogging torque is a phenomenon observed in electric motors, particularly in per"
+26,8,32,18.003463745117188,407.7637195587158,Look up the boiling point of water.," What is the boiling point of water in degrees Celsius and degrees Fahrenheit?
+
+"
+27,10,32,19.701480865478516,422.7302074432373,Describe the life and reign of King Charles II.," King Charles II of England (1630–1685) was the monarch of England, Scotland, an"
+28,14,32,17.459392547607422,417.1254634857178,"Find the area of a circle given its radius.
+Radius = 4"," cm
+
+To find the area of a circle given its radius, we use the formula:
+
+$$
+A = "
+29,13,32,17.32015609741211,420.7634925842285,Identify the lines of longitude that divides North and South America.," Also, identify the lines of longitude that divide the Eastern and Western Hemis"

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r03/llm_qwen3-4b_gpu0_ds_alpaca_burst_maxtok128_nocap/samples/phase_power_summary.csv

@@ -0,0 +1,8 @@
+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3417,34.16995,318.545646,9.322398,14.715,15.281,7.846
+idle_post,3000,29.989968,1857.856623,61.931526,100.294,287.797,7.782
+idle_pre,3000,30.000115,1561.619375,52.053749,78.343,78.552,8.337
+inference,2,0.019997,0.156893,7.846,7.846,7.846,7.846
+inference_decode,7387,73.869766,15555.828137,210.584531,290.433,292.401,8.901
+inference_idle,13500,135.000186,12466.649918,92.345258,171.306,290.601,77.37
+inference_prefill,86,0.860091,73.136097,85.013558,186.76375,201.744,7.846

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_burst_maxtok128_nocap/config.json

@@ -0,0 +1,62 @@
+{
+  "sampling_interval_ms": 10.0,
+  "idle_pre_duration": 30.0,
+  "idle_mid_duration": 30.0,
+  "idle_post_duration": 30.0,
+  "train_epochs": 3,
+  "train_max_steps": null,
+  "batch_size": 4,
+  "gradient_accumulation_steps": 4,
+  "learning_rate": 0.0002,
+  "lora_r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "max_seq_length": 512,
+  "train_max_seq_length": null,
+  "use_4bit": false,
+  "use_bf16": true,
+  "inference_total_requests": 30,
+  "inference_interval_sec": 5.0,
+  "inference_pattern": "burst",
+  "inference_variable_min": 2.0,
+  "inference_variable_max": 10.0,
+  "inference_burst_count": 3,
+  "inference_burst_gap": 1.0,
+  "inference_burst_pause": 15.0,
+  "inference_batch_size": 1,
+  "concurrent_batch_window_ms": 50.0,
+  "concurrent_base_rate_rps": 0.2,
+  "concurrent_burst_rate_rps": 3.0,
+  "concurrent_burst_start_s": 20.0,
+  "concurrent_burst_duration_s": 30.0,
+  "gen_max_new_tokens": 128,
+  "gen_temperature": 0.0,
+  "gen_do_sample": false,
+  "prompt_shuffle": false,
+  "seed": 47,
+  "inference_duration_sec": null,
+  "prompt_set": "alpaca",
+  "strict_datasets": true,
+  "clock_lock_gpu": null,
+  "clock_lock_mem": null,
+  "ramp_enabled": false,
+  "ramp_start_w": null,
+  "ramp_end_w": null,
+  "ramp_steps": 5,
+  "ramp_step_duration": 3.0,
+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "skip_training": true,
+  "skip_inference": false,
+  "model": "qwen3-4b",
+  "power_cap": null,
+  "gpu_info": {
+    "gpu_name": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition",
+    "tdp_w": 600,
+    "memory_total_mb": 97887,
+    "driver_version": "580.82.07",
+    "cuda_version": "13.0"
+  },
+  "experiment_timestamp": "2026-02-18T00:56:02.607647"
+}

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_burst_maxtok128_nocap/phase_transitions.json

@@ -0,0 +1,464 @@
+[
+  {
+    "timestamp": "2026-02-18T00:51:01.834669",
+    "timestamp_ms": 1771343461834.6807,
+    "phase": "idle_pre",
+    "sub_phase": ""
+  },
+  {
+    "timestamp": "2026-02-18T00:51:31.834869",
+    "timestamp_ms": 1771343491834.9119,
+    "phase": "train",
+    "sub_phase": "skipped"
+  },
+  {
+    "timestamp": "2026-02-18T00:51:31.835112",
+    "timestamp_ms": 1771343491835.1218,
+    "phase": "idle_mid",
+    "sub_phase": ""
+  },
+  {
+    "timestamp": "2026-02-18T00:52:01.835263",
+    "timestamp_ms": 1771343521835.3015,
+    "phase": "inference",
+    "sub_phase": "start"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:06.131105",
+    "timestamp_ms": 1771343526131.117,
+    "phase": "inference",
+    "sub_phase": "session_start_pattern_burst"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:06.131160",
+    "timestamp_ms": 1771343526131.1619,
+    "phase": "inference",
+    "sub_phase": "burst_1_start"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:06.149820",
+    "timestamp_ms": 1771343526149.8396,
+    "phase": "inference",
+    "sub_phase": "req_0_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:06.444290",
+    "timestamp_ms": 1771343526444.3018,
+    "phase": "inference",
+    "sub_phase": "req_0_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:08.815566",
+    "timestamp_ms": 1771343528815.6006,
+    "phase": "inference",
+    "sub_phase": "req_1_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:08.832683",
+    "timestamp_ms": 1771343528832.6936,
+    "phase": "inference",
+    "sub_phase": "req_1_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:11.539770",
+    "timestamp_ms": 1771343531539.802,
+    "phase": "inference",
+    "sub_phase": "req_2_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:11.557828",
+    "timestamp_ms": 1771343531557.8477,
+    "phase": "inference",
+    "sub_phase": "req_2_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:28.262131",
+    "timestamp_ms": 1771343548262.1672,
+    "phase": "inference",
+    "sub_phase": "burst_2_start"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:28.263525",
+    "timestamp_ms": 1771343548263.5435,
+    "phase": "inference",
+    "sub_phase": "req_3_prefill"
+  },
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+    "phase": "inference",
+    "sub_phase": "req_3_decode"
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+  {
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+  {
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+  {
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+    "timestamp_ms": 1771343573095.592,
+    "phase": "inference",
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+  },
+  {
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+    "timestamp_ms": 1771343573114.9526,
+    "phase": "inference",
+    "sub_phase": "req_7_decode"
+  },
+  {
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+    "timestamp_ms": 1771343575792.4739,
+    "phase": "inference",
+    "sub_phase": "req_8_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:52:55.810019",
+    "timestamp_ms": 1771343575810.0295,
+    "phase": "inference",
+    "sub_phase": "req_8_decode"
+  },
+  {
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+    "timestamp_ms": 1771343592505.168,
+    "phase": "inference",
+    "sub_phase": "burst_4_start"
+  },
+  {
+    "timestamp": "2026-02-18T00:53:12.506820",
+    "timestamp_ms": 1771343592506.8525,
+    "phase": "inference",
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+  },
+  {
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+    "timestamp_ms": 1771343592525.429,
+    "phase": "inference",
+    "sub_phase": "req_9_decode"
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+  {
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+    "timestamp_ms": 1771343595245.6484,
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+  {
+    "timestamp": "2026-02-18T00:53:15.264887",
+    "timestamp_ms": 1771343595264.898,
+    "phase": "inference",
+    "sub_phase": "req_10_decode"
+  },
+  {
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+    "timestamp_ms": 1771343597982.9456,
+    "phase": "inference",
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+  },
+  {
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+  {
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+  },
+  {
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+    "phase": "inference",
+    "sub_phase": "req_12_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:53:34.741246",
+    "timestamp_ms": 1771343614741.257,
+    "phase": "inference",
+    "sub_phase": "req_12_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:53:37.429618",
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+    "phase": "inference",
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+  },
+  {
+    "timestamp": "2026-02-18T00:53:37.447388",
+    "timestamp_ms": 1771343617447.3982,
+    "phase": "inference",
+    "sub_phase": "req_13_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:53:40.145200",
+    "timestamp_ms": 1771343620145.231,
+    "phase": "inference",
+    "sub_phase": "req_14_prefill"
+  },
+  {
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+    "timestamp_ms": 1771343620163.3308,
+    "phase": "inference",
+    "sub_phase": "req_14_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:53:56.860330",
+    "timestamp_ms": 1771343636860.3704,
+    "phase": "inference",
+    "sub_phase": "burst_6_start"
+  },
+  {
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+    "timestamp_ms": 1771343636861.9668,
+    "phase": "inference",
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+  },
+  {
+    "timestamp": "2026-02-18T00:53:56.880458",
+    "timestamp_ms": 1771343636880.4678,
+    "phase": "inference",
+    "sub_phase": "req_15_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:53:59.580426",
+    "timestamp_ms": 1771343639580.4565,
+    "phase": "inference",
+    "sub_phase": "req_16_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:53:59.599472",
+    "timestamp_ms": 1771343639599.4822,
+    "phase": "inference",
+    "sub_phase": "req_16_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:02.320934",
+    "timestamp_ms": 1771343642320.9514,
+    "phase": "inference",
+    "sub_phase": "req_17_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:02.338130",
+    "timestamp_ms": 1771343642338.1384,
+    "phase": "inference",
+    "sub_phase": "req_17_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:19.028778",
+    "timestamp_ms": 1771343659028.8196,
+    "phase": "inference",
+    "sub_phase": "burst_7_start"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:19.030418",
+    "timestamp_ms": 1771343659030.4373,
+    "phase": "inference",
+    "sub_phase": "req_18_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:19.048763",
+    "timestamp_ms": 1771343659048.773,
+    "phase": "inference",
+    "sub_phase": "req_18_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:21.756360",
+    "timestamp_ms": 1771343661756.3909,
+    "phase": "inference",
+    "sub_phase": "req_19_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:21.774789",
+    "timestamp_ms": 1771343661774.799,
+    "phase": "inference",
+    "sub_phase": "req_19_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:24.477099",
+    "timestamp_ms": 1771343664477.13,
+    "phase": "inference",
+    "sub_phase": "req_20_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:24.495336",
+    "timestamp_ms": 1771343664495.3464,
+    "phase": "inference",
+    "sub_phase": "req_20_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:41.178075",
+    "timestamp_ms": 1771343681178.1152,
+    "phase": "inference",
+    "sub_phase": "burst_8_start"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:41.179664",
+    "timestamp_ms": 1771343681179.6836,
+    "phase": "inference",
+    "sub_phase": "req_21_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:41.197891",
+    "timestamp_ms": 1771343681197.9014,
+    "phase": "inference",
+    "sub_phase": "req_21_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:43.901398",
+    "timestamp_ms": 1771343683901.4287,
+    "phase": "inference",
+    "sub_phase": "req_22_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:43.918633",
+    "timestamp_ms": 1771343683918.641,
+    "phase": "inference",
+    "sub_phase": "req_22_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:46.600609",
+    "timestamp_ms": 1771343686600.6396,
+    "phase": "inference",
+    "sub_phase": "req_23_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:54:46.618231",
+    "timestamp_ms": 1771343686618.2405,
+    "phase": "inference",
+    "sub_phase": "req_23_decode"
+  },
+  {
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+    "timestamp_ms": 1771343703306.9612,
+    "phase": "inference",
+    "sub_phase": "burst_9_start"
+  },
+  {
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+    "timestamp_ms": 1771343703308.4417,
+    "phase": "inference",
+    "sub_phase": "req_24_prefill"
+  },
+  {
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+    "timestamp_ms": 1771343703326.5398,
+    "phase": "inference",
+    "sub_phase": "req_24_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:06.028527",
+    "timestamp_ms": 1771343706028.5583,
+    "phase": "inference",
+    "sub_phase": "req_25_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:06.046642",
+    "timestamp_ms": 1771343706046.6519,
+    "phase": "inference",
+    "sub_phase": "req_25_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:08.724481",
+    "timestamp_ms": 1771343708724.5122,
+    "phase": "inference",
+    "sub_phase": "req_26_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:08.741618",
+    "timestamp_ms": 1771343708741.6277,
+    "phase": "inference",
+    "sub_phase": "req_26_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:25.444140",
+    "timestamp_ms": 1771343725444.1794,
+    "phase": "inference",
+    "sub_phase": "burst_10_start"
+  },
+  {
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+    "timestamp_ms": 1771343725445.6877,
+    "phase": "inference",
+    "sub_phase": "req_27_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:25.464095",
+    "timestamp_ms": 1771343725464.1042,
+    "phase": "inference",
+    "sub_phase": "req_27_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:28.137363",
+    "timestamp_ms": 1771343728137.3948,
+    "phase": "inference",
+    "sub_phase": "req_28_prefill"
+  },
+  {
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+    "timestamp_ms": 1771343728155.741,
+    "phase": "inference",
+    "sub_phase": "req_28_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:30.861364",
+    "timestamp_ms": 1771343730861.3943,
+    "phase": "inference",
+    "sub_phase": "req_29_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:30.879265",
+    "timestamp_ms": 1771343730879.275,
+    "phase": "inference",
+    "sub_phase": "req_29_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:32.599824",
+    "timestamp_ms": 1771343732599.837,
+    "phase": "inference",
+    "sub_phase": "session_finished"
+  },
+  {
+    "timestamp": "2026-02-18T00:55:32.599924",
+    "timestamp_ms": 1771343732599.9258,
+    "phase": "idle_post",
+    "sub_phase": ""
+  }
+]

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_burst_maxtok128_nocap/samples/inference_results.csv

@@ -0,0 +1,89 @@
+request_idx,input_tokens,output_tokens,prefill_time_ms,decode_time_ms,prompt_preview,output_preview
+0,7,101,290.8496856689453,1369.642972946167,Give three tips for staying healthy.," 1. Eat a balanced diet rich in fruits, vegetables, whole grains, lean proteins,"
+1,7,128,16.85619354248047,1705.5964469909668,What are the three primary colors?," What are the three secondary colors? What are the three tertiary colors?
+
+The t"
+2,7,128,17.78888702392578,1703.934907913208,Describe the structure of an atom.," Include the subatomic particles, their charges, and their locations within the "
+3,7,128,16.335487365722656,1684.8323345184326,How can we reduce air pollution?, What are the main sources of air pollution? What are the health effects of air 
+4,12,128,17.259597778320312,1698.2812881469727,Describe a time when you had to make a difficult decision.," What was the decision, and what factors influenced your choice? How did you han"
+5,12,128,17.85874366760254,1692.885160446167,"Identify the odd one out.
+Twitter, Instagram, Telegram",", WhatsApp
+
+The odd one out is **Telegram**.
+
+**Reasoning:**
+- **Twitter**, **In"
+6,18,128,18.32723617553711,1678.5500049591064,"Explain why the following fraction is equivalent to 1/4
+4/16","
+
+To determine why the fraction \( \frac{4}{16} \) is equivalent to \( \frac{1}{"
+7,20,128,19.125699996948242,1676.156759262085,Write a short story in third person narration about a protagonist who has to mak, The story should include a detailed description of the protagonist's surroundin
+8,9,128,17.33994483947754,1694.7715282440186,Render a 3D model of a house," with a red roof and a blue door.
+
+We are going to create a simple 3D model of a"
+9,21,128,18.345355987548828,1718.7118530273438,"Evaluate this sentence for spelling and grammar mistakes
+He finnished his meal a",".
+
+The sentence contains several spelling and grammar errors. Here is the correc"
+10,6,128,19.045352935791016,1716.6645526885986,How did Julius Caesar die?," Julius Caesar died by **assassination**. On the Ides of March (March 15), 44 BC"
+11,7,128,17.565250396728516,1718.5256481170654,What is the capital of France?," The capital of France is Paris. It is a major cultural, economic, and political"
+12,14,128,19.84119415283203,1686.9826316833496,Generate a list of ten items a person might need for a camping trip,".
+
+1. Tent  
+2. Sleeping bag  
+3. Sleeping pad or air mattress  
+4. Headlamp or "
+13,7,128,17.534971237182617,1696.2840557098389,Discuss the causes of the Great Depression,", and how it affected the global economy.
+
+The Great Depression was a severe wor"
+14,19,128,17.87877082824707,1696.6698169708252,"Classify the following into animals, plants, and minerals
+Oak tree, copper ore, ",", gold, rose, iron ore, human, coral, salt, fern
+
+Here is the classification of "
+15,11,128,18.285512924194336,1698.5771656036377,Explain the use of word embeddings in Natural Language Processing," (NLP), and how they help in representing text data.
+
+Word embeddings are a type"
+16,7,128,18.80955696105957,1719.817876815796,Describe the function of a computer motherboard,".
+
+The **motherboard** is the central component of a computer system that connec"
+17,39,128,17.043352127075195,1690.3624534606934,"Reverse engineer this code to create a new version
+def factorialize(num):
+  fact","
+
+# This function is broken. Fix it.
+
+# The function is broken because it only i"
+18,11,128,18.12005043029785,1706.1970233917236,Propose an ethical solution to the problem of data privacy," in the digital age.
+
+An ethical solution to the problem of data privacy in the "
+19,12,128,18.19467544555664,1701.0197639465332,"Generate three verbs that mean the same as ""to apologize"""," and provide a synonym for each.
+
+Certainly! Here are three verbs that mean the "
+20,6,128,17.998933792114258,1682.3861598968506,What does DNA stand for?, What is the structure of DNA? What are the four nitrogenous bases in DNA? How d
+21,12,128,17.9746150970459,1702.2342681884766,Compare and contrast the Cuban Missile Crisis and the Vietnam War.," What were the key differences and similarities between these two events?
+
+The C"
+22,7,128,17.009735107421875,1680.5593967437744,Generate a list of random words.," Here is a list of 10 random words: 
+
+1. Quibble  
+2. Glimmer  
+3. Mirth  
+4. Ze"
+23,13,128,17.385244369506836,1688.3578300476074,"Transcribe the recording into text.
+Recording about the history of Waterloo",", Belgium, and the Battle of Waterloo.
+
+[00:00:00] Welcome to the history of Wat"
+24,9,128,17.890214920043945,1700.6614208221436,Who is the world's most famous painter?," The title of the ""world's most famous painter"" can vary depending on cultural c"
+25,9,128,17.87257194519043,1676.5098571777344,Explain the concept of cogging torque.," Cogging torque is a phenomenon observed in electric motors, particularly in per"
+26,8,128,16.899585723876953,1702.1636962890625,Look up the boiling point of water.," What is the boiling point of water in degrees Celsius and degrees Fahrenheit?
+
+"
+27,10,128,18.20993423461914,1671.820878982544,Describe the life and reign of King Charles II.," King Charles II of England (1630–1685) was the monarch of England, Scotland, an"
+28,14,128,18.126249313354492,1704.134225845337,"Find the area of a circle given its radius.
+Radius = 4"," cm
+
+To find the area of a circle given its radius, we use the formula:
+
+$$
+A = "
+29,13,128,17.673254013061523,1720.3376293182373,Identify the lines of longitude that divides North and South America.," Also, identify the lines of longitude that divide the Eastern and Western Hemis"

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_burst_maxtok128_nocap/samples/phase_power_summary.csv

@@ -0,0 +1,8 @@
+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3430,34.299903,320.512976,9.344424,14.681,14.983,7.608
+idle_post,3000,29.989966,1874.284489,62.478986,129.057,295.771,7.883
+idle_pre,3000,30.000162,1570.059174,52.335053,78.126,78.495,7.225
+inference,2,0.019998,0.163205,8.161,8.161,8.161,8.161
+inference_decode,7059,70.590712,15126.700384,214.287378,302.766,304.608,16.391
+inference_idle,13502,135.019987,12602.841429,93.340609,217.019,302.915,77.419
+inference_prefill,84,0.839341,75.989778,90.616179,196.59935,202.826,8.161

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_concurrent_burst_maxtok128_nocap/config.json

@@ -0,0 +1,62 @@
+{
+  "sampling_interval_ms": 10.0,
+  "idle_pre_duration": 30.0,
+  "idle_mid_duration": 30.0,
+  "idle_post_duration": 30.0,
+  "train_epochs": 3,
+  "train_max_steps": null,
+  "batch_size": 4,
+  "gradient_accumulation_steps": 4,
+  "learning_rate": 0.0002,
+  "lora_r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "max_seq_length": 512,
+  "train_max_seq_length": null,
+  "use_4bit": false,
+  "use_bf16": true,
+  "inference_total_requests": 30,
+  "inference_interval_sec": 5.0,
+  "inference_pattern": "concurrent_burst",
+  "inference_variable_min": 2.0,
+  "inference_variable_max": 10.0,
+  "inference_burst_count": 3,
+  "inference_burst_gap": 1.0,
+  "inference_burst_pause": 15.0,
+  "inference_batch_size": 1,
+  "concurrent_batch_window_ms": 50.0,
+  "concurrent_base_rate_rps": 0.2,
+  "concurrent_burst_rate_rps": 3.0,
+  "concurrent_burst_start_s": 20.0,
+  "concurrent_burst_duration_s": 30.0,
+  "gen_max_new_tokens": 128,
+  "gen_temperature": 0.0,
+  "gen_do_sample": false,
+  "prompt_shuffle": false,
+  "seed": 47,
+  "inference_duration_sec": null,
+  "prompt_set": "alpaca",
+  "strict_datasets": true,
+  "clock_lock_gpu": null,
+  "clock_lock_mem": null,
+  "ramp_enabled": false,
+  "ramp_start_w": null,
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outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_concurrent_burst_maxtok128_nocap/phase_transitions.json

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outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_concurrent_burst_maxtok128_nocap/samples/inference_results.csv

@@ -0,0 +1,89 @@
+request_idx,batch_id,batch_size,arrival_rel_s,dispatch_rel_s,finish_rel_s,queue_wait_ms,e2e_latency_ms,input_tokens,output_tokens,prefill_time_ms,decode_time_ms,prompt_preview,output_preview
+0,1,1,2.168137,2.168829,3.862237,0.6921291351318359,1694.1003799438477,7,101,292.3729419708252,1350.738763809204,Give three tips for staying healthy.," 1. Eat a balanced diet rich in fruits, vegetables, whole grains, lean proteins,"
+1,2,1,4.980365,4.982123,6.679916,1.7578601837158203,1699.5508670806885,7,128,16.182899475097656,1679.6875,What are the three primary colors?," What are the three secondary colors? What are the three tertiary colors?
+
+The t"
+2,3,1,8.003034,8.007341,9.697098,4.307270050048828,1694.0648555755615,7,128,15.903472900390625,1672.0497608184814,Describe the structure of an atom.," Include the subatomic particles, their charges, and their locations within the "
+3,4,1,10.106966,10.1076,11.795717,0.6337165832519531,1688.7502670288086,7,128,15.354394912719727,1671.0848808288574,How can we reduce air pollution?, What are the main sources of air pollution? What are the health effects of air 
+4,5,1,13.698721,13.700867,15.400876,2.1462440490722656,1702.155351638794,12,128,17.17376708984375,1680.9279918670654,Describe a time when you had to make a difficult decision.," What was the decision, and what factors influenced your choice? How did you han"
+5,6,1,16.19004,16.191278,17.893149,1.2385845184326172,1703.1090259552002,12,128,16.043424606323242,1683.8812828063965,"Identify the odd one out.
+Twitter, Instagram, Telegram",", WhatsApp
+
+The odd one out is **Telegram**.
+
+**Reasoning:**
+- **Twitter**, **In"
+6,7,1,16.398885,17.893193,19.598473,1494.3077564239502,3199.5880603790283,18,128,15.70582389831543,1688.9495849609375,"Explain why the following fraction is equivalent to 1/4
+4/16","
+
+To determine why the fraction \( \frac{4}{16} \) is equivalent to \( \frac{1}{"
+7,8,1,19.109887,19.598514,21.298764,488.62695693969727,2188.8766288757324,20,128,14.998435974121094,1684.6544742584229,Write a short story in third person narration about a protagonist who has to mak, The story should include a detailed description of the protagonist's surroundin
+8,9,1,19.229608,21.298804,23.005787,2069.195508956909,3776.1788368225098,9,128,13.79704475402832,1692.657232284546,Render a 3D model of a house," with a red roof and a blue door.
+
+We are going to create a simple 3D model of a"
+9,10,1,19.770073,23.005826,24.70376,3235.752820968628,4933.68673324585,21,128,14.327764511108398,1683.0310821533203,"Evaluate this sentence for spelling and grammar mistakes
+He finnished his meal a",".
+
+The sentence contains several spelling and grammar errors. Here is the correc"
+10,11,1,21.122972,24.7038,26.395419,3580.827474594116,5272.446632385254,6,128,13.89455795288086,1677.2031784057617,How did Julius Caesar die?," Julius Caesar died by **assassination**. On the Ides of March (March 15), 44 BC"
+11,12,1,21.341945,26.395458,28.08862,5053.513288497925,6746.67501449585,7,128,13.564109802246094,1679.079294204712,What is the capital of France?," The capital of France is Paris. It is a major cultural, economic, and political"
+12,13,1,21.605669,28.088659,29.785726,6482.98978805542,8180.056810379028,14,128,13.833045959472656,1682.689905166626,Generate a list of ten items a person might need for a camping trip,".
+
+1. Tent  
+2. Sleeping bag  
+3. Sleeping pad or air mattress  
+4. Headlamp or "
+13,14,1,22.436933,29.785765,31.486342,7348.832368850708,9049.40915107727,7,128,13.671398162841797,1686.3868236541748,Discuss the causes of the Great Depression,", and how it affected the global economy.
+
+The Great Depression was a severe wor"
+14,15,1,23.200282,31.486379,33.186795,8286.096572875977,9986.512899398804,19,128,14.295578002929688,1685.5485439300537,"Classify the following into animals, plants, and minerals
+Oak tree, copper ore, ",", gold, rose, iron ore, human, coral, salt, fern
+
+Here is the classification of "
+15,16,1,23.479726,33.186833,34.880793,9707.107305526733,11401.06725692749,11,128,13.884305953979492,1679.5248985290527,Explain the use of word embeddings in Natural Language Processing," (NLP), and how they help in representing text data.
+
+Word embeddings are a type"
+16,17,1,23.566868,34.880831,36.579088,11313.962936401367,13012.220621109009,7,128,13.585805892944336,1684.1466426849365,Describe the function of a computer motherboard,".
+
+The **motherboard** is the central component of a computer system that connec"
+17,18,1,23.813803,36.579131,38.284962,12765.328884124756,14471.159219741821,39,128,14.313697814941406,1690.7954216003418,"Reverse engineer this code to create a new version
+def factorialize(num):
+  fact","
+
+# This function is broken. Fix it.
+
+# The function is broken because it only i"
+18,19,1,23.962087,38.285009,39.978796,14322.921991348267,16016.709327697754,11,128,15.197277069091797,1677.9866218566895,Propose an ethical solution to the problem of data privacy," in the digital age.
+
+An ethical solution to the problem of data privacy in the "
+19,20,1,25.016912,39.978835,41.673918,14961.923837661743,16657.006978988647,12,128,14.446258544921875,1680.0870895385742,"Generate three verbs that mean the same as ""to apologize"""," and provide a synonym for each.
+
+Certainly! Here are three verbs that mean the "
+20,21,1,25.028188,41.673959,43.381069,16645.77078819275,18352.880477905273,6,128,13.849496841430664,1692.7685737609863,What does DNA stand for?, What is the structure of DNA? What are the four nitrogenous bases in DNA? How d
+21,22,1,25.184412,43.381106,45.084014,18196.693897247314,19899.601459503174,12,128,13.83352279663086,1688.5242462158203,Compare and contrast the Cuban Missile Crisis and the Vietnam War.," What were the key differences and similarities between these two events?
+
+The C"
+22,23,1,25.572237,45.084052,46.779013,19511.814832687378,21206.77614212036,7,128,13.620138168334961,1680.8180809020996,Generate a list of random words.," Here is a list of 10 random words: 
+
+1. Quibble  
+2. Glimmer  
+3. Mirth  
+4. Ze"
+23,24,1,25.878482,46.779052,48.46647,20900.569915771484,22587.988138198853,13,128,14.091253280639648,1672.7821826934814,"Transcribe the recording into text.
+Recording about the history of Waterloo",", Belgium, and the Battle of Waterloo.
+
+[00:00:00] Welcome to the history of Wat"
+24,25,1,26.150472,48.466507,50.138183,22316.035509109497,23987.71095275879,9,128,13.708829879760742,1657.4459075927734,Who is the world's most famous painter?," The title of the ""world's most famous painter"" can vary depending on cultural c"
+25,26,1,26.628824,50.13822,51.829115,23509.395837783813,25200.29091835022,9,128,13.731718063354492,1676.6347885131836,Explain the concept of cogging torque.," Cogging torque is a phenomenon observed in electric motors, particularly in per"
+26,27,1,26.719698,51.829156,53.524165,25109.457969665527,26804.466247558594,8,128,13.740301132202148,1680.6604862213135,Look up the boiling point of water.," What is the boiling point of water in degrees Celsius and degrees Fahrenheit?
+
+"
+27,28,1,27.331861,53.524205,55.216729,26192.343950271606,27884.867668151855,10,128,13.855457305908203,1678.107738494873,Describe the life and reign of King Charles II.," King Charles II of England (1630–1685) was the monarch of England, Scotland, an"
+28,29,1,28.153382,55.216766,56.891527,27063.38405609131,28738.14558982849,14,128,13.697385787963867,1660.5308055877686,"Find the area of a circle given its radius.
+Radius = 4"," cm
+
+To find the area of a circle given its radius, we use the formula:
+
+$$
+A = "
+29,30,1,28.165354,56.891565,58.582659,28726.211547851562,30417.305946350098,13,128,13.676881790161133,1676.8901348114014,Identify the lines of longitude that divides North and South America.," Also, identify the lines of longitude that divide the Eastern and Western Hemis"

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_concurrent_burst_maxtok128_nocap/samples/phase_power_summary.csv

@@ -0,0 +1,8 @@
+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3411,34.109988,325.788332,9.551104,14.62,15.204,7.786
+idle_post,3000,29.989965,1863.116584,62.107005,116.344,305.029,7.793
+idle_pre,3001,30.010115,1565.373258,52.161479,78.872,79.285,8.462
+inference_decode,5004,50.039458,14104.576206,281.868932,304.762,306.251,8.995
+inference_idle,772,7.720164,1283.27679,166.225346,301.778,302.984,8.995
+inference_prefill,77,0.770271,130.458999,169.275844,304.6478,305.698,8.995
+inference_queue,5,0.051387,6.364163,126.697,304.6636,305.606,8.995

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_nocap/config.json

@@ -0,0 +1,62 @@
+{
+  "sampling_interval_ms": 10.0,
+  "idle_pre_duration": 30.0,
+  "idle_mid_duration": 30.0,
+  "idle_post_duration": 30.0,
+  "train_epochs": 3,
+  "train_max_steps": null,
+  "batch_size": 4,
+  "gradient_accumulation_steps": 4,
+  "learning_rate": 0.0002,
+  "lora_r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "max_seq_length": 512,
+  "train_max_seq_length": null,
+  "use_4bit": false,
+  "use_bf16": true,
+  "inference_total_requests": 30,
+  "inference_interval_sec": 5.0,
+  "inference_pattern": "fixed",
+  "inference_variable_min": 2.0,
+  "inference_variable_max": 10.0,
+  "inference_burst_count": 3,
+  "inference_burst_gap": 1.0,
+  "inference_burst_pause": 15.0,
+  "inference_batch_size": 1,
+  "concurrent_batch_window_ms": 50.0,
+  "concurrent_base_rate_rps": 0.2,
+  "concurrent_burst_rate_rps": 3.0,
+  "concurrent_burst_start_s": 20.0,
+  "concurrent_burst_duration_s": 30.0,
+  "gen_max_new_tokens": 128,
+  "gen_temperature": 0.0,
+  "gen_do_sample": false,
+  "prompt_shuffle": false,
+  "seed": 47,
+  "inference_duration_sec": null,
+  "prompt_set": "alpaca",
+  "strict_datasets": true,
+  "clock_lock_gpu": null,
+  "clock_lock_mem": null,
+  "ramp_enabled": false,
+  "ramp_start_w": null,
+  "ramp_end_w": null,
+  "ramp_steps": 5,
+  "ramp_step_duration": 3.0,
+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "skip_training": true,
+  "skip_inference": false,
+  "model": "qwen3-4b",
+  "power_cap": null,
+  "gpu_info": {
+    "gpu_name": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition",
+    "tdp_w": 600,
+    "memory_total_mb": 97887,
+    "driver_version": "580.82.07",
+    "cuda_version": "13.0"
+  },
+  "experiment_timestamp": "2026-02-18T00:45:19.419774"
+}

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_nocap/phase_transitions.json

@@ -0,0 +1,578 @@
+[
+  {
+    "timestamp": "2026-02-18T00:40:25.106727",
+    "timestamp_ms": 1771342825106.7395,
+    "phase": "idle_pre",
+    "sub_phase": ""
+  },
+  {
+    "timestamp": "2026-02-18T00:40:55.106868",
+    "timestamp_ms": 1771342855106.9106,
+    "phase": "train",
+    "sub_phase": "skipped"
+  },
+  {
+    "timestamp": "2026-02-18T00:40:55.107113",
+    "timestamp_ms": 1771342855107.122,
+    "phase": "idle_mid",
+    "sub_phase": ""
+  },
+  {
+    "timestamp": "2026-02-18T00:41:25.107305",
+    "timestamp_ms": 1771342885107.3457,
+    "phase": "inference",
+    "sub_phase": "start"
+  },
+  {
+    "timestamp": "2026-02-18T00:41:29.160761",
+    "timestamp_ms": 1771342889160.774,
+    "phase": "inference",
+    "sub_phase": "session_start_pattern_fixed"
+  },
+  {
+    "timestamp": "2026-02-18T00:41:29.179716",
+    "timestamp_ms": 1771342889179.7295,
+    "phase": "inference",
+    "sub_phase": "req_0_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:41:29.480427",
+    "timestamp_ms": 1771342889480.4377,
+    "phase": "inference",
+    "sub_phase": "req_0_decode"
+  },
+  {
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+    "timestamp_ms": 1771342890936.0989,
+    "phase": "inference",
+    "sub_phase": "req_0_idle_between"
+  },
+  {
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+    "timestamp_ms": 1771342895937.586,
+    "phase": "inference",
+    "sub_phase": "req_1_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:41:35.957242",
+    "timestamp_ms": 1771342895957.2546,
+    "phase": "inference",
+    "sub_phase": "req_1_decode"
+  },
+  {
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+    "timestamp_ms": 1771342897784.7795,
+    "phase": "inference",
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+  },
+  {
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+    "phase": "inference",
+    "sub_phase": "req_2_prefill"
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+  {
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+    "timestamp_ms": 1771342902804.3293,
+    "phase": "inference",
+    "sub_phase": "req_2_decode"
+  },
+  {
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+    "timestamp_ms": 1771342904604.258,
+    "phase": "inference",
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+  {
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+    "timestamp_ms": 1771342909623.7551,
+    "phase": "inference",
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+    "phase": "inference",
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+    "phase": "inference",
+    "sub_phase": "req_4_prefill"
+  },
+  {
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+    "timestamp_ms": 1771342916470.1418,
+    "phase": "inference",
+    "sub_phase": "req_4_decode"
+  },
+  {
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+    "timestamp_ms": 1771342918303.3318,
+    "phase": "inference",
+    "sub_phase": "req_4_idle_between"
+  },
+  {
+    "timestamp": "2026-02-18T00:42:03.304805",
+    "timestamp_ms": 1771342923304.857,
+    "phase": "inference",
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+  {
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+    "timestamp_ms": 1771342923323.9143,
+    "phase": "inference",
+    "sub_phase": "req_5_decode"
+  },
+  {
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+    "timestamp_ms": 1771342925135.072,
+    "phase": "inference",
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+  },
+  {
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+    "timestamp_ms": 1771342930136.5435,
+    "phase": "inference",
+    "sub_phase": "req_6_prefill"
+  },
+  {
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+    "timestamp_ms": 1771342930157.0771,
+    "phase": "inference",
+    "sub_phase": "req_6_decode"
+  },
+  {
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+    "phase": "inference",
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+  },
+  {
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+    "timestamp_ms": 1771342936981.0093,
+    "phase": "inference",
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+  },
+  {
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+    "phase": "inference",
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+  },
+  {
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+    "phase": "inference",
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+  },
+  {
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+    "phase": "inference",
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+  },
+  {
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+    "phase": "inference",
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+  },
+  {
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+    "timestamp_ms": 1771342950644.658,
+    "phase": "inference",
+    "sub_phase": "req_9_prefill"
+  },
+  {
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+    "phase": "inference",
+    "sub_phase": "req_9_decode"
+  },
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+    "phase": "inference",
+    "sub_phase": "req_9_idle_between"
+  },
+  {
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+    "timestamp_ms": 1771342957522.2605,
+    "phase": "inference",
+    "sub_phase": "req_10_prefill"
+  },
+  {
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+    "timestamp_ms": 1771342957541.3425,
+    "phase": "inference",
+    "sub_phase": "req_10_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:42:39.371337",
+    "timestamp_ms": 1771342959371.3445,
+    "phase": "inference",
+    "sub_phase": "req_10_idle_between"
+  },
+  {
+    "timestamp": "2026-02-18T00:42:44.372662",
+    "timestamp_ms": 1771342964372.6975,
+    "phase": "inference",
+    "sub_phase": "req_11_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:42:44.392595",
+    "timestamp_ms": 1771342964392.6055,
+    "phase": "inference",
+    "sub_phase": "req_11_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:42:46.206902",
+    "timestamp_ms": 1771342966206.9106,
+    "phase": "inference",
+    "sub_phase": "req_11_idle_between"
+  },
+  {
+    "timestamp": "2026-02-18T00:42:51.208340",
+    "timestamp_ms": 1771342971208.3757,
+    "phase": "inference",
+    "sub_phase": "req_12_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:42:51.229035",
+    "timestamp_ms": 1771342971229.0461,
+    "phase": "inference",
+    "sub_phase": "req_12_decode"
+  },
+  {
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+    "timestamp_ms": 1771342973064.8916,
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+    "timestamp_ms": 1771342978066.1792,
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+  {
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+  },
+  {
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+    "timestamp_ms": 1771342979894.454,
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+  {
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+  {
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+  {
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+  {
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+  {
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+  {
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+    "timestamp_ms": 1771343021022.224,
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+  {
+    "timestamp": "2026-02-18T00:43:46.023507",
+    "timestamp_ms": 1771343026023.5422,
+    "phase": "inference",
+    "sub_phase": "req_20_prefill"
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+  {
+    "timestamp": "2026-02-18T00:43:46.042736",
+    "timestamp_ms": 1771343026042.7478,
+    "phase": "inference",
+    "sub_phase": "req_20_decode"
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+  {
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+    "timestamp_ms": 1771343027879.6804,
+    "phase": "inference",
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+  },
+  {
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+    "timestamp_ms": 1771343032881.1277,
+    "phase": "inference",
+    "sub_phase": "req_21_prefill"
+  },
+  {
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+    "timestamp_ms": 1771343032900.2593,
+    "phase": "inference",
+    "sub_phase": "req_21_decode"
+  },
+  {
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+    "timestamp_ms": 1771343034726.3752,
+    "phase": "inference",
+    "sub_phase": "req_21_idle_between"
+  },
+  {
+    "timestamp": "2026-02-18T00:43:59.727649",
+    "timestamp_ms": 1771343039727.6846,
+    "phase": "inference",
+    "sub_phase": "req_22_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:43:59.746538",
+    "timestamp_ms": 1771343039746.5505,
+    "phase": "inference",
+    "sub_phase": "req_22_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:44:01.570423",
+    "timestamp_ms": 1771343041570.4307,
+    "phase": "inference",
+    "sub_phase": "req_22_idle_between"
+  },
+  {
+    "timestamp": "2026-02-18T00:44:06.571793",
+    "timestamp_ms": 1771343046571.8271,
+    "phase": "inference",
+    "sub_phase": "req_23_prefill"
+  },
+  {
+    "timestamp": "2026-02-18T00:44:06.592346",
+    "timestamp_ms": 1771343046592.357,
+    "phase": "inference",
+    "sub_phase": "req_23_decode"
+  },
+  {
+    "timestamp": "2026-02-18T00:44:08.389901",
+    "timestamp_ms": 1771343048389.909,
+    "phase": "inference",
+    "sub_phase": "req_23_idle_between"
+  },
+  {
+    "timestamp": "2026-02-18T00:44:13.391217",
+    "timestamp_ms": 1771343053391.2524,
+    "phase": "inference",
+    "sub_phase": "req_24_prefill"
+  },
+  {
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+    "timestamp_ms": 1771343053409.4946,
+    "phase": "inference",
+    "sub_phase": "req_24_decode"
+  },
+  {
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+    "timestamp_ms": 1771343055219.1738,
+    "phase": "inference",
+    "sub_phase": "req_24_idle_between"
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+  {
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+    "phase": "inference",
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+  {
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+  {
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+    "timestamp_ms": 1771343062054.609,
+    "phase": "inference",
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+    "timestamp_ms": 1771343067055.9136,
+    "phase": "inference",
+    "sub_phase": "req_26_prefill"
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+  {
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+    "timestamp_ms": 1771343067075.579,
+    "phase": "inference",
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+  {
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+    "phase": "inference",
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+    "phase": "inference",
+    "sub_phase": "req_27_prefill"
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+  {
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+    "phase": "inference",
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+  {
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+    "phase": "inference",
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+  {
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+  {
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+  },
+  {
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+    "timestamp_ms": 1771343087560.4282,
+    "phase": "inference",
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+  },
+  {
+    "timestamp": "2026-02-18T00:44:49.408721",
+    "timestamp_ms": 1771343089408.729,
+    "phase": "inference",
+    "sub_phase": "session_finished"
+  },
+  {
+    "timestamp": "2026-02-18T00:44:49.408812",
+    "timestamp_ms": 1771343089408.8147,
+    "phase": "idle_post",
+    "sub_phase": ""
+  }
+]

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_nocap/samples/inference_results.csv

@@ -0,0 +1,89 @@
+request_idx,input_tokens,output_tokens,prefill_time_ms,decode_time_ms,prompt_preview,output_preview
+0,7,101,296.903133392334,1455.3077220916748,Give three tips for staying healthy.," 1. Eat a balanced diet rich in fruits, vegetables, whole grains, lean proteins,"
+1,7,128,19.459962844848633,1827.2695541381836,What are the three primary colors?," What are the three secondary colors? What are the three tertiary colors?
+
+The t"
+2,7,128,17.935514450073242,1799.6807098388672,Describe the structure of an atom.," Include the subatomic particles, their charges, and their locations within the "
+3,7,128,17.879009246826172,1825.7310390472412,How can we reduce air pollution?, What are the main sources of air pollution? What are the health effects of air 
+4,12,128,18.621444702148438,1832.8869342803955,Describe a time when you had to make a difficult decision.," What was the decision, and what factors influenced your choice? How did you han"
+5,12,128,18.78499984741211,1810.9104633331299,"Identify the odd one out.
+Twitter, Instagram, Telegram",", WhatsApp
+
+The odd one out is **Telegram**.
+
+**Reasoning:**
+- **Twitter**, **In"
+6,18,128,20.30491828918457,1821.9788074493408,"Explain why the following fraction is equivalent to 1/4
+4/16","
+
+To determine why the fraction \( \frac{4}{16} \) is equivalent to \( \frac{1}{"
+7,20,128,20.525693893432617,1815.1664733886719,Write a short story in third person narration about a protagonist who has to mak, The story should include a detailed description of the protagonist's surroundin
+8,9,128,19.672632217407227,1804.4373989105225,Render a 3D model of a house," with a red roof and a blue door.
+
+We are going to create a simple 3D model of a"
+9,21,128,23.754358291625977,1852.177619934082,"Evaluate this sentence for spelling and grammar mistakes
+He finnished his meal a",".
+
+The sentence contains several spelling and grammar errors. Here is the correc"
+10,6,128,18.85986328125,1829.7538757324219,How did Julius Caesar die?," Julius Caesar died by **assassination**. On the Ides of March (March 15), 44 BC"
+11,7,128,19.649028778076172,1813.9429092407227,What is the capital of France?," The capital of France is Paris. It is a major cultural, economic, and political"
+12,14,128,20.418643951416016,1835.5774879455566,Generate a list of ten items a person might need for a camping trip,".
+
+1. Tent  
+2. Sleeping bag  
+3. Sleeping pad or air mattress  
+4. Headlamp or "
+13,7,128,18.632888793945312,1809.1907501220703,Discuss the causes of the Great Depression,", and how it affected the global economy.
+
+The Great Depression was a severe wor"
+14,19,128,19.40441131591797,1830.4674625396729,"Classify the following into animals, plants, and minerals
+Oak tree, copper ore, ",", gold, rose, iron ore, human, coral, salt, fern
+
+Here is the classification of "
+15,11,128,20.208358764648438,1837.0001316070557,Explain the use of word embeddings in Natural Language Processing," (NLP), and how they help in representing text data.
+
+Word embeddings are a type"
+16,7,128,18.7990665435791,1827.993392944336,Describe the function of a computer motherboard,".
+
+The **motherboard** is the central component of a computer system that connec"
+17,39,128,22.394180297851562,1843.0252075195312,"Reverse engineer this code to create a new version
+def factorialize(num):
+  fact","
+
+# This function is broken. Fix it.
+
+# The function is broken because it only i"
+18,11,128,18.985986709594727,1826.4291286468506,Propose an ethical solution to the problem of data privacy," in the digital age.
+
+An ethical solution to the problem of data privacy in the "
+19,12,128,19.5615291595459,1831.6025733947754,"Generate three verbs that mean the same as ""to apologize"""," and provide a synonym for each.
+
+Certainly! Here are three verbs that mean the "
+20,6,128,18.959760665893555,1836.665391921997,What does DNA stand for?, What is the structure of DNA? What are the four nitrogenous bases in DNA? How d
+21,12,128,18.901348114013672,1825.8612155914307,Compare and contrast the Cuban Missile Crisis and the Vietnam War.," What were the key differences and similarities between these two events?
+
+The C"
+22,7,128,18.61262321472168,1823.620080947876,Generate a list of random words.," Here is a list of 10 random words: 
+
+1. Quibble  
+2. Glimmer  
+3. Mirth  
+4. Ze"
+23,13,128,20.281314849853516,1797.3039150238037,"Transcribe the recording into text.
+Recording about the history of Waterloo",", Belgium, and the Battle of Waterloo.
+
+[00:00:00] Welcome to the history of Wat"
+24,9,128,17.992734909057617,1809.4029426574707,Who is the world's most famous painter?," The title of the ""world's most famous painter"" can vary depending on cultural c"
+25,9,128,18.722057342529297,1814.9302005767822,Explain the concept of cogging torque.," Cogging torque is a phenomenon observed in electric motors, particularly in per"
+26,8,128,19.45662498474121,1790.8241748809814,Look up the boiling point of water.," What is the boiling point of water in degrees Celsius and degrees Fahrenheit?
+
+"
+27,10,128,18.98646354675293,1796.4916229248047,Describe the life and reign of King Charles II.," King Charles II of England (1630–1685) was the monarch of England, Scotland, an"
+28,14,128,22.669315338134766,1830.5330276489258,"Find the area of a circle given its radius.
+Radius = 4"," cm
+
+To find the area of a circle given its radius, we use the formula:
+
+$$
+A = "
+29,13,128,19.600629806518555,1848.0451107025146,Identify the lines of longitude that divides North and South America.," Also, identify the lines of longitude that divide the Eastern and Western Hemis"

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_nocap/samples/phase_power_summary.csv

@@ -0,0 +1,8 @@
+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3405,34.04999,316.72125,9.30166,14.444,14.518,7.672
+idle_post,3000,29.990031,1866.007979,62.20284,126.503,285.14,8.461
+idle_pre,3001,30.010076,1551.867094,51.711427,78.301,78.872,7.672
+inference,2,0.019996,0.16465,8.234,8.234,8.234,8.234
+inference_decode,5428,54.279857,9783.075665,180.235164,289.592,292.241,11.393
+inference_idle,14504,145.041573,17827.525141,122.913346,286.309,292.241,77.49
+inference_prefill,91,0.908585,50.599148,55.725011,78.401,78.452,8.234

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_variable_maxtok128_nocap/config.json

@@ -0,0 +1,62 @@
+{
+  "sampling_interval_ms": 10.0,
+  "idle_pre_duration": 30.0,
+  "idle_mid_duration": 30.0,
+  "idle_post_duration": 30.0,
+  "train_epochs": 3,
+  "train_max_steps": null,
+  "batch_size": 4,
+  "gradient_accumulation_steps": 4,
+  "learning_rate": 0.0002,
+  "lora_r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "max_seq_length": 512,
+  "train_max_seq_length": null,
+  "use_4bit": false,
+  "use_bf16": true,
+  "inference_total_requests": 30,
+  "inference_interval_sec": 5.0,
+  "inference_pattern": "variable",
+  "inference_variable_min": 2.0,
+  "inference_variable_max": 10.0,
+  "inference_burst_count": 3,
+  "inference_burst_gap": 1.0,
+  "inference_burst_pause": 15.0,
+  "inference_batch_size": 1,
+  "concurrent_batch_window_ms": 50.0,
+  "concurrent_base_rate_rps": 0.2,
+  "concurrent_burst_rate_rps": 3.0,
+  "concurrent_burst_start_s": 20.0,
+  "concurrent_burst_duration_s": 30.0,
+  "gen_max_new_tokens": 128,
+  "gen_temperature": 0.0,
+  "gen_do_sample": false,
+  "prompt_shuffle": false,
+  "seed": 47,
+  "inference_duration_sec": null,
+  "prompt_set": "alpaca",
+  "strict_datasets": true,
+  "clock_lock_gpu": null,
+  "clock_lock_mem": null,
+  "ramp_enabled": false,
+  "ramp_start_w": null,
+  "ramp_end_w": null,
+  "ramp_steps": 5,
+  "ramp_step_duration": 3.0,
+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "skip_training": true,
+  "skip_inference": false,
+  "model": "qwen3-4b",
+  "power_cap": null,
+  "gpu_info": {
+    "gpu_name": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition",
+    "tdp_w": 600,
+    "memory_total_mb": 97887,
+    "driver_version": "580.82.07",
+    "cuda_version": "13.0"
+  },
+  "experiment_timestamp": "2026-02-18T00:50:49.900186"
+}

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_variable_maxtok128_nocap/phase_transitions.json

@@ -0,0 +1,578 @@
+[
+  {
+    "timestamp": "2026-02-18T00:45:32.647417",
+    "timestamp_ms": 1771343132647.4343,
+    "phase": "idle_pre",
+    "sub_phase": ""
+  },
+  {
+    "timestamp": "2026-02-18T00:46:02.647697",
+    "timestamp_ms": 1771343162647.7402,
+    "phase": "train",
+    "sub_phase": "skipped"
+  },
+  {
+    "timestamp": "2026-02-18T00:46:02.647991",
+    "timestamp_ms": 1771343162648.0032,
+    "phase": "idle_mid",
+    "sub_phase": ""
+  },
+  {
+    "timestamp": "2026-02-18T00:46:32.648184",
+    "timestamp_ms": 1771343192648.2246,
+    "phase": "inference",
+    "sub_phase": "start"
+  },
+  {
+    "timestamp": "2026-02-18T00:46:36.849241",
+    "timestamp_ms": 1771343196849.254,
+    "phase": "inference",
+    "sub_phase": "session_start_pattern_variable"
+  },
+  {
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+  {
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+  {
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+    "timestamp_ms": 1771343419892.512,
+    "phase": "inference",
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+  },
+  {
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+    "timestamp_ms": 1771343419892.6199,
+    "phase": "idle_post",
+    "sub_phase": ""
+  }
+]

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_variable_maxtok128_nocap/samples/inference_results.csv

@@ -0,0 +1,89 @@
+request_idx,input_tokens,output_tokens,prefill_time_ms,decode_time_ms,prompt_preview,output_preview
+0,7,101,289.9773120880127,1460.451602935791,Give three tips for staying healthy.," 1. Eat a balanced diet rich in fruits, vegetables, whole grains, lean proteins,"
+1,7,128,19.262075424194336,1799.6571063995361,What are the three primary colors?," What are the three secondary colors? What are the three tertiary colors?
+
+The t"
+2,7,128,18.767833709716797,1796.1235046386719,Describe the structure of an atom.," Include the subatomic particles, their charges, and their locations within the "
+3,7,128,18.896818161010742,1758.5396766662598,How can we reduce air pollution?, What are the main sources of air pollution? What are the health effects of air 
+4,12,128,16.950130462646484,1769.805669784546,Describe a time when you had to make a difficult decision.," What was the decision, and what factors influenced your choice? How did you han"
+5,12,128,17.961502075195312,1780.855417251587,"Identify the odd one out.
+Twitter, Instagram, Telegram",", WhatsApp
+
+The odd one out is **Telegram**.
+
+**Reasoning:**
+- **Twitter**, **In"
+6,18,128,19.986629486083984,1784.7588062286377,"Explain why the following fraction is equivalent to 1/4
+4/16","
+
+To determine why the fraction \( \frac{4}{16} \) is equivalent to \( \frac{1}{"
+7,20,128,20.68042755126953,1778.7153720855713,Write a short story in third person narration about a protagonist who has to mak, The story should include a detailed description of the protagonist's surroundin
+8,9,128,18.392324447631836,1778.9185047149658,Render a 3D model of a house," with a red roof and a blue door.
+
+We are going to create a simple 3D model of a"
+9,21,128,19.593238830566406,1779.4148921966553,"Evaluate this sentence for spelling and grammar mistakes
+He finnished his meal a",".
+
+The sentence contains several spelling and grammar errors. Here is the correc"
+10,6,128,18.735647201538086,1790.2190685272217,How did Julius Caesar die?," Julius Caesar died by **assassination**. On the Ides of March (March 15), 44 BC"
+11,7,128,18.2645320892334,1774.1055488586426,What is the capital of France?," The capital of France is Paris. It is a major cultural, economic, and political"
+12,14,128,18.898487091064453,1781.2480926513672,Generate a list of ten items a person might need for a camping trip,".
+
+1. Tent  
+2. Sleeping bag  
+3. Sleeping pad or air mattress  
+4. Headlamp or "
+13,7,128,19.046783447265625,1782.5124263763428,Discuss the causes of the Great Depression,", and how it affected the global economy.
+
+The Great Depression was a severe wor"
+14,19,128,19.391298294067383,1767.9612636566162,"Classify the following into animals, plants, and minerals
+Oak tree, copper ore, ",", gold, rose, iron ore, human, coral, salt, fern
+
+Here is the classification of "
+15,11,128,19.29616928100586,1774.9853134155273,Explain the use of word embeddings in Natural Language Processing," (NLP), and how they help in representing text data.
+
+Word embeddings are a type"
+16,7,128,18.73302459716797,1779.268741607666,Describe the function of a computer motherboard,".
+
+The **motherboard** is the central component of a computer system that connec"
+17,39,128,18.57781410217285,1769.0746784210205,"Reverse engineer this code to create a new version
+def factorialize(num):
+  fact","
+
+# This function is broken. Fix it.
+
+# The function is broken because it only i"
+18,11,128,19.138574600219727,1784.0721607208252,Propose an ethical solution to the problem of data privacy," in the digital age.
+
+An ethical solution to the problem of data privacy in the "
+19,12,128,18.977880477905273,1792.3285961151123,"Generate three verbs that mean the same as ""to apologize"""," and provide a synonym for each.
+
+Certainly! Here are three verbs that mean the "
+20,6,128,18.606185913085938,1794.8532104492188,What does DNA stand for?, What is the structure of DNA? What are the four nitrogenous bases in DNA? How d
+21,12,128,18.284082412719727,1785.0775718688965,Compare and contrast the Cuban Missile Crisis and the Vietnam War.," What were the key differences and similarities between these two events?
+
+The C"
+22,7,128,17.1358585357666,1786.7305278778076,Generate a list of random words.," Here is a list of 10 random words: 
+
+1. Quibble  
+2. Glimmer  
+3. Mirth  
+4. Ze"
+23,13,128,19.19412612915039,1782.898187637329,"Transcribe the recording into text.
+Recording about the history of Waterloo",", Belgium, and the Battle of Waterloo.
+
+[00:00:00] Welcome to the history of Wat"
+24,9,128,17.94600486755371,1775.8760452270508,Who is the world's most famous painter?," The title of the ""world's most famous painter"" can vary depending on cultural c"
+25,9,128,17.598390579223633,1794.891595840454,Explain the concept of cogging torque.," Cogging torque is a phenomenon observed in electric motors, particularly in per"
+26,8,128,17.91834831237793,1790.177822113037,Look up the boiling point of water.," What is the boiling point of water in degrees Celsius and degrees Fahrenheit?
+
+"
+27,10,128,18.14126968383789,1777.8537273406982,Describe the life and reign of King Charles II.," King Charles II of England (1630–1685) was the monarch of England, Scotland, an"
+28,14,128,18.76354217529297,1776.0045528411865,"Find the area of a circle given its radius.
+Radius = 4"," cm
+
+To find the area of a circle given its radius, we use the formula:
+
+$$
+A = "
+29,13,128,18.273115158081055,1776.764154434204,Identify the lines of longitude that divides North and South America.," Also, identify the lines of longitude that divide the Eastern and Western Hemis"

outputs/llm_power_experiment/05_inference_pattern_fixed_var_burst/repeats_strict/r05/llm_qwen3-4b_gpu0_ds_alpaca_variable_maxtok128_nocap/samples/phase_power_summary.csv

@@ -0,0 +1,8 @@
+phase,num_samples,duration_s,energy_j,power_avg_w,power_p95_w,power_peak_w,power_min_w
+idle_mid,3420,34.19999,324.097901,9.476592,14.78,14.896,7.775
+idle_post,3000,29.989967,1820.925006,60.700195,109.37,292.437,7.798
+idle_pre,3001,30.010081,1549.506762,51.632796,78.821,78.827,7.901
+inference,1,0.010139,0.082436,8.131,8.131,8.131,8.131
+inference_decode,5315,53.149906,9493.400858,178.6153,293.233,296.44,8.131
+inference_idle,16902,169.020361,20047.627041,118.610799,289.225,296.44,77.61
+inference_prefill,86,0.859839,47.669512,55.451151,90.78675,106.468,8.131

outputs/llm_power_experiment/06_power_cap_200_240_280_320_360/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_cap200W/config.json

@@ -0,0 +1,62 @@
+{
+  "sampling_interval_ms": 10.0,
+  "idle_pre_duration": 30.0,
+  "idle_mid_duration": 30.0,
+  "idle_post_duration": 30.0,
+  "train_epochs": 3,
+  "train_max_steps": null,
+  "batch_size": 4,
+  "gradient_accumulation_steps": 4,
+  "learning_rate": 0.0002,
+  "lora_r": 16,
+  "lora_alpha": 32,
+  "lora_dropout": 0.05,
+  "max_seq_length": 512,
+  "train_max_seq_length": null,
+  "use_4bit": false,
+  "use_bf16": true,
+  "inference_total_requests": 30,
+  "inference_interval_sec": 5.0,
+  "inference_pattern": "fixed",
+  "inference_variable_min": 2.0,
+  "inference_variable_max": 10.0,
+  "inference_burst_count": 3,
+  "inference_burst_gap": 1.0,
+  "inference_burst_pause": 15.0,
+  "inference_batch_size": 1,
+  "concurrent_batch_window_ms": 50.0,
+  "concurrent_base_rate_rps": 0.2,
+  "concurrent_burst_rate_rps": 3.0,
+  "concurrent_burst_start_s": 20.0,
+  "concurrent_burst_duration_s": 30.0,
+  "gen_max_new_tokens": 128,
+  "gen_temperature": 0.0,
+  "gen_do_sample": false,
+  "prompt_shuffle": false,
+  "seed": 42,
+  "inference_duration_sec": null,
+  "prompt_set": "alpaca",
+  "strict_datasets": true,
+  "clock_lock_gpu": null,
+  "clock_lock_mem": null,
+  "ramp_enabled": false,
+  "ramp_start_w": null,
+  "ramp_end_w": null,
+  "ramp_steps": 5,
+  "ramp_step_duration": 3.0,
+  "cuda_index": 0,
+  "gpu_physical_index": 0,
+  "device": "cuda:0",
+  "skip_training": true,
+  "skip_inference": false,
+  "model": "qwen3-4b",
+  "power_cap": 200,
+  "gpu_info": {
+    "gpu_name": "NVIDIA RTX PRO 6000 Blackwell Workstation Edition",
+    "tdp_w": 600,
+    "memory_total_mb": 97887,
+    "driver_version": "580.82.07",
+    "cuda_version": "13.0"
+  },
+  "experiment_timestamp": "2026-02-18T23:06:37.015037"
+}

outputs/llm_power_experiment/06_power_cap_200_240_280_320_360/llm_qwen3-4b_gpu0_ds_alpaca_fixed_maxtok128_cap200W/phase_transitions.json

@@ -0,0 +1,578 @@
+[
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