Datasetpublic
wayslab/llm-network-study-data

LLM-Network-Study-Data Per-request network captures (.pcapng) collected by the LLM-Network-Study benchmark harness (benchmark.py and the per-workload test scripts). Each directory holds one capture file per request, named request_<id>_run<n>_<timestamp>.pcapng. A directory name encodes four dimensions: <capture-env>_<provider/model>_<workload>[_<dataset/variant>]_results Dimension legend Dimension Values Meaning Capture env ethernet Wired connection to… See the full description on the dataset page: https://huggingface.co/datasets/wayslab/llm-network-study-data.
sourceHugging Facecc-by-4.0updated 1mo agoView on Hugging Face
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rootmetadata.csv
metadata.csv63 linesDownload Raw Back to root
1directory,capture_env,streaming,streaming_evidence,n_captures,measured_median_downlink_gap_ms,measured_frac_gaps_over_5ms
2ethernet_baseline_video_download,ethernet,n/a,non-LLM baseline workload (YouTube); no API streaming concept applies,12,0.12,0.001
3ethernet_baseline_video_stream,ethernet,n/a,non-LLM baseline workload (YouTube); no API streaming concept applies,14,0.12,0.0
4ethernet_chrome_gpt_5_4_bfcl_live_simple,ethernet,true,"browser-driven ChatGPT web UI, which streams tokens (UI-level, not an API --stream flag)",37,,
5ethernet_claude_code_gen,ethernet,true,harness: coding_agent_data_analysis/agenttestbench.py runs Claude Code CLI with --output-format stream-json,1,,
6ethernet_claude_opus_4_6_bfcl_live_multiple_results,ethernet,false,harness: claudetests/benchmark_claude.py (no stream argument),3284,,
7ethernet_claude_opus_4_6_bfcl_live_parallel_multiple_results,ethernet,false,harness: claudetests/benchmark_claude.py (no stream argument),72,,
8ethernet_claude_opus_4_6_bfcl_parallel_results,ethernet,false,harness: claudetests/benchmark_claude.py (no stream argument),800,,
9ethernet_claude_opus_4_6_bfcl_simple_python_results,ethernet,false,harness: claudetests/benchmark_claude.py (no stream argument),1600,,
10ethernet_claude_opus_4_8_code_generation,ethernet,true,harness: coding_agent_data_analysis/agenttestbench.py runs Claude Code CLI with --output-format stream-json,1,,
11ethernet_gpt_5_4_image_to_text_diffusiondb,ethernet,false,harness: imagetotext/itttestbench.py (no stream argument),229,1.16,0.01
12ethernet_gpt_image_1_streamed_nonic_text_to_image_diffusiondb_405_serviced_results,ethernet,true,run configured with --stream; streaming variant encoded in the directory name,55,0.12,0.002
13ethernet_gpt_image_1_streamed_text_to_image_diffusiondb_405_serviced_results,ethernet,true,run configured with --stream; streaming variant encoded in the directory name,103,0.12,0.003
14ethernet_gpt_image_1_text_to_image_diffusiondb_100_results,ethernet,false,harness: texttoimage/ttitestbench.py run without --stream (streamed runs carry the token in the name),51,0.12,0.014
15ethernet_gpt_image_1_text_to_image_diffusiondb_2k_unblocked_results,ethernet,false,harness: texttoimage/ttitestbench.py run without --stream (streamed runs carry the token in the name),229,0.12,0.013
16ethernet_openai_gpt5_4_nonamespace_streamingbfcl_parallel_results,ethernet,true,run configured with --stream; streaming variant encoded in the directory name,200,7.32,0.565
17ethernet_openai_gpt_5_4_bfcl_live_multiple_results,ethernet,false,harness: openaitests/benchmark_openai.py (no stream argument; the streaming variant is a separate script),3159,,
18ethernet_openai_gpt_5_4_bfcl_live_parallel_multiple_results,ethernet,false,harness: openaitests/benchmark_openai.py (no stream argument; the streaming variant is a separate script),72,,
19ethernet_openai_gpt_5_4_bfcl_parallel_results,ethernet,false,harness: openaitests/benchmark_openai.py (no stream argument; the streaming variant is a separate script),600,,
20ethernet_openai_gpt_5_4_bfcl_simple_python_results,ethernet,false,harness: openaitests/benchmark_openai.py (no stream argument; the streaming variant is a separate script),1200,,
21ethernet_openai_gpt_5_4_namespace_streamingbfcl_parallel_results,ethernet,true,run configured with --stream; streaming variant encoded in the directory name,200,5.08,0.493
22ethernet_openrouter_claude_sonnet_4_6_gen1_bfcl_live_multiple_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,1943,47.84,0.92
23ethernet_openrouter_claude_sonnet_4_6_gen1_bfcl_live_parallel_multiple_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,24,47.71,0.94
24ethernet_openrouter_claude_sonnet_4_6_gen1_bfcl_parallel_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,400,23.58,0.548
25ethernet_openrouter_claude_sonnet_4_6_gen1_bfcl_simple_python_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,800,46.73,0.874
26ethernet_openrouter_claude_sonnet_4_6_gen2_bfcl_live_multiple_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,4212,44.63,0.901
27ethernet_openrouter_claude_sonnet_4_6_gen2_bfcl_live_parallel_multiple_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,96,2.14,0.351
28ethernet_openrouter_claude_sonnet_4_6_gen2_bfcl_parallel_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,800,15.91,0.63
29ethernet_openrouter_claude_sonnet_4_6_gen2_bfcl_simple_python_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,1600,23.68,0.744
30ethernet_openrouter_gemini_3_1_pro_bfcl_live_multiple_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,4456,215.35,0.8
31ethernet_openrouter_gemini_3_1_pro_bfcl_live_parallel_multiple_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,96,207.1,0.804
32ethernet_openrouter_gemini_3_1_pro_bfcl_parallel_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,1000,222.26,0.821
33ethernet_openrouter_gemini_3_1_pro_bfcl_simple_python_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,2000,203.53,0.747
34ethernet_openrouter_gpt_5_4_bfcl_live_multiple_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,5265,2.3,0.27
35ethernet_openrouter_gpt_5_4_bfcl_live_parallel_multiple_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,120,2.56,0.305
36ethernet_openrouter_gpt_5_4_bfcl_parallel_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,1000,2.35,0.254
37ethernet_openrouter_gpt_5_4_bfcl_simple_python_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,2000,2.38,0.277
38ethernet_openrouter_nemotron_3_super_120b_bfcl_live_multiple_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,107,418.9,0.658
39ethernet_openrouter_nemotron_3_super_120b_bfcl_parallel_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,200,419.84,0.84
40ethernet_openrouter_nemotron_3_super_120b_bfcl_simple_python_results,ethernet,true,harness: openrouter_testing/benchmark.py run_openrouter_request() sets stream=True unconditionally,414,419.63,0.776
41ethernet_siliconflow_image_to_text_results,ethernet,false,harness: siliconflow standalone scripts (benchmark_qwen.py / itttest_qwen.py / ttitest_zimage.py); none accept --stream,229,1.12,0.039
42ethernet_siliconflow_streamed_text_to_image_diffusiondb_405_results,ethernet,true,run configured with --stream; streaming variant encoded in the directory name,405,0.0,0.308
43ethernet_siliconflow_streamed_text_to_text_bfcl_simple_python_results,ethernet,true,run configured with --stream; streaming variant encoded in the directory name,400,10.77,0.98
44ethernet_siliconflow_text_to_image_diffusiondb_405_results,ethernet,false,harness: siliconflow standalone scripts (benchmark_qwen.py / itttest_qwen.py / ttitest_zimage.py); none accept --stream,215,0.12,0.004
45ethernet_siliconflow_text_to_text_bfcl_parallel_results,ethernet,false,harness: siliconflow standalone scripts (benchmark_qwen.py / itttest_qwen.py / ttitest_zimage.py); none accept --stream,203,,
46ethernet_stream_gpt_5_4_bfcl_parallel,ethernet,true,run configured with --stream; streaming variant encoded in the directory name,200,5.08,0.493
47ethernet_video_download_results,ethernet,n/a,non-LLM baseline workload (YouTube); no API streaming concept applies,60,0.12,0.001
48local_image_to_text_client_results,local,false,"June 2026 manual vLLM runs, confirmed non-streaming by the dataset author; no manifest or transcript survives recording the flag",229,1.09,0.0
49local_image_to_text_server_results,local,false,"June 2026 manual vLLM runs, confirmed non-streaming by the dataset author; no manifest or transcript survives recording the flag",229,0.16,0.0
50local_text_to_image_diffusiondb_client_results,local,false,"June 2026 manual vLLM runs, confirmed non-streaming by the dataset author; no manifest or transcript survives recording the flag",405,0.12,0.0
51local_text_to_image_diffusiondb_server_results,local,false,"June 2026 manual vLLM runs, confirmed non-streaming by the dataset author; no manifest or transcript survives recording the flag",406,1.08,0.0
52local_text_to_text_bfcl_parallel_client_results,local,false,"June 2026 manual vLLM runs, confirmed non-streaming by the dataset author; no manifest or transcript survives recording the flag",200,,
53local_text_to_text_bfcl_parallel_server_results,local,false,"June 2026 manual vLLM runs, confirmed non-streaming by the dataset author; no manifest or transcript survives recording the flag",200,,
54mobile_tethered_gpt_5_4_image_to_text_results,mobile_tethered,false,harness: imagetotext/itttestbench.py (no stream argument),229,2.95,0.303
55mobile_tethered_gpt_image_1_text_to_image_diffusiondb_405_unblocked_results,mobile_tethered,false,harness: texttoimage/ttitestbench.py run without --stream (streamed runs carry the token in the name),225,0.01,0.014
56mobile_tethered_openai_gpt_5_4_bfcl_parallel_results,mobile_tethered,false,harness: openaitests/benchmark_openai.py (no stream argument; the streaming variant is a separate script),200,,
57mobile_untethered_gpt_5_4_image_to_text_diffusiondb_100_results,mobile_untethered,false,harness: imagetotext/itttestbench.py (no stream argument),51,2.61,0.184
58mobile_untethered_openai_gpt_5_4_bfcl_parallel_results,mobile_untethered,false,harness: openaitests/benchmark_openai.py (no stream argument; the streaming variant is a separate script),58,,
59phone_tethered_stream_gpt_5_4_text_to_text,phone_tethered,true,run configured with --stream; streaming variant encoded in the directory name,200,5.96,0.624
60phone_tethered_stream_gpt_image_1_text_to_image,phone_tethered,true,run configured with --stream; streaming variant encoded in the directory name,215,0.01,0.01
61wifi_gpt_image_1_streamed_text_to_image_diffusiondb_405_serviced_results,wifi,true,run configured with --stream; streaming variant encoded in the directory name,215,0.0,0.016
62wifi_stream_gpt_5_4_bfcl_parallel,wifi,true,run configured with --stream; streaming variant encoded in the directory name,200,4.35,0.447
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