metadata
license: cc-by-4.0
pretty_name: LLM Network Study Data
tags:
- network-traffic
- pcap
- packet-capture
- llm-inference
- traffic-analysis
- bfcl
size_categories:
- 10K<n<100K
configs: []
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 the cloud API. |
mobile_tethered |
Phone-tethered cellular link (phone as modem). | |
mobile_untethered |
Capture on the mobile device itself over cellular. | |
local |
Self-hosted model; traffic split into client and server side captures. |
|
| Provider | direct (claude_*, openai_gpt_*, gpt_image_1) |
Native vendor API (Anthropic / OpenAI). |
openrouter_* |
Same model routed through OpenRouter. | |
siliconflow_* |
SiliconFlow inference provider. | |
| Workload | bfcl_* |
Function-calling prompts from the BFCL v4 dataset (see below). |
image_to_text |
Vision captioning of DiffusionDB images. | |
text_to_image |
Image generation from DiffusionDB prompts. | |
text_to_text |
Plain text generation (local models). | |
video_download |
Baseline (non-LLM) video download for comparison. | |
| Variant | diffusiondb_{100,405,2k} |
Sample size drawn from the DiffusionDB dataset. |
gen1 / gen2 |
Repeated capture batches of the same config. | |
unblocked |
Run without rate-limiting/throttling. |
BFCL workloads come from the Berkeley Function-Calling Leaderboard v4 categories:
simple_python (single function call), parallel (multiple calls from one prompt),
live_multiple (real-world prompt, pick among many tools), and
live_parallel_multiple (real-world prompt, multiple parallel calls among many tools).
Datasets
| Directory | Capture env | Model / Provider | Workload |
|---|---|---|---|
ethernet_claude_opus_4_6_bfcl_live_multiple_results |
ethernet | Claude Opus 4.6 (Anthropic) | BFCL live_multiple |
ethernet_claude_opus_4_6_bfcl_live_parallel_multiple_results |
ethernet | Claude Opus 4.6 (Anthropic) | BFCL live_parallel_multiple |
ethernet_claude_opus_4_6_bfcl_parallel_results |
ethernet | Claude Opus 4.6 (Anthropic) | BFCL parallel |
ethernet_claude_opus_4_6_bfcl_simple_python_results |
ethernet | Claude Opus 4.6 (Anthropic) | BFCL simple_python |
ethernet_gpt_5_4_image_to_text_diffusiondb |
ethernet | GPT-5.4 (OpenAI) | Image-to-text (DiffusionDB) |
ethernet_gpt_image_1_text_to_image_diffusiondb_100_results |
ethernet | gpt-image-1 (OpenAI) | Text-to-image (DiffusionDB, 100) |
ethernet_gpt_image_1_text_to_image_diffusiondb_2k_unblocked_results |
ethernet | gpt-image-1 (OpenAI) | Text-to-image (DiffusionDB, 2k, unblocked) |
ethernet_openai_gpt_5_4_bfcl_live_multiple_results |
ethernet | GPT-5.4 (OpenAI direct) | BFCL live_multiple |
ethernet_openai_gpt_5_4_bfcl_live_parallel_multiple_results |
ethernet | GPT-5.4 (OpenAI direct) | BFCL live_parallel_multiple |
ethernet_openai_gpt_5_4_bfcl_parallel_results |
ethernet | GPT-5.4 (OpenAI direct) | BFCL parallel |
ethernet_openai_gpt_5_4_bfcl_simple_python_results |
ethernet | GPT-5.4 (OpenAI direct) | BFCL simple_python |
ethernet_openrouter_claude_sonnet_4_6_gen1_bfcl_live_multiple_results |
ethernet | Claude Sonnet 4.6 (OpenRouter) | BFCL live_multiple (batch 1) |
ethernet_openrouter_claude_sonnet_4_6_gen1_bfcl_live_parallel_multiple_results |
ethernet | Claude Sonnet 4.6 (OpenRouter) | BFCL live_parallel_multiple (batch 1) |
ethernet_openrouter_claude_sonnet_4_6_gen1_bfcl_parallel_results |
ethernet | Claude Sonnet 4.6 (OpenRouter) | BFCL parallel (batch 1) |
ethernet_openrouter_claude_sonnet_4_6_gen1_bfcl_simple_python_results |
ethernet | Claude Sonnet 4.6 (OpenRouter) | BFCL simple_python (batch 1) |
ethernet_openrouter_claude_sonnet_4_6_gen2_bfcl_live_multiple_results |
ethernet | Claude Sonnet 4.6 (OpenRouter) | BFCL live_multiple (batch 2) |
ethernet_openrouter_claude_sonnet_4_6_gen2_bfcl_live_parallel_multiple_results |
ethernet | Claude Sonnet 4.6 (OpenRouter) | BFCL live_parallel_multiple (batch 2) |
ethernet_openrouter_claude_sonnet_4_6_gen2_bfcl_parallel_results |
ethernet | Claude Sonnet 4.6 (OpenRouter) | BFCL parallel (batch 2) |
ethernet_openrouter_claude_sonnet_4_6_gen2_bfcl_simple_python_results |
ethernet | Claude Sonnet 4.6 (OpenRouter) | BFCL simple_python (batch 2) |
ethernet_openrouter_gemini_3_1_pro_bfcl_live_multiple_results |
ethernet | Gemini 3.1 Pro (OpenRouter) | BFCL live_multiple |
ethernet_openrouter_gemini_3_1_pro_bfcl_live_parallel_multiple_results |
ethernet | Gemini 3.1 Pro (OpenRouter) | BFCL live_parallel_multiple |
ethernet_openrouter_gemini_3_1_pro_bfcl_parallel_results |
ethernet | Gemini 3.1 Pro (OpenRouter) | BFCL parallel |
ethernet_openrouter_gemini_3_1_pro_bfcl_simple_python_results |
ethernet | Gemini 3.1 Pro (OpenRouter) | BFCL simple_python |
ethernet_openrouter_gpt_5_4_bfcl_live_multiple_results |
ethernet | GPT-5.4 (OpenRouter) | BFCL live_multiple |
ethernet_openrouter_gpt_5_4_bfcl_live_parallel_multiple_results |
ethernet | GPT-5.4 (OpenRouter) | BFCL live_parallel_multiple |
ethernet_openrouter_gpt_5_4_bfcl_parallel_results |
ethernet | GPT-5.4 (OpenRouter) | BFCL parallel |
ethernet_openrouter_gpt_5_4_bfcl_simple_python_results |
ethernet | GPT-5.4 (OpenRouter) | BFCL simple_python |
ethernet_openrouter_nemotron_3_super_120b_bfcl_live_multiple_results |
ethernet | Nemotron 3 Super 120B (OpenRouter) | BFCL live_multiple |
ethernet_openrouter_nemotron_3_super_120b_bfcl_parallel_results |
ethernet | Nemotron 3 Super 120B (OpenRouter) | BFCL parallel |
ethernet_openrouter_nemotron_3_super_120b_bfcl_simple_python_results |
ethernet | Nemotron 3 Super 120B (OpenRouter) | BFCL simple_python |
ethernet_siliconflow_image_to_text_results |
ethernet | SiliconFlow VLM | Image-to-text (DiffusionDB) |
ethernet_siliconflow_text_to_image_diffusiondb_405_results |
ethernet | SiliconFlow image model | Text-to-image (DiffusionDB, 405) |
ethernet_siliconflow_text_to_text_bfcl_parallel_results |
ethernet | SiliconFlow LLM | BFCL parallel (text) |
ethernet_video_download_results |
ethernet | — (baseline) | Video download baseline |
local_image_to_text_client_results |
local (client side) | Self-hosted VLM | Image-to-text (DiffusionDB) |
local_image_to_text_server_results |
local (server side) | Self-hosted VLM | Image-to-text (DiffusionDB) |
local_text_to_image_diffusiondb_client_results |
local (client side) | Self-hosted image model | Text-to-image (DiffusionDB) |
local_text_to_image_diffusiondb_server_results |
local (server side) | Self-hosted image model | Text-to-image (DiffusionDB) |
local_text_to_text_bfcl_parallel_client_results |
local (client side) | Self-hosted LLM | BFCL parallel (text) |
local_text_to_text_bfcl_parallel_server_results |
local (server side) | Self-hosted LLM | BFCL parallel (text) |
mobile_tethered_gpt_5_4_image_to_text_results |
mobile, tethered | GPT-5.4 (OpenAI) | Image-to-text (DiffusionDB) |
mobile_tethered_gpt_image_1_text_to_image_diffusiondb_405_unblocked_results |
mobile, tethered | gpt-image-1 (OpenAI) | Text-to-image (DiffusionDB, 405, unblocked) |
mobile_tethered_openai_gpt_5_4_bfcl_parallel_results |
mobile, tethered | GPT-5.4 (OpenAI) | BFCL parallel |
mobile_untethered_gpt_5_4_image_to_text_diffusiondb_100_results |
mobile, untethered | GPT-5.4 (OpenAI) | Image-to-text (DiffusionDB, 100) |
mobile_untethered_openai_gpt_5_4_bfcl_parallel_results |
mobile, untethered | GPT-5.4 (OpenAI) | BFCL parallel |
Backup
These directories are mirrored to Box at
RPI WAYS LAB/LLM/Result Pcaps/LLM-Network-Study-Data via rclone
(rclone copy . "box:RPI WAYS LAB/LLM/Result Pcaps/LLM-Network-Study-Data").