| --- |
| 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](../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"`). |
|
|
