Add dataset card

README.md

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+---
+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"`).