Collection of Usage Statistics
Text Generation Inference collects anonymous usage statistics to help us improve the service. The collected data is used to improve TGI and to understand what causes failures. The data is collected transparently and any sensitive information is omitted.
Usage statistics are collected only when TGI is running in a Docker container. This prevents data collection when TGI is run directly on the host machine. The collected data includes startup and shutdown events, as well as a heartbeat signal sent every 15 minutes.
What data is collected
The code that collects the data is available here. As of release 2.1.2 this is an example of the data collected:
- From the TGI configuration:
{
"event_type": "start",
"disable_grammar_support": false,
"max_batch_prefill_tokens": 4096,
"max_batch_size": null,
"max_batch_total_tokens": null,
"max_best_of": 2,
"max_client_batch_size": 4,
"max_concurrent_requests": 128,
"max_input_tokens": 1024,
"max_stop_sequences": 4,
"max_top_n_tokens": 5,
"max_total_tokens": 2048,
"max_waiting_tokens": 20,
"model_config": {
"model_type": "Bloom"
},
"revision": null,
"tokenizer_class": "BloomTokenizerFast",
"validation_workers": 2,
"waiting_served_ratio": 1.2,
"docker_label": "latest",
"git_sha": "cfc118704880453d29bcbe4fbbd91dda501cf5fe",
"nvidia_env": {
"name": "NVIDIA A10G",
"pci_bus_id": "00000000:00:1E.0",
"driver_version": "535.183.01",
"pstate": "P8",
"pcie_link_gen_max": "4",
"pcie_link_gen_current": "1",
"temperature_gpu": "31",
"utilization_gpu": "0 %",
"utilization_memory": "0 %",
"memory_total": "23028 MiB",
"memory_free": "22515 MiB",
"memory_used": "0 MiB",
"reset_status_reset_required": "No",
"reset_status_drain_and_reset_recommended": "No",
"compute_cap": "8.6",
"ecc_errors_corrected_volatile_total": "0",
"mig_mode_current": "[N/A]",
"power_draw_instant": "10.86 W",
"power_limit": "300.00 W"
},
"system_env": {
"cpu_count": 16,
"cpu_type": "AMD EPYC 7R32",
"total_memory": 66681196544,
"architecture": "x86_64",
"platform": "linux-unix-x86_64"
}
}
How to opt-out
By passing the --usage-stats to the text-generation-launcher you can control how much usage statistics are being collected.
--usage-stats=no-stack will not emit the stack traces from errors and the error types, but will continue to send start and stop events
--usage-stats=off will completely disable everything