Telemetry Reduction Using On-Device Small Language Models
AssigneeCharter Communications Operating, LLC
InventorsDeependra RAWAT, Charles Ivan COOK
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Abstract
Various embodiments include a method performed by a processing system in a network access device for reducing telemetry and logging data load in a network. The method may include receiving continuous telemetry and logging data from network functions and device health metrics of the access device and analyzing the continuous telemetry and logging data using a pre-trained small language model (SLM) instantiated in the processing system of the access device to select telemetry or logging data that should be reported to a remote server. Additionally, the method may include transmitting only the selected telemetry or logging data from the access device to the remote server.
Claims20
A method performed by a processing system in a network access device for reducing telemetry and logging data load in a network, comprising:
- receiving, by the processing system, telemetry and logging data from the access device;
- analyzing the telemetry and logging data as it is received using a pre-trained small language model (SLM) instantiated in the processing system of the access device to select telemetry or logging data that should be reported to a remote server;
- and
- transmitting only the selected telemetry or logging data from the access device to the remote server.
A network access device, comprising:
- a memory;
- a network transceiver;
- a network access functions module;
- and
- a processing system coupled to the memory, network transceiver, and the network access functions module, wherein the processing system includes a pre-trained small language model (SLM) and is configured to perform operations comprising:
- receiving telemetry and logging data;
- analyzing the telemetry and logging data using the SLM to select telemetry or logging data that should be reported to a remote server;
- and
- transmitting only the selected telemetry or logging data to the remote server.
A non-transitory processor-readable medium having stored thereon processor-executable instructions configured to cause a processing system of a network access device to perform operations comprising:
- receiving telemetry and logging data from the access device;
- analyzing the telemetry and logging data as it is received using a pre-trained small language model (SLM) instantiated in the processing system to select telemetry or logging data that should be reported to a remote server;
- and
- transmitting only the selected telemetry or logging data from the access device to the remote server.
Dependencies are inferred from the claim text.