公开(公告)号：US20230412699A1

公开(公告)日：2023-12-21

申请号：US18456102

申请日：2023-08-25

Applicant: Intel Corporation

Inventor： Rajesh Poornachandran ,  Vincent Zimmer ,  Subrata Banik ,  Marcos Carranza ,  Kshitij Arun Doshi ,  Francesc Guim Bernat ,  Karthik Kumar

IPC: H04L67/51 ,  H04L41/5009 ,  H04L9/32 ,  H04L67/562

CPC classification number: H04L67/51 ,  H04L41/5009 ,  H04L9/3278 ,  H04L67/562 ,  H04L9/50

Abstract: An apparatus to facilitate provenance audit trails for microservices architectures is disclosed. The apparatus includes one or more processors to obtain provenance metadata for a microservice from a local blockchain of provenance metadata maintained for the hardware resource executing a task performed by the microservice, the provenance metadata comprising identification of the microservice, operating state of at least one of a hardware resource or a software resource used to execute the microservice and the task, and an operating state of a sidecar of the microservice during the task; access one or more policies established for the microservice; analyze the provenance metadata with respect to the one or more policies to identify if there is a violation of the one or more policies; and generate one or more evaluation metrics based on whether the violation of the one or more policies is identified.

公开(公告)号：US20230199077A1

公开(公告)日：2023-06-22

申请号：US18067097

申请日：2022-12-16

Applicant: Intel Corporation

Inventor： Rajesh Poornachandran ,  Vincent Zimmer ,  Subrata Banik ,  Marcos Carranza ,  Kshitij Arun Doshi ,  Francesc Guim Bernat ,  Karthik Kumar

IPC: H04L67/51 ,  H04L67/562 ,  H04L41/5009 ,  H04L9/32

CPC classification number: H04L67/51 ,  H04L67/562 ,  H04L41/5009 ,  H04L9/3278 ,  H04L9/50

Abstract: An apparatus to facilitate provenance audit trails for microservices architectures is disclosed. The apparatus includes one or more processors to: obtain, by a microservice of a service hosted in a datacenter, provisioned credentials for the microservice based on an attestation protocol; generate, for a task performed by the microservice, provenance metadata for the task, the provenance metadata including identification of the microservice, operating state of at least one of a hardware resource or a software resource used to execute the microservice and the task, and operating state of a sidecar of the microservice during the task; encrypt the provenance metadata with the provisioned credentials for the microservice; and record the encrypted provenance metadata in a local blockchain of provenance metadata maintained for the hardware resource executing the task and the microservice.

公开(公告)号：US20230195601A1

公开(公告)日：2023-06-22

申请号：US17557953

申请日：2021-12-21

Applicant: Intel Corporation

Inventor： Rajesh Poornachandran ,  Marcos Carranza

IPC: G06F11/36 ,  G06F11/32 ,  G06K9/62 ,  G06N20/00

CPC classification number: G06F11/366 ,  G06F11/323 ,  G06F11/3608 ,  G06F11/3664 ,  G06K9/6256 ,  G06N20/00

Abstract: An apparatus to facilitate synthetic data generation for enhanced microservice debugging is disclosed. The apparatus includes one or more processors to: load a filter for a synthetic data generator for a service deployed in a datacenter system, the filter configured for the service based on service policies; prioritize synthetic parameters of the filter based on service parameters used to model microservices deployed for the service; generate a synthetic dataset for ingestion using the prioritized synthetic parameters in the filter of the synthetic data generator, the synthetic dataset generated by applying the synthetic parameters of the filter to an original infield dataset of the service; demultiplex the synthetic dataset in response to a synthetic activation profile generated using the synthetic dataset matching one or more monitored previous activation profiles of the service; and reverse map the demultiplexed synthetic dataset to match to original data in the original infield dataset.

公开(公告)号：US20230195485A1

公开(公告)日：2023-06-22

申请号：US17556690

申请日：2021-12-20

Applicant: Intel Corporation

Inventor： Devamekalai Nagasundaram ,  San Yen Wong ,  Haarika Madaka ,  Wei Seng Yeap ,  Marcos Carranza ,  Cesar Martinez Spessot ,  Francesc Guim Bernat ,  Rajesh Poornachandran

IPC: G06F9/455 ,  G06F9/50

CPC classification number: G06F9/45558 ,  G06F9/505 ,  G06F2009/4557

Abstract: Embodiments described herein are generally directed to assigning virtual machine (VM) workloads to groupings/partitions of accelerator resources. In an example, a processing resource of a host system maintains: (i) a resource data structure containing resource utilization information for each of one or more accelerators associated with the host system; and (ii) a group data structure containing information regarding each group of multiple groups of one or more virtual functions (VFs) of the one or more accelerators that has been assigned for use by a respective VM of multiple VMs running on a virtual machine monitor (VMM) of the processing resource. A request to deploy a workload associated with a first VM is received. Responsive to the request, the workload is assigned to a VF of a group of the multiple groups determined to have resource capacity available to satisfy expected resource utilization of the workload.

公开(公告)号：US11558265B1

公开(公告)日：2023-01-17

申请号：US17557937

申请日：2021-12-21

Applicant: Intel Corporation

Inventor： Rajesh Poornachandran ,  Marcos Carranza

IPC: H04L41/5009 ,  H04L43/55 ,  G06F9/455

Abstract: An apparatus to facilitate telemetry targeted query injection for enhanced debugging in microservices architectures is disclosed. The apparatus includes one or more processors to: identify contextual trace of a previous query recorded in collected data of a service, where microservices of the service responded to the previous query; access an interdependency flow graph representing an architecture and interaction of microservices deployed for a service; retrieve, based on the interdependency flow graph, telemetry data of the microservices corresponding to the contextual trace; identify, based on the telemetry data, an activation profile corresponding to the previous query, the activation profile detailing a response of the microservices to the previous query; compare the activation profile to a correlation profile for the previous query to detect whether an anomaly occurred in the service in response to the previous query; and recommend a modified query based on detection of the anomaly.

公开(公告)号：US20220109610A1

公开(公告)日：2022-04-07

申请号：US17555109

申请日：2021-12-17

Applicant: Intel Corporation

Inventor： Francesc Guim Bernat ,  Karthik Kumar ,  Marcos Carranza ,  Cesar Martinez-Spessot ,  Han Lee

IPC: H04L41/0896 ,  H04L41/5022 ,  H04L41/5006 ,  H04L41/12

Abstract: Methods, apparatus, systems, and articles of manufacture are disclosed to orchestrate intermittent surplus power in Edge networks. An example apparatus includes power unit analysis circuitry to identify a power surplus, analysis circuitry to (a) apply an acceleration factor to a first trigger threshold of a local task, the acceleration factor to set a second trigger threshold, and (b) designate the local task for early execution when a current metric corresponding to the local task satisfies the second trigger threshold, and adaptive power managing circuitry to execute the local task in response to detecting the designation for early execution.

公开(公告)号：US11157384B2

公开(公告)日：2021-10-26

申请号：US16455358

申请日：2019-06-27

Applicant: Intel Corporation

Inventor： Marcos Carranza ,  Mats Agerstam ,  Justin Gottschlich ,  Alexander Heinecke ,  Cesar Martinez-Spessot ,  Maria Ramirez Loaiza ,  Mohammad Mejbah Ul Alam ,  Shengtian Zhou

IPC: G06F11/36 ,  G06F8/41

Abstract: Methods, apparatus, systems and articles of manufacture are disclosed for code review assistance for dynamically typed languages. An example apparatus to analyze a segment of code includes a function identifier to identify a first input of a first function call included in the segment of the code, a parameter type vector (PTV) estimator model to estimate a first data structure based on the first input, the PTV estimator model generated via a set of reviewed code, a PTV determiner to generate a second data structure based on a data parameter type of the first input, an error comparator to determine a first reconstruction error based on the first data structure, and the second data structure and a recommendation generator to, if the first reconstruction error does not satisfy a recommendation threshold, generate a first recommendation to review the first function call.

公开(公告)号：US20210328886A1

公开(公告)日：2021-10-21

申请号：US17359349

申请日：2021-06-25

Applicant: Intel Corporation

Inventor： Francesc Guim Bernat ,  Karthik Kumar ,  Kshitij Doshi ,  Marcos Carranza ,  Thijs Metsch ,  Adrian Hoban

IPC: H04L12/24 ,  H04L29/08

Abstract: Example methods, apparatus, and systems to facilitate service proxying are disclosed. An example apparatus includes interface circuitry to access a service request intercepted by from an infrastructure processing unit, the service request corresponding to a first node; instructions in the apparatus; and infrastructure sidecar circuitry to execute the instructions to: identify an active service instance corresponding to the service request; compare first telemetry data corresponding to the active service instance to a service quality metric; select a second node to service the service request based on the comparison and further telemetry data; and cause transmission of the service request to the second node.

公开(公告)号：US20190138423A1

公开(公告)日：2019-05-09

申请号：US16235959

申请日：2018-12-28

Applicant: Intel Corporation

Inventor： Mats Agerstam ,  Bahareh Sadeghi ,  Jason Martin ,  Jeffrey Ota ,  Justin Gottschlich ,  Marcos Carranza ,  Maria Ramirez Loaiza ,  Alexander Heinecke ,  Mohammad Mejbah Ul Alam ,  Robert Colby ,  Sara Baghsorkhi ,  Shengtian Zhou

IPC: G06F11/34 ,  H04L12/24 ,  G06F11/00 ,  H04L29/06 ,  H04L29/08 ,  G06K9/62 ,  H04L12/66 ,  G06N20/00

Abstract: An apparatus includes a data interface to obtain first sensor data from a first sensor and second sensor data from a second sensor of a monitored system; a data analyzer to extract a feature based on analyzing the first and second sensor data using a model, the model trained based on historical sensor data, the model to determine the feature as a deviation between the first and second sensor data to predict a future malfunction of the monitored system; an anomaly detector to detect an anomaly in at least one of the first sensor data or the second sensor data based on the feature, the anomaly corresponding to the future malfunction of the monitored system; and a system applicator to modify operation of the monitored system based on the anomaly.

公开(公告)号：US20250103965A1

公开(公告)日：2025-03-27

申请号：US18971998

申请日：2024-12-06

Applicant: Intel Corporation

Inventor： Karthik Kumar ,  Marcos Carranza ,  Thomas Willhalm ,  Patrick Connor

IPC: G06N20/00 ,  G06F16/334

Abstract: An apparatus includes a host interface, a network interface, and programmable circuitry communicably coupled to the host interface and the network interface, the programmable circuitry comprising one or more processors are to implement network interface functionality and are to receive a prompt directed to an artificial intelligence (AI) model hosted by a host device communicably coupled to the host interface, apply a prompt tuning model to the prompt to generate an initial augmented prompt, compare the initial augmented prompt for a match with stored data of a prompt augmentation tracking table comprising real-time datacenter trend data and cross-network historical augmentation data from programmable network interface devices in a datacenter hosting the apparatus, generate, in response to identification of the match with the stored data, a final augmented prompt based on the match, and transmit the final augmented prompt to the AI model.