Abstract: A method and apparatus execute inference for a large language model across heterogeneous processing elements. A first processing element of a first type stores model weights and executes a first computational part of the model. A second processing element having a type or resource profile different from that of the first processing element stores session-specific state and executes a second computational part of the model. A scheduler characterizes resource attributes of each processing element and selects a placement plan that assigns computational parts to respective processing elements based on their resource profiles. Intermediate results are transmitted between the processing elements via an interconnect interface coupling the first processing element and the second processing element. Output tokens are assembled from combined results of the computational parts, completing the inference request.

Abstract: A system for serving a large language model physically disaggregates compute and memory resources across separate accelerator cards. First accelerator cards store weight parameters in a first memory and perform compute-bound operations. Second accelerator cards, physically separate from the first accelerator cards, store session-specific state including a key-value cache in a second memory and perform memory-bound operations. An interconnection mechanism connects the cards, transferring only compact intermediate activation vectors during each decode iteration. The second accelerator cards may include application-specific integrated circuit packages with chiplets integrating processing cores, memory channels, and interfaces. A software abstraction layer integrated with an inference framework distributes workload across heterogeneous hardware. The second accelerator cards may be configured as linecards in a modular network switch chassis with a non-blocking backplane.

Abstract: Described herein are systems and methods for matching clicks of links on a webpage with page views by a user. The method may comprise identifying a link on a webpage requested by a client device, generating a link identifier for the link and attaching the link identifier to the link. Upon receiving a request for data associated with the link, the link identifier is stored in a log file.

Abstract: A device, system, and method are directed towards managing and tracking of cross-domain user activities through use of a beacon. As a user of a client device requests content from different domain services managed by a common entity, they may receive a Uniform Resource Locator (URL) to a beacon in at least one of the different domains. In one embodiment, the beacon is a single pixel image. The client device may also receive a Match-ID. A beacon server in one of the other domains may receive the request for the beacon, and store in a domain log the Match-ID, and other information about the client device, which domain service provided the URL, and/or other related user activities. The different domain logs may then be employed for use in searching for matching Match-IDs, joining common user or client device activities, and for tracking other cross-domain user activities.

Abstract: A device, system, and method are directed towards managing and tracking of cross-domain user activities through use of a beacon. As a user of a client device requests content from different domain services managed by a common entity, they may receive a Uniform Resource Locator (URL) to a beacon in at least one of the different domains. In one embodiment, the beacon is a single pixel image. The client device may also receive a Match-ID. A beacon server in one of the other domains may receive the request for the beacon, and store in a domain log the Match-ID, and other information about the client device, which domain service provided the URL, and/or other related user activities. The different domain logs may then be employed for use in searching for matching Match-IDs, joining common user or client device activities, and for tracking other cross-domain user activities.

Abstract: A device, system, and method are directed towards managing and tracking of cross-domain user activities through use of a beacon. As a user of a client device requests content from different domain services managed by a common entity, they may receive a Uniform Resource Locator (URL) to a beacon in at least one of the different domains. In one embodiment, the beacon is a single pixel image. The client device may also receive a Match-ID. A beacon server in one of the other domains may receive the request for the beacon, and store in a domain log the Match-ID, and other information about the client device, which domain service provided the URL, and/or other related user activities. The different domain logs may then be employed for use in searching for matching Match-IDs, joining common user or client device activities, and for tracking other cross-domain user activities.

Abstract: An online advertising system integrates third party agents to permit the third party agents to participate in auctions to bid on a per opportunity basis. An advertising exchange module receives requests for opportunities to serve online advertisements to users. In response, an advertising exchange module applies one or more business rules to determine third party agents that qualify to serve the online advertisement. A bid gateway module generates and transmits requests for bids to the third party agents. The bid gateway module then receives bids from the third party agents in response to the requests for bids. The advertising exchange module then selects an advertisement based on the bid. The online advertisement exchange system provides a unified marketplace to permit integrator networks to bid on both ads pursuant to guaranteed contracts and ads not subject to guaranteed contracts (e.g., non-guaranteed ads).

Abstract: A device, system, and method are directed towards managing and tracking of cross-domain user activities through use of a beacon. As a user of a client device requests content from different domain services managed by a common entity, they may receive a Uniform Resource Locator (URL) to a beacon in at least one of the different domains. In one embodiment, the beacon is a single pixel image. The client device may also receive a Match-ID. A beacon server in one of the other domains may receive the request for the beacon, and store in a domain log the Match-ID, and other information about the client device, which domain service provided the URL, and/or other related user activities. The different domain logs may then be employed for use in searching for matching Match-IDs, joining common user or client device activities, and for tracking other cross-domain user activities.

Abstract: A device, system, and method are directed towards managing and tracking of cross-domain user activities through use of a beacon. As a user of a client device requests content from different domain services managed by a common entity, they may receive a Uniform Resource Locator (URL) to a beacon in at least one of the different domains. In one embodiment, the beacon is a single pixel image. The client device may also receive a Match-ID. A beacon server in one of the other domains may receive the request for the beacon, and store in a domain log the Match-ID, and other information about the client device, which domain service provided the URL, and/or other related user activities. The different domain logs may then be employed for use in searching for matching Match-IDs, joining common user or client device activities, and for tracking other cross-domain user activities.

Abstract: A device, system, and method are directed towards managing and tracking of cross-domain user activities through use of a beacon. As a user of a client device requests content from different domain services managed by a common entity, they may receive a Uniform Resource Locator (URL) to a beacon in at least one of the different domains. In one embodiment, the beacon is a single pixel image. The client device may also receive a Match-ID. A beacon server in one of the other domains may receive the request for the beacon, and store in a domain log the Match-ID, and other information about the client device, which domain service provided the URL, and/or other related user activities. The different domain logs may then be employed for use in searching for matching Match-IDs, joining common user or client device activities, and for tracking other cross-domain user activities.

Abstract: Described herein are systems and methods for matching clicks of links on a webpage with page views by a user. The method may comprise identifying a link on a webpage requested by a client device, generating a link identifier for the link and attaching the link identifier to the link. Upon receiving a request for data associated with the link, the link identifier is stored in a log file.