Abstract: Embodiments described herein provide systems and techniques for training large language models. In one aspect, a process for performing in-context training of a language model is disclosed. This process may begin by receiving a language model that includes a context window of a predetermined size, as well as receiving a set of in-context prompt/completion pairs prepared for a target task. The process then constructs a first token sequence based on the set of in-context prompt/completion pairs. Next, the process fits the first token sequence into the context window. The process subsequently performs a first in-context training pass using the first token sequence to train the language model to generate a next token in accordance with the target task.

Abstract: Embodiments described herein provide systems and techniques for training large language models. In one aspect, a process for performing in-context few-shot training for a transformer-based language model is disclosed. This process may begin by receiving the transformer-based language model having a context window of a predetermined size, as well as a training dataset comprising a set of prompt/completion examples. The process then constructs a training sequence based on the training dataset. Next, the process performs a single forward pass using the training sequence as input. The process subsequently performs a set of backward passes from a subset of examples in the training sequence, wherein each backward pass is conditioned on a selected subset of prompt/completion examples in the training sequence.

Abstract: A system includes one or more processors and a statically reconfigurable dataflow processor (SRDAP) coupled to the processors which are programmed to receive a first request to generate an instantiation of a computation graph to generate a probability distribution for N classes and retrieve a compiled graph of the computation graph. The computation graph includes a bias node and a probability distribution node for M classes. The bias node provides a biased tensor of size M to the probability distribution node by adding a bias tensor. The processors generate a bias tensor having N entries equal to zero and M?N entries having negative values and then load the compiled graph with the first bias tensor into a first set coarse-grained reconfigurable units of the SRDAP. Execution of the computation graph is initiated on the SRDAP to generate the probability distribution and a first inference is provided.

Abstract: In one aspect, a computerized method useful for automated software testing comprising: writing a test suite in a human-readable language; implementing an Artificial Intelligent (AI) process test suite; and creating a set of scripts, data, and execute tests.

Abstract: According to a computing method a compiler determines a recompute node included in a dataflow application and a checkpoint tensor produced by the recompute node. The compiler determines a recompute cost to recompute the checkpoint tensor, and a memory cost to checkpoint the checkpoint tensor in a memory. Based on the recompute cost and/or the memory cost, the compiler determines a solution cost and compares the solution cost to a solution threshold. Based on comparing the solution cost to the solution threshold, the compiler determines a checkpoint solution to execute the dataflow application. The checkpoint solution can comprise recomputing or checkpointing the checkpoint tensor. In some implementations, the compiler can determine a recompute ratio of the recompute cost to the memory cost and can compare the recompute ratio to the solution threshold. A computer program product and a computing system can implement aspects of the method.

Abstract: In one aspect, a computerized method useful for automated software testing comprising: writing a test suite in a human-readable language; implementing an Artificial Intelligent (AI) process test suite; and creating a set of scripts, data, and execute tests.

Abstract: A transport path group for uplink transmission over a fronthaul interface. The transport path group may include (i) an address of a first source port of a radio unit (RU), (ii) an address of a first destination port of a distributed unit (DU), and (iii) an address of a second source port of the RU, an address of a second destination port of the DU, and/or a flow identifier (e.g., a virtualized local area network (VLAN)). A request for user data conveyed by the DU and received by the RU may identify the transport path group. The RU may use the fronthaul interface to convey to the DU first and second portions of the requested user data over first and second different paths from the RU to the DU. The RU may employ load balancing parameters to convey the first and second portions of the requested user data.

Abstract: A method, according to one embodiment, includes, at a server in communication with a database and a network, receiving from a user a link to an internet webpage, via the network, analyzing, by the server, a Rich Site Summary (RSS) feed of the internet webpage and text in the internet webpage, categorizing, by the server, the internet webpage into a predetermined category based on the RSS feed of the internet webpage and the text in the internet webpage, creating, by the server, a summary of the internet webpage, utilizing the RSS feed of the internet webpage and the text in the internet webpage, identifying, by the server, an image from the internet webpage, resizing, by the server, the image from the internet webpage to create a resized image, including, by the server, the resized image in the summary of the internet webpage, upon determining that the resized image has a minimum size, meets predetermined aspect ratio limits, and is not repeated within the predetermined category, and in a webpage associated w

Abstract: In one aspect, a computerized method useful for automated software testing comprising: writing a test suite in a human-readable language; implementing an Artificial Intelligent (AI) process test suite; and creating a set of scripts, data, and execute tests.

Abstract: A transport path group for uplink transmission over a fronthaul interface. The transport path group may include (i) an address of a first source port of a radio unit (RU), (ii) an address of a first destination port of a distributed unit (DU), and (iii) an address of a second source port of the RU, an address of a second destination port of the DU, and/or a flow identifier (e.g., a virtualized local area network (VLAN)). A request for user data conveyed by the DU and received by the RU may identify the transport path group. The RU may use the fronthaul interface to convey to the DU first and second portions of the requested user data over first and second different paths from the RU to the DU. The RU may employ load balancing parameters to convey the first and second portions of the requested user data.

Abstract: In one aspect, a computerized method useful for automated software testing comprising: writing a test suite in a human-readable language; implementing an Artificial Intelligent (AI) process test suite; and creating a set of scripts, data, and execute tests.

Abstract: Methods and apparatus are described for testing the operation of a software application in a manner that reproduces the conditions under which the application operates. Semi-autonomous virtual testing software agents are deployed to the remote cloud computing infrastructure of each geographic region of interest. Each software agent has its own “personality” that includes its geolocation, along with the device types, operating systems, and (in the case of web applications) browser types with which the application is expected to operate in each geographic region.

Abstract: Apparatuses, systems and methods associated with over void signal trace design are disclosed herein. In embodiments, an integrated circuit (IC) package may include a first layer that has a void and a guard trace, wherein a first portion of the void is located on a first side of the guard trace and a second portion of the void is located on a second side of the guard trace. The IC package may further include a second layer located adjacent to the first layer, wherein the second layer has a signal trace that extends along the guard trace. Other embodiments may be described and/or claimed.

Abstract: Apparatuses, systems and methods associated with over void signal trace design are disclosed herein. In embodiments, an integrated circuit (IC) package may include a first layer that has a void and a guard trace, wherein a first portion of the void is located on a first side of the guard trace and a second portion of the void is located on a second side of the guard trace. The IC package may further include a second layer located adjacent to the first layer, wherein the second layer has a signal trace that extends along the guard trace. Other embodiments may be described and/or claimed.

Abstract: A method for multi-path packet scheduling in a wireless communication system comprises collecting of measurements of queue state information about buffers of a plurality of transmit nodes. A rate budget is calculated based on the collected measurements of queue state information. The rate budget comprises commanded bit rates and/or data volumes for each transmit node for a subsequent sampling period. Data representative for the rate budget is provided from the packet-flow controller node over a packet scheduling interface to a packet scheduler node. Packets to be sent to each of the plurality of transmit nodes in a subsequent sampling period are scheduled depending on the received rate budget. Nodes for multi-path packet scheduling in a wireless communication system are also disclosed.

Abstract: Systems and method for searching a network, including, via a server in communication with at least one data storage and a network, receiving search criteria via the network, retrieving sub search criteria related to the search criteria from the data storage, retrieving search results from the at least one data storage using the search criteria, retrieving sub search results from the at least one data storage, using the sub search criteria, organizing the search results and sub search results according to the sub search criteria, and causing display, via the network, of the organized search results and sub search results, grouped by sub search criteria.

Abstract: Respective embodiments disclosed herein include methods and apparatuses (1) for surveying a mine bench or other material body using at least seismic data obtained via geophone and measurement module data synchronized via a wireless link; (2) for generating hyperspectral panoramic imaging data of a blast hole or other borehole; or (3) for allowing a neural network to facilitate a differential blast design that targets a first bench part more weakly than the differential blast design targets a second bench part (along the same mine bench) at least partly based on data indicative of a much higher concentration of a valuable material in the second bench part than in the first.

Abstract: Electronic assemblies and methods including the formation of interconnect structures are described. In one embodiment an apparatus includes semiconductor die and a first metal bump on the die, the first metal bump including a surface having a first part and a second part. The apparatus also includes a solder resistant coating covering the first part of the surface and leaving the second part of the surface uncovered. Other embodiments are described and claimed.

Abstract: Apparatuses, systems and methods associated with over void signal trace design are disclosed herein. In embodiments, an integrated circuit (IC) package may include a first layer that has a void and a guard trace, wherein a first portion of the void is located on a first side of the guard trace and a second portion of the void is located on a second side of the guard trace. The IC package may further include a second layer located adjacent to the first layer, wherein the second layer has a signal trace that extends along the guard trace. Other embodiments may be described and/or claimed.

Abstract: A method for multi-path packet scheduling in a wireless communication system comprises collecting of measurements of queue state information about buffers of a plurality of transmit nodes. A rate budget is calculated based on the collected measurements of queue state information. The rate budget comprises commanded bit rates and/or data volumes for each transmit node for a subsequent sampling period. Data representative for the rate budget is provided from the packet-flow controller node over a packet scheduling interface to a packet scheduler node. Packets to be sent to each of the plurality of transmit nodes in a subsequent sampling period are scheduled depending on the received rate budget. Nodes for multi-path packet scheduling in a wireless communication system are also disclosed.