An apparatus including reconfigurable interface circuits and associated systems and methods are disclosed herein. An reconfigurable interface circuit may include an output buffer and an input buffer coupled to a connector for respectively generating and receiving signals. The reconfigurable interface circuit may include a control circuit configured to control operation of the input and output buffers along with additional circuits to selectively implement one or more from a set of selectable communication settings.

Methods, apparatus, systems, and articles of manufacture are disclosed to improve data training of a machine learning model using a field-programmable gate array (FPGA). An example system includes one or more computation modules, each of the one or more computation modules associated with a corresponding user, the one or more computation modules training first neural networks using data associated with the corresponding users, and FPGA to obtain a first set of parameters from each of the one or more computation modules, the first set of parameters associated with the first neural networks, configure a second neural network based on the first set of parameters, execute the second neural network to generate a second set of parameters, and transmit the second set of parameters to the first neural networks to update the first neural networks.

Methods, systems, and computer programs are presented for processing Ethernet packets at a Field Programmable Gate Array (FPGA). One programmable integrated circuit includes: an internal network on chip (iNOC) comprising rows and columns; clusters, coupled to the iNOC, comprising a network access point (NAP) and programmable logic; and an Ethernet controller coupled to the iNOC. When the controller operates in packet mode, each complete inbound Ethernet packet is sent from the controller to one of the NAPs via the iNOC, where two or more NAPs are configurable to receive the complete inbound Ethernet packets from the controller. The controller is configurable to operate in quad segment interface (QSI) mode where each complete inbound Ethernet packet is broken into segments, which are sent from the controller to different NAPs via the iNOC, where two or more NAPs are configurable to receive the complete inbound Ethernet packets from the controller.

A device architecture includes a spatially reconfigurable array of processors, such as configurable units of a CGRA, having spare homogenous subarrays, and a parameter store on the device which stores parameters that tag one or more elements as unusable. Configuration data is distributed using a statically reconfigurable bus system, to implement the pattern of placement of configuration data, in dependence on the tagged elements. As a result, a spatially reconfigurable array having unusable elements can be repaired.

A processor chip includes a logic circuit. The logic circuit is configured to be coupled to an electronic device. A configuration of the logic circuit corresponds to a plurality of candidate configurations. The configuration of the logic circuit is switched among the candidate configurations, and the electronic device associates with the processor chip to implement a function corresponding to the configuration of the logic circuit. When the configuration of the logic circuit is a first configuration and the electronic device executes a first driver program, the function is a first network-connection function. When the configuration of the logic circuit is a second configuration and the electronic device executes a second driver program, the function is a second network-connection function different from the first network-connection function.

Methods, systems, and computer programs are presented for processing Ethernet packets at a Field Programmable Gate Array (FPGA). One programmable integrated circuit includes: an internal network on chip (iNOC) comprising rows and columns; clusters, coupled to the iNOC, comprising a network access point (NAP) and programmable logic; and an Ethernet controller coupled to the iNOC. When the controller operates in packet mode, each complete inbound Ethernet packet is sent from the controller to one of the NAPs via the iNOC, where two or more NAPs are configurable to receive the complete inbound Ethernet packets from the controller. The controller is configurable to operate in quad segment interface (QSI) mode where each complete inbound Ethernet packet is broken into segments, which are sent from the controller to different NAPs via the iNOC, where two or more NAPs are configurable to receive the complete inbound Ethernet packets from the controller.

Some examples described herein relate to packet identification (ID) assignment for a routing network in a programmable integrated circuit (IC). In an example, a design system includes a processor and a memory coupled to the processor. The memory stores instruction code. The processor is configured to execute the instruction code to construct an interference graph based on routes of logical nets through switches in a routing network, and assign identifications to the routes comprising performing vertex coloring of vertices of the interference graph. The interference graph includes the vertices and interference edges. Each vertex represents one of the logical nets having a route. Each interference edge connects two vertices that represent corresponding two logical nets that have routes that share at least one port of a switch. The identifications correspond to values assigned to the vertices by the vertex coloring.

A field programmable gate array (FPGA) device including a configuration interface arranged to receive configuration data from an FPGA programmer. The FPGA device includes a plurality of random access memory (RAM) types, including a first RAM type and a second RAM type, arranged to store the configuration or image data. The FPGA device also includes a FIFO IP core arranged to implement a FIFO function in a plurality of different FPGA platforms. The FIFO IP core is: i) configured to implement the FIFO in the FPGA device based on the configuration data, and ii) configurable to store the configuration data in one or both of the first RAM type and the second RAM type.

A reconfigurable computing chip, a method for configuring the reconfigurable computing chip, a method for convolution process, a device for convolution process, a computer readable storage medium and a computer program product are provided. The reconfigurable computing chip comprises a processing module including multiple processing cores sharing a first cache, wherein each of the plurality of processing cores includes multiple processing elements sharing a second cache, each of the plurality of processing elements monopolizes a third cache corresponding to said processing element, wherein the reconfigurable computing chip is dynamically configured to perform convolution process on an input feature map and a convolution kernel to obtain an output feature map, and each of the multiple processing elements is dynamically configured to perform a multiplication-plus-addition process on a part of the input feature map and a part of the convolution kernel to obtain a part of the output feature map.

The technology disclosed relates to allocating available physical compute units (PCUs) and/or physical memory units (PMUs) of a reconfigurable data processor to operation units of an operation unit graph for execution thereof. In particular, it relates to selecting, for evaluation, an intermediate stage compute processing time between lower and upper search bounds of a generic stage compute processing time, determining a pipeline number of the PCUs and/or the PMUs required to process the operation unit graph, and iteratively, initializing new lower and upper search bounds of the generic stage compute processing time and selecting, for evaluation in a next iteration, a new intermediate stage compute processing time taking into account whether the pipeline number of the PCUs and/or the PMUs produced for a prior intermediate stage compute processing time in a previous iteration is lower or higher than the available PCUs and/or PMUs.