Abstract: An integrated circuit including a plurality of logarithmic addition-accumulator circuits, connected in series, to, in operation, perform logarithmic addition and accumulate operations, wherein each logarithmic addition-accumulator circuit includes: (i) a logarithmic addition circuit to add a first input data and a filter weight data, each having the logarithmic data format, and to generate and output first sum data having a logarithmic data format, and (ii) an accumulator, coupled to the logarithmic addition circuit of the associated logarithmic addition-accumulator circuit, to add a second input data and the first sum data output by the associated logarithmic addition circuit to generate first accumulation data. The integrated circuit may further include first data format conversion circuitry, coupled to the output of each logarithmic addition circuit, to convert the data format of the first sum data to a floating point data format wherein the accumulator may be a floating point type.

Abstract: A system and/or an integrated circuit including: (a) a multiplier-accumulator execution pipeline including multiplier-accumulator circuits to process image data, using associated filter weights, via a plurality of multiply and accumulate operations and (b) first data format conversion circuitry including (i) inputs to receive filter weights of a plurality of sets of filter weights, wherein each set includes a plurality of filter weights each having a block-scaled fraction data format, (ii) conversion circuitry, coupled to the inputs, to convert the filter weights of each set from the block-scaled fraction data format to a floating point data format, and (iii) outputs to output the filter weights having the floating point data format. In operation, the multiplier-accumulator circuits of the pipeline are configured to perform the plurality of multiply and accumulate operations using (a) the image data and (b) the filter weights having the floating point data format.

Abstract: An integrated circuit comprising a field programmable gate array including a plurality of logic tiles, wherein, during operation, each logic tile is configurable to connect with at least one other logic tile, and wherein each logic tile includes: (1) a normal operating mode and test mode, (2) an interconnect network including a plurality of multiplexers, wherein during operation, the interconnect network of each logic tile is configurable to connect with the interconnect network of at least one other logic tile in the normal operating mode and (3) bitcells to store data. The FPGA also includes control circuitry, electrically connected to each logic tile, to configure each logic tile in a test mode and enable concurrently writing configuration test data into each logic tile of the plurality of logic tiles when the FPGA is in the test mode.

Abstract: An integrated circuit including a multiplier-accumulator execution pipeline including a plurality of multiplier-accumulator circuits to process the data, using filter weights, via a plurality of multiply and accumulate operations. The integrated circuit includes first conversion circuitry, coupled the pipeline, having inputs to receive a plurality of sets of data, wherein each set of data includes a plurality of data, Winograd conversion circuitry to convert each set of data to a corresponding Winograd set of data, floating point format conversion circuitry, coupled to the Winograd conversion circuitry, to convert the data of each Winograd set of data to a floating point data format. In operation, the multiplier-accumulator circuits are configured to: perform the plurality of multiply and accumulate operations using the data of the plurality of Winograd sets of data from the first conversion circuitry and the filter weights, and generate output data based on the multiply and accumulate operations.

Abstract: An integrated circuit comprising a plurality of multiply-accumulator circuitry, configurable in a concatenation architecture, to perform a plurality of multiply and accumulate operations, wherein the plurality of multiply-accumulator circuitry is organized into a plurality of groups, including a first group of multiply-accumulator circuitry and a second group of multiply-accumulator circuitry, wherein each group includes: a plurality of MAC circuits, each including a multiplier to multiply data by a multiplier weight data and generate a product data, and an accumulator to add input data and the product data to generate sum data, and wherein the plurality of MAC circuits of each group is organized in at least one row and connected in series to perform a plurality of concatenated multiply and accumulate operations. The integrated circuit also includes configurable interface circuitry to connect and/or disconnect the plurality of MAC circuits of the first and second groups of multiply-accumulator circuitry.

Abstract: An integrated circuit including configurable multiplier-accumulator circuitry, wherein, during processing operations, a plurality of the multiplier-accumulator circuits are serially connected into pipelines to perform concatenated multiply and accumulate operations. The integrated circuit includes a first memory and a second memory, and a switch interconnect network, including configurable multiplexers arranged in a plurality of switch matrices. The first and second memories are configurable as either a dedicated read memory or a dedicated write memory and connected to a given pipeline, via the switch interconnect network, during a processing operation performed thereby; wherein, during a first processing operations, the first memory is dedicated to write data to a first pipeline and the second memory is dedicated to read data therefrom and, during a second processing operation, the first memory is dedicated to read data from a second pipeline and the second memory is dedicated to write data thereto.

Abstract: A method of routing interconnects of a field programmable gate array including: a plurality of logic tiles, and a tile-to-tile interconnect network, having a plurality of tile-to-tile interconnects to interconnect logic tile networks of the logic tiles, the method comprises: routing a first plurality of tile-to-tile interconnects in a first plurality of logic tiles. After routing the first plurality of tile-to-tile interconnects, routing a second plurality of tile-to-tile interconnects in a second plurality of logic tiles. The start/end point of each tile-to-tile interconnect in the first plurality and the second plurality of tiles is independent of the start/end point of the other tile-to-tile interconnects in the first and second plurality, respectively.

Abstract: An integrated circuit comprising a field programmable gate array including a plurality of logic tiles, wherein, during operation, each logic tile is configurable to connect with at least one other logic tile, and wherein each logic tile includes: (1) a normal operating mode and test mode, (2) an interconnect network including a plurality of multiplexers, wherein during operation, the interconnect network of each logic tile is configurable to connect with the interconnect network of at least one other logic tile in the normal operating mode and (3) bitcells to store data. The FPGA also includes control circuitry, electrically connected to each logic tile, to configure each logic tile in a test mode and enable concurrently writing configuration test data into each logic tile of the plurality of logic tiles when the FPGA is in the test mode.

Abstract: An integrated circuit including a multiplier-accumulator execution pipeline including a plurality of multiplier-accumulator circuits to, in operation, perform multiply and accumulate operations, wherein each multiplier-accumulator circuit includes: (i) a multiplier to multiply first input data, having a first floating point data format, by a filter weight data, having the first floating point data format, and generate and output a product data having a second floating point data format, and (ii) an accumulator, coupled to the multiplier of the associated MAC circuit, to add second input data and the product data output by the associated multiplier to generate sum data. The plurality of multiplier-accumulator circuits of the multiplier-accumulator execution pipeline may be connected in series and, in operation, perform a plurality of concatenated multiply and accumulate operations.

Abstract: A method of routing interconnects of a field programmable gate array including: a plurality of logic tiles, and a tile-to-tile interconnect network, having a plurality of tile-to-tile interconnects to interconnect logic tile networks of the logic tiles, the method comprises: routing a first plurality of tile-to-tile interconnects in a first plurality of logic tiles. After routing the first plurality of tile-to-tile interconnects, routing a second plurality of tile-to-tile interconnects in a second plurality of logic tiles. The start/end point of each tile-to-tile interconnect in the first plurality and the second plurality of tiles is independent of the start/end point of the other tile-to-tile interconnects in the first and second plurality, respectively.

Abstract: An integrated circuit including a plurality of processing components, including first and second processing components, wherein each processing component includes first memory to store image data and a plurality of multiplier-accumulator execution pipelines, wherein each multiplier-accumulator execution pipeline includes a plurality of multiplier-accumulator circuits to, in operation, perform multiply and accumulate operations using data from the first memory and filter weights. The first processing component is configured to process all of the data associated with all of stages of a first image frame via the plurality of multiplier-accumulator execution pipelines of the first processing component. The second processing component is configured to process all of the data associated with all of stages of a second image frame via the plurality of multiplier-accumulator execution pipelines of the second processing component, wherein the first image frame and the second image frame are successive image frames.

Abstract: An integrated circuit including memory to store image data and filter weights, and a plurality of multiply-accumulator execution pipelines, each multiply-accumulator execution pipeline coupled to the memory to receive (i) image data and (ii) filter weights, wherein each multiply-accumulator execution pipeline processes the image data, using associated filter weights, via a plurality of multiply and accumulate operations. In one embodiment, the multiply-accumulator circuitry of each multiply-accumulator execution pipeline, in operation, receives a different set of image data, each set including a plurality of image data, and, using filter weights associated with the received set of image data, processes the set of image data associated therewith, via performing a plurality of multiply and accumulate operations concurrently with the multiply-accumulator circuitry of the other multiply-accumulator execution pipelines, to generate output data.

Abstract: An integrated circuit comprising a plurality of multiply-accumulator circuitry, configurable in a concatenation architecture, to perform a plurality of multiply and accumulate operations, wherein the plurality of multiply-accumulator circuitry is organized into a plurality of groups, including a first group of multiply-accumulator circuitry and a second group of multiply-accumulator circuitry, wherein each group includes: a plurality of MAC circuits, each including a multiplier to multiply data by a multiplier weight data and generate a product data, and an accumulator to add input data and the product data to generate sum data, and wherein the plurality of MAC circuits of each group is organized in at least one row and connected in series to perform a plurality of concatenated multiply and accumulate operations. The integrated circuit also includes configurable interface circuitry to connect and/or disconnect the plurality of MAC circuits of the first and second groups of multiply-accumulator circuitry.

Abstract: An integrated circuit comprising a field programmable gate array (FPGA) including a plurality of logic tiles wherein each logic tile includes circuitry including (i) logic circuitry and (ii) an interconnect network including a plurality of multiplexers. The FPGA further includes a robust memory cell including: three or more storage elements that are more than one time programmable to store a data state, majority detection circuitry to detect a majority data state stored in the three or more storage elements; and an output, coupled to the majority detection circuitry, to output mode select data which is representative of the majority data state stored in the storage elements. The FPGA also includes mode/function select circuitry to configure a mode of operation of at least a portion of the circuitry in one or more of the plurality of logic tiles based on the mode select data.

Abstract: An integrated circuit comprising a plurality of multiply-accumulator circuitry interconnected in a concatenation architecture. Each multiply-accumulator circuitry includes first and second MAC circuits and a load-store register. The first MAC circuit includes a multiplier to multiply first data by a first multiplier weight data and generate a first product data, and an accumulator to add first input data and the first product data to generate first sum data. The second MAC circuit includes a multiplier to multiply second data by a second multiplier weight data and generate a second product data, and an accumulator, coupled to the multiplier of the second MAC circuit and the accumulator of the first MAC circuit, to add the first sum data and the second product data to generate second sum data. The load-store register is coupled to the accumulator of the second MAC circuit to temporarily store the second sum data.

Abstract: An integrated circuit comprising an FPGA including programmable/configurable logic circuitry having a periphery, wherein resources (e.g., memory (e.g., high-speed local RAM), one or more busses, and/or circuitry external to the FPGA (e.g., a processor, a controller and/or system/external memory), is/are disposed outside the periphery of the programmable/configurable logic circuitry which includes a plurality of logic tiles, wherein at least one logic tile is located completely within the interior of the periphery and wherein each logic tile of the array of logic tiles includes a plurality of I/Os located on the perimeter of the logic tile wherein a first portion of the I/Os are located on a perimeter of the logic tile that is interior to the periphery, and the first portion of I/Os of each logic tile of the plurality of the logic tiles are directly connected to the bus to provide communication between the resources and the logic tiles.

Abstract: An integrated circuit comprising (1) an array of logic tiles including a first and a second plurality of logic tiles, wherein each logic tile of the array is configurable to electrically connect with at least one other logic tile, and (2) a clock mesh fabric to provide a mesh clock signal to the first plurality of the logic tiles. Each logic tile of the first plurality includes clock distribution and transmission circuitry including: (1) tile clock generation circuitry configurable to generate a tile clock signal having a skew which is balanced with respect to the tile clock signals of each logic tile of the first plurality of logic tiles, and (2) clock selection circuitry configurable to receive the mesh clock signal and the tile clock signal and responsively output the tile clock to the circuitry which performs operations using or based on the associated tile clock.

Abstract: An integrated circuit comprising a plurality of one-hot-bit multiplexers interconnected to form a switch interconnect network (e.g., hierarchical and/or mesh type networks), wherein each of the plurality of one-hot-bit multiplexers includes an output, inputs, and input selects, wherein each one-hot-bit multiplexer of the plurality of one-hot-bit multiplexers are capable of receiving: (i) an input select signal to select one of the plurality of inputs, (ii) an operational input signal at a selected input during a normal operation of the switch interconnect network, and (iii) an initialization input signal at the selected input during an initialization operation.

Abstract: An integrated circuit comprising a first memory array and programmable/configurable logic circuitry including a plurality of logic tiles wherein each logic tile includes a perimeter, a plurality of external I/O disposed in an I/O layout on the perimeter, wherein the I/O layout of each tile is identical. Each external I/O is configurable as an external I/O to connect to and communicate with external circuitry, or a memory I/O to point-to-point connect to memory located adjacent thereto, or an unused I/O. The first memory array is physically adjacent to a first logic tile on a first portion of the perimeter of the first logic tile which is interior to the periphery of the programmable/configurable logic circuitry, and point-to-point connected to the memory I/O. In operation, circuitry of the first logic tile is configured to read data from and write data to the first memory array via the memory I/O.

Abstract: An integrated circuit comprising a field programmable gate array including a plurality of logic tiles, wherein, during operation, each logic tile is configurable to connect with at least one other logic tile, and wherein each logic tile includes: (1) a normal operating mode and test mode, (2) an interconnect network including a plurality of multiplexers, wherein during operation, the interconnect network of each logic tile is configurable to connect with the interconnect network of at least one other logic tile in the normal operating mode and (3) bitcells to store data. The FPGA also includes control circuitry, electrically connected to each logic tile, to configure each logic tile in a test mode and enable concurrently writing configuration test data into each logic tile of the plurality of logic tiles when the FPGA is in the test mode.