Advanced Micro Devices Corporation

Ashwin Aji

Michael L Chu

Muhammad Amber Hassaan

Sooraj Puthoor

Nuwan S Jayasena

Bradford Michael Beckmann

Anirudh Mohan Kaushik

Gokul Subramanian Ravi

Jagadish B Kotra

Niti Madan

Vignesh Adhinarayanan

Benjamin Youngjae Cho

Armand Bahram Behroozi

Ioannis Papadopoulos

Process isolation for a PIM device through exclusive locking includes receiving, from a process, a call requesting ownership of a PIM device. The request includes one or more PIM configuration parameters. The exclusive locking technique also includes granting the process ownership of the PIM device responsive to determining that ownership is available. The PIM device is configured according to the PIM configuration parameters.

Process isolation for a processor-in-memory ('PIM') device

An apparatus and method for creating less computationally intensive nodes for a neural network. An integrated circuit includes a host processor and multiple memory channels, each with multiple memory array banks. Each of the memory array banks includes components of a processing-in-memory (PIM) accelerator and a scatter and gather circuit used to dynamically perform quantization operations and dequantization operations that offload these operations from the host processor. The host processor executes a data model that represents a neural network. The memory array banks store a single copy of a particular data value in a single precision. Therefore, the memory array banks avoid storing replications of the same data value with different precisions to be used by a neural network node. The memory array banks dynamically perform quantization operations and dequantization operations on one or more of the weight values, input data values, and activation output values of the neural network.

Method and apparatus for quantization and dequantization of neural network input and output data using processing-in-memory

A processing system allocates memory to co-locate input and output operands for operations for processing in memory (PIM) execution in the same PIM-local memory while exploiting row-buffer locality and complying with conventional memory abstraction. The processing system identifies as 'super rows' virtual rows that span all the banks of a memory device. Each super row has a different bank-interleaving pattern, referred to as a “color”. A group of contiguous super rows that has the same PIM-interleaving pattern is referred to as a “color group”. The processing system assigns memory addresses to each operand (e.g., vector) of an operation for PIM execution to a super row having a different color within the same color group to co-locate the operands for each PIM execution unit and uses address hashing to alternate between banks assigned to elements of a first operand and elements of a second operand of the operation.

Data co-location using address hashing for high-performance processing in memory

One or more processing units, such as a graphics processing unit (GPU), execute an application. A resource manager selectively allocates a first memory portion or a second memory portion to the processing units based on memory access characteristics. The first memory portion has a first latency that is lower that a second latency of the second memory portion. In some cases, the memory access characteristics indicate a latency sensitivity. In some cases, hints included in corresponding program code are used to determine the memory access characteristics. The memory access characteristics can also be determined by monitoring memory access requests, measuring a cache miss rate or a row buffer miss rate for the monitored memory access requests, and determining the memory access characteristics based on the cache miss rate or the row buffer miss rate.

Memory latency-aware GPU architecture

Process isolation for a PIM device includes: receiving, from a process, a call to allocate a virtual address space where the process stores a PIM configuration context; allocating the virtual address space including mapping a physical address space including PIM device configuration registers to the virtual address space only if the physical address space is not mapped to another process's virtual address space; and programming the PIM device configuration space according to the configuration context. When a PIM command is executed, a translation mechanism determines whether there is a valid mapping of a virtual address of the PIM command to a physical address of a PIM resource, such as a LIS entry. If a valid mapping exists, the translation is completed and the resource is accessed, but if there is not a valid mapping, the translation fails and the process is blocked from accessing the PIM resource.

Virtual partitioning a processor-in-memory ('PIM')

An apparatus that manages multi-process execution in a processing-in-memory ('PIM') device includes a gatekeeper configured to: receive an identification of one or more registered PIM processes; receive, from a process, a memory request that includes a PIM command; if the requesting process is a registered PIM process and another registered PIM process is active on the PIM device, perform a context switch of PIM state between the registered PIM processes; and issue the PIM command of the requesting process to the PIM device.

Partition and isolation of a processing-in-memory (PIM) device

A processor includes a task scheduling unit and a compute unit coupled to the task scheduling unit. The task scheduling unit performs a task dependency assessment of a task dependency graph and task data requirements that correspond to each task of the plurality of tasks. Based on the task dependency assessment, the task scheduling unit schedules a first task of the plurality of tasks and a second proxy object of a plurality of proxy objects specified by the task data requirements such that a memory transfer of the second proxy object of the plurality of proxy objects occurs while the first task is being executed.

Hardware assisted fine-grained data movement

A processing system includes a processing unit and a memory device. The memory device includes a processing-in-memory (PIM) module that performs processing operations on behalf of the processing unit. An instruction set architecture (ISA) of the PIM module has fewer instructions than an ISA of the processing unit. Instructions received from the processing unit are translated such that processing resources of the PIM module are virtualized. As a result, the PIM module concurrently performs processing operations for multiple threads or applications of the processing unit.

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Santa Clara, CA, United States of America

Ashwin Aji