Memory Hierarchy¶

The pccx v002 memory subsystem is a four-level hierarchy: host DDR4 → Weight Buffer / L2 Cache → L1 / Constant Cache → registers inside each PE. Each level is sized to match the bandwidth of the next and to prevent data starvation in the compute cores.

1. Hierarchy¶

Level	Media	Capacity (KV260)	Peak Bandwidth	Purpose
L0 Register	FF	Inside DSP48E2	48 bit / clk / DSP	Accumulator
L1 Cache	BRAM	A few KB per core	32 element / clk	GEMV activation / result staging
Constant Cache	BRAM	A few KB per core	16 bit × N / clk	ISA shape/size pointers, scale factors
L2 Cache	URAM	1.75 MB (114,688 × 128-bit; ~50 of 64 URAM)	256 bit × 2 / clk (both slices)	Activations, KV cache, intermediate results
Weight Buffer	URAM (FIFO)	4 × 64 KB (4 HP ports, 4096 deep each)	128 bit/clk per HP port @ 250 MHz	INT4 weight stream
Host DDR4	External DRAM	4 × 512 Mb × 16-bit	19.2 GB/s	Model weights, inputs, token outputs

2. Bandwidth Matching¶

2.1 Weight Path¶

Goal: the HP ports must deliver enough weight bandwidth to feed the GEMM systolic array each cycle.

Systolic array: 32 × 32 = 1,024 DSP at 400 MHz (one grid, cascade split at row 16 into two 32 × 16 sub-chains).
With W4A8 dual-channel packing, 1 DSP = 2 MAC, so 2,048 MAC/clk.
Weight demand: 2,048 × 4 bit = 8,192 bit/clk @ 400 MHz.
Supply: HP0 + HP1 deliver 2 × 128 bit/clk @ 250 MHz (64 Gbit/s total raw), which normalizes to ~160 bit/clk @ 400 MHz downstream of the CDC FIFO.

The gap is closed by weight reuse (Weight Stationary): the GEMM systolic array preloads weights once and reuses them for hundreds to thousands of cycles; the Weight Buffer only prefetches. See GEMM 코어 (시스톨릭 어레이) for the exact reuse pattern.

2.2 Activation Path¶

Goal: L2 cache must satisfy concurrent activation reads from GEMM, GEMV, and SFU.

L2 cache ports: dual-port URAM — ACP DMA on Port A, NPU compute on Port B, both 128-bit wide per cycle.
Peak per-slice activation demand from the GEMV cores: 4 cores × 32 INT8 elements per clock = 128 INT8 elements per clock total. A single 128-bit URAM read supplies 16 INT8 elements per cycle, so the GEMV broadcast path (the same activation is reused across all four cores) fits within a single port.

2.3 Host ↔ Device Path¶

Goal: load model weights during prefill, and support KV cache updates plus token output during decoding.

DMA via AXI ACP port. Capped by host DDR4’s 19.2 GB/s.
At ~20 tokens/s the host ↔ device traffic is dominated by KV cache updates and new token writes — well within the budget.

3. Cache Operating Policy¶

3.1 L2 Cache: Central Shared Buffer¶

L2 cache runs as a software-managed scratchpad — there is no hardware replacement policy. Addresses are named directly in the instruction stream (MEMCPY dest_addr, GEMM src_addr).

The 1.75 MB L2 capacity is partitioned into 8 banks of dual-port URAM to support concurrent access from multiple cores.

Benefits:

Predictable latency (no tag matching, no miss handling).
The compiler can lay out data statically and route around interconnect contention.

3.2 Constant Cache: ISA Pointer Backing Store¶

The ISA references shape / size metadata through 6-bit shape_ptr_addr and size_ptr_addr fields. These pointers index into the Constant Cache’s 64 entries, which are preloaded by MEMSET. See 명령어 상세 인코딩 for the encoding.

3.3 Weight Buffer: Streaming FIFO¶

The Weight Buffer is implemented as a circular FIFO that absorbs the timing difference between HP port prefetch and core consumption. It supports both GEMM’s Weight Stationary reuse and GEMV’s Weight Streaming pattern via bank-level interleaving.

4. Preventing Data Starvation¶

Pipeline stalls are avoided with double-buffering throughout:

GEMM activations: ping-pong buffers between L2 and the PEs.
GEMV activations: L1 cache partitioned across banks so that reads and writes proceed in parallel.
Weights: ping-pong FIFO inside the Weight Buffer.

The design targets 100% utilization on every compute core under ideal conditions. Measured utilization will be reported in the Implementation section once synthesis results are in.