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Chip, package and board in one model: an MI350-class OAM module

Three design files become one 974 W thermal model, with the hottest compute die resolved at 50 µm on one CPU server.

Noveety AI, Inc. WP-105 November 2026
Abstract

A GPU module is designed in three tools: the chip stack in 3Dblox, the package and the board in PCB layout tools. ThermStack reads all three design files and builds one thermal model: an MI350-class OAM module at 974 W on a 102 × 165 mm board. ThermStack APR resolves the hottest compute die at 50 µm in 1 h 20 min and 110 GB of memory, on one CPU server.

Three design files, one thermal model

Each level of the module comes in the format its own design team already uses.

LevelInput fileWhat it brings
BoardIPC-2581Stack-up, copper on every layer, vias, part placement, VRM stages and their power
PackageIPC-2581Build-up and core stack-up, copper, microvias and core vias, C4 bumps, BGA balls, capacitors
Chip stack3Dblox 2.1 + CSV power mapsInterposer, compute and I/O dies, HBM stacks, bonding layers, 10 µm power map on each compute die

The board file places the package at its GPU site; the package places the chip stack on its top side. ThermStack aligns the three levels, resolves the copper of the board and package layouts, and joins them into a single model with one set of boundary conditions. No hand-built geometry and no manual stack-up entry.

Formats ThermStack reads

FormatTypical source
3Dblox 1.0–3.0Chiplet and 3D-IC stacks
GDSII + process stackDie and interposer layouts, photonic and RF cells
IPC-2581Package substrates and PCBs
ODB++Package substrates and PCBs
Allegro .brd / .mcm / .sipThrough an IPC-2581 or ODB++ export
ECXML (JEDEC JEP181)Thermal models exchanged between tools and suppliers
CSV power mapsPer-die power density, static or time-varying
Exploded view of the modeled module: board, package, interposer with dies and HBM stacks, and carrier silicon
The modeled module, exploded: board with 16 VRM stages and inductors (bottom), ABF package with capacitors, silicon interposer with 8 compute dies (XCD), 2 I/O dies (IOD) and 8 HBM3E stacks, and carrier silicon (top). The dashed outline marks the package site on the board. Vertical dimensions exaggerated.

An MI350-class OAM module

The module follows the public outline of an OCP Accelerator Module (OAM) with an MI350-class GPU. All three layouts are synthetic, written for this study.

LevelSizeConstructionPower
Board102 × 165 mm, ~2.0 mm thick12 copper layers; 16 VRM stages with inductors and bulk capacitors; dog-bone fan-out and thermal vias under the VRM stages24 W (16 × 1.5 W)
Package64 × 72 mm, ~0.96 mm thick5-2-5 ABF build-up, 12 copper layers; 83,700 C4 bumps; 4,608 BGA balls; capacitors on the top side—
Chip stack54 × 62 mm interposer8 compute dies (XCD), 2 I/O dies (IOD), 8 HBM3E 12-high stacks, carrier silicon950 W

Cooling: cold plate on the module footprint (10,000 W/m²K); 10 W/m²K on the rest of the board top and 50 W/m²K under the board; ambient 25 °C.

974 W
Module power: 950 W chip stack, 24 W voltage regulators
88,000+
Solder joints: 83,700 C4 bumps and 4,608 BGA balls
137,000
Vias in the package and board layouts, each one from the design file

50 µm on the hottest compute die, with the whole module in the model

The board, the package and all eight compute dies stay in one model; resolution goes where the hot spots are.

50 µm
Resolution on the hottest compute die, XCD_6: peak 394.5 K (121.3 °C)
1 h 20 min
Wall time on one CPU server, no GPU
110 GB
Peak memory; a uniform 50 µm grid of the module is estimated at about 3.7 TB
Exploded temperature maps of the board, package, interposer and dies, and carrier silicon
Temperature on each level, exploded like the structure above. From the bottom: board 305–382 K, package 309–379 K, interposer and dies 301–394 K, carrier silicon 320–385 K. Each level shows its hottest point through the thickness.

Where the heat goes

The cold plate removes 98.5 % of the 974 W; 1.5 % (14.5 W) leaves through the board. Small as it is, the board still matters. The VRM stages reach about 382 K at 1.5 W each, on board cooling alone, within 13 K of the compute dies; only a model that includes the board shows them. And the module runs cooler than the chip stack alone: modelled on its own, with a plain substrate and the cold plate on the stack, at the same resolution, XCD_6 reads 6.8 K hotter, because the package spreads heat under the cold plate.

MI350-class module with synthetic layouts and power maps, not AMD data. Steady state. Wall time and memory from one 2026 CPU server; they will differ on other hardware. AMD, Instinct and MI350 are trademarks of Advanced Micro Devices, Inc. NoveetyAI is not affiliated with, endorsed by, or sponsored by AMD, and this material was not produced in cooperation with AMD.