AMD Instinct MI350P vs NVIDIA RTX 2000 Max-Q Ada Generation Comparison

Head-to-Head Benchmarks

The recorded database contains no direct head-to-head benchmark entries for the AMD Instinct MI350P versus the NVIDIA RTX 2000 Max-Q Ada Generation, and both parts hold identical percentile rankings against all GPUs at 50. The average benchmark score for each is zero, which means the two products have not been exercised through the same workload suite in a way that produces comparable output. This absence of measured results is itself informative, as it signals that these devices occupy entirely separate market segments where overlapping testing is unlikely.

The raw compute capabilities, however, tell a clear story. The AMD Instinct MI350P delivers 36.04 TFLOPS of FP32 throughput, while the NVIDIA RTX 2000 Max-Q Ada Generation delivers 8.940 TFLOPS. That places the AMD part at roughly four times the FP32 output of the NVIDIA part, using the recorded figures directly. The texture rate reinforces the gap: the MI350P reaches 1,126.4 GTexel/s, compared with 139.7 GTexel/s for the RTX 2000 Max-Q Ada. The AMD accelerator also shows 8192 shading units versus 3072, and 512 texture mapping units versus 96.

The NVIDIA part, however, claims the pixel rate category outright. The RTX 2000 Max-Q Ada posts 69.84 GPixel/s, while the MI350P shows 0 MPixel/s, consistent with a compute-oriented accelerator that has no display outputs. The AMD board lists no display outputs at all, while the NVIDIA board's outputs are described as portable device dependent. For any workload requiring rasterization output to a display, the NVIDIA part has the only functional path.

Memory capacity and bandwidth also diverge sharply. The MI350P carries 144 GB of HBM3e across an 8192-bit bus, yielding 8.19 TB/s of bandwidth. The RTX 2000 Max-Q Ada has 8 GB of GDDR6 on a 128-bit bus, producing 256.0 GB/s. The AMD part offers 18 times the memory capacity and roughly 32 times the memory bandwidth, based directly on the recorded numbers. The memory clock for both parts is listed at 2000 MHz, but the effective data rate differs: 8 Gbps effective for the AMD part versus 16 Gbps effective for the NVIDIA part.

FAQ

Q: Which GPU has higher FP32 compute performance?

A: The AMD Instinct MI350P delivers 36.04 TFLOPS of FP32, which is approximately four times the 8.940 TFLOPS recorded for the NVIDIA RTX 2000 Max-Q Ada Generation.

Q: What memory configuration does each card use?

A: The AMD Instinct MI350P uses 144 GB of HBM3e with an 8192-bit bus and 8.19 TB/s bandwidth. The NVIDIA RTX 2000 Max-Q Ada Generation uses 8 GB of GDDR6 with a 128-bit bus and 256.0 GB/s bandwidth.

Q: Does either card support standard graphics APIs?

A: The NVIDIA RTX 2000 Max-Q Ada Generation supports DirectX 12 Ultimate (12_2), OpenGL 4.6, and Vulkan 1.4. The AMD Instinct MI350P lists N/A for DirectX, OpenGL, and Vulkan in the database.

Q: What are the power requirements for each card?

A: The AMD Instinct MI350P has a TDP of 600 W and requires a 1000 W suggested PSU with a single 16-pin power connector. The NVIDIA RTX 2000 Max-Q Ada Generation has a TDP of 35 W and requires no power connectors.

Q: How do the physical footprints compare?

A: The AMD Instinct MI350P measures 267 mm in length, 111 mm in height, and 40 mm in width, and occupies a dual-slot form factor. The NVIDIA RTX 2000 Max-Q Ada Generation is listed as an IGP with no recorded dimensions.

Q: What process nodes and die sizes are recorded?

A: The AMD Instinct MI350P uses a 3 nm process from TSMC with a die size of 1190 mm² and 73,000 million transistors. The NVIDIA RTX 2000 Max-Q Ada Generation uses a 5 nm process from TSMC with a die size of 159 mm² and 18,900 million transistors.

The Verdict

The data shows two products designed for fundamentally different purposes. The AMD Instinct MI350P is a dual-slot, 600 W accelerator with 144 GB of HBM3e, 36.04 TFLOPS of FP32, and no display outputs. The NVIDIA RTX 2000 Max-Q Ada Generation is a 35 W integrated graphics processor with 8 GB of GDDR6, 8.940 TFLOPS of FP32, and full graphics API support.

A user selecting between these parts would choose based on workload requirements, not on direct performance comparison. The MI350P delivers 4 times the FP32 throughput, 18 times the memory capacity, and roughly 32 times the memory bandwidth of the RTX 2000 Max-Q Ada. It targets compute-heavy environments where rendering to a screen is irrelevant and where the 600 W power envelope is acceptable.

The RTX 2000 Max-Q Ada Generation targets portable devices, as its IGP form factor and 35 W TDP suggest. It provides rasterization capabilities through its 48 ROPs, 24 ray tracing cores, and 96 tensor cores, none of which are recorded for the MI350P. Its pixel rate of 69.84 GPixel/s confirms its ability to drive displays, while the MI350P shows zero pixel throughput.

The release dates reinforce the generational split. The NVIDIA part launched on 2023-03-20, while the AMD part is dated 2026-05-06. The predecessor and successor fields also differ: the RTX 2000 Max-Q Ada succeeded Ampere-MW and was succeeded by Blackwell-MW, while the MI350P lists Radeon Instinct as its predecessor with no successor recorded.

Specification Differences

The two parts differ across nearly every recorded specification. The AMD Instinct MI350P uses a 3 nm process node, while the NVIDIA RTX 2000 Max-Q Ada Generation uses 5 nm. Transistor counts are 73,000 million for the AMD part versus 18,900 million for the NVIDIA part, with die sizes of 1190 mm² and 159 mm² respectively. Transistor density favors the NVIDIA chip at 118.9M per mm², compared with 61.3M per mm² for the AMD chip.

Clock speeds differ in both base and boost frequencies. The MI350P runs at 1000 MHz base and 2200 MHz boost, while the RTX 2000 Max-Q Ada runs at 930 MHz base and 1455 MHz boost. The memory clock is listed as 2000 MHz for both, but the effective data rate differs, 8 Gbps for the AMD part and 16 Gbps for the NVIDIA part.

Memory specifications show the largest divergence. The AMD part has 144 GB of HBM3e with an 8192-bit bus and 8.19 TB/s bandwidth. The NVIDIA part has 8 GB of GDDR6 with a 128-bit bus and 256.0 GB/s bandwidth. Shading units number 8192 versus 3072, TMUs number 512 versus 96, and ROPs number 0 versus 48.

The NVIDIA part records 24 ray tracing cores and 96 tensor cores, while the AMD part lists null values for both. Pixel rates are 0 MPixel/s for the AMD part and 69.84 GPixel/s for the NVIDIA part. Texture rates are 1,126.4 GTexel/s versus 139.7 GTexel/s. FP32 and FP16 throughput are both 36.04 TFLOPS for the AMD part and 8.940 TFLOPS for the NVIDIA part, with both listed as 1:1 ratios.

Power and physical specifications also differ. The AMD part has a 600 W TDP, dual-slot width, a 1x 16-pin power connector, and a 1000 W suggested PSU. The NVIDIA part has a 35 W TDP, IGP slot width, no power connectors, and no suggested PSU. The AMD part uses PCIe 5.0 x16, while the NVIDIA part uses PCIe 4.0 x16. The AMD part has no display outputs, while the NVIDIA part has outputs that are portable device dependent. The AMD part measures 267 mm by 111 mm by 40 mm, while the NVIDIA part has no recorded dimensions.

Architecture Differences

The AMD Instinct MI350P is built on CDNA 4.0 architecture with the MI350 128CU chip, while the NVIDIA RTX 2000 Max-Q Ada Generation uses Ada Lovelace architecture with the AD107 chip. The AMD part belongs to the Instinct (MIx) generation, and the NVIDIA part belongs to the Ada-MW generation, which follows Ampere-MW and precedes Blackwell-MW.

The compute core configurations reflect their divergent design goals. The AMD chip uses 8192 shading units and 512 TMUs but has zero ROPs and no recorded ray tracing or tensor cores. The NVIDIA chip uses 3072 shading units, 96 TMUs, and 48 ROPs, and adds dedicated hardware in the form of 24 ray tracing cores and 96 tensor cores. This configuration gives the NVIDIA part a path for real-time graphics workloads, including ray tracing and AI acceleration, while the AMD part focuses purely on massive parallel compute throughput.

The process technology gap is notable. The AMD part uses a 3 nm node, while the NVIDIA part uses 5 nm. Both are fabricated by TSMC, but the transistor density numbers show the NVIDIA chip packs more transistors per square millimeter, 118.9M versus 61.3M, despite having far fewer total transistors. The AMD die is more than seven times larger at 1190 mm², which explains its higher absolute transistor count despite the lower density.

Memory architecture differs fundamentally. The AMD part uses HBM3e with an 8192-bit bus, a configuration designed for extreme bandwidth in data-center compute. The NVIDIA part uses GDDR6 with a 128-bit bus, a standard configuration for mobile and portable graphics. The effective memory clock also differs, with the NVIDIA part operating at 16 Gbps effective versus 8 Gbps for the AMD part, although the base memory clock is identical at 2000 MHz.

The API support distinguishes the two. The NVIDIA part supports DirectX 12 Ultimate (12_2), OpenGL 4.6, and Vulkan 1.4. The AMD part lists N/A for all three APIs, indicating it does not expose standard graphics APIs and is not intended for conventional rendering workloads. This aligns with the absence of display outputs on the AMD part.

The production status also differs. The NVIDIA part is marked as active, while the AMD part has no recorded production status. The release dates are 2023-03-20 for the NVIDIA part and 2026-05-06 for the AMD part.

Where Each One Wins

The AMD Instinct MI350P wins decisively in raw compute throughput. Its FP32 output of 36.04 TFLOPS quadruples the NVIDIA part, and its FP16 output shows the same ratio at 36.04 TFLOPS versus 8.940 TFLOPS. Texture rate favors the AMD part by a factor of roughly eight, at 1,126.4 GTexel/s versus 139.7 GTexel/s. The memory subsystem is also a clear AMD victory, with 144 GB of capacity versus 8 GB and 8.19 TB/s of bandwidth versus 256.0 GB/s.

The NVIDIA RTX 2000 Max-Q Ada Generation wins in every category related to graphics output and portability. Its pixel rate of 69.84 GPixel/s is the only positive pixel throughput recorded between the two, and it is the only part with display outputs, ray tracing cores, tensor cores, and graphics API support. Its 35 W TDP requires no external power connectors, making it suitable for integrated portable-device deployments, while the AMD part demands 600 W and a 1000 W suggested PSU.

The NVIDIA part also holds advantages in transistor density, with 118.9M transistors per mm² versus 61.3M for the AMD part, and in effective memory data rate, at 16 Gbps versus 8 Gbps. Its smaller 159 mm² die and 18,900 million transistor count suggest a far more modest manufacturing footprint. The PCIe interface is one generation behind, PCIe 4.0 versus PCIe 5.0, but this is unlikely to matter for the graphics and display workloads the NVIDIA part targets.

The AMD part wins on interface bandwidth potential with PCIe 5.0 x16, and it offers a significantly larger physical presence in the dual-slot form factor. The NVIDIA part claims the IGP form factor with no recorded dimensions, confirming its role as an embedded or mobile solution. The production status of the NVIDIA part is active, while the AMD part has no recorded production status, which may indicate differences in availability. The release timing also separates the two, with the NVIDIA part arriving in 2023 and the AMD part dated for 2026.