AMD Instinct MI210 64GB — Benchmarks & Specs
Bottom line: how fast is the AMD Instinct MI210 64GB?
For local LLM inference it generates 124.5 tokens/sec running llama2:7b at q4_0 under llama.cpp, per llama.cpp GitHub. In HBM2e L2 Cache Bandwidth (micro-benchmark) it scores 3,700 GB/s, per Chips and Cheese. It has 64 GB of VRAM, and the largest model on file at 4-bit quantization on this card is llama2:7b (7B parameters, q4_0), generating 143.8 tokens/sec under llama.cpp, per llama.cpp GitHub. Larger models have no sourced run on file.
Every figure above is a row in the tables below, and each row links out to the review or public benchmark database the number was taken from. SpecPicks aggregates published measurements; it does not report first-party benchmark runs.
The AMD Instinct MI210 64GB is a datacenter accelerator from the CDNA2 family released in 2021 from AMD. Key on-paper specs include 64 GB of HBM2e memory, 300W TDP. It launched with a $13,000 MSRP, though street prices typically diverge meaningfully from launch pricing. Data on this page draws on 2 synthetic benchmark results, 7 community AI inference reports, compiled from Apolo Multi-GPU Benchmarks Report, llama.cpp GitHub, AMD Official Specs, Chips and Cheese, EmbeddedLLM, ROCm GitHub Issues; each table row links to its source. Read this page when shopping the AMD Instinct MI210 64GB, comparing it against other datacenter accelerators for your server or cluster, or sizing it for a specific workload (LLM inference and serving, fine-tuning, or HPC compute).
AI Inference Performance
Tokens per second under each model + quantization. Higher = faster generation. Bars compare runs across the same model.
| Model | Quantization | Relative | Tokens/sec | VRAM used | Source |
|---|---|---|---|---|---|
| llama2:7b | q4_0 llama.cpp | 143.8 tok/s | — | llama.cpp GitHub discussion #15021 (Performance of llama.cpp on AMD ROCm/HIP) 2026-06-16 | |
| llama2:7b | Q4_0 llama.cpp | 124.5 tok/s | — | llama.cpp GitHub (ROCm HIP scoreboard) 2024-06-01 |
Batched serving throughput
| Model | Quantization | Relative | Tokens/sec (aggregate) | VRAM used | Source |
|---|---|---|---|---|---|
| llama2:7b | BF16 vllm batched | 718.1 tok/s aggregate | — | EmbeddedLLM 2023-10-27 | |
| qwen:1.5b | FP16 vllm batched | 618.5 tok/s aggregate | — | Apolo Multi-GPU Benchmarks Report 2025-03-03 | |
| llama3.2:3b | FP16 vllm batched | 545.3 tok/s aggregate | — | Apolo Multi-GPU Benchmarks Report 2025-03-03 | |
| llama3:8b | FP16 vllm batched | 400.0 tok/s aggregate | — | ROCm GitHub Issues 2024-06-01 | |
| llama3.1:8b | FP16 vllm batched | 397.2 tok/s aggregate | — | Apolo Multi-GPU Benchmarks Report 2025-03-03 |
Synthetic Benchmarks
Higher is better. Bars are scaled within each benchmark family (multi-thread, single-thread, etc.) so you can compare like-with-like at a glance.
| Benchmark | Relative | Score | Source |
|---|---|---|---|
| HBM2e L2 Cache Bandwidth (micro-benchmark) | 3,700 GB/s | Chips and Cheese 2023-07-28 | |
| HBM2e Peak Memory Bandwidth (theoretical) | 1,638 GB/s | AMD Official Specs 2022-01-14 |
Full Specifications
| TDP | 300 W |
|---|---|
| VRAM | 64 GB |
| Memory type | HBM2e |
AMD Instinct MI210 64GB — Frequently Asked Questions
What is the AMD Instinct MI210 64GB best used for?
When was the AMD Instinct MI210 64GB released, and what was its launch MSRP?
Where do the AMD Instinct MI210 64GB benchmark numbers come from?
Can the AMD Instinct MI210 64GB run local LLMs?
Where can I buy the AMD Instinct MI210 64GB?
Buying guides that rank the AMD Instinct MI210 64GB's class
This page is the raw performance data. The guides below turn it into a ranked pick for a specific build.
Editorial guides covering the AMD Instinct MI210 64GB
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