AMD-Pro-BenchCommunity

13,812 benchmarks in 32 GPU combinations documented

2-GPU systems including R9700 LLM benchmarks

2,565 results · 4,164 measurements · 65 sources

Device specifications
VariantMemoryMemory typeBusBandwidthFP16 matrixINT8 matrix
R9700 ↗32 GBGDDR6256-bit640 GB/s191 TFLOPS383 TOPS

Manufacturer specifications. Shared system RAM is not dedicated VRAM. Unreported values remain —; measured LLM results retain their reported configuration.

Selected reported tests

24 of 2,565 results

Source-reported results, selected across reports by documentation quality. Match configurations before comparing values.

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Custom evaluation
Qwen3.6-27BQ8_0_ROCMFPXWeights ↗ScaffoldBenchV4 · Six scenarios · SB-10, 15, 20, 30, 35, 491 concurrent request
40 / 53Score · Custom rubric
——2 × R9700Layer split · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Arch Linux (kernel 7.0.14-zen1-1-zen)
Engine
llama.cpp / ROCmFPX
Backend
HIP / ROCm 7.2.4-1
Harness
ScaffoldBench
Prompt / output
? / ? tokens
Context
262144
Concurrency
1
Date
2026-07-14
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Custom evaluation
Devstral-24BINT4 AWQWeights ↗MMLU57 subjects · first item per subject1 concurrent request
80.7 %Accuracy · 46 / 57 · Exact-choice parser
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
EndeavourOS (Arch Linux)
Engine
SGLang
Backend
ROCm
Harness
scripts/eval/eval_and_chart.py
Prompt / output
? / ? tokens
Context
32768
Concurrency
1
Date
2026-04-17
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Generic LLM
Laguna-XS.2FP8 block compressed-tensorsWeights ↗Tool-use ladderDepth rung 1 of7; 3 profile(s) · schema-v2 / agentic-code-log-v116,453 input · 1 concurrent request
100 %Checks passed · 3 / 3 · Tool-use checks
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Linux (kernel7.0.9-zen1-1-zen; distribution unreported)
Engine
SGLang
Backend
ROCm
Harness
probe_256k_tooluse.py
Prompt / output
16453 / ? tokens
Context
262144
Concurrency
1
Date
2026-07-20
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Generic LLM
Qwen3.8-27BFP8 block (official; mixed BF16 modules)Weights ↗Tool-use ladderDepth rung 1 of7; 1 profile(s) · schema-v2 / repeated-v116,784 input · 1 concurrent request
100 %Checks passed · 1 / 1 · Tool-use checks
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Not reported
Engine
SGLang
Backend
ROCm
Harness
probe_256k_tooluse.py
Prompt / output
16784 / ? tokens
Context
262144
Concurrency
1
Date
2026-08-31
Full record →
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Coding session
Qwen3.8-Flash-NextUD-Q2_K_XLModel ref. ↗Terminal-Bench-LocalCore19 v1.0.0 · Core19 full19-task computing subset1 concurrent request
89.47 %pass@2 · retry failures · 17 / 19 · Executable verifiers
——2 × R9700Multi-GPU · split unknown
Configuration
Memory
Not reported
OS
Not reported
Engine
llama.cpp
Backend
ROCm 10.0
Harness
Terminus-2 v2.0.0 / Harbor0.20.0
Prompt / output
? / ? tokens
Context
262144
Concurrency
1
Date
2026-09-06
Full record →
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Coding session
Qwen3.6-27BFP8Weights ↗Partial evaluationSWE-bench Verified MiniVerified Mini: 50 tasks (25 Django + 25 Sphinx)
74 %LLM judge · 37 / 50
66 %Exit-zero rate · 33 / 50 · Container test exit
——2 × R9700Multi-GPU · split unknown
Configuration
Memory
Not reported
OS
Not reported
Engine
vLLM
Backend
Not reported
Harness
pi-coding-agent / pi-bench
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
2026-06-14
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Custom evaluation
Qwen2.5-7B-InstructQ6_KModel ref. ↗Unspecified evaluation512 configured context
7.552 PPLScore · Lower is better
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Ubuntu 24.04.4 LTS / Linux 7.0.0-28-generic
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-perplexity
Prompt / output
? / ? tokens
Context
512
Concurrency
Not reported
Date
2026-08-05
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Generic LLM
Qwen3.8-Flash-Next uncensored fine-tune (exact checkpoint unreported)Quant not reportedModel ref. ↗HumanEval164 problems
88.4 %Reported pass@1 · n = 164
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Not reported
Engine
Radiance standalone
Backend
HIP
Harness
Not reported
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
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Generic LLM
gemma-4-26B-A4B-it-MXFP4-Quark-RDNA4MXFP4 (Quark; mixed BF16)Weights ↗tau2-bench telecom114 telecom tasks6 concurrent requests
46.49 %Reward · 53 / 114
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Not reported
Engine
vLLM (Capicua25x RDNA4 port)
Backend
ROCm / HIP
Harness
tau2-bench
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
6
Date
2026-09-03
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Custom evaluation
Ornith-1.5-35B-A3B-MXFP4-Quark-RDNA4MXFP4 weight-only (Quark; BF16 activations)Weights ↗GSM8K50 prompts per seed; flexible extraction
90 %Accuracy · flexible extraction · Median
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Not reported
Engine
vLLM (Capicua25x RDNA4 port)
Backend
ROCm / HIP
Harness
lm-eval
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
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Generic LLM
Muse-Glimmer-30B-MXFP4-Quark-RDNA4MXFP4 (Quark; mixed BF16)Weights ↗tau2-bench telecom114 telecom tasks6 concurrent requests
84.21 %Reward · 96 / 114
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Not reported
Engine
vLLM (Capicua25x RDNA4 port)
Backend
ROCm / HIP
Harness
tau2-bench
Prompt / output
? / ? tokens
Context
1048576
Concurrency
6
Date
Not reported
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Generic LLM
Qwen3.8-27BMXFP4 W4A8Model ref. ↗Correctness concernTool schema30 forced structured-output requests
30 passesScore · 30 / 30 · Schema-validation passes
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Not reported
Engine
vLLM Radiance
Backend
ROCm / HIP
Harness
Radiance tool-schema qualification
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
2026-10-08
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Custom evaluation
Qwen3.8-27B-NVFP4NVFP4 converted to MXFP4 W4A8Model ref. ↗GSM8K500 questions8 concurrent requests
97.6 %Accuracy · 488 / 500 · Reported correctness
——2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Linux (inferred; host distribution unreported) (inferred)
Engine
vLLM Radiance
Backend
ROCm / HIP
Harness
GSM8K evaluation (client unreported)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
8
Date
2026-09-15
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BetterBench
Qwen3.8-27BFP8Weights ↗Token speed0.2.3 · chat—
1,000.5 tok/sPrefill · median · per request
67.6 tok/sGeneration · median · per request
2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Debian 13 VM / Linux 7.1.10-x64v3-xanmod1
Engine
vLLM
Backend
ROCm / HIP
Harness
BetterBench 0.2.3
Prompt / output
? / ? tokens
Context
200000
Concurrency
1
Date
2026-08-28
Full record →
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LocalMaxxing
Qwen3.6-27BQ8_0_ROCMFPXModel ref. ↗Token speed—
733.33 tok/sPrefill · per request
17.61 tok/sGeneration · per request
2 × R9700Multi-GPU · split unknown · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Arch Linux
Engine
llama.cpp
Backend
rocm
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
531 / 256 tokens
Context
787
Concurrency
1
Date
2026-07-17
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Generic LLM
DeepSeek-V4.1-Flash-1017-GSQ-RCOIQ2_XSWeights ↗Token speedISO-8601 duration parser—
2.07 tok/sPrefill · per request
6.27 tok/sGeneration · per request
Mixed: AMD Radeon AI PRO R9700 (32 GB) + AMD Radeon RX 7900 XTX (24 GB) · 2 GPUsLayer split
Configuration
Memory
Not reported
OS
Ubuntu 24.04 / kernel 7.0.0-38
Engine
Strata
Backend
ROCm / HIP
Harness
strata-dsv41 CLI engine prompt/decode timings
Prompt / output
54 / 128 tokens
Context
16384
Concurrency
1
Date
2026-10-24
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Generic LLM
Qwen3.8-27BQ8_0Weights ↗Conflicting evidenceToken speed—
1,458 tok/sPrefill · per request
29.7 tok/sGeneration · per request
2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Ubuntu 26.04
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-cli
Prompt / output
? / ? tokens
Context
16384
Concurrency
Not reported
Date
2026-09-07
Full record →
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BetterBench
Qwen3.8-27BMXFP4 W4A8Model ref. ↗BetterBench0.2.2
94.9 tok/sInter-token · p50 · per request
1,879.4 tok/sPrefill · p50 · per request
95.8 tok/sGeneration · p50 · per request
2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Linux-7.0.0-30-generic-x86_64-with-glibc2.43
Engine
vLLM Radiance
Backend
ROCm / R4D
Harness
BetterBench
Prompt / output
? / ? tokens
Context
8192
Concurrency
1
Date
2026-08-26
Full record →
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Generic LLM
Qwen3.8-27BUD-IQ4_XSWeights ↗Token speed——
70.86 tok/sGeneration · per request
Mixed: AMD Radeon AI PRO R9700 32GB + AMD Radeon RX 9070 XT 16GB · 2 GPUsLayer split
Configuration
Memory
Not reported
OS
CachyOS
Engine
llama.cpp
Backend
ROCm / HIP
Harness
run-q6.sh / 700-token server probe
Prompt / output
? / 700 tokens
Context
131072
Concurrency
1
Date
2026-10-07
Full record →
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Serving benchmark
Qwen3.8-Flash-Next-R9VUD-IQ4_XSWeights ↗Token speed——
36.03 tok/sGeneration · mean · per request
2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Fedora 44
Engine
R9V / vLLM
Backend
Not reported
Harness
Not reported
Prompt / output
278 / 256 tokens
Context
131072
Concurrency
1
Date
2026-09-02
Full record →
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Generic LLM
Qwen3.8-Flash-Next-R9VIQ4_XSWeights ↗Token speed—
489.53 tok/sPrefill · mean · per request
—2 × R9700Layer split · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Linux (inferred; host distribution unreported) (inferred)
Engine
llama.cpp
Backend
ROCm 7.14
Harness
Not reported
Prompt / output
271 / 256 tokens
Context
Not reported
Concurrency
1
Date
2026-08-30
Full record →
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llama-bench
Huihui-Qwen3.6-27B-abliteratedQ6_KModel ref. ↗Token speed—
812.22 tok/sPrefill · mean · per request
—2 × R9700Tensor parallel · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Ubuntu 24.04.4 LTS / Linux 7.0.0-28-generic
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2026-08-05
Full record →
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Generic LLM
Qwen3.5-27BQ4_K_MModel ref. ↗Token speed——
26.7 tok/sGeneration · mean · per request
2 × R9700Row split · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Ubuntu 24.04.4 LTS; Linux 6.19.8-061908-generic
Engine
llama.cpp
Backend
Vulkan / Mesa RADV 26.0.3
Harness
Not reported
Prompt / output
? / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-03-28
Full record →
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Generic LLM
Qwen3.5-27BQ4_K_MModel ref. ↗Token speed——
26.29 tok/sGeneration · mean · per request
2 × R9700Row split · 32 GB VRAM/GPU
Configuration
Memory
32 GB VRAM/GPU
OS
Ubuntu 24.04.4 LTS; Linux 6.19.8-061908-generic
Engine
llama.cpp
Backend
Vulkan / Mesa RADV 26.0.4
Harness
Not reported
Prompt / output
? / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-04-10
Full record →
Models and software in this collection

Model families: DeepSeek MoE, DeepSeek R1, DeepSeek V4, DeepSeek V4.1, Devstral, Devstral 2, GLM 4.7, GPT-OSS, Gemma 3, Gemma 4, Laguna, Llama 3, Llama 3.1, Llama 3.2, Mistral, Muse Glimmer, Nemotron 3, North Mini Code, Qwen2.5, Qwen3, Qwen3.5, Qwen3.6, Qwen3.8

Engines: Affinity, LM Studio, R9V / vLLM, Radiance, Radiance standalone, SGLang, Strata, llama.cpp, llama.cpp / ROCmFPX, public vLLM Radiance comparator, vLLM, vLLM (Capicua25x RDNA4 port), vLLM + r9700-stack, vLLM / Radiance, vLLM Radiance, vLLM Radiance MXFP4, vLLM-Radiance, vLLM_for_AMD, vllm

Methodology and evidence standards · Download the research dataset