AMD-Pro-BenchCommunity

13,812 benchmarks in 32 GPU combinations documented

2-GPU systems including RX 7900 XTX LLM benchmarks

194 results · 303 measurements · 10 sources

Device specifications
VariantMemoryMemory typeBusBandwidthFP16 matrixINT8 matrix
RX 7900 XTX ↗24 GBGDDR6384-bit960 GB/s123 TFLOPS123 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 194 results

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

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Custom evaluation
Qwen3.8-Flash-NextUD-Q3_K_XLModel ref. ↗AIME24LLST protocol 1.0 subset · 10 pinned LLST v1.0 questions; not the full AIME24 benchmark32K configured context
30 %Score · n = 100 · Strict numeric extraction
——2 × RX 7900 XTXMulti-GPU · split unknown · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
llama.cpp
Backend
ROCm / HIP
Harness
Local LLM Standard Test (LLST) 1.0 / EvalScope
Prompt / output
? / ? tokens
Context
32768
Concurrency
Not reported
Date
2026-09-17
Full record →
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LocalMaxxing
Signal-3.8-27BQ8_0Model ref. ↗Token speed—
801.75 tok/sPrefill · unknown
26.45 tok/sGeneration · unknown
2 × RX 7900 XTXLayer split · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Arch Linux
Engine
llama.cpp
Backend
Not reported
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
533 / 256 tokens
Context
32768
Concurrency
Not reported
Date
2026-09-15
Full record →
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Generic LLM
Qwen3.8-27BW4A16 AutoRound GPTQWeights ↗Token speed—
1,016.56 tok/sPrefill · per request
27.55 tok/sGeneration · per request
Mixed: RX7900XTX24GB + RX7700XT12GB · 2 GPUsPipeline parallel
Configuration
Memory
Not reported
OS
Ubuntu
Engine
vLLM
Backend
ROCm / HIP
Harness
Author vLLM request test
Prompt / output
4096 / 256 tokens
Context
Not reported
Concurrency
1
Date
2026-09-04
Full record →
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Generic LLM
Qwen3.8-27BW4A16-AutoRound-GPTQModel ref. ↗Token speedLong output gen512——
97.38 tok/sGeneration · per request
2 × RX 7900 XTXTensor parallel · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Ubuntu (native Linux)
Engine
SGLang
Backend
ROCm / HIP
Harness
Author long-context streaming, concurrent-wave and prefill-interference client
Prompt / output
? / 512 tokens
Context
196608
Concurrency
1
Date
2026-09-18
Full record →
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llama-bench
Llama-2-7BQ4_0Weights ↗Token speed—
1,898.68 tok/sPrefill · mean · per request
—2 × RX 7900 XTXMulti-GPU · split unknown · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Arch Linux / Linux 6.12.61-1-lts
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2025-12-11
Full record →
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llama-bench
gemma-4-31B-itQ8_0Model ref. ↗Token speed—
920.55 tok/sPrefill · mean · per request
—2 × RX 7900 XTXLayer split · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
CachyOS x86_64
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2026-08-23
Full record →
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Report
llama-bench
gemma-4-31B-itQ8_0Model ref. ↗Token speed—
851.56 tok/sPrefill · mean · per request
—2 × RX 7900 XTXLayer split · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
CachyOS x86_64
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2026-08-23
Full record →
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llama-bench
gemma-4-31B-itIQ4_NL_L_AMDWeights ↗Token speed—
1,381.37 tok/sPrefill · mean · per request
—2 × RX 7900 XTXMulti-GPU · split unknown · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
ROCm 6.4.4
Harness
llama-bench
Prompt / output
1024 / 0 tokens
Context
Not reported
Concurrency
1
Date
Not reported
Full record →
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Report
llama-bench
Llama-2-7BQ4_0Weights ↗Token speed—
1,668.19 tok/sPrefill · mean · per request
—2 × RX 7900 XTXMulti-GPU · split unknown · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2025-01-08
Full record →
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Report
Generic LLM
Mistral-Small-3.2-24B-Instruct-2506Q4_0_SWeights ↗Token speed
43.3 tok/sThroughput · aggregate
——2 × RX 7900 XTXLayer split · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
ROCm 6.4.4
Harness
Custom serving benchmark (not named)
Prompt / output
? / ? tokens
Context
131072
Concurrency
1
Date
Not reported
Full record →
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Custom evaluation
Qwen3.8-Flash-NextUD-Q3_K_XLModel ref. ↗IFEvalLLST protocol 1.0 subset · 20 pinned LLST v1.0 questions; not the full IFEval benchmark32K configured context
95 %Score · n = 100 · Source aggregate; exact strict/loose and prompt/instruction submetric unspecified
——2 × RX 7900 XTXMulti-GPU · split unknown · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
llama.cpp
Backend
ROCm / HIP
Harness
Local LLM Standard Test (LLST) 1.0 / EvalScope
Prompt / output
? / ? tokens
Context
32768
Concurrency
Not reported
Date
2026-09-17
Full record →
View
Report
LocalMaxxing
Signal-3.8-27BQ8_0Model ref. ↗Token speed—
668.3 tok/sPrefill · unknown
26.19 tok/sGeneration · unknown
2 × RX 7900 XTXLayer split · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Arch Linux
Engine
llama.cpp
Backend
Not reported
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
533 / 256 tokens
Context
32768
Concurrency
Not reported
Date
2026-09-15
Full record →
View
Report
Generic LLM
Qwen3.8-27BW4A16 AutoRound GPTQWeights ↗Token speed—
995.61 tok/sPrefill · per request
24.94 tok/sGeneration · per request
Mixed: RX7900XTX24GB + RX7700XT12GB · 2 GPUsPipeline parallel
Configuration
Memory
Not reported
OS
Ubuntu
Engine
vLLM
Backend
ROCm / HIP
Harness
Author vLLM request test
Prompt / output
16384 / 256 tokens
Context
Not reported
Concurrency
1
Date
2026-09-04
Full record →
View
Report
Generic LLM
Qwen3.8-27BW4A16-AutoRound-GPTQModel ref. ↗Token speedLong output gen512——
44.85 tok/sGeneration · per request
2 × RX 7900 XTXTensor parallel · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Ubuntu (native Linux)
Engine
SGLang
Backend
ROCm / HIP
Harness
Author long-context streaming, concurrent-wave and prefill-interference client
Prompt / output
? / 512 tokens
Context
196608
Concurrency
1
Date
2026-09-18
Full record →
View
Report
llama-bench
Llama-2-7BQ4_0Weights ↗Token speed——
85.3 tok/sGeneration · mean · per request
2 × RX 7900 XTXMulti-GPU · split unknown · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Arch Linux / Linux 6.12.61-1-lts
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
2025-12-11
Full record →
View
Report
llama-bench
gemma-4-31B-itQ8_0Model ref. ↗Token speed——
22.97 tok/sGeneration · mean · per request
2 × RX 7900 XTXLayer split · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
CachyOS x86_64
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
2026-08-23
Full record →
View
Report
llama-bench
gemma-4-31B-itQ8_0Model ref. ↗Token speed——
24.42 tok/sGeneration · mean · per request
2 × RX 7900 XTXLayer split · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
CachyOS x86_64
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
2026-08-23
Full record →
View
Report
llama-bench
gemma-4-31B-itIQ4_NL_L_AMDWeights ↗Token speed—
1,494.88 tok/sPrefill · mean · per request
—2 × RX 7900 XTXMulti-GPU · split unknown · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
ROCm 6.4.4
Harness
llama-bench
Prompt / output
2048 / 0 tokens
Context
Not reported
Concurrency
1
Date
Not reported
Full record →
View
Report
llama-bench
Llama-2-7BQ4_0Weights ↗Token speed——
100.62 tok/sGeneration · mean · per request
2 × RX 7900 XTXMulti-GPU · split unknown · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
2025-01-08
Full record →
View
Report
Generic LLM
Mistral-Small-3.2-24B-Instruct-2506Q4_0_SWeights ↗Token speed
32.7 tok/sThroughput · mean · per request
——2 × RX 7900 XTXLayer split · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
ROCm 6.4.4
Harness
Custom serving benchmark (not named)
Prompt / output
? / ? tokens
Context
131072
Concurrency
1
Date
Not reported
Full record →
View
Report
Custom evaluation
Qwen3.8-Flash-NextUD-Q3_K_XLModel ref. ↗C-EvalLLST protocol 1.0 subset · 20 pinned LLST v1.0 questions; not the full C-Eval benchmark32K configured context
90 %Score · n = 100 · 20 subjects; five-shot development examples
——2 × RX 7900 XTXMulti-GPU · split unknown · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
llama.cpp
Backend
ROCm / HIP
Harness
Local LLM Standard Test (LLST) 1.0 / EvalScope
Prompt / output
? / ? tokens
Context
32768
Concurrency
Not reported
Date
2026-09-17
Full record →
View
Report
LocalMaxxing
gemma-4-26B-A4B-itQ8_0Model ref. ↗Token speed—
1,995.1 tok/sPrefill · unknown
91.26 tok/sGeneration · unknown
2 × RX 7900 XTXLayer split · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Arch Linux
Engine
llama.cpp
Backend
Not reported
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
538 / 256 tokens
Context
8192
Concurrency
Not reported
Date
2026-09-15
Full record →
View
Report
Generic LLM
Qwen3.8-27BW4A16 AutoRound GPTQWeights ↗Token speed—
933.16 tok/sPrefill · per request
24.78 tok/sGeneration · per request
Mixed: RX7900XTX24GB + RX7700XT12GB · 2 GPUsPipeline parallel
Configuration
Memory
Not reported
OS
Ubuntu
Engine
vLLM
Backend
ROCm / HIP
Harness
Author vLLM request test
Prompt / output
32768 / 256 tokens
Context
Not reported
Concurrency
1
Date
2026-09-04
Full record →
View
Report
Generic LLM
Qwen3.8-27BW4A16-AutoRound-GPTQModel ref. ↗Token speedSingle-stream decode——
103.82 tok/sGeneration · per request
2 × RX 7900 XTXTensor parallel · 24 GB VRAM/GPU
Configuration
Memory
24 GB VRAM/GPU
OS
Ubuntu (native Linux)
Engine
SGLang
Backend
ROCm / HIP
Harness
Author long-context streaming, concurrent-wave and prefill-interference client
Prompt / output
? / ? tokens
Context
196608
Concurrency
1
Date
2026-09-18
Full record →
Models and software in this collection

Model families: Gemma 4, Laguna, Llama 2, Mistral Small 3.2, Qwen3, Qwen3.6, Qwen3.8

Engines: SGLang, llama.cpp, vLLM

Methodology and evidence standards · Download the research dataset