AMD-Pro-BenchCommunity

13,812 benchmarks in 32 GPU combinations documented

RX 7900 XT LLM benchmarks

131 results · 157 measurements · 9 sources

Device specifications
VariantMemoryMemory typeBusBandwidthFP16 matrixINT8 matrix
RX 7900 XT ↗20 GBGDDR6320-bit800 GB/s103 TFLOPS103 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 131 results

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

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LocalMaxxing
Qwen3.6-27BIQ4_XSModel ref. ↗Token speed—
375 tok/sPrefill · per request
60.6 tok/sGeneration · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Linux
Engine
vllm
Backend
Not reported
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
32 / 256 tokens
Context
2048
Concurrency
1
Date
2026-08-12
Full record →
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Generic LLM
Qwen3.5-9BUD-Q4_K_XLModel ref. ↗Token speed—
1,851 tok/sPrefill · per request
83.82 tok/sGeneration · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Debian GNU/Linux13.3 / kernel6.18.2-zen4
Engine
llama.cpp
Backend
Vulkan
Harness
Author repeated llama-server prompt loop
Prompt / output
? / ? tokens
Context
262144
Concurrency
1
Date
Not reported
Full record →
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llama-bench
DeepSeek-R1-Distill-Llama-8BQ8_0Model ref. ↗Token speed—
2,671.84 tok/sPrefill · mean · per request
—1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Ubuntu 26.04 / Linux7.0
Engine
llama.cpp
Backend
Vulkan
Harness
Phoronix Test Suite / llama-bench
Prompt / output
2048 / 0 tokens
Context
Not reported
Concurrency
1
Date
Not reported
Full record →
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Serving benchmark
Huihui-Qwen3.8-27B-abliteratedUD-IQ4_XSModel ref. ↗Token speedladder——
35.04 tok/sGeneration · median · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Ubuntu 26.04.1 LTS / Linux 7.0.0-34-generic
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-split-bench
Prompt / output
11 / 1000 tokens
Context
131072
Concurrency
1
Date
2026-09-28
Full record →
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llama-bench
Llama-2-7BQ4_0Weights ↗Token speed—
2,967.12 tok/sPrefill · mean · per request
—1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Linux
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2025-08-01
Full record →
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llama-bench
Qwen3.6-35B-A3BUD-Q3_K_MModel ref. ↗Token speed——
109.73 tok/sGeneration · mean · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 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
2026-07-18
Full record →
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llama-bench
Llama-2-7BQ4_0Weights ↗Token speed—
3,098.38 tok/sPrefill · mean · per request
—GPU count unknownUnknown · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
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llama-bench
Llama-2-7BQ4_0Weights ↗Token speed—
2,941.58 tok/sPrefill · mean · per request
—GPU count unknownUnknown · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
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Serving benchmark
Qwen3.8-27BUD-Q4_K_MWeights ↗Other LLM measurementsPython code1 concurrent request
30.8 updates/sStream update rate · Per request
——1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Omarchy Linux (Arch-based)
Engine
llama.cpp
Backend
ROCm 7.2.4 / HIP
Harness
qwen38-mtp probe.py
Prompt / output
? / ? tokens
Context
65536
Concurrency
1
Date
Not reported
Full record →
View
Report
LocalMaxxing
Nemotron-3.5-Lightning-30B-A3BNVFP4Weights ↗Token speed—
1,191.7 tok/sPrefill · per request
116 tok/sGeneration · per request
2 × RX 7900 XTMulti-GPU · split unknown · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Linux
Engine
llama.cpp
Backend
Not reported
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
39 / 256 tokens
Context
2048
Concurrency
1
Date
2026-08-12
Full record →
View
Report
Generic LLM
Qwen3.5-9BUD-Q4_K_XLModel ref. ↗Token speed—
1,129 tok/sPrefill · mean · per request
82.41 tok/sGeneration · mean · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Debian GNU/Linux13.3 / kernel6.18.2-zen4
Engine
llama.cpp
Backend
Vulkan
Harness
Author repeated llama-server prompt loop
Prompt / output
? / ? tokens
Context
262144
Concurrency
1
Date
Not reported
Full record →
View
Report
llama-bench
DeepSeek-R1-Distill-Llama-8BQ8_0Model ref. ↗Token speed——
80.9 tok/sGeneration · mean · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Ubuntu 26.04 / Linux7.0
Engine
llama.cpp
Backend
Vulkan
Harness
Phoronix Test Suite / llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
Not reported
Full record →
View
Report
Serving benchmark
Huihui-Qwen3.8-27B-abliteratedUD-IQ4_XSModel ref. ↗Token speedladder——
33.87 tok/sGeneration · median · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Ubuntu 26.04.1 LTS / Linux 7.0.0-34-generic
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-split-bench
Prompt / output
7887 / 1000 tokens
Context
131072
Concurrency
1
Date
2026-09-28
Full record →
View
Report
llama-bench
Llama-2-7BQ4_0Weights ↗Token speed——
116 tok/sGeneration · mean · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Linux
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
2025-08-01
Full record →
View
Report
llama-bench
Qwen3.6-35B-A3BUD-Q3_K_MModel ref. ↗Token speed——
108.98 tok/sGeneration · mean · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
1213 / 128 tokens
Context
Not reported
Concurrency
1
Date
2026-07-18
Full record →
View
Report
llama-bench
Llama-2-7BQ4_0Weights ↗Token speed——
116.15 tok/sGeneration · mean · per request
GPU count unknownUnknown · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
llama-bench
Llama-2-7BQ4_0Weights ↗Token speed——
123.18 tok/sGeneration · mean · per request
GPU count unknownUnknown · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Serving benchmark
Qwen3.8-27BUD-Q4_K_MWeights ↗Other LLM measurementsmmap prose1 concurrent request
30.9 updates/sStream update rate · Per request
——1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Omarchy Linux (Arch-based)
Engine
llama.cpp
Backend
ROCm 7.2.4 / HIP
Harness
qwen38-mtp probe.py
Prompt / output
? / ? tokens
Context
65536
Concurrency
1
Date
Not reported
Full record →
View
Report
LocalMaxxing
Nemotron-3.5-Lightning-30B-A3BNVFP4Weights ↗Token speed—
535.3 tok/sPrefill · per request
115.6 tok/sGeneration · per request
2 × RX 7900 XTMulti-GPU · split unknown · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Linux
Engine
llama.cpp
Backend
Not reported
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
39 / 128 tokens
Context
2048
Concurrency
1
Date
2026-08-12
Full record →
View
Report
Generic LLM
Qwen3.5-9BUD-Q4_K_XLModel ref. ↗Token speed—
1,343 tok/sPrefill · per request
68.53 tok/sGeneration · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Debian GNU/Linux13.3 / kernel6.18.2-zen4
Engine
llama.cpp
Backend
ROCm / HIP
Harness
Author repeated llama-server prompt loop
Prompt / output
? / ? tokens
Context
262144
Concurrency
1
Date
Not reported
Full record →
View
Report
llama-bench
gpt-oss-20bQ8_0Model ref. ↗Token speed—
3,323.19 tok/sPrefill · mean · per request
—1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Ubuntu 26.04 / Linux7.0
Engine
llama.cpp
Backend
Vulkan
Harness
Phoronix Test Suite / llama-bench
Prompt / output
2048 / 0 tokens
Context
Not reported
Concurrency
1
Date
Not reported
Full record →
View
Report
Serving benchmark
Huihui-Qwen3.8-27B-abliteratedUD-IQ4_XSModel ref. ↗Token speedladder—
747.25 tok/sPrefill · median · per request
—1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Ubuntu 26.04.1 LTS / Linux 7.0.0-34-generic
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-split-bench
Prompt / output
7887 / 1000 tokens
Context
131072
Concurrency
1
Date
2026-09-28
Full record →
View
Report
llama-bench
Llama-2-7BQ4_0Weights ↗Token speed—
3,163.24 tok/sPrefill · mean · per request
—1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Linux
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2025-08-01
Full record →
View
Report
llama-bench
Qwen3.6-35B-A3BUD-Q3_K_MModel ref. ↗Token speed——
105.61 tok/sGeneration · mean · per request
1 × RX 7900 XTSingle GPU · 20 GB VRAM/GPU
Configuration
Memory
20 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
4852 / 128 tokens
Context
Not reported
Concurrency
1
Date
2026-07-18
Full record →
Models and software in this collection

Model families: DeepSeek R1, GPT-OSS, Granite 3.0, Llama 2, Llama 3.1, Mistral, Qwen3.5, Qwen3.6, Qwen3.8

Engines: llama.cpp, qwen-kernel, vllm

Methodology and evidence standards · Download the research dataset