AMD-Pro-BenchCommunity

13,812 benchmarks in 32 GPU combinations documented

RX 9060 XT LLM benchmarks

73 results · 103 measurements · 11 sources

Device specifications
VariantMemoryMemory typeBusBandwidthFP16 matrixINT8 matrix
RX 9060 XT 16GB ↗16 GBGDDR6128-bit320 GB/s103 TFLOPS205 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 73 results

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

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llm-bench.io
Qwen3.8-27BQ4_K_MModel ref. ↗llm-bench.io QualityFour sequential scenarios: agent workflow, code generation, role play, research
81.27 / 100LLM judge · Mean
171.11 tok/sPrefill · mean · per request
5.78 tok/sGeneration · mean · per request
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11 Pro 26H2
Engine
LM Studio
Backend
Not reported
Harness
llm-benchmark 0.4.93+102
Prompt / output
? / ? tokens
Context
16384
Concurrency
1
Date
2026-10-14
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LocalMaxxing
DeepSeek-R1-Distill-Qwen-7BQ8_0Model ref. ↗Token speed—
1,844.13 tok/sPrefill · unknown
39.76 tok/sGeneration · unknown
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11
Engine
llama.cpp
Backend
vulkan
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
4096 / 128 tokens
Context
4096
Concurrency
Not reported
Date
2026-05-10
Full record →
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llama-bench
Qwen2.5-Coder-14B-InstructQ4_K_MWeights ↗Token speed—
1,232.42 tok/sPrefill · mean · per request
—1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
CachyOS / kernel 7.1.3-2-cachyos
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-07-18
Full record →
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llama-bench
Qwen2.5-0.5B-Instruct (identity conflict)Q4_K_MWeights ↗Conflicting evidenceToken speed—
7,898.02 tok/sPrefill · mean · per request
—1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Ubuntu 26.04
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-05-19
Full record →
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llama-bench
Gemma 4 12BQ4_K_MRepository unresolvedToken speed—
1,467 tok/sPrefill · per request
—1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Arch Linux / kernel 7.2.5
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-10-02
Full record →
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llama-bench
Llama-2-7BQ4_0Model ref. ↗Token speed—
2,844.8 tok/sPrefill · mean · per request
—1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Arch Linux / kernel 7.2.5
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-10-02
Full record →
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llama-bench
Llama-3.1-8B-InstructQ3_K_SWeights ↗Token speed——
58.03 tok/sGeneration · per request
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
CachyOS / kernel 7.2.3-cachyos-bore
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-09-09
Full record →
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Generic LLM
Llama-2-13b-chatQuant not reportedModel ref. ↗Procyon——
34.65 tok/sGeneration · per request
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11 Pro for Workstations
Engine
ONNX Runtime
Backend
DirectML
Harness
Procyon
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
2025-06-04
Full record →
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Generic LLM
MLPerf Client v1.0 (selected models unreported)Quant not reportedRepository unresolvedToken speed1.0 · MLPerf Client——
73 tok/sGeneration · per request
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11 Pro 64-bit (26200)
Engine
ONNX Runtime
Backend
DirectML
Harness
MLPerf Client v1.0
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
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Serving benchmark
Qwen3.8-27BAD-IQ3_S_IQ3_XXSWeights ↗Conflicting evidenceOther LLM measurements1 concurrent request
15.2 updates/sStream update rate · Per request
——1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows
Engine
llama.cpp
Backend
ROCm 7.1
Harness
qwen38-mtp probe.py
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
1
Date
Not reported
Full record →
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Generic LLM
Llama-3.1-8B-InstructQuant not reportedModel ref. ↗Procyon
1,213 pointsBenchmark score · Per request
——1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Not reported
Engine
ONNX Runtime
Backend
DirectML
Harness
Procyon
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
2026-06-02
Full record →
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LocalMaxxing
DeepSeek-R1-Distill-Qwen-7BQ8_0Model ref. ↗Token speed—
2,312.75 tok/sPrefill · unknown
38.13 tok/sGeneration · unknown
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11
Engine
llama.cpp
Backend
rocm
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
4096 / 128 tokens
Context
4096
Concurrency
Not reported
Date
2026-05-10
Full record →
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llama-bench
Qwen2.5-Coder-14B-InstructQ4_K_MWeights ↗Token speed——
31.33 tok/sGeneration · mean · per request
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
CachyOS / kernel 7.1.3-2-cachyos
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-07-18
Full record →
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llama-bench
Qwen2.5-0.5B-Instruct (identity conflict)Q4_K_MWeights ↗Conflicting evidenceToken speed——
200.71 tok/sGeneration · mean · per request
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Ubuntu 26.04
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-05-19
Full record →
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llama-bench
Gemma 4 12BQ4_K_MRepository unresolvedToken speed——
37.6 tok/sGeneration · per request
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Arch Linux / kernel 7.2.5
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-10-02
Full record →
View
Report
llama-bench
Llama-2-7BQ4_0Model ref. ↗Token speed——
71.07 tok/sGeneration · mean · per request
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Arch Linux / kernel 7.2.5
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-10-02
Full record →
View
Report
llama-bench
Llama-3.1-8B-InstructQ3_K_SWeights ↗Token speed——
75.08 tok/sGeneration · per request
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
CachyOS / kernel 7.2.3-cachyos-bore
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-09-09
Full record →
View
Report
Generic LLM
Llama-3.1-8B-InstructQuant not reportedModel ref. ↗Procyon——
53.17 tok/sGeneration · per request
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11 Pro for Workstations
Engine
ONNX Runtime
Backend
DirectML
Harness
Procyon
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
2025-06-04
Full record →
View
Report
Generic LLM
MLPerf Client v1.0 (selected models unreported)Quant not reportedRepository unresolvedLatency1.0 · MLPerf Client
680 msTime to first token · Per request
——1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11 Pro 64-bit (26200)
Engine
ONNX Runtime
Backend
DirectML
Harness
MLPerf Client v1.0
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Serving benchmark
Qwen3.8-27BAD-IQ3_S_IQ3_XXSWeights ↗Conflicting evidenceOther LLM measurements1 concurrent request
28.7 updates/sStream update rate · Per request
——1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows
Engine
llama.cpp
Backend
ROCm 7.1
Harness
qwen38-mtp probe.py
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
1
Date
Not reported
Full record →
View
Report
LocalMaxxing
gemma-4-E4BQ8Model ref. ↗Token speed—
2,118.5 tok/sPrefill · unknown
52.73 tok/sGeneration · unknown
1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11
Engine
llama.cpp
Backend
vulkan
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
8192 / 128 tokens
Context
8192
Concurrency
Not reported
Date
2026-05-09
Full record →
View
Report
llama-bench
Qwen2.5-Coder-14B-InstructQ4_K_MWeights ↗Token speed—
1,257.44 tok/sPrefill · mean · per request
—1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
CachyOS / kernel 7.1.3-2-cachyos
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-07-18
Full record →
View
Report
llama-bench
Qwen2.5-0.5B-Instruct (identity conflict)Q4_K_MWeights ↗Conflicting evidenceToken speed—
8,211.17 tok/sPrefill · mean · per request
—1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Ubuntu 26.04
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-05-20
Full record →
View
Report
llama-bench
Gemma 4 12BQ4_K_MRepository unresolvedToken speed—
1,509 tok/sPrefill · per request
—1 × RX 9060 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Arch Linux / kernel 7.2.5
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-10-02
Full record →
Models and software in this collection

Model families: DeepSeek R1, GPT-OSS, Gemma 4, Llama 2, Llama 3.1, Mistral, Phi 3.5, Qwen2.5, Qwen3.5, Qwen3.8

Engines: LM Studio, ONNX Runtime, llama.cpp

Methodology and evidence standards · Download the research dataset