AMD-Pro-BenchCommunity

13,812 benchmarks in 32 GPU combinations documented

RX 7800 XT LLM benchmarks

228 results · 551 measurements · 14 sources

Device specifications
VariantMemoryMemory typeBusBandwidthFP16 matrixINT8 matrix
RX 7800 XT ↗16 GBGDDR6256-bit624 GB/s74.6 TFLOPS74.6 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 228 results

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

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llm-bench.io
Darwin-28B-REASON.i1IQ3_SRepository unresolvedllm-bench.io QualityFour sequential scenarios: agent workflow, code generation, role play, research
71 / 100LLM judge · Mean
256.2 tok/sPrefill · mean · per request
21.11 tok/sGeneration · mean · per request
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
CachyOS
Engine
llama.cpp
Backend
Not reported
Harness
llm-benchmark 0.4.87+102
Prompt / output
? / ? tokens
Context
65536
Concurrency
1
Date
2026-10-06
Full record →
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LocalMaxxing
Qwen3.8-27BUnsloth-Dynamic-IQ4_XSWeights ↗Token speed—
500 tok/sPrefill · unknown
42 tok/sGeneration · unknown
1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Cachy OS
Engine
llama.cpp
Backend
Not reported
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
512 / 512 tokens
Context
121000
Concurrency
Not reported
Date
2026-08-25
Full record →
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Generic LLM
Llama-3.2-1B-InstructQ4_K_MModel ref. ↗Token speed—
3,787.39 tok/sPrefill · mean · unknown
138.8 tok/sGeneration · mean · unknown
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Linux
Engine
llamafile
Backend
Not reported
Harness
LocalScore / llamafile
Prompt / output
1024 / 16 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-02-04
Full record →
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Generic LLM
Llama-3.2-1B-InstructQ6_KModel ref. ↗Token speed—
3,395.56 tok/sPrefill · mean · unknown
138.01 tok/sGeneration · mean · unknown
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Linux
Engine
llamafile
Backend
Not reported
Harness
LocalScore / llamafile
Prompt / output
1024 / 16 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-02-04
Full record →
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Generic LLM
Llama-3.2-1B-InstructQ8_0Model ref. ↗Token speed—
3,885.2 tok/sPrefill · mean · unknown
129.53 tok/sGeneration · mean · unknown
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Linux
Engine
llamafile
Backend
Not reported
Harness
LocalScore / llamafile
Prompt / output
1024 / 16 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-02-04
Full record →
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Generic LLM
granite-3.1-8b-instructQ4_K_MModel ref. ↗Token speed—
581.67 tok/sPrefill · mean · unknown
37.01 tok/sGeneration · mean · unknown
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Linux
Engine
llamafile
Backend
Not reported
Harness
LocalScore / llamafile
Prompt / output
1024 / 16 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-02-04
Full record →
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Serving benchmark
Qwen3.6-35B-A3BUD-IQ3_XXSModel ref. ↗Token speed—
72.7 tok/sPrefill · per request
55.7 tok/sGeneration · per request
1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Ubuntu24.04.4 LTS / kernel6.17.0-35-generic
Engine
llama.cpp
Backend
ROCm / HIP
Harness
Author llama-server request tests
Prompt / output
? / ? tokens
Context
131072
Concurrency
1
Date
2026-06-10
Full record →
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llama-bench
llama 8BQ4_0Repository unresolvedToken speed512 input tokens · 0 output tokens · 8,192 existing KV tokens—
763.53 tok/sPrefill · mean · per request
—1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows11 Pro10.0.26200
Engine
llama.cpp
Backend
Vulkan
Harness
RigRoute standard-ai-v0.1 / llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2026-09-28
Full record →
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llama-bench
DeepSeek-R1-Distill-Llama-8BQ8_0Model ref. ↗Token speed—
1,811.3 tok/sPrefill · mean · per request
—1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 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
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llama-bench
Ternary-Bonsai-27BQ2_0Weights ↗Token speed—
523.14 tok/sPrefill · mean · per request
—1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Ubuntu / Linux7.0.0-27-generic
Engine
llama.cpp (Prism fork)
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2026-07-15
Full record →
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llama-bench
Qwen3.8-27BUD-IQ4_XSModel ref. ↗Token speed—
468.35 tok/sPrefill · per request
—1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 10 IoT Enterprise LTSC19044 / WSL2 2.7.14 (reported)
Engine
llama.cpp
Backend
HIP
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—
2,151.81 tok/sPrefill · mean · per request
—1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 10.
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
Llama-2-7BQ4_0Weights ↗Token speed—
2,109.38 tok/sPrefill · mean · per request
—1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows (inferred) (inferred)
Engine
llama.cpp
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2025-08-08
Full record →
View
Report
llama-bench
Llama-2-7BQ4_0Weights ↗Token speed—
2,017.33 tok/sPrefill · mean · per request
—GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 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 →
View
Report
llm-bench.io
Darwin-28B-REASON.i1IQ3_XXSRepository unresolvedllm-bench.io QualityFour sequential scenarios: agent workflow, code generation, role play, research
73.1 / 100LLM judge · Mean
357.17 tok/sPrefill · mean · per request
38.41 tok/sGeneration · mean · per request
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
CachyOS
Engine
llama.cpp
Backend
Not reported
Harness
llm-benchmark 0.4.87+102
Prompt / output
? / ? tokens
Context
65536
Concurrency
1
Date
2026-10-06
Full record →
View
Report
LocalMaxxing
Qwen3.8-27BUnsloth-Dynamic-IQ4_XSModel ref. ↗Token speed—
500 tok/sPrefill · unknown
28 tok/sGeneration · unknown
1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Cachy OS
Engine
llama.cpp
Backend
Not reported
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
512 / 512 tokens
Context
2048
Concurrency
Not reported
Date
2026-08-19
Full record →
View
Report
Generic LLM
Llama-3.2-1B-InstructQ4_K_MModel ref. ↗Token speed—
2,585.45 tok/sPrefill · mean · unknown
29.68 tok/sGeneration · mean · unknown
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Linux
Engine
llamafile
Backend
Not reported
Harness
LocalScore / llamafile
Prompt / output
4096 / 256 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-02-04
Full record →
View
Report
Generic LLM
Llama-3.2-1B-InstructQ6_KModel ref. ↗Token speed—
2,579.64 tok/sPrefill · mean · unknown
29.62 tok/sGeneration · mean · unknown
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Linux
Engine
llamafile
Backend
Not reported
Harness
LocalScore / llamafile
Prompt / output
4096 / 256 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-02-04
Full record →
View
Report
Generic LLM
Llama-3.2-1B-InstructQ8_0Model ref. ↗Token speed—
2,563.97 tok/sPrefill · mean · unknown
28.98 tok/sGeneration · mean · unknown
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Linux
Engine
llamafile
Backend
Not reported
Harness
LocalScore / llamafile
Prompt / output
4096 / 256 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-02-04
Full record →
View
Report
Generic LLM
granite-3.1-8b-instructQ4_K_MModel ref. ↗Token speed—
435.24 tok/sPrefill · mean · unknown
6.76 tok/sGeneration · mean · unknown
GPU count unknownUnknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Linux
Engine
llamafile
Backend
Not reported
Harness
LocalScore / llamafile
Prompt / output
4096 / 256 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-02-04
Full record →
View
Report
Serving benchmark
Qwen3.6-35B-A3BUD-IQ3_XXSModel ref. ↗Token speed—
114.5 tok/sPrefill · per request
57.8 tok/sGeneration · per request
1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Ubuntu24.04.4 LTS / kernel6.17.0-35-generic
Engine
llama.cpp
Backend
ROCm / HIP
Harness
Author llama-server request tests
Prompt / output
? / ? tokens
Context
131072
Concurrency
1
Date
2026-06-10
Full record →
View
Report
llama-bench
llama 8BQ4_0Repository unresolvedToken speed0 input tokens · 128 output tokens · 8,192 existing KV tokens——
74.81 tok/sGeneration · mean · per request
1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows11 Pro10.0.26200
Engine
llama.cpp
Backend
Vulkan
Harness
RigRoute standard-ai-v0.1 / llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
2026-09-28
Full record →
View
Report
llama-bench
DeepSeek-R1-Distill-Llama-8BQ8_0Model ref. ↗Token speed——
66 tok/sGeneration · mean · per request
1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 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
llama-bench
Ternary-Bonsai-27BQ2_0Weights ↗Token speed——
47.2 tok/sGeneration · mean · per request
1 × RX 7800 XTSingle GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Ubuntu / Linux7.0.0-27-generic
Engine
llama.cpp (Prism fork)
Backend
ROCm / HIP
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
2026-07-15
Full record →
Models and software in this collection

Model families: DeepSeek R1, GLM 4.7, GPT-OSS, Gemma 4, Granite 3.0, Granite 3.1, Llama 2, Llama 3.1, Llama 3.2, Mistral, Qwen2.5, Qwen3, Qwen3.5, Qwen3.6, Qwen3.8

Engines: Ollama, Strata, llama.cpp, llama.cpp (Prism fork), llama.cpp k8 v4, llama.cpp k8 v4 -1 budget, llama.cpp k8 v8 -1 budget, llama.cpp q5 q5 -1 budget, llama.cpp q8 q4 -1 budget, llama.cpp q8 q8, llama.cpp q8 q8 -1 budget, llamafile, vLLM

Methodology and evidence standards · Download the research dataset