AMD-Pro-BenchCommunity

13,812 benchmarks in 32 GPU combinations documented

Ryzen AI Max+ 395 LLM benchmarks

2,169 results · 3,570 measurements · 15 sources

Device specifications
VariantMemoryMemory typeBusBandwidthFP16 matrixINT8 matrix
Ryzen AI Max+ 395 (Radeon 8060S) ↗SharedUp to 128 GB system RAMLPDDR5x256-bit———

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

Selected reported tests

24 of 2,169 results

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

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Generic LLM
diffusiongemma-26B-A4B-itQ4_K_MModel ref. ↗JevBench231 public cases · v1.2.101 concurrent request
81.82 %Score · 189 / 231 · Original JevBench per-case scoring
——1 × Ryzen AI Max+ 395Single GPU · Unified memory
Configuration
Memory
Unified memory
OS
Linux / WSL2 (kernel6.18.33.2-microsoft-standard)
Engine
llama.cpp System One
Backend
ROCm / HIP
Harness
JevBench typesafe adapter
Prompt / output
? / ? tokens
Context
8192
Concurrency
1
Date
2026-09-21
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Generic LLM
diffusiongemma-26B-A4B-itQ4_K_MModel ref. ↗JevBench231 public cases · v1.2.101 concurrent request
81.82 %Score · 189 / 231 · Original JevBench per-case scoring
——1 × Ryzen AI Max+ 395Single GPU · Unified memory
Configuration
Memory
Unified memory
OS
Linux / WSL2 (kernel6.18.33.2-microsoft-standard)
Engine
llama.cpp System One
Backend
ROCm / HIP
Harness
JevBench typesafe adapter
Prompt / output
? / ? tokens
Context
8192
Concurrency
1
Date
2026-09-21
Full record →
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Generic LLM
MinerU2.5-Pro-2605-1.2BQuant not reportedModel ref. ↗OmniDocBenchFull1651 pages · v1.6
0.04 edit distanceText edit distance · quick_match_cdm · Lower is better
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Windows 11
Engine
llama.cpp
Backend
ROCm / HIP
Harness
OmniDocBench quick_match + CDM
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
2026-08-01
Full record →
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Generic LLM
Qwen3.6-35B-A3B4-bit (format unreported)Model ref. ↗HEPAValid complete runs64K configured context
100 %Score · n = 1 · Deterministic validity gate
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Debian 13 / kernel 6.12.94+deb13-amd64
Engine
llama.cpp
Backend
Vulkan / RADV
Harness
Hermes Executive Presentation Agent (HEPA)
Prompt / output
? / ? tokens
Context
65536
Concurrency
Not reported
Date
Not reported
Full record →
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Generic LLM
halogen-swift1.5-qwen3.8-flash-next-v2-abliteratedHalogen v2 HT/I4R mixed4-bitWeights ↗WikiTextRaw test split70,774tokens1 concurrent request
3.229 perplexityWord perplexity · Teacher-forced perplexity · Lower is better
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Not reported
Engine
halogen-flash-server
Backend
Not reported
Harness
Halogen engine ppl mode
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
1
Date
Not reported
Full record →
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Generic LLM
Gemma4-26B-CIRU-AMD-STRIX-vLLMW4A16 INT4 group64Weights ↗GSM8KSize not reported
95.45 %Accuracy · n = 100
——GPU count unknownUnknown · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Not reported
Engine
vLLM (Ciru modified)
Backend
ROCm / AITER
Harness
Ciru native deterministic runner
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
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Coding session
Qwen3.8-Flash-NextUD-Q4_K_XLWeights ↗Neon LadderContract v2_12 · Neon Overdrive game-generation contract v2_121 concurrent request
16 checksScore · 16 / 19 · 19 static checks; not a human playtest grade
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
CachyOS Linux
Engine
Gufo
Backend
ROCm / HIP
Harness
Neon Ladder / pi coding agent
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
1
Date
2026-09-30
Full record →
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Custom evaluation
Qwen3.8-27BUD-Q4_K_XLModel ref. ↗HumanEval40 problems;every fourthHumanEval index · HumanEvalPlus; revision not reported1 concurrent request
90 %pass@1 · 36 / 40 · Executable tests
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Windows 11
Engine
llama.cpp
Backend
Vulkan
Harness
harness/codeeval.py + HumanEvalPlus dataset
Prompt / output
? / ? tokens
Context
20480
Concurrency
1
Date
2026-09-24
Full record →
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LocalMaxxing
DeepSeek-V4-FlashMQ2RModel ref. ↗Token speed—
201.6 tok/sPrefill · median · per request
30.75 tok/sGeneration · median · per request
1 × Ryzen AI Max+ 395Single GPU · Unified memory
Configuration
Memory
Unified memory
OS
Ubuntu 26.04
Engine
hipfire
Backend
rocm
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
0 / 128 tokens
Context
128
Concurrency
1
Date
2026-08-10
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llama-bench
GLM-4.7-FlashQ4_K_MWeights ↗Token speed2,048 input tokens · 0 output tokens · 16,384 existing KV tokens—
170.42 tok/sPrefill · mean · per request
—1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Not reported
Engine
llama.cpp
Backend
ROCm
Harness
llama-bench
Prompt / output
2048 / 0 tokens
Context
Not reported
Concurrency
1
Date
2026-07-31
Full record →
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llama-bench
gemma-4-26B-A4B-itBF16Model ref. ↗Token speed512 input tokens · 0 output tokens · 0 existing KV tokens—
909.04 tok/sPrefill · mean · per request
—1 × Ryzen AI Max+ 395Single GPU · Unified memory
Configuration
Memory
Unified memory
OS
Fedora Linux 43 (Workstation Edition)
Engine
llama.cpp
Backend
ROCm / rocm-7_2_3
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2026-05-16
Full record →
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Generic LLM
halogen-qwen3.8-flash-nextW4B HGNWeights ↗Conflicting evidenceToken speedladder——
73.59 tok/sGeneration · per request
1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Ubuntu 24.04.4 LTS / Linux 7.0.0-34-generic
Engine
Halogen
Backend
ROCm / HIP
Harness
custom Halogen adapter
Prompt / output
447 / 1000 tokens
Context
262144
Concurrency
1
Date
2026-09-26
Full record →
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llama-bench
Llama-3.1-8B-InstructBF16Model ref. ↗Token speed
92.08 tok/sInput + output · mean · per request
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Fedora 43
Engine
llama.cpp
Backend
ROCm
Harness
llama-bench
Prompt / output
512 / 64 tokens
Context
Not reported
Concurrency
1
Date
2025-12-04
Full record →
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llama-bench
Qwen3-Coder-NextUD-Q6_K_XLModel ref. ↗Token speed—
496.38 tok/sPrefill · mean · per request
—1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Fedora 43
Engine
llama.cpp
Backend
ROCm / HIP 6.4.2 (HIP 6.4.43484)
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
1
Date
2026-02-25
Full record →
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llama-bench
flintUD-Q4_K_XLModel ref. ↗Token speed—
1,451 tok/sPrefill · per request
—1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Nobara Linux 44 / kernel 7.1–7.2 (source machine period)
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
512 / ? tokens
Context
65536
Concurrency
Not reported
Date
2026-10-24
Full record →
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Generic LLM
MinerU2.5-Pro-2605-1.2BQuant not reportedModel ref. ↗OmniDocBenchFull1651 pages · v1.6
0.12 edit distanceReading-order edit distance · quick_match_cdm · Lower is better
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Windows 11
Engine
llama.cpp
Backend
ROCm / HIP
Harness
OmniDocBench quick_match + CDM
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
2026-08-01
Full record →
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Report
Generic LLM
Qwen3.6-35B-A3B4-bit (format unreported)Model ref. ↗HEPADeterministic checks64K configured context
100 %Score · n = 1 · Deterministic validity gate
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Debian 13 / kernel 6.12.94+deb13-amd64
Engine
llama.cpp
Backend
Vulkan / RADV
Harness
Hermes Executive Presentation Agent (HEPA)
Prompt / output
? / ? tokens
Context
65536
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Generic LLM
halogen-swift1.5-qwen3.8-flash-next-v2-abliteratedHalogen v2 HT/I4R mixed4-bitWeights ↗MMLU-ProOne question per14subjects; seed71 concurrent request
10 correctScore · n = 14 · Accuracy
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Not reported
Engine
halogen-flash-server
Backend
Not reported
Harness
Model-author14-question reasoning sample
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
1
Date
Not reported
Full record →
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Generic LLM
Gemma4-26B-CIRU-AMD-STRIX-vLLMW4A16 INT4 group64Weights ↗HumanEval100 tasks
95.73 %pass@1 · n = 100 · Accuracy
——GPU count unknownUnknown · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Not reported
Engine
vLLM (Ciru modified)
Backend
ROCm / AITER
Harness
Ciru native deterministic runner
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Coding session
Qwen3.8-Flash-NextUD-Q4_K_XLWeights ↗Neon LadderContract v2_12 · Neon Overdrive game-generation contract v2_121 concurrent request
17 checksScore · 17 / 19 · 19 static checks; not a human playtest grade
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
CachyOS Linux
Engine
Gufo
Backend
ROCm / HIP
Harness
Neon Ladder / pi coding agent
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
1
Date
2026-09-30
Full record →
View
Report
Custom evaluation
Qwen3.8-27BUD-IQ4_XSModel ref. ↗HumanEval40 problems;every fourthHumanEval index · HumanEvalPlus; revision not reported1 concurrent request
87.5 %pass@1 · 35 / 40 · Executable tests
——1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Windows 11
Engine
llama.cpp
Backend
Vulkan
Harness
harness/codeeval.py + HumanEvalPlus dataset
Prompt / output
? / ? tokens
Context
20480
Concurrency
1
Date
2026-09-24
Full record →
View
Report
LocalMaxxing
Qwen3.6-35B-A3BMQ4RModel ref. ↗Token speed—
1,467.82 tok/sPrefill · median · per request
248.2 tok/sGeneration · median · per request
1 × Ryzen AI Max+ 395Single GPU · Unified memory
Configuration
Memory
Unified memory
OS
Ubuntu 26.04
Engine
hipfire
Backend
rocm
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
764 / 256 tokens
Context
4096
Concurrency
1
Date
2026-08-10
Full record →
View
Report
llama-bench
GLM-4.7-FlashQ4_K_MWeights ↗Token speed0 input tokens · 128 output tokens · 16,384 existing KV tokens——
35.47 tok/sGeneration · mean · per request
1 × Ryzen AI Max+ 395Single GPU · Unified memory · 128 GB RAM
Configuration
Memory
Unified memory · 128 GB RAM
OS
Not reported
Engine
llama.cpp
Backend
ROCm
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
2026-07-31
Full record →
View
Report
llama-bench
gemma-4-26B-A4B-itBF16Model ref. ↗Token speed0 input tokens · 128 output tokens · 0 existing KV tokens——
24.64 tok/sGeneration · mean · per request
1 × Ryzen AI Max+ 395Single GPU · Unified memory
Configuration
Memory
Unified memory
OS
Fedora Linux 43 (Workstation Edition)
Engine
llama.cpp
Backend
ROCm / rocm-7_2_3
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
1
Date
2026-05-16
Full record →
Models and software in this collection

Model families: DeepSeek R1, DeepSeek V4, DeepSeek V4.1, GLM 4.5, GLM 4.7, GLM 5.3, GPT-OSS, Gemma 4, Laguna, Llama 2, Llama 3.1, Llama 3.2, Ministral 3, Mistral, Muse Glimmer, Nemotron 3, Qwen-AgentWorld, Qwen2.5, Qwen3, Qwen3.5, Qwen3.6, Qwen3.8, TinyLlama

Engines: Gufo, Halogen, Loculus Core, Strata, custom, dwarfstar, halogen-flash-server, hipfire, llama.cpp, llama.cpp (Nathan Vulkan fork), llama.cpp (halo-box-strix), llama.cpp System One, lucebox, ollama, vLLM (Ciru modified), vllm

Methodology and evidence standards · Download the research dataset