AMD-Pro-BenchCommunity

13,812 benchmarks in 32 GPU combinations documented

2 × W7800 LLM benchmarks

117 results · 360 measurements · 1 source

Device specifications
VariantMemoryMemory typeBusBandwidthFP16 matrixINT8 matrix
W7800 48GB ↗48 GBGDDR6384-bit864 GB/s90.4 TFLOPS90.4 TOPS
W7800 ↗32 GBGDDR6256-bit576 GB/s90.4 TFLOPS90.4 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 117 results

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

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Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceHumanEval100 problems
88 %Reported pass@1 · n = 100
—
7.05 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-Small-2-24B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceHumanEval100 problems
88 %Reported pass@1 · n = 100
—
31.57 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
gemma-4-26B-A4B-itQ4_K_MModel ref. ↗Conflicting evidenceHumanEval100 problems
96 %Reported pass@1 · n = 100
—
71.18 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
GLM-4.5-AirQ4_K_MModel ref. ↗Conflicting evidenceHumanEval100 problems
63 %Reported pass@1 · n = 100
—
37.33 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
GLM-4.7-FlashQ4_K_MModel ref. ↗Conflicting evidenceHumanEval100 problems
90 %Reported pass@1 · n = 100
—
69.8 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
gpt-oss-120bQ4_K_MModel ref. ↗Conflicting evidenceHumanEval100 problems
94 %Reported pass@1 · n = 100
—
74.78 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Mistral-Small-4-119B-2603UD-Q4_K_MModel ref. ↗Conflicting evidenceHumanEval100 problems
89 %Reported pass@1 · n = 100
—
56.51 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Qwen3-Coder-30B-A3B-InstructQ4_K_MModel ref. ↗Conflicting evidenceHumanEval100 problems
98 %Reported pass@1 · n = 100
—
94.08 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Qwen3-Coder-NextQ4_K_MModel ref. ↗Conflicting evidenceHumanEval100 problems
96 %Reported pass@1 · n = 100
—
67.21 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / ? tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-bulk-dispatcher-impl——
7 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 729 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-horner-mpmath-derivative——
7.06 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 168 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-invoke-sign-artifacts-ps——
6.99 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 753 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-legacy-rename-toolchain——
7.04 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 859 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-nuget-multitarget-design——
7.05 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 329 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-parser-nunit-tests——
7.04 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 340 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-poincare-section-pytest——
6.96 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 932 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-range-expand-bug-fix——
7.1 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 109 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-relay-command-refactor——
7.04 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 228 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-resx-toolbar-button——
7.04 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 295 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-vanderpol-rk4-bugfix——
7.08 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 139 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-2-123B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-vanderpol-rk4-stepper-c——
7.02 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 444 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-Small-2-24B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-bulk-dispatcher-impl——
31.35 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 836 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-Small-2-24B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-horner-mpmath-derivative——
31.56 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 266 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Custom evaluation
Devstral-Small-2-24B-Instruct-2512Q4_K_MModel ref. ↗Conflicting evidenceToken speedsynth-invoke-sign-artifacts-ps——
31.39 tok/sGeneration · mean · per request
2 × W7800Layer split · 48 GB VRAM/GPU
Configuration
Memory
48 GB VRAM/GPU
OS
Ubuntu 24.04 LTS
Engine
Ollama
Backend
ROCm
Harness
BoJl unified evaluation harness (2026-08)
Prompt / output
? / 670 tokens
Context
Not reported
Concurrency
Not reported
Date
Not reported
Full record →
Models and software in this collection

Model families: Devstral 2, Devstral Small 2, GLM 4.5, GLM 4.7, GPT-OSS, Gemma 4, Mistral Small 4, Qwen3

Engines: Ollama

Methodology and evidence standards · Download the research dataset