AMD-Pro-BenchCommunity

13,812 benchmarks in 32 GPU combinations documented

RX 9070 LLM benchmarks

96 results · 143 measurements · 12 sources

Device specifications
VariantMemoryMemory typeBusBandwidthFP16 matrixINT8 matrix
RX 9070 ↗16 GBGDDR6256-bit640 GB/s145 TFLOPS289 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 96 results

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

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Generic LLM
Qwen3.6-35B-A3BTQ3_4SWeights ↗HumanEvalFull 164 problems
59.15 %pass@1 · 97 / 164 · Executable tests
38 tok/sThroughput · aggregate
——1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows / WSL2
Engine
llama.cpp TurboQuant fork
Backend
ROCm / HIP
Harness
run_humaneval_openai_api_v2.py + human_eval
Prompt / output
? / ? tokens
Context
65536
Concurrency
1
Date
2026-05-12
Full record →
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Generic LLM
Qwen3.5-9BUD-Q4_K_XLModel ref. ↗HumanEvalFull 164 problems
67.07 %pass@1 · n = 164 · Executable tests
—
37.98 tok/sGeneration · mean · per request
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows / WSL2
Engine
llama.cpp
Backend
ROCm / HIP
Harness
custom OpenAI API HumanEval runner
Prompt / output
? / ? tokens
Context
16384
Concurrency
Not reported
Date
Not reported
Full record →
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Generic LLM
Qwen3.6-27BTQ3_4SWeights ↗HumanEvalFull164problems
78.05 %pass@1 · 128 / 164 · Executable tests
16.8 tok/sThroughput · aggregate
——1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows / WSL2
Engine
llama.cpp TurboQuant fork
Backend
ROCm / HIP
Harness
custom OpenAI API HumanEval runner + human-eval
Prompt / output
? / ? tokens
Context
65536
Concurrency
1
Date
2026-05-12
Full record →
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LocalMaxxing
Qwen3.6-35B-A3BQ4_K_XLModel ref. ↗Token speed—
399 tok/sPrefill · unknown
47 tok/sGeneration · unknown
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Fedora Linux 43
Engine
llama.cpp
Backend
rocm
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
127 / 6391 tokens
Context
131072
Concurrency
Not reported
Date
2026-05-16
Full record →
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llama-bench
Qwen3.5-9BUD-Q4_K_XLModel ref. ↗Conflicting evidenceToken speed—
2,115.89 tok/sPrefill · mean · per request
—1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
8192 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-09-01
Full record →
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llama-bench
Llama-3-8B (checkpoint unspecified)Q4_0Model ref. ↗Token speed—
2,511.81 tok/sPrefill · mean · per request
—1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11 Pro 10.0.26200
Engine
llama.cpp
Backend
Vulkan
Harness
RigRoute standard-ai-v0.1 / llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-09-27
Full record →
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llama-bench
gemma-4-26B-A4B-itQ4_0Model ref. ↗Token speed—
3,868 tok/sPrefill · per request
—1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
512 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-09-06
Full record →
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llama-bench
DeepSeek-R1-Distill-Llama-8BQ8_0Model ref. ↗Token speed——
70.65 tok/sGeneration · mean · per request
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Ubuntu 26.04 LTS / Linux 7.0
Engine
llama.cpp
Backend
Vulkan
Harness
Phoronix Test Suite / llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-06-01
Full record →
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llama-bench
Llama-2-7BQ4_0Model ref. ↗Token speed—
2,361.1 tok/sPrefill · mean · per request
—1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 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
2025-08-17
Full record →
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Generic LLM
Llama-2-13b-chatQuant not reportedModel ref. ↗Procyon——
59.67 tok/sGeneration · per request
1 × RX 9070Single 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
Qwen3.8-27BUD-Q4_K_XLWeights ↗Token speed——
22.1 tok/sGeneration · per request
2 × RX 9070Multi-GPU · split unknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
Vulkan
Harness
Contributor local greedy streaming harness
Prompt / output
? / ? tokens
Context
262144
Concurrency
1
Date
Not reported
Full record →
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Generic LLM
Llama-3.1-8B-InstructQuant not reportedModel ref. ↗Procyon
1,787 pointsBenchmark score · Per request
——1 × RX 9070Single 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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Generic LLM
Qwen3.5-9BUD-Q4_K_XLModel ref. ↗HumanEvalFull 164 problems
67.07 %pass@1 · n = 164 · Executable tests
—
39.8 tok/sGeneration · mean · per request
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows / WSL2
Engine
llama.cpp
Backend
ROCm / HIP
Harness
custom OpenAI API HumanEval runner
Prompt / output
? / ? tokens
Context
16384
Concurrency
Not reported
Date
Not reported
Full record →
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Coding session
Qwen3.6-27BTQ3_4SWeights ↗Conflicting evidencePinchBenchFive-task smoke / sanity,calendar,summary,weather,csv_iris_summary1 concurrent request
4.46 / 5LLM judge
——1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows / WSL2
Engine
llama.cpp TurboQuant fork
Backend
ROCm / HIP
Harness
OpenClaw / PinchBench / OpenClaw
Prompt / output
? / ? tokens
Context
65536
Concurrency
1
Date
2026-05-12
Full record →
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LocalMaxxing
Qwen3.6-35B-A3BQ4_K_XLModel ref. ↗Token speed——
34.2 tok/sGeneration · unknown
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Fedora Linux 43
Engine
llama.cpp
Backend
vulkan
Harness
LocalMaxxing community speed test; exact client where reported
Prompt / output
144 / 2557 tokens
Context
131072
Concurrency
Not reported
Date
2026-05-04
Full record →
View
Report
llama-bench
Qwen3.5-9BUD-Q4_K_XLModel ref. ↗Conflicting evidenceToken speed——
86.45 tok/sGeneration · mean · per request
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
0 / 512 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-09-01
Full record →
View
Report
llama-bench
Llama-3-8B (checkpoint unspecified)Q4_0Model ref. ↗Token speed——
102.31 tok/sGeneration · mean · per request
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11 Pro 10.0.26200
Engine
llama.cpp
Backend
Vulkan
Harness
RigRoute standard-ai-v0.1 / llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-09-27
Full record →
View
Report
llama-bench
gemma-4-26B-A4B-itQ4_0Model ref. ↗Token speed——
157.2 tok/sGeneration · per request
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows 11
Engine
llama.cpp
Backend
Vulkan
Harness
llama-bench
Prompt / output
0 / 128 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-09-06
Full record →
View
Report
llama-bench
DeepSeek-R1-Distill-Llama-8BQ8_0Model ref. ↗Token speed—
3,478.42 tok/sPrefill · mean · per request
—1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Ubuntu 26.04 LTS / Linux 7.0
Engine
llama.cpp
Backend
Vulkan
Harness
Phoronix Test Suite / llama-bench
Prompt / output
2048 / 0 tokens
Context
Not reported
Concurrency
Not reported
Date
2026-06-01
Full record →
View
Report
llama-bench
Llama-2-7BQ4_0Model ref. ↗Token speed——
99.39 tok/sGeneration · mean · per request
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 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
2025-08-17
Full record →
View
Report
Generic LLM
Llama-3.1-8B-InstructQuant not reportedModel ref. ↗Procyon——
87.59 tok/sGeneration · per request
1 × RX 9070Single 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
Qwen3.8-27BUD-Q4_K_XLWeights ↗Token speed——
21 tok/sGeneration · per request
2 × RX 9070Multi-GPU · split unknown · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Not reported
Engine
llama.cpp
Backend
Vulkan
Harness
Contributor local greedy streaming harness
Prompt / output
? / ? tokens
Context
262144
Concurrency
1
Date
Not reported
Full record →
View
Report
Generic LLM
Qwen3.5-9BUD-Q4_K_XLModel ref. ↗HumanEvalFull 164 problems
66.46 %pass@1 · n = 164 · Executable tests
—
38.76 tok/sGeneration · mean · per request
1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows / WSL2
Engine
llama.cpp
Backend
ROCm / HIP
Harness
custom OpenAI API HumanEval runner
Prompt / output
? / ? tokens
Context
16384
Concurrency
Not reported
Date
Not reported
Full record →
View
Report
Coding session
Qwen3.6-27BTQ3_4SWeights ↗PinchBenchFive-task smoke1 concurrent request
100 %LLM judge · n = 1
——1 × RX 9070Single GPU · 16 GB VRAM/GPU
Configuration
Memory
16 GB VRAM/GPU
OS
Windows / WSL2
Engine
llama.cpp TurboQuant fork
Backend
ROCm / HIP
Harness
OpenClaw / PinchBench / OpenClaw
Prompt / output
? / ? tokens
Context
65536
Concurrency
1
Date
2026-05-12
Full record →
Models and software in this collection

Model families: DeepSeek R1, GPT-OSS, Gemma 4, Granite 3.0, Llama 2, Llama 3, Llama 3.1, Mistral, Phi 3.5, Qwen3, Qwen3.5, Qwen3.6, Qwen3.8

Engines: ONNX Runtime, llama.cpp, llama.cpp TurboQuant fork

Methodology and evidence standards · Download the research dataset