Benchmark Results - 20260310T170013

Model Selection (6-slot / 2-socket)

Slot	Socket	Role	Model	Composite Score
1	Node 1 (port 11434)	General (locked)	llama3.2:3b	0.814
2	Node 1 (port 11434)	General (locked)	llama3.1:8b	0.623
5	Node 1 (port 11434)	General (rotate)	gemma3:12b-it-q4_K_M	0.481
3	Node 0 (port 11435)	Coding (locked)	deepseek-coder-v2:16b	0.723
4	Node 0 (port 11435)	Coding (locked)	qwen2.5-coder:7b	0.655
6	Node 0 (port 11435)	Coding (rotate)	qwen2.5-coder:14B	0.57

Detailed Metrics

codellama:34b

Category: coding
Coding Quality: 0.833
General Quality: 0.586
Avg Tokens/sec: 3.2
Latency (ms): 4235.4
Coding Composite: 0.437
General Composite: 0.326

deepseek-coder-v2:16b
Category: coding
Coding Quality: 0.833
General Quality: 0.885
Avg Tokens/sec: 23.5
Latency (ms): 1568.5
Coding Composite: 0.723
General Composite: 0.746

qwen2.5-coder:14B
Category: coding
Coding Quality: 0.85
General Quality: 0.931
Avg Tokens/sec: 6.6
Latency (ms): 2229.7
Coding Composite: 0.57
General Composite: 0.607

llama3.1:8b
Category: general
Coding Quality: 0.823
General Quality: 0.877
Avg Tokens/sec: 11.8
Latency (ms): 2202.0
Coding Composite: 0.599
General Composite: 0.623

qwen2.5-coder:7b
Category: coding
Coding Quality: 0.85
General Quality: 0.91
Avg Tokens/sec: 12.5
Latency (ms): 1431.0
Coding Composite: 0.655
General Composite: 0.682

gemma3:12b-it-q4_K_M
Category: general
Coding Quality: 0.873
General Quality: 0.966
Avg Tokens/sec: 6.1
Latency (ms): 5941.9
Coding Composite: 0.439
General Composite: 0.481

llama3.2:3b
Category: general
Coding Quality: 0.89
General Quality: 0.954
Avg Tokens/sec: 23.0
Latency (ms): 754.8
Coding Composite: 0.786
General Composite: 0.814

Scoring Formula

Composite = quality * 0.45 + token_speed_normalized * 0.30 + latency_score * 0.25
Speed normalized against 40 tok/sec ceiling (hardware-observed max)
Coding quality (per-prompt): code_gen: has_def×0.20 + has_return×0.20 + has_docstring×0.15 + has_type_hint×0.15 + has_code_block×0.10 + has_assert×0.08 + has_test_def×0.07 + has_import×0.05 debug: has_def×0.30 + has_return×0.30 + has_code_block×0.25 + has_assert×0.15 refactor: has_def×0.25 + has_return×0.25 + has_code_block×0.20 + has_type_hint×0.15 + has_import×0.15
Category: override dict → quality delta (coding_avg - general_avg >= 0.1) → name pattern (coder/codestral/codellama/starcoder) → general