Benchmark Results - 20260310T160815

Model Selection (6-slot / 2-socket)

Slot	Socket	Role	Model	Composite Score
1	Node 1 (port 11434)	General (locked)	llama3.2:3b	0.832
2	Node 1 (port 11434)	General (locked)	llama3.1:8b	0.624
5	Node 1 (port 11434)	General (rotate)	gemma3:12b-it-q4_K_M	0.482
3	Node 0 (port 11435)	Coding (locked)	deepseek-coder-v2:16b	0.737
4	Node 0 (port 11435)	Coding (locked)	deepseek-coder-v2:latest	0.735
6	Node 0 (port 11435)	Coding (rotate)	qwen2.5-coder:7b	0.666

Detailed Metrics

codellama:34b

Category: coding
Coding Quality: 0.833
General Quality: 0.586
Avg Tokens/sec: 3.2
Latency (ms): 4336.2
Coding Composite: 0.432
General Composite: 0.321

deepseek-coder-v2:latest

Category: coding
Coding Quality: 0.833
General Quality: 0.885
Avg Tokens/sec: 24.1
Latency (ms): 1411.4
Coding Composite: 0.735
General Composite: 0.759

deepseek-coder-v2:16b

Category: coding
Coding Quality: 0.833
General Quality: 0.885
Avg Tokens/sec: 24.2
Latency (ms): 1383.8
Coding Composite: 0.737
General Composite: 0.76

qwen2.5-coder:14B

Category: coding
Coding Quality: 0.85
General Quality: 0.931
Avg Tokens/sec: 6.6
Latency (ms): 2181.0
Coding Composite: 0.573
General Composite: 0.609

llama3.1:8b

Category: general
Coding Quality: 0.823
General Quality: 0.877
Avg Tokens/sec: 11.8
Latency (ms): 2183.4
Coding Composite: 0.6
General Composite: 0.624

qwen2.5-coder:7b

Category: coding
Coding Quality: 0.85
General Quality: 0.91
Avg Tokens/sec: 12.6
Latency (ms): 1210.0
Coding Composite: 0.666
General Composite: 0.693

gemma3:12b-it-q4_K_M

Category: general
Coding Quality: 0.873
General Quality: 0.966
Avg Tokens/sec: 6.2
Latency (ms): 5540.1
Coding Composite: 0.44
General Composite: 0.482

llama3.2:3b

Category: general
Coding Quality: 0.89
General Quality: 0.954
Avg Tokens/sec: 24.2
Latency (ms): 581.0
Coding Composite: 0.803
General Composite: 0.832

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