Benchmark Results - 20260308T003605

Model Selection (6-slot / 2-socket)

Slot	Socket	Role	Model	Composite Score
1	Node 1 (port 11434)	General (locked)	llama3.2:3b	0.001
2	Node 1 (port 11434)	General (locked)	command-r:35b	0.0
5	Node 1 (port 11434)	General (rotate)	llama3.1:70b	0.0
3	Node 0 (port 11435)	Coding (locked)	codellama:34b	0.0
4	Node 0 (port 11435)	Coding (locked)	deepseek-coder-v2:16b	0.0
6	Node 0 (port 11435)	Coding (rotate)	qwen2.5-coder:14b	0.0

Detailed Metrics

codellama:34b

Category: coding
Coding Quality: 0
General Quality: 0.008
Avg Tokens/sec: 0.1
Latency (ms): 221414.9
Coding Composite: 0.0
General Composite: 0.004

deepseek-coder-v2:16b

Category: coding
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 9999
Coding Composite: 0.0
General Composite: 0.0

qwen2.5-coder:14b

Category: coding
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 239690.0
Coding Composite: 0.0
General Composite: 0.0

deepseek-coder-v2:latest

Category: coding
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 9999
Coding Composite: 0.0
General Composite: 0.0

command-r:35b

Category: general
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.1
Latency (ms): 169971.8
Coding Composite: 0.0
General Composite: 0.0

llama3.1:70b

Category: general
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 9999
Coding Composite: 0.0
General Composite: 0.0

mistral-nemo:latest

Category: general
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 9999
Coding Composite: 0.0
General Composite: 0.0

mistral:latest

Category: general
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 9999
Coding Composite: 0.0
General Composite: 0.0

llama3.1:8b

Category: general
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 9999
Coding Composite: 0.0
General Composite: 0.0

qwen2.5-coder:7b

Category: coding
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 9999
Coding Composite: 0.0
General Composite: 0.0

gemma3:12b-it-q4_K_M

Category: general
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 9999
Coding Composite: 0.0
General Composite: 0.0

llama3.2:3b

Category: general
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.1
Latency (ms): 130127.2
Coding Composite: 0.001
General Composite: 0.001

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