Benchmark Results - 20260309T080551
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) |
gemma3:12b-it-q4_K_M |
0.0 |
| 5 |
Node 1 (port 11434) |
General (rotate) |
none |
N/A |
| 3 |
Node 0 (port 11435) |
Coding (locked) |
qwen2.5-coder:7b |
0.316 |
| 4 |
Node 0 (port 11435) |
Coding (locked) |
deepseek-coder-v2:latest |
0.0 |
| 6 |
Node 0 (port 11435) |
Coding (rotate) |
none |
N/A |
Detailed Metrics
deepseek-coder-v2:latest
- Category: coding
- Coding Quality: 0
- General Quality: 0
- Avg Tokens/sec: 0.0
- Latency (ms): 676104.3
- 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): 154480.0
Coding Composite: 0.001
General Composite: 0.001
gemma3:12b-it-q4_K_M
Category: general
Coding Quality: 0
General Quality: 0
Avg Tokens/sec: 0.0
Latency (ms): 722357.3
Coding Composite: 0.0
General Composite: 0.0
qwen2.5-coder:7b
Category: coding
Coding Quality: 0.7
General Quality: 0
Avg Tokens/sec: 0.1
Latency (ms): 145493.5
Coding Composite: 0.316
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