Summary
MVP qualification runs for Qwen2.5-Coder models complete with 57% of scenarios skipped because apr pull only provides SafeTensors format. The APR and GGUF formats are unavailable, causing all multi-format scenarios to skip with "Format Apr/Gguf not available for model file".
MVP Results
| Model |
Total |
Passed |
Skipped |
Failed |
Pass Rate |
Duration |
| 0.5B |
21 |
9 |
12 |
0 |
42.9% |
25s |
| 1.5B |
21 |
9 |
12 |
0 |
42.9% |
85s |
| 3B |
19 |
0 |
0 |
19 |
0% |
blocked (aprender#210) |
| 7B |
19 |
0 |
0 |
19 |
0% |
blocked (aprender#210) |
Evidence Pattern (identical for 0.5B and 1.5B)
All 3 pre-flight gates pass:
- G0-PULL-001: PASS (SafeTensors pulled from pacha cache)
- G0-VALIDATE-001: PASS (physics validation)
- G0-INTEGRITY-CONFIG: PASS (config matches tensors)
All 6 SafeTensors scenarios pass (run/chat/serve × cpu/gpu):
- F-A1 through F-A6: CORROBORATED on
safetensors/*
All 12 APR and GGUF scenarios skip:
Skipped F-A1-001 apr/run/cpu Format Apr not available for model file
Skipped F-A1-001 gguf/run/cpu Format Gguf not available for model file
... (×6 modality/backend combos each)
Root Cause
apr pull delivers only the SafeTensors triplet (<hash>.safetensors, <hash>.config.json, <hash>.tokenizer.json). For full MVP qualification, the executor also needs:
- GGUF format — either pulled directly or converted from SafeTensors
- APR format — converted from SafeTensors via
apr import
Requested
Either:
- Option A:
apr pull also downloads/converts GGUF and APR formats
- Option B:
apr convert command that takes a SafeTensors path and produces GGUF and APR files in the pacha cache
- Option C: The QA executor handles conversion itself (less preferred — duplicates
apr logic)
Cross-References
Summary
MVP qualification runs for Qwen2.5-Coder models complete with 57% of scenarios skipped because
apr pullonly provides SafeTensors format. The APR and GGUF formats are unavailable, causing all multi-format scenarios to skip with "Format Apr/Gguf not available for model file".MVP Results
Evidence Pattern (identical for 0.5B and 1.5B)
All 3 pre-flight gates pass:
All 6 SafeTensors scenarios pass (run/chat/serve × cpu/gpu):
safetensors/*All 12 APR and GGUF scenarios skip:
Root Cause
apr pulldelivers only the SafeTensors triplet (<hash>.safetensors,<hash>.config.json,<hash>.tokenizer.json). For full MVP qualification, the executor also needs:apr importRequested
Either:
apr pullalso downloads/converts GGUF and APR formatsapr convertcommand that takes a SafeTensors path and produces GGUF and APR files in the pacha cacheaprlogic)Cross-References