Instructions to use purefall/shotpilot-e5-subject-v2-qwen3vl8b-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use purefall/shotpilot-e5-subject-v2-qwen3vl8b-lora with PEFT:
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- Notebooks
- Google Colab
- Kaggle
ShotPilot Full-Five-Evidence Subject-v2 LoRA
This archive contains all three epoch checkpoints and reproducibility artifacts for the strict subject-v2 ablation.
Controlled Difference
The run uses the same 2,483 image pairs, prompt, full-five-evidence serialization, ordering, evaluation set, and optimization configuration as the preceding full-five-evidence run. Only the subject dimension was replaced on 1,742 covered rows. Train JSONL SHA256: 9a1d57c5210c4596d4ebce78a159105c85632d6ff0f91eeb81f1c7e5a2c4d586.
Training
- Qwen3-VL-8B-Instruct
- LoRA rank 64, alpha 32, dropout 0.05
- 3 epochs; checkpoints 156/312/468
- learning rate 5e-6, weight decay 0.1, warmup ratio 0.03, cosine schedule
- global batch size 16, BF16, max sequence length 4096, image size 672, seed 42
Evaluation
Each checkpoint was evaluated on fixed Eval100_new with the fixed free-review prompt, deterministic decoding, and max_new_tokens=768. Ground-truth fallback and pair judging were disabled.
Primary outputs remain untouched. Repaired outputs replace only rows with loop_8gram_max >= 4 using deterministic no-repeat decoding and retain provenance.
| Checkpoint | Primary loops | Repaired loops | Repaired rows |
|---|---|---|---|
| 156 | 52 | 0 | 52 |
| 312 | 10 | 0 | 10 |
| 468 | 10 | 0 | 10 |
Every primary and repaired output contains exactly 100 unique evaluation IDs. Repaired outputs are decoding interventions and must not be reported as untouched model output.
Archive
checkpoints/: adapter weights, adapter configs, trainer states, and checkpoint READMEsnonweights.tar: train/eval JSONL, scripts, summaries, token audit, and logsmanifest.json: byte sizes and SHA256 checksums
Optimizer state, base-model weights, and images are excluded.
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Model tree for purefall/shotpilot-e5-subject-v2-qwen3vl8b-lora
Base model
Qwen/Qwen3-VL-8B-Instruct