| ============================================ |
| [watcher] Started: Sat Mar 14 08:14:25 AM UTC 2026 |
| [watcher] Waiting for PIDs: 22637 22638 22639 22640 22641 22642 22643 22644 |
| [watcher] PIDs done: Sat Mar 14 07:57:35 PM UTC 2026 |
| [watcher] Merging ckpt-5950 results... |
| shard 0: acc=0.9386 (5766/6143) |
| shard 1: acc=0.9390 (5769/6144) |
| shard 2: acc=0.9442 (5801/6144) |
| shard 3: acc=0.9390 (5649/6016) |
| shard 4: acc=0.9437 (5677/6016) |
| shard 5: acc=0.9470 (5697/6016) |
| shard 6: acc=0.9384 (5605/5973) |
| shard 7: acc=0.9465 (5694/6016) |
|
|
| ============================================================ |
| MERGED Accuracy: 45658/48468 = 0.9420 |
| Parse failures: 0 |
| Saved → /mnt/bn/bohanzhainas1/jiashuo/exp/eval_ckpt5950_full_merged.json |
| [watcher] ckpt-5950 merge done: Sat Mar 14 07:57:36 PM UTC 2026 |
| /mnt/bn/bohanzhainas1/jiashuo/exp/eval_ckpt5950_full_merged.json: acc=0.9420 (45658/48468) |
| [watcher] Starting 20-model active-cases eval: Sat Mar 14 07:57:36 PM UTC 2026 |
|
|
| ======================================================== |
| STEP 2: Running 23 models on 8 GPUs |
| ======================================================== |
|
|
| --- Batch starting at index 0 --- |
| GPU0 ← qwen3vl_finetuned (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_qwen3vl_finetuned.log) |
| GPU1 ← qwen3vl_base (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_qwen3vl_base.log) |
| GPU2 ← qwen3vl_instruct (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_qwen3vl_instruct.log) |
| GPU3 ← qwen25vl_7b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_qwen25vl_7b.log) |
| GPU4 ← internvl3_8b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_internvl3_8b.log) |
| GPU5 ← internvl35 (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_internvl35.log) |
| GPU6 ← llava_ov (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_llava_ov.log) |
| GPU7 ← llama32_11b_vision (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_llama32_11b_vision.log) |
| Waiting for batch: qwen3vl_finetuned qwen3vl_base qwen3vl_instruct qwen25vl_7b internvl3_8b internvl35 llava_ov llama32_11b_vision |
| Batch done: Sat Mar 14 08:55:39 PM UTC 2026 |
| --- Batch starting at index 8 --- |
| GPU0 ← phi35_vision (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_phi35_vision.log) |
| GPU1 ← minicpm_v25 (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_minicpm_v25.log) |
| GPU2 ← qwen2vl_7b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_qwen2vl_7b.log) |
| GPU3 ← pixtral_12b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_pixtral_12b.log) |
| GPU4 ← smolvlm (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_smolvlm.log) |
| GPU5 ← glm4v_9b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_glm4v_9b.log) |
| GPU6 ← idefics3_8b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_idefics3_8b.log) |
| GPU7 ← phi4_multimodal (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_phi4_multimodal.log) |
| Waiting for batch: phi35_vision minicpm_v25 qwen2vl_7b pixtral_12b smolvlm glm4v_9b idefics3_8b phi4_multimodal |
| Batch done: Sat Mar 14 09:07:34 PM UTC 2026 |
| --- Batch starting at index 16 --- |
| GPU0 ← cogvlm2_19b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_cogvlm2_19b.log) |
| GPU1 ← deepseek_vl2_small (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_deepseek_vl2_small.log) |
| GPU2 ← videollama2_7b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_videollama2_7b.log) |
| GPU3 ← gemma3_4b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_gemma3_4b.log) |
| GPU4 ← janus_pro_7b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_janus_pro_7b.log) |
| GPU5 ← molmo_7b (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_molmo_7b.log) |
| GPU6 ← moondream2 (log: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs/eval_moondream2.log) |
| Waiting for batch: cogvlm2_19b deepseek_vl2_small videollama2_7b gemma3_4b janus_pro_7b molmo_7b moondream2 |
| Batch done: Sat Mar 14 09:07:55 PM UTC 2026 |
|
|
| ======================================================== |
| FINAL SUMMARY |
| ======================================================== |
|
|
| ------------------------------------------------------------------------------------------------------- |
| Model | Acc | Correct | Rec@1 | Prec@1 | F1@1 | Evaluated | ParseFail |
| ------------------------------------------------------------------------------------------------------- |
| qwen3vl_finetuned | 53.4% | 71/133 | 42.5% | 68.0% | 52.3% | 133 | 0 |
| qwen3vl_base | 50.8% | 63/124 | 32.4% | 68.6% | 44.0% | 124 | 9 |
| qwen3vl_instruct | 48.7% | 56/115 | 24.3% | 73.9% | 36.6% | 115 | 18 |
| qwen25vl_7b | 42.9% | 57/133 | 7.5% | 75.0% | 13.6% | 133 | 0 |
| internvl35 | 42.1% | 56/133 | 8.8% | 63.6% | 15.4% | 133 | 0 |
| internvl3_8b | 39.9% | 53/133 | 0.0% | 0.0% | 0.0% | 133 | 0 |
| qwen2vl_7b | 39.9% | 53/133 | 1.2% | 50.0% | 2.4% | 133 | 0 |
| minicpm_v25 | 38.9% | 7/18 | 33.3% | 83.3% | 47.6% | 18 | 115 |
| llama32_11b_vision | 37.0% | 27/73 | 32.6% | 50.0% | 39.5% | 73 | 60 |
| glm4v_9b | 0.0% | 0/0 | N/A | N/A | N/A | 0 | 0 |
| ------------------------------------------------------------------------------------------------------- |
|
|
| Note: All 238 cases have gt_label=1 (hard false-negatives of the existing model). |
| Acc / Recall@1 = fraction correctly identified as causally related. |
| # VLM Comparison on 238 Hard Cases (False Negatives) |
|
|
| > All 238 cases have gt_label=1. Acc / Recall@1 = fraction correctly identified as causally related. |
|
|
|
|
| | Model | Acc | Correct | Rec@1 | Prec@1 | F1@1 | Evaluated | ParseFail | |
| |--------------------------------|--------|----------|---------|---------|--------|-----------|-----------| |
| | qwen3vl_finetuned | 53.4% | 71/133 | 42.5% | 68.0% | 52.3% | 133 | 0 | |
| | qwen3vl_base | 50.8% | 63/124 | 32.4% | 68.6% | 44.0% | 124 | 9 | |
| | qwen3vl_instruct | 48.7% | 56/115 | 24.3% | 73.9% | 36.6% | 115 | 18 | |
| | qwen25vl_7b | 42.9% | 57/133 | 7.5% | 75.0% | 13.6% | 133 | 0 | |
| | internvl35 | 42.1% | 56/133 | 8.8% | 63.6% | 15.4% | 133 | 0 | |
| | internvl3_8b | 39.9% | 53/133 | 0.0% | 0.0% | 0.0% | 133 | 0 | |
| | qwen2vl_7b | 39.9% | 53/133 | 1.2% | 50.0% | 2.4% | 133 | 0 | |
| | minicpm_v25 | 38.9% | 7/18 | 33.3% | 83.3% | 47.6% | 18 | 115 | |
| | llama32_11b_vision | 37.0% | 27/73 | 32.6% | 50.0% | 39.5% | 73 | 60 | |
| | glm4v_9b | 0.0% | 0/0 | N/A | N/A | N/A | 0 | 0 | |
| Markdown saved to: /mnt/bn/bohanzhainas1/jiashuo/exp/active_cases_eval/model_comparison.md |
| Markdown saved to: /mlx/users/jiashuo.fan/playground/inference/model_comparison.md |
| CSV saved to: /mnt/bn/bohanzhainas1/jiashuo/exp/active_cases_eval/model_comparison.csv |
| CSV saved to: /mlx/users/jiashuo.fan/playground/inference/model_comparison.csv |
| JSON saved to: /mnt/bn/bohanzhainas1/jiashuo/exp/active_cases_eval/comparison_table.json |
|
|
| Results at: /mnt/bn/bohanzhainas1/jiashuo/exp/active_cases_eval |
| Logs at: /mlx/users/jiashuo.fan/playground/inference/active_cases/logs |
| [watcher] Active-cases eval done: Sat Mar 14 09:07:55 PM UTC 2026 |
| [watcher] Starting 3-checkpoint train-data eval: Sat Mar 14 09:07:55 PM UTC 2026 |
| Training data eval: checkpoints 1700 3400 5950 |
| Data dir: /mnt/hdfs/byte_tt_data_cu_vagcp/haogeng.liu/new_policy7w_v2_reformat |
| Target: ~6000 samples per checkpoint |
|
|
|
|
| ======================================================== |
| Evaluating checkpoint-1700 |
| Path: /mnt/bn/bohanzhainas1/jiashuo/exp/new_policy7w_v2_reformat/checkpoint-1700/hf_model |
| Output: /mnt/bn/bohanzhainas1/jiashuo/exp/eval_ckpt1700_6k_shard*.json |
| Target: ~6000 samples (6000/8 per GPU) |
| ======================================================== |
| GPU 0 → /mlx/users/jiashuo.fan/playground/inference/logs/eval_ckpt1700_gpu0.log |
| GPU 1 → /mlx/users/jiashuo.fan/playground/inference/logs/eval_ckpt1700_gpu1.log |
| GPU 2 → /mlx/users/jiashuo.fan/playground/inference/logs/eval_ckpt1700_gpu2.log |
| GPU 3 → /mlx/users/jiashuo.fan/playground/inference/logs/eval_ckpt1700_gpu3.log |
| GPU 4 → /mlx/users/jiashuo.fan/playground/inference/logs/eval_ckpt1700_gpu4.log |
| GPU 5 → /mlx/users/jiashuo.fan/playground/inference/logs/eval_ckpt1700_gpu5.log |
| GPU 6 → /mlx/users/jiashuo.fan/playground/inference/logs/eval_ckpt1700_gpu6.log |
| GPU 7 → /mlx/users/jiashuo.fan/playground/inference/logs/eval_ckpt1700_gpu7.log |
|
|
| Launched 8 workers. Watching logs: |
| tail -f /mlx/users/jiashuo.fan/playground/inference/logs/eval_ckpt1700_gpu*.log |
|
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