playground/inference/logs/post_eval_watcher.log

============================================
[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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