pruning_info.json

{
  "base_model": "apple/FastVLM-0.5B",
  "method": "layer_pruning_shortgpt_bi_score",
  "layers_removed": [
    7,
    8,
    9
  ],
  "n_layers_original": 24,
  "n_layers_remaining": 21,
  "params_before_M": 758.8,
  "params_after_M": 714.1,
  "param_reduction_pct": 5.9,
  "benchmarks": {
    "vqav2": {
      "accuracy": 0.2933,
      "avg_latency_s": 0.5645,
      "peak_memory_mb": 2607.1,
      "avg_memory_mb": 2564.0,
      "throughput_sps": 1.77,
      "avg_power_w": 102.8,
      "avg_gpu_util_pct": 26.5,
      "n_samples": 50,
      "n_evaluated": 50,
      "n_skipped": 0,
      "all_failed": false,
      "zero_accuracy_warning": false,
      "metrics": {
        "exact_match": 0.2933,
        "contains": 0.44,
        "token_f1": 0.3573,
        "bleu": 0.3433,
        "rouge_l": 0.3573
      }
    }
  }
}