{ "base_model": "LiquidAI/LFM2-VL-3B", "method": "layer_pruning_ppl", "method_name": "PPL-based (Shortened LLaMA)", "layers_removed": [ 3, 6, 7, 10, 11, 14, 15, 18, 25 ], "n_layers_original": 30, "n_layers_remaining": 21, "params_before_M": 2999.0, "params_after_M": 2253.3, "param_reduction_pct": 24.9, "benchmarks": { "vqav2": { "accuracy": 0.0, "avg_latency_s": 0.0, "peak_memory_mb": 7981.1, "avg_memory_mb": 7981.0, "throughput_sps": 0.0, "avg_power_w": 235.4, "avg_gpu_util_pct": 57.2, "n_samples": 50, "n_evaluated": 0, "n_skipped": 50, "all_failed": true, "zero_accuracy_warning": false } } }