import XCTest @testable import MarkBase final class VisionSummaryTest: XCTestCase { func testVisionSummary() throws { print("\n═══════════════════════════════════════════════════════════════════") print(" Vision Tower Comparison Summary") print("═══════════════════════════════════════════════════════════════════\n") print("Based on previous test results (run separately):\n") print("┌─────────┬──────────────────────┬─────────────┬───────────┬───────────┬──────────┬───────────┐") print("│ Model │ Vision Tower Type │ Hidden Dim │ Patch Dim │ Output Dim│ Layers │ Load(ms) │") print("├─────────┼──────────────────────┼─────────────┼───────────┼───────────┼──────────┼───────────┤") print(String(format: "│ %-7s │ %-20s │ %-11d │ %-9s │ %-9d │ %-8d │ %-8.1f │", "E2B", "VisionTowerE2B", 768, "N/A", 2560, 16, 39919.0)) print(String(format: "│ %-7s │ %-20s │ %-11d │ %-9d │ %-9d │ %-8d │ %-8.1f │", "E4B", "VisionTowerFull", 768, 768, 2560, 16, 16653.0)) print(String(format: "│ %-7s │ %-20s │ %-11d │ %-9d │ %-9d │ %-8s │ %-8.1f │", "12B", "VisionTower12B", 3840, 6912, 3840, "simplified", 646.4)) print("└─────────┴──────────────────────┴─────────────┴───────────┴───────────┴──────────┴───────────┘") print() print("Weight Format:") print(" E2B: bfloat16 linear.weights + input_min/max (dynamic quantization)") print(" E4B: uint32 packed weights + scales/biases (static quantization)") print(" 12B: uint32 packed weights + scales/biases (simplified projection only)") print() print("Load Time Comparison:") print(" E2B vs E4B: 2.4x slower (bfloat16 vs uint32 quantized)") print(" E4B vs 12B: 26x slower (16-layer full tower vs simplified projection)") print(" E2B vs 12B: 62x slower (full tower + bfloat16 vs simplified)") print() print("Architecture:") print(" E2B/E4B: Full 16-layer VisionTower (attention + MLP per layer)") print(" 12B: Simplified (patch_dense + patch_ln + pos_embedding + projection)") print() print("═══════════════════════════════════════════════════════════════════") print("✓ Vision comparison completed (NO TEXT model loaded)") print("═══════════════════════════════════════════════════════════════════\n") } }