Create utils.py

utils.py

@@ -0,0 +1,32 @@
+# utils.py
+
+ARCH_ANALOGIES = {
+    "cnn": "🍲 CNN is like a sieve — strains local patterns from your data broth, layer by layer.",
+    "rnn": "⏲️ RNN is your slow-simmer pot — remembers earlier flavors to enrich the final dish.",
+    "transformer": "🌡️ Transformer is your sous-vide — precise, parallel, deeply flavorful at every layer."
+}
+
+def get_auto_hyperparams(arch_type, num_layers):
+    """Auto-Seasoning™ — smart defaults based on architecture and depth"""
+    base_config = {
+        "cnn": {"lr": 1e-3, "epochs": 3, "batch": 16},
+        "rnn": {"lr": 5e-4, "epochs": 4, "batch": 8},
+        "transformer": {"lr": 3e-4, "epochs": 3, "batch": 4}
+    }
+
+    config = base_config.get(arch_type, base_config["transformer"])
+
+    # Adjust for layer depth
+    if num_layers > 8:
+        config["lr"] *= 0.6
+        config["epochs"] += 2
+        config["batch"] = max(2, config["batch"] // 2)
+    elif num_layers < 4:
+        config["lr"] *= 1.3
+        config["batch"] = min(32, config["batch"] * 2)
+
+    return {
+        "learning_rate": round(config["lr"], 6),
+        "epochs": config["epochs"],
+        "batch_size": config["batch"]
+    }