"""
NeuraTensor Core Module - Proprietary
=====================================
This code is obfuscated and proprietary.
Reverse engineering is prohibited.
© 2024-2025 Neuramorphic, Inc.
"""
""

from .model_config import ModelConfig, JetsonOrinConfig

def create_64m_config() -> JetsonOrinConfig:
    ""
    return JetsonOrinConfig(

        vocab_size=50000,
        hidden_size=1280,
        max_sequence_length=64,

        snn_layers=6,
        snn_hidden_size=768,
        snn_neurons_per_layer=768,

        neurossm_layers=10,
        neurossm_hidden_size=1280,
        neurossm_state_size=160,

        dtype="float16",
        mixed_precision=True,
        gradient_checkpointing=False,
        memory_efficient_attention=True,
        fast_mode=True,

        device="cuda",
        use_cuda=True,

        power_optimization=True,
        target_power_mode="MAXN",
        thermal_monitoring=True,
        thermal_throttle_temp=85.0,
        max_memory_usage_mb=16000,
        cache_clear_interval=5,
    )

def create_256m_config() -> JetsonOrinConfig:
    ""
    return JetsonOrinConfig(

        vocab_size=50000,
        hidden_size=2048,
        max_sequence_length=128,

        snn_layers=12,
        snn_hidden_size=1024,
        snn_neurons_per_layer=1024,

        neurossm_layers=16,
        neurossm_hidden_size=2048,
        neurossm_state_size=256,

        dtype="float16",
        mixed_precision=True,
        gradient_checkpointing=True,
        memory_efficient_attention=True,
        fast_mode=True,

        device="cuda",
        use_cuda=True,

        power_optimization=True,
        target_power_mode="MAXN",
        thermal_monitoring=True,
        thermal_throttle_temp=85.0,
        max_memory_usage_mb=24000,
        cache_clear_interval=3,
    )

def create_1b_config() -> JetsonOrinConfig:
    ""
    return JetsonOrinConfig(

        vocab_size=50000,
        hidden_size=4096,
        max_sequence_length=256,

        snn_layers=24,
        snn_hidden_size=2048,
        snn_neurons_per_layer=2048,

        neurossm_layers=32,
        neurossm_hidden_size=4096,
        neurossm_state_size=512,

        dtype="float16",
        mixed_precision=True,
        gradient_checkpointing=True,
        memory_efficient_attention=True,
        fast_mode=True,

        device="cuda",
        use_cuda=True,

        power_optimization=True,
        target_power_mode="MAXN",
        thermal_monitoring=True,
        thermal_throttle_temp=85.0,
        max_memory_usage_mb=48000,
        cache_clear_interval=2,
    )

def list_available_configs():
    ""
    print("=" * 60)
    print("AVAILABLE NEURATENSOR CONFIGURATIONS")
    print("=" * 60)
    print("\n1. create_300m_config()")
    print("   - 300M parameters")
    print("   - Optimized for Jetson Orin")
    print("   - Low latency (<30ms)")
    print()
    print("2. create_1b_config()")
    print("   - 1B parameters")
    print("   - Balanced performance")
    print("   - Medium latency (~50ms)")
    print()
    print("3. create_5b_config()")
    print("   - 5B parameters")
    print("   - Maximum capacity")
    print("   - Higher latency (~150ms)")
    print("=" * 60)

