{
  "timestamp": "2024-01-01T00:00:00",
  "hardware_specifications": {
    "cpu_model": "Unknown",
    "cpu_cores": 4,
    "cpu_threads": 8,
    "cpu_frequency": 4.0,
    "cpu_architecture": "x86_64",
    "total_ram_gb": 62.67677307128906,
    "available_ram_gb": 50.778533935546875,
    "swap_memory_gb": 62.676753997802734,
    "gpu_available": false,
    "gpu_model": null,
    "gpu_memory_gb": null,
    "gpu_cuda_version": null,
    "gpu_compute_capability": null,
    "total_storage_gb": 1862.7217292785645,
    "available_storage_gb": 1676.5874252319336,
    "storage_type": "HDD",
    "os_name": "Linux",
    "os_version": "6.17.1-2-cachyos",
    "python_version": "3.13.7",
    "architecture": "64bit"
  },
  "model_compatibility": {
    "LFM2-8B-A1B-Dimensional-Entanglement": {
      "model_name": "LFM2-8B-A1B-Dimensional-Entanglement",
      "compatible": false,
      "warnings": [
        "RAM below recommended: 50.8GB available, 64.0GB recommended",
        "Insufficient CPU cores: 4 available, 8 minimum required",
        "No GPU available - will run on CPU (slower)"
      ],
      "requirements_met": {
        "ram": true,
        "cpu": false,
        "gpu": false,
        "storage": true
      },
      "performance_estimate": "incompatible"
    },
    "9xdSq-LIMPS-FemTO-R1C": {
      "model_name": "9xdSq-LIMPS-FemTO-R1C",
      "compatible": false,
      "warnings": [
        "RAM below recommended: 50.8GB available, 56.0GB recommended",
        "Insufficient CPU cores: 4 available, 6 minimum required",
        "No GPU available - will run on CPU (slower)"
      ],
      "requirements_met": {
        "ram": true,
        "cpu": false,
        "gpu": false,
        "storage": true
      },
      "performance_estimate": "incompatible"
    },
    "Enhanced-Advanced-Tokenizer": {
      "model_name": "Enhanced-Advanced-Tokenizer",
      "compatible": true,
      "warnings": [
        "CPU cores below recommended: 4 available, 8 recommended",
        "No GPU available - will run on CPU (slower)"
      ],
      "requirements_met": {
        "ram": true,
        "cpu": true,
        "gpu": false,
        "storage": true
      },
      "performance_estimate": "moderate"
    },
    "Integrated-Pipeline": {
      "model_name": "Integrated-Pipeline",
      "compatible": false,
      "warnings": [
        "Insufficient RAM: 50.8GB available, 64.0GB minimum required",
        "Insufficient CPU cores: 4 available, 16 minimum required",
        "No GPU available - will run on CPU (slower)"
      ],
      "requirements_met": {
        "ram": false,
        "cpu": false,
        "gpu": false,
        "storage": true
      },
      "performance_estimate": "incompatible"
    }
  },
  "recommendations": [
    "Consider adding a GPU for better performance with large models",
    "Consider upgrading RAM to 64GB+ for optimal performance",
    "Consider upgrading to 16+ CPU cores for better parallel processing"
  ],
  "performance_estimates": {
    "LFM2-8B-A1B-Dimensional-Entanglement": {
      "estimated_inference_time_per_token": 500.0,
      "estimated_memory_usage": 16.0,
      "recommended_batch_size": 1
    },
    "9xdSq-LIMPS-FemTO-R1C": {
      "estimated_inference_time_per_token": 450.0,
      "estimated_memory_usage": 14.0,
      "recommended_batch_size": 1
    },
    "Enhanced-Advanced-Tokenizer": {
      "estimated_inference_time_per_token": 6.0,
      "estimated_memory_usage": 2.0,
      "recommended_batch_size": 16
    },
    "Integrated-Pipeline": {
      "estimated_inference_time_per_token": 2000.0,
      "estimated_memory_usage": 32.0,
      "recommended_batch_size": 1
    }
  }
}