{
  "title": "Nova Nano 1.0 performance lab",
  "status": "All numerical performance values are theoretical or not validated; no unverified benchmark is presented as measured",
  "status legend": {
    "MEDIDO": "physical measurement backed by a dated log and exact configuration",
    "ESTIMADO": "mathematical projection with its assumptions documented",
    "NO VALIDADO": "insufficient evidence or unavailable native configuration"
  },
  "repository": "ModernoTech/Nova-Nano",
  "artifact": {
    "filename": "Nova-Nano-1.0-Q4_K_M.gguf",
    "bytes": 229312224,
    "sha256": "7e6f72643caafc9a68256686638c4d7916f2cec76d1df478d4c3ddcd95a6aed4",
    "format": "GGUF",
    "published": true,
    "source_of_size": "Hugging Face file metadata"
  },
  "specs": {
    "model_name": "Nova Nano 1.0",
    "base_reference": "LiquidAI/LFM2.5-350M",
    "total_params_billion": 0.35,
    "active_params_billion": 0.35,
    "moe": false,
    "max_position_documented": 128000
  },
  "architecture_basis": {
    "layers": 16,
    "kv_heads": 8,
    "head_dim": 128,
    "source": "LiquidAI config.json downloaded from the documented base reference",
    "status": "ESTIMADO sobre una arquitectura publicada de terceros"
  },
  "estimation_assumptions": {
    "ram_bandwidth_values_gbps": {
      "MacBook Air 2014": 25.6,
      "Lenovo Yoga 720": 34.1,
      "MacBook Neo A18 Pro": 60.0,
      "MacBook Air M4": 120.0
    },
    "ssd_effective_gbps": 2.0,
    "ssd_basis": "Assumed external NVMe 2.0 GB/s for calculations only; must be replaced by a measured sequential/shared load if used externally",
    "kv_precision_bytes": 2.0,
    "weight_precision_bytes": 0.5,
    "overhead_factor": 1.1,
    "os_overhead_gb": 1.2,
    "runtime_overhead_bytes": 120.0,
    "latency_included": "Fixed read latency excluded; remeasurement is required before any availability claim",
    "mne_expert_cache_fraction": "Active set + capped additive cache; rounded, saturation assumptions stated",
    "conventional_write_notes": "Conventional RAM path counts total artifact weights resident in RAM; active path measures only the bytes read per token as an upper bound"
  },
  "measured": null,
  "ssd_cache_scenarios": [
    {
      "cache_hit": 0.9,
      "ssd_mne_upper_tok_s": 103.896
    },
    {
      "cache_hit": 0.95,
      "ssd_mne_upper_tok_s": 207.792
    },
    {
      "cache_hit": 0.99,
      "ssd_mne_upper_tok_s": 1038.961
    },
    {
      "cache_hit": 0.995,
      "ssd_mne_upper_tok_s": 2077.922
    },
    {
      "cache_hit": 0.999,
      "ssd_mne_upper_tok_s": 10389.61
    }
  ],
  "scenarios": [
    {
      "model": "Nova Nano 1.0",
      "repository": "ModernoTech/Nova-Nano",
      "hardware": "MacBook Air 2014",
      "hardware_id": "air-2014",
      "bandwidth_gbps": 25.6,
      "ram_gb": 4.0,
      "context_tokens": 4096,
      "context_label": "4K",
      "context_supported_or_validated": true,
      "max_position_documented": 128000,
      "artifact_size_bytes": 229312224,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 206695301,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 132.987,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 103.896
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 207.792
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 1038.961
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 2077.922
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 10389.61
        }
      ],
      "kv_cache_bytes_est": 268435456,
      "kv_cache_status": "ESTIMADO",
      "conventional_resident_total_gb_est": 0.580751,
      "mne_resident_total_gb_est": 0.908438,
      "ssd_required_bytes": 229312224,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Nano 1.0",
      "repository": "ModernoTech/Nova-Nano",
      "hardware": "Lenovo Yoga 720",
      "hardware_id": "yoga-720",
      "bandwidth_gbps": 34.1,
      "ram_gb": 8.0,
      "context_tokens": 4096,
      "context_label": "4K",
      "context_supported_or_validated": true,
      "max_position_documented": 128000,
      "artifact_size_bytes": 229312224,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 206695301,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 177.143,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 103.896
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 207.792
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 1038.961
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 2077.922
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 10389.61
        }
      ],
      "kv_cache_bytes_est": 268435456,
      "kv_cache_status": "ESTIMADO",
      "conventional_resident_total_gb_est": 0.580751,
      "mne_resident_total_gb_est": 0.908438,
      "ssd_required_bytes": 229312224,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Nano 1.0",
      "repository": "ModernoTech/Nova-Nano",
      "hardware": "MacBook Neo A18 Pro",
      "hardware_id": "neo",
      "bandwidth_gbps": 60.0,
      "ram_gb": 8.0,
      "context_tokens": 4096,
      "context_label": "4K",
      "context_supported_or_validated": true,
      "max_position_documented": 128000,
      "artifact_size_bytes": 229312224,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 206695301,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 311.688,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 103.896
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 207.792
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 1038.961
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 2077.922
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 10389.61
        }
      ],
      "kv_cache_bytes_est": 268435456,
      "kv_cache_status": "ESTIMADO",
      "conventional_resident_total_gb_est": 0.580751,
      "mne_resident_total_gb_est": 0.908438,
      "ssd_required_bytes": 229312224,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Nano 1.0",
      "repository": "ModernoTech/Nova-Nano",
      "hardware": "MacBook Air M4",
      "hardware_id": "air-m4",
      "bandwidth_gbps": 120.0,
      "ram_gb": 16.0,
      "context_tokens": 4096,
      "context_label": "4K",
      "context_supported_or_validated": true,
      "max_position_documented": 128000,
      "artifact_size_bytes": 229312224,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 206695301,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 623.377,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 103.896
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 207.792
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 1038.961
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 2077.922
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 10389.61
        }
      ],
      "kv_cache_bytes_est": 268435456,
      "kv_cache_status": "ESTIMADO",
      "conventional_resident_total_gb_est": 0.580751,
      "mne_resident_total_gb_est": 0.908438,
      "ssd_required_bytes": 229312224,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Nano 1.0",
      "repository": "ModernoTech/Nova-Nano",
      "hardware": "MacBook Air 2014",
      "hardware_id": "air-2014",
      "bandwidth_gbps": 25.6,
      "ram_gb": 4.0,
      "context_tokens": 8192,
      "context_label": "8K",
      "context_supported_or_validated": true,
      "max_position_documented": 128000,
      "artifact_size_bytes": 229312224,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 206695301,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 132.987,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 103.896
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 207.792
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 1038.961
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 2077.922
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 10389.61
        }
      ],
      "kv_cache_bytes_est": 536870912,
      "kv_cache_status": "ESTIMADO",
      "conventional_resident_total_gb_est": 0.830751,
      "mne_resident_total_gb_est": 1.158438,
      "ssd_required_bytes": 229312224,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Nano 1.0",
      "repository": "ModernoTech/Nova-Nano",
      "hardware": "Lenovo Yoga 720",
      "hardware_id": "yoga-720",
      "bandwidth_gbps": 34.1,
      "ram_gb": 8.0,
      "context_tokens": 8192,
      "context_label": "8K",
      "context_supported_or_validated": true,
      "max_position_documented": 128000,
      "artifact_size_bytes": 229312224,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 206695301,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 177.143,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 103.896
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 207.792
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 1038.961
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 2077.922
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 10389.61
        }
      ],
      "kv_cache_bytes_est": 536870912,
      "kv_cache_status": "ESTIMADO",
      "conventional_resident_total_gb_est": 0.830751,
      "mne_resident_total_gb_est": 1.158438,
      "ssd_required_bytes": 229312224,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Nano 1.0",
      "repository": "ModernoTech/Nova-Nano",
      "hardware": "MacBook Neo A18 Pro",
      "hardware_id": "neo",
      "bandwidth_gbps": 60.0,
      "ram_gb": 8.0,
      "context_tokens": 8192,
      "context_label": "8K",
      "context_supported_or_validated": true,
      "max_position_documented": 128000,
      "artifact_size_bytes": 229312224,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 206695301,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 311.688,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 103.896
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 207.792
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 1038.961
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 2077.922
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 10389.61
        }
      ],
      "kv_cache_bytes_est": 536870912,
      "kv_cache_status": "ESTIMADO",
      "conventional_resident_total_gb_est": 0.830751,
      "mne_resident_total_gb_est": 1.158438,
      "ssd_required_bytes": 229312224,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    },
    {
      "model": "Nova Nano 1.0",
      "repository": "ModernoTech/Nova-Nano",
      "hardware": "MacBook Air M4",
      "hardware_id": "air-m4",
      "bandwidth_gbps": 120.0,
      "ram_gb": 16.0,
      "context_tokens": 8192,
      "context_label": "8K",
      "context_supported_or_validated": true,
      "max_position_documented": 128000,
      "artifact_size_bytes": 229312224,
      "artifact_status": "PUBLICADO",
      "weight_basis": "artifact size on Hugging Face",
      "active_payload_bytes_for_memory_bound": 206695301,
      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
      "theoretical_tok_s_conventional_ram": 623.377,
      "ssd_mne_upper_tok_s": [
        {
          "ssd_cache_miss": 0.1,
          "cache_label": "90%",
          "upper Tok_s": 103.896
        },
        {
          "ssd_cache_miss": 0.05,
          "cache_label": "95%",
          "upper Tok_s": 207.792
        },
        {
          "ssd_cache_miss": 0.01,
          "cache_label": "99%",
          "upper Tok_s": 1038.961
        },
        {
          "ssd_cache_miss": 0.005,
          "cache_label": "99.5%",
          "upper Tok_s": 2077.922
        },
        {
          "ssd_cache_miss": 0.001,
          "cache_label": "99.9%",
          "upper Tok_s": 10389.61
        }
      ],
      "kv_cache_bytes_est": 536870912,
      "kv_cache_status": "ESTIMADO",
      "conventional_resident_total_gb_est": 0.830751,
      "mne_resident_total_gb_est": 1.158438,
      "ssd_required_bytes": 229312224,
      "feasible_conventional": "VIABLE con margen de memoria (límite superior de presión, no medición)",
      "feasible_mne": "ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput)",
      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
    }
  ],
  "charts": [
    "tokens-per-second.png",
    "ram-vs-mne.png",
    "context-performance.png",
    "memory-breakdown.png",
    "model-size-vs-ram.png",
    "cache-hit-analysis.png",
    "prefill-vs-decode.png"
  ]
}