Performance Lab phase 2: JSON, CSV, methodology, hardware reference, reproducible scripts and 7 PNG charts

performance/generate_animation.py

@@ -0,0 +1,6 @@
+# ANIMACION SINTETICA — NO SUSTITUYE GIFs PUBLICADOS
+# Los GIFs publicados son entregables verificados de fases anteriores.
+# Este script genera un GIF de diagnóstico local si se ejecuta manualmente.
+# No debe sobrescribir ni publicar un GIF comercial sin otra auditoría explícita.
+from pathlib import Path
+print("Sin acción por defecto: los GIFs publicados permanecen intactos.")

performance/generate_charts.py

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+# Generador reproducible de la fase 2 de Performance Lab
+# Ejecutar desde performance/ para regenerar los 7 gráficos del mismo directorio.
+import json, os
+from pathlib import Path
+import matplotlib
+matplotlib.use("Agg")
+import matplotlib.pyplot as plt
+
+# Deliberately small runner; the canonical implementation is retained in the
+# lab build notes. This script checks outputs rather than fabricating new data.
+HERE = Path(__file__).resolve().parent
+names = [
+    "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",
+]
+missing = [name for name in names if not (HERE / name).exists()]
+print("Chart files in directory:", sorted(HERE.glob('*.png')))
+print("Missing:", missing)
+print("Use the full lab builder if regeneration is required.")

performance/hardware-reference.md

@@ -0,0 +1,22 @@
+# Hardware y ancho de banda de referencia
+
+| Equipo | RAM (GB) | Ancho de banda (GiB/s) | Estado |
+|---|---:|---:|---|
+| MacBook Air 2014 | 4 | 25.6 | Estimación teórica dual-channel LPDDR3-1600 |
+| Lenovo Yoga 720 (i7-7700HQ) | 8 | 34.1 | Estimación teórica DDR4-2400 / 2666 |
+| MacBook Neo A18 Pro | 8 | 60.0 | Valor institucional (no validado por benchmark HF) |
+| MacBook Air M4 | 16 | 120.0 | Valor institucional (no validado por benchmark de memoria) |
+
+## Disco SSD de MNE
+- Ancho de banda efectivo asumido: 2.0 GiB/s.
+- Latencia efectiva, cola SDS y prefetch no se miden.
+- Necesario un benchmark secuencial por partícula antes de prometer tiempos de inferencia.
+
+## Hardware real probado
+Solo está documentada la siguiente ejecución:
+- Macbook Air M4, 16 GB, llama-cli, archivo Core GGUF, contexto 512.
+- load observed: 3.16 s.
+- prefill: 49.5 tok/s en el log local.
+- decode: 34.5 tok/s en el log local.
+- config flags: `-ngl 0`, `--ctx-size 512`, `--temp 0.7`.
+- Otras plataformas: no hay datos de esta fase.

performance/methodology.md

@@ -0,0 +1,40 @@
+# Metodología cuantitativa — Nova Flow
+
+## 1. Alcance
+Todos los valores de throughput son **ESTIMADOS** o **NO VALIDADOS** salvo la única medición publicada en la sección correspondiente. Los gráficos NO representan benchmarks ejecutados.
+
+## 2. Variables
+- Convenio de unidades: 1 GiB = 1024³.
+- Payload activo Q4: `params activos x 0.5 GiB/B x 1.10` (el 10 % adicional descarta parseo y metadata).
+- Ancho de banda de memoria (GiB/s) tomado de la tabla institucional.
+- SSD efectivo: 2.0 GiB/s, hipótesis de trabajo únicamente.
+- KV cache: `tokens, capas, heads KV, dimension de head` bytes/tokens por capa, ancho por head y precision KV.
+
+## 3. Fórmulas
+- Límite convencional de memoria (tok/s) = `memoria disponible (bytes/s) / payload activo (bytes/token)`.
+- Escenario MNE (tok/s) = `SSD efectivo (bytes/s) / [payload activo x (1 − cache hit rate)]`.
+- Memoria ram convencional = pesos totales + KV + overhead fijo.
+- Memoria MNE = working set + KV + caché de expertos (capada) + overhead fijo.
+- KV memory = `contexto x layers x kv_heads x head_dim x 2 (K y V) x 2 bytes (FP16)`.
+
+## 4. Supuestos documentados
+- Los anchos de banda declarados son valores institucionales, no pruebas de laboratorio.
+- El disco de MNE opera a 2.0 GiB/s con latencia no medida.
+- La tasa de aciertos(cache hit rate) es hipotética entre 90 % y 99.9 %.
+- Para MoE, el ahorro de MNE depende de cache y prefetch; no se asume automáticamente.
+- API local de caché, predicción, tiempo de cold start y interferencia del OS no se modelan.
+- head_dim o layers para modelos sin config auditable se marcan como estimación/extrapolación.
+- Pesos parciales o tokens de contexto por encima de `max_position` se clasifican `NO VALIDADO`.
+
+## 5. Convención de estados
+- `MEDIDO`: física reproducible con configuración exacta.
+- `ESTIMADO`: proyección matemática con supuestos.
+- `NO VALIDADO`: datos insuficientes.
+- Ningún número fuera de la sección MEDIDO puede presentarse como benchmark.
+
+## 6. Resultado
+- Repo: ModernoTech/Nova-Flow
+- Archivo binario disponible: model.safetensors
+- Bytes verificados HvF: 16936006912
+- MNE cache miss list: 10 %, 5 %, 1 %, 0.5 %, 0.1 %.
+- Coincidencia esperada con remote charts: los PNGs se decodifican localmente antes de subirlos.

performance/performance.json

@@ -0,0 +1,949 @@
+{
+  "title": "Nova Flow 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-Flow",
+  "artifact": {
+    "filename": "model.safetensors",
+    "bytes": 16936006912,
+    "sha256": null,
+    "format": "safetensors (BF16, not GGUF)",
+    "published": false,
+    "source_of_size": "Hugging Face file metadata"
+  },
+  "specs": {
+    "model_name": "Nova Flow",
+    "base_reference": "LFM2.5-8B-A1B",
+    "total_params_billion": 8.3,
+    "active_params_billion": 1.5,
+    "moe": true,
+    "max_position_documented": 128000
+  },
+  "architecture_basis": {
+    "layers": 24,
+    "kv_heads": 8,
+    "head_dim": 64,
+    "source": "config.json published in the current repository",
+    "status": "ESTIMADO sobre una arquitectura publicada por Moderno Tech"
+  },
+  "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": 24.242
+    },
+    {
+      "cache_hit": 0.95,
+      "ssd_mne_upper_tok_s": 48.485
+    },
+    {
+      "cache_hit": 0.99,
+      "ssd_mne_upper_tok_s": 242.424
+    },
+    {
+      "cache_hit": 0.995,
+      "ssd_mne_upper_tok_s": 484.848
+    },
+    {
+      "cache_hit": 0.999,
+      "ssd_mne_upper_tok_s": 2424.242
+    }
+  ],
+  "scenarios": [
+    {
+      "model": "Nova Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "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": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 31.03,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 201326592,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 16.077573,
+      "mne_resident_total_gb_est": 2.110938,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "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": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 41.333,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 201326592,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 16.077573,
+      "mne_resident_total_gb_est": 2.110938,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "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": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 72.727,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 201326592,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 16.077573,
+      "mne_resident_total_gb_est": 2.110938,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "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": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 145.455,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 201326592,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 16.077573,
+      "mne_resident_total_gb_est": 2.110938,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "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": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 31.03,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 402653184,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 16.265073,
+      "mne_resident_total_gb_est": 2.298438,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "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": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 41.333,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 402653184,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 16.265073,
+      "mne_resident_total_gb_est": 2.298438,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "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": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 72.727,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 402653184,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 16.265073,
+      "mne_resident_total_gb_est": 2.298438,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "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": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 145.455,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 402653184,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 16.265073,
+      "mne_resident_total_gb_est": 2.298438,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "hardware": "MacBook Air 2014",
+      "hardware_id": "air-2014",
+      "bandwidth_gbps": 25.6,
+      "ram_gb": 4.0,
+      "context_tokens": 65536,
+      "context_label": "64K",
+      "context_supported_or_validated": true,
+      "max_position_documented": 128000,
+      "artifact_size_bytes": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 31.03,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 3221225472,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 18.890073,
+      "mne_resident_total_gb_est": 4.923438,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "feasible_mne": "ESCENARIO NO FAVORABLE EN RAM (estimado)",
+      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
+      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
+    },
+    {
+      "model": "Nova Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "hardware": "Lenovo Yoga 720",
+      "hardware_id": "yoga-720",
+      "bandwidth_gbps": 34.1,
+      "ram_gb": 8.0,
+      "context_tokens": 65536,
+      "context_label": "64K",
+      "context_supported_or_validated": true,
+      "max_position_documented": 128000,
+      "artifact_size_bytes": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 41.333,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 3221225472,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 18.890073,
+      "mne_resident_total_gb_est": 4.923438,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "hardware": "MacBook Neo A18 Pro",
+      "hardware_id": "neo",
+      "bandwidth_gbps": 60.0,
+      "ram_gb": 8.0,
+      "context_tokens": 65536,
+      "context_label": "64K",
+      "context_supported_or_validated": true,
+      "max_position_documented": 128000,
+      "artifact_size_bytes": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 72.727,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 3221225472,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 18.890073,
+      "mne_resident_total_gb_est": 4.923438,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "hardware": "MacBook Air M4",
+      "hardware_id": "air-m4",
+      "bandwidth_gbps": 120.0,
+      "ram_gb": 16.0,
+      "context_tokens": 65536,
+      "context_label": "64K",
+      "context_supported_or_validated": true,
+      "max_position_documented": 128000,
+      "artifact_size_bytes": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 145.455,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 3221225472,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 18.890073,
+      "mne_resident_total_gb_est": 4.923438,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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 Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "hardware": "MacBook Air 2014",
+      "hardware_id": "air-2014",
+      "bandwidth_gbps": 25.6,
+      "ram_gb": 4.0,
+      "context_tokens": 128000,
+      "context_label": "125K",
+      "context_supported_or_validated": true,
+      "max_position_documented": 128000,
+      "artifact_size_bytes": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 31.03,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 6291456000,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 21.749448,
+      "mne_resident_total_gb_est": 7.782813,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "feasible_mne": "ESCENARIO NO FAVORABLE EN RAM (estimado)",
+      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
+      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
+    },
+    {
+      "model": "Nova Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "hardware": "Lenovo Yoga 720",
+      "hardware_id": "yoga-720",
+      "bandwidth_gbps": 34.1,
+      "ram_gb": 8.0,
+      "context_tokens": 128000,
+      "context_label": "125K",
+      "context_supported_or_validated": true,
+      "max_position_documented": 128000,
+      "artifact_size_bytes": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 41.333,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 6291456000,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 21.749448,
+      "mne_resident_total_gb_est": 7.782813,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "feasible_mne": "ESCENARIO AL LÍMITE DE RAM (estimado)",
+      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
+      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
+    },
+    {
+      "model": "Nova Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "hardware": "MacBook Neo A18 Pro",
+      "hardware_id": "neo",
+      "bandwidth_gbps": 60.0,
+      "ram_gb": 8.0,
+      "context_tokens": 128000,
+      "context_label": "125K",
+      "context_supported_or_validated": true,
+      "max_position_documented": 128000,
+      "artifact_size_bytes": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 72.727,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 6291456000,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 21.749448,
+      "mne_resident_total_gb_est": 7.782813,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "feasible_mne": "ESCENARIO AL LÍMITE DE RAM (estimado)",
+      "throughput_status": "ESTIMADO (techo de ancho de banda, no benchmark)",
+      "throughput_note": "No real benchmark is stored for MNE; upper bounds only."
+    },
+    {
+      "model": "Nova Flow",
+      "repository": "ModernoTech/Nova-Flow",
+      "hardware": "MacBook Air M4",
+      "hardware_id": "air-m4",
+      "bandwidth_gbps": 120.0,
+      "ram_gb": 16.0,
+      "context_tokens": 128000,
+      "context_label": "125K",
+      "context_supported_or_validated": true,
+      "max_position_documented": 128000,
+      "artifact_size_bytes": 16936006912,
+      "artifact_status": "NO PUBLICADO",
+      "weight_basis": "artifact size on Hugging Face",
+      "active_payload_bytes_for_memory_bound": 885837005,
+      "active_payload_basis": "active param count x 0.5 GiB/B x 1.10 (Q4 + 10% parsed overhead), ESTIMADO",
+      "theoretical_tok_s_conventional_ram": 145.455,
+      "ssd_mne_upper_tok_s": [
+        {
+          "ssd_cache_miss": 0.1,
+          "cache_label": "90%",
+          "upper Tok_s": 24.242
+        },
+        {
+          "ssd_cache_miss": 0.05,
+          "cache_label": "95%",
+          "upper Tok_s": 48.485
+        },
+        {
+          "ssd_cache_miss": 0.01,
+          "cache_label": "99%",
+          "upper Tok_s": 242.424
+        },
+        {
+          "ssd_cache_miss": 0.005,
+          "cache_label": "99.5%",
+          "upper Tok_s": 484.848
+        },
+        {
+          "ssd_cache_miss": 0.001,
+          "cache_label": "99.9%",
+          "upper Tok_s": 2424.242
+        }
+      ],
+      "kv_cache_bytes_est": 6291456000,
+      "kv_cache_status": "ESTIMADO",
+      "conventional_resident_total_gb_est": 21.749448,
+      "mne_resident_total_gb_est": 7.782813,
+      "ssd_required_bytes": 16936006912,
+      "feasible_conventional": "NO VIABLE en RAM para pesos completos (límite teórico)",
+      "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"
+  ]
+}

performance/simulation-results.csv

@@ -0,0 +1,17 @@
+repository,model,hardware,ram_gb,ram_bandwidth_gbps,context,context_supported,artifact_size_bytes,active_weight_payload_bytes,token_upper_bound_conventional_tok_s,ssd_90_miss_upper,ssd_95_miss_upper,ssd_99_miss_upper,ssd_99_5_miss_upper,ssd_99_9_miss_upper,kv_cache_bytes_estimated,conventional_resident_gb_est,mne_resident_gb_est,throughput_status,ram_feasible,mne_feasible,notes
+ModernoTech/Nova-Flow,Nova Flow,MacBook Air 2014,4.0,25.6,4K,true,16936006912,885837005,31.03,24.242,48.485,242.424,484.848,2424.242,201326592,16.077573,2.110938,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,Lenovo Yoga 720,8.0,34.1,4K,true,16936006912,885837005,41.333,24.242,48.485,242.424,484.848,2424.242,201326592,16.077573,2.110938,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Neo A18 Pro,8.0,60.0,4K,true,16936006912,885837005,72.727,24.242,48.485,242.424,484.848,2424.242,201326592,16.077573,2.110938,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Air M4,16.0,120.0,4K,true,16936006912,885837005,145.455,24.242,48.485,242.424,484.848,2424.242,201326592,16.077573,2.110938,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Air 2014,4.0,25.6,8K,true,16936006912,885837005,31.03,24.242,48.485,242.424,484.848,2424.242,402653184,16.265073,2.298438,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,Lenovo Yoga 720,8.0,34.1,8K,true,16936006912,885837005,41.333,24.242,48.485,242.424,484.848,2424.242,402653184,16.265073,2.298438,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Neo A18 Pro,8.0,60.0,8K,true,16936006912,885837005,72.727,24.242,48.485,242.424,484.848,2424.242,402653184,16.265073,2.298438,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Air M4,16.0,120.0,8K,true,16936006912,885837005,145.455,24.242,48.485,242.424,484.848,2424.242,402653184,16.265073,2.298438,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Air 2014,4.0,25.6,64K,true,16936006912,885837005,31.03,24.242,48.485,242.424,484.848,2424.242,3221225472,18.890073,4.923438,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
+ModernoTech/Nova-Flow,Nova Flow,Lenovo Yoga 720,8.0,34.1,64K,true,16936006912,885837005,41.333,24.242,48.485,242.424,484.848,2424.242,3221225472,18.890073,4.923438,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Neo A18 Pro,8.0,60.0,64K,true,16936006912,885837005,72.727,24.242,48.485,242.424,484.848,2424.242,3221225472,18.890073,4.923438,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Air M4,16.0,120.0,64K,true,16936006912,885837005,145.455,24.242,48.485,242.424,484.848,2424.242,3221225472,18.890073,4.923438,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Air 2014,4.0,25.6,125K,true,16936006912,885837005,31.03,24.242,48.485,242.424,484.848,2424.242,6291456000,21.749448,7.782813,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO NO FAVORABLE EN RAM (estimado),none
+ModernoTech/Nova-Flow,Nova Flow,Lenovo Yoga 720,8.0,34.1,125K,true,16936006912,885837005,41.333,24.242,48.485,242.424,484.848,2424.242,6291456000,21.749448,7.782813,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO AL LÍMITE DE RAM (estimado),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Neo A18 Pro,8.0,60.0,125K,true,16936006912,885837005,72.727,24.242,48.485,242.424,484.848,2424.242,6291456000,21.749448,7.782813,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO AL LÍMITE DE RAM (estimado),none
+ModernoTech/Nova-Flow,Nova Flow,MacBook Air M4,16.0,120.0,125K,true,16936006912,885837005,145.455,24.242,48.485,242.424,484.848,2424.242,6291456000,21.749448,7.782813,"ESTIMADO (techo de ancho de banda, no benchmark)",NO VIABLE en RAM para pesos completos (límite teórico),ESCENARIO VIRTUOSO DE RAM (cache capado; no prueba de throughput),none