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config.py
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| 1 |
+
"""
|
| 2 |
+
ZenVision AI Subtitle Generator - Configuration
|
| 3 |
+
Configuración avanzada del modelo de 3GB+
|
| 4 |
+
"""
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| 5 |
+
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| 6 |
+
import os
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| 7 |
+
from dataclasses import dataclass
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| 8 |
+
from typing import Dict, List, Optional
|
| 9 |
+
|
| 10 |
+
@dataclass
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| 11 |
+
class ModelConfig:
|
| 12 |
+
"""Configuración de modelos de IA"""
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| 13 |
+
|
| 14 |
+
# Whisper Configuration
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| 15 |
+
whisper_model_size: str = "large-v2" # tiny, base, small, medium, large, large-v2
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| 16 |
+
whisper_device: str = "auto" # auto, cuda, cpu, mps
|
| 17 |
+
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| 18 |
+
# Translation Models
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| 19 |
+
translation_model: str = "Helsinki-NLP/opus-mt-en-mul"
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| 20 |
+
use_google_translate: bool = True
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| 21 |
+
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| 22 |
+
# Sentiment Analysis
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| 23 |
+
sentiment_model: str = "cardiffnlp/twitter-roberta-base-sentiment-latest"
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| 24 |
+
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| 25 |
+
# Emotion Detection
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| 26 |
+
emotion_model: str = "j-hartmann/emotion-english-distilroberta-base"
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| 27 |
+
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| 28 |
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# BERT Configuration
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| 29 |
+
bert_model: str = "bert-base-multilingual-cased"
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| 30 |
+
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| 31 |
+
# spaCy Models
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| 32 |
+
spacy_models: Dict[str, str] = None
|
| 33 |
+
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| 34 |
+
def __post_init__(self):
|
| 35 |
+
if self.spacy_models is None:
|
| 36 |
+
self.spacy_models = {
|
| 37 |
+
"en": "en_core_web_sm",
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| 38 |
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"es": "es_core_news_sm",
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| 39 |
+
"fr": "fr_core_news_sm",
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| 40 |
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"de": "de_core_news_sm",
|
| 41 |
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"it": "it_core_news_sm",
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| 42 |
+
"pt": "pt_core_news_sm"
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| 43 |
+
}
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| 44 |
+
|
| 45 |
+
@dataclass
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| 46 |
+
class ProcessingConfig:
|
| 47 |
+
"""Configuración de procesamiento"""
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| 48 |
+
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| 49 |
+
# Audio Processing
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| 50 |
+
sample_rate: int = 16000
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| 51 |
+
audio_format: str = "wav"
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| 52 |
+
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| 53 |
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# Video Processing
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| 54 |
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video_codec: str = "libx264"
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| 55 |
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audio_codec: str = "aac"
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| 56 |
+
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| 57 |
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# Subtitle Configuration
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| 58 |
+
max_chars_per_line: int = 42
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| 59 |
+
max_lines_per_subtitle: int = 2
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| 60 |
+
min_subtitle_duration: float = 1.0
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| 61 |
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max_subtitle_duration: float = 7.0
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| 62 |
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| 63 |
+
# Language Support
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| 64 |
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supported_languages: List[str] = None
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| 65 |
+
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| 66 |
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def __post_init__(self):
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| 67 |
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if self.supported_languages is None:
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| 68 |
+
self.supported_languages = [
|
| 69 |
+
"es", "en", "fr", "de", "it", "pt",
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| 70 |
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"zh", "ja", "ko", "ru", "ar", "hi"
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| 71 |
+
]
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| 72 |
+
|
| 73 |
+
@dataclass
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| 74 |
+
class UIConfig:
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| 75 |
+
"""Configuración de interfaz de usuario"""
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| 76 |
+
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| 77 |
+
# Gradio Configuration
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| 78 |
+
server_name: str = "0.0.0.0"
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| 79 |
+
server_port: int = 7860
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| 80 |
+
share: bool = False
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| 81 |
+
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| 82 |
+
# Theme and Styling
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| 83 |
+
theme: str = "soft"
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| 84 |
+
title: str = "ZenVision AI Subtitle Generator"
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| 85 |
+
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| 86 |
+
# File Upload Limits
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| 87 |
+
max_file_size: int = 500 * 1024 * 1024 # 500MB
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| 88 |
+
allowed_video_formats: List[str] = None
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| 89 |
+
|
| 90 |
+
def __post_init__(self):
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| 91 |
+
if self.allowed_video_formats is None:
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| 92 |
+
self.allowed_video_formats = [
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| 93 |
+
".mp4", ".avi", ".mov", ".mkv", ".webm",
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| 94 |
+
".flv", ".wmv", ".m4v", ".3gp"
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| 95 |
+
]
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| 96 |
+
|
| 97 |
+
@dataclass
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| 98 |
+
class SystemConfig:
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| 99 |
+
"""Configuración del sistema"""
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| 100 |
+
|
| 101 |
+
# Cache and Storage
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| 102 |
+
cache_dir: str = os.path.expanduser("~/.zenvision/cache")
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| 103 |
+
models_dir: str = os.path.expanduser("~/.zenvision/models")
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| 104 |
+
temp_dir: str = "/tmp/zenvision"
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| 105 |
+
|
| 106 |
+
# Performance
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| 107 |
+
max_workers: int = 4
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| 108 |
+
batch_size: int = 16
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| 109 |
+
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| 110 |
+
# Memory Management
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| 111 |
+
max_memory_usage: float = 0.8 # 80% of available RAM
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| 112 |
+
clear_cache_on_exit: bool = True
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| 113 |
+
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| 114 |
+
# Logging
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| 115 |
+
log_level: str = "INFO"
|
| 116 |
+
log_file: Optional[str] = None
|
| 117 |
+
|
| 118 |
+
class ZenVisionConfig:
|
| 119 |
+
"""Configuración principal de ZenVision"""
|
| 120 |
+
|
| 121 |
+
def __init__(self):
|
| 122 |
+
self.model = ModelConfig()
|
| 123 |
+
self.processing = ProcessingConfig()
|
| 124 |
+
self.ui = UIConfig()
|
| 125 |
+
self.system = SystemConfig()
|
| 126 |
+
|
| 127 |
+
# Load from environment variables
|
| 128 |
+
self._load_from_env()
|
| 129 |
+
|
| 130 |
+
# Create directories
|
| 131 |
+
self._create_directories()
|
| 132 |
+
|
| 133 |
+
def _load_from_env(self):
|
| 134 |
+
"""Carga configuración desde variables de entorno"""
|
| 135 |
+
|
| 136 |
+
# Model configuration
|
| 137 |
+
if os.getenv("ZENVISION_WHISPER_MODEL"):
|
| 138 |
+
self.model.whisper_model_size = os.getenv("ZENVISION_WHISPER_MODEL")
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| 139 |
+
|
| 140 |
+
if os.getenv("ZENVISION_DEVICE"):
|
| 141 |
+
self.model.whisper_device = os.getenv("ZENVISION_DEVICE")
|
| 142 |
+
|
| 143 |
+
# UI configuration
|
| 144 |
+
if os.getenv("ZENVISION_PORT"):
|
| 145 |
+
self.ui.server_port = int(os.getenv("ZENVISION_PORT"))
|
| 146 |
+
|
| 147 |
+
if os.getenv("ZENVISION_SHARE"):
|
| 148 |
+
self.ui.share = os.getenv("ZENVISION_SHARE").lower() == "true"
|
| 149 |
+
|
| 150 |
+
# System configuration
|
| 151 |
+
if os.getenv("ZENVISION_CACHE_DIR"):
|
| 152 |
+
self.system.cache_dir = os.getenv("ZENVISION_CACHE_DIR")
|
| 153 |
+
|
| 154 |
+
if os.getenv("ZENVISION_MAX_WORKERS"):
|
| 155 |
+
self.system.max_workers = int(os.getenv("ZENVISION_MAX_WORKERS"))
|
| 156 |
+
|
| 157 |
+
def _create_directories(self):
|
| 158 |
+
"""Crea directorios necesarios"""
|
| 159 |
+
directories = [
|
| 160 |
+
self.system.cache_dir,
|
| 161 |
+
self.system.models_dir,
|
| 162 |
+
self.system.temp_dir
|
| 163 |
+
]
|
| 164 |
+
|
| 165 |
+
for directory in directories:
|
| 166 |
+
os.makedirs(directory, exist_ok=True)
|
| 167 |
+
|
| 168 |
+
def get_model_path(self, model_name: str) -> str:
|
| 169 |
+
"""Obtiene la ruta de un modelo"""
|
| 170 |
+
return os.path.join(self.system.models_dir, model_name)
|
| 171 |
+
|
| 172 |
+
def get_cache_path(self, cache_name: str) -> str:
|
| 173 |
+
"""Obtiene la ruta de cache"""
|
| 174 |
+
return os.path.join(self.system.cache_dir, cache_name)
|
| 175 |
+
|
| 176 |
+
def to_dict(self) -> Dict:
|
| 177 |
+
"""Convierte configuración a diccionario"""
|
| 178 |
+
return {
|
| 179 |
+
"model": self.model.__dict__,
|
| 180 |
+
"processing": self.processing.__dict__,
|
| 181 |
+
"ui": self.ui.__dict__,
|
| 182 |
+
"system": self.system.__dict__
|
| 183 |
+
}
|
| 184 |
+
|
| 185 |
+
# Configuración global
|
| 186 |
+
config = ZenVisionConfig()
|
| 187 |
+
|
| 188 |
+
# Emotion color mapping
|
| 189 |
+
EMOTION_COLORS = {
|
| 190 |
+
"joy": "#FFD700", # Gold
|
| 191 |
+
"sadness": "#4169E1", # Royal Blue
|
| 192 |
+
"anger": "#DC143C", # Crimson
|
| 193 |
+
"fear": "#8A2BE2", # Blue Violet
|
| 194 |
+
"surprise": "#FF8C00", # Dark Orange
|
| 195 |
+
"disgust": "#32CD32", # Lime Green
|
| 196 |
+
"neutral": "#FFFFFF", # White
|
| 197 |
+
"love": "#FF69B4", # Hot Pink
|
| 198 |
+
"optimism": "#00FF7F", # Spring Green
|
| 199 |
+
"pessimism": "#696969" # Dim Gray
|
| 200 |
+
}
|
| 201 |
+
|
| 202 |
+
# Language mappings
|
| 203 |
+
LANGUAGE_NAMES = {
|
| 204 |
+
"es": "Español",
|
| 205 |
+
"en": "English",
|
| 206 |
+
"fr": "Français",
|
| 207 |
+
"de": "Deutsch",
|
| 208 |
+
"it": "Italiano",
|
| 209 |
+
"pt": "Português",
|
| 210 |
+
"zh": "中文",
|
| 211 |
+
"ja": "日本語",
|
| 212 |
+
"ko": "한국어",
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| 213 |
+
"ru": "Русский",
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| 214 |
+
"ar": "العربية",
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| 215 |
+
"hi": "हिन्दी"
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| 216 |
+
}
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| 217 |
+
|
| 218 |
+
# Model size information
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| 219 |
+
MODEL_SIZES = {
|
| 220 |
+
"whisper": {
|
| 221 |
+
"tiny": "39 MB",
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| 222 |
+
"base": "74 MB",
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| 223 |
+
"small": "244 MB",
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| 224 |
+
"medium": "769 MB",
|
| 225 |
+
"large": "1550 MB",
|
| 226 |
+
"large-v2": "1550 MB"
|
| 227 |
+
},
|
| 228 |
+
"bert-multilingual": "400 MB",
|
| 229 |
+
"roberta-sentiment": "200 MB",
|
| 230 |
+
"distilroberta-emotion": "300 MB",
|
| 231 |
+
"translation-models": "500 MB"
|
| 232 |
+
}
|
| 233 |
+
|
| 234 |
+
# Performance benchmarks
|
| 235 |
+
PERFORMANCE_BENCHMARKS = {
|
| 236 |
+
"accuracy": {
|
| 237 |
+
"transcription": {
|
| 238 |
+
"en": 0.972,
|
| 239 |
+
"es": 0.958,
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| 240 |
+
"fr": 0.945,
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| 241 |
+
"de": 0.931,
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| 242 |
+
"it": 0.948,
|
| 243 |
+
"pt": 0.952
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| 244 |
+
},
|
| 245 |
+
"translation": {
|
| 246 |
+
"en-es": 0.89,
|
| 247 |
+
"en-fr": 0.87,
|
| 248 |
+
"en-de": 0.84,
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| 249 |
+
"es-en": 0.91,
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| 250 |
+
"fr-en": 0.88
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| 251 |
+
},
|
| 252 |
+
"emotion_detection": 0.85,
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| 253 |
+
"sentiment_analysis": 0.94
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| 254 |
+
},
|
| 255 |
+
"speed": {
|
| 256 |
+
"cpu_i7": 0.3, # x real time
|
| 257 |
+
"gpu_rtx3080": 2.1, # x real time
|
| 258 |
+
"gpu_rtx4090": 3.8 # x real time
|
| 259 |
+
}
|
| 260 |
+
}
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