{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create Video!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install opencv-python-headless  # If you do not need GUI features\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating the demo\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import subprocess\n",
    "import logging\n",
    "from glob import glob\n",
    "import re\n",
    "\n",
    "# Configure logging\n",
    "logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')\n",
    "logger = logging.getLogger(__name__)\n",
    "\n",
    "def create_near_lossless_h265_video(input_folder, output_file, fps=30, frames_per_image=3, crf=10):\n",
    "    if not os.path.exists(input_folder):\n",
    "        logger.error(f\"Input folder '{input_folder}' does not exist.\")\n",
    "        return\n",
    "\n",
    "    png_files = sorted(glob(os.path.join(input_folder, '*.png')))\n",
    "    if not png_files:\n",
    "        logger.error(f\"No PNG files found in {input_folder}\")\n",
    "        return\n",
    "\n",
    "    num_images = len(png_files)\n",
    "    logger.info(f\"Found {num_images} PNG files.\")\n",
    "\n",
    "    # Calculate expected duration\n",
    "    expected_duration = (num_images * frames_per_image) / fps\n",
    "    logger.info(f\"Expected duration: {expected_duration:.2f} seconds\")\n",
    "\n",
    "    # FFmpeg command for near-lossless 10-bit H.265 encoding\n",
    "    ffmpeg_command = [\n",
    "        'ffmpeg',\n",
    "        '-framerate', f'{1/(frames_per_image/fps)}',  # Input framerate\n",
    "        '-i', os.path.join(input_folder, '%*.png'),   # Input pattern for all PNG files\n",
    "        '-fps_mode', 'vfr',\n",
    "        '-pix_fmt', 'yuv420p10le',  # 10-bit pixel format\n",
    "        '-c:v', 'libx265',          # Use libx265 encoder\n",
    "        '-preset', 'slow',      # Slowest preset for best compression efficiency\n",
    "        '-crf', str(crf),           # Constant Rate Factor (0-51, lower is higher quality)\n",
    "        '-profile:v', 'main10',     # 10-bit profile\n",
    "        '-x265-params', f\"log-level=error:keyint={2*fps}:min-keyint={fps}:scenecut=0\",  # Ensure consistent encoding\n",
    "        '-tag:v', 'hvc1',\n",
    "        '-y',\n",
    "        output_file\n",
    "    ]\n",
    "\n",
    "    try:\n",
    "        logger.info(\"Starting near-lossless 10-bit video creation...\")\n",
    "        process = subprocess.Popen(ffmpeg_command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, universal_newlines=True)\n",
    "        \n",
    "        encoding_speed = None\n",
    "        \n",
    "        for line in process.stderr:\n",
    "            print(line, end='')  # Print FFmpeg output in real-time\n",
    "            \n",
    "            speed_match = re.search(r'speed=\\s*([\\d.]+)x', line)\n",
    "            if speed_match:\n",
    "                encoding_speed = float(speed_match.group(1))\n",
    "        \n",
    "        process.wait()\n",
    "        \n",
    "        if encoding_speed:\n",
    "            logger.info(f\"Encoding speed: {encoding_speed:.2f}x\")\n",
    "        \n",
    "        if process.returncode == 0:\n",
    "            logger.info(f\"Video created successfully: {output_file}\")\n",
    "            \n",
    "            probe_command = ['ffprobe', '-v', 'error', '-show_entries', 'stream=codec_name,width,height,duration,bit_rate,profile', '-of', 'default=noprint_wrappers=1', output_file]\n",
    "            probe_result = subprocess.run(probe_command, capture_output=True, text=True)\n",
    "            logger.info(f\"Video properties:\\n{probe_result.stdout}\")\n",
    "            \n",
    "            duration_command = ['ffprobe', '-v', 'error', '-show_entries', 'format=duration', '-of', 'default=noprint_wrappers=1:nokey=1', output_file]\n",
    "            duration_result = subprocess.run(duration_command, capture_output=True, text=True)\n",
    "            actual_duration = float(duration_result.stdout.strip())\n",
    "            logger.info(f\"Actual video duration: {actual_duration:.2f} seconds\")\n",
    "            if abs(actual_duration - expected_duration) > 1:\n",
    "                logger.warning(f\"Video duration mismatch. Expected: {expected_duration:.2f}, Actual: {actual_duration:.2f}\")\n",
    "            else:\n",
    "                logger.info(\"Video duration check passed.\")\n",
    "        else:\n",
    "            logger.error(f\"Error during video creation. FFmpeg returned code {process.returncode}\")\n",
    "\n",
    "    except subprocess.CalledProcessError as e:\n",
    "        logger.error(f\"Error during video creation: {e}\")\n",
    "        logger.error(f\"FFmpeg error output:\\n{e.stderr}\")\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    input_folder = 'train'\n",
    "    output_file = 'near_lossless_output.mp4'\n",
    "    fps = 30\n",
    "    frames_per_image = 3\n",
    "    crf = 18  # Very low CRF for near-lossless quality (0 is lossless, but often overkill)\n",
    "\n",
    "    create_near_lossless_h265_video(input_folder, output_file, fps, frames_per_image, crf)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transfer File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import subprocess\n",
    "import logging\n",
    "from glob import glob\n",
    "import re\n",
    "\n",
    "# Configure logging\n",
    "logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')\n",
    "logger = logging.getLogger(__name__)\n",
    "\n",
    "def create_high_quality_video(input_folder, output_file, fps=60, frames_per_image=3, codec='ffv1'):\n",
    "    if not os.path.exists(input_folder):\n",
    "        logger.error(f\"Input folder '{input_folder}' does not exist.\")\n",
    "        return\n",
    "\n",
    "    png_files = sorted(glob(os.path.join(input_folder, '*.png')))\n",
    "    if not png_files:\n",
    "        logger.error(f\"No PNG files found in {input_folder}\")\n",
    "        return\n",
    "\n",
    "    num_images = len(png_files)\n",
    "    logger.info(f\"Found {num_images} PNG files.\")\n",
    "\n",
    "    # Calculate expected duration\n",
    "    expected_duration = (num_images * frames_per_image) / fps\n",
    "    logger.info(f\"Expected duration: {expected_duration:.2f} seconds\")\n",
    "\n",
    "    # Base FFmpeg command\n",
    "    ffmpeg_command = [\n",
    "        'ffmpeg',\n",
    "        '-framerate', f'{1/(frames_per_image/fps)}',  # Input framerate\n",
    "        '-i', os.path.join(input_folder, '%*.png'),   # Input pattern for all PNG files\n",
    "        '-fps_mode', 'vfr',\n",
    "    ]\n",
    "\n",
    "    # Codec-specific settings\n",
    "    if codec == 'ffv1':\n",
    "        output_file = output_file.rsplit('.', 1)[0] + '.mkv'  # FFV1 is typically used with MKV container\n",
    "        ffmpeg_command.extend([\n",
    "            '-c:v', 'ffv1',\n",
    "            '-level', '3',\n",
    "            '-coder', '1',\n",
    "            '-context', '1',\n",
    "            '-g', '1',\n",
    "            '-slices', '24',\n",
    "            '-slicecrc', '1'\n",
    "        ])\n",
    "        logger.info(\"Using FFV1 codec (lossless)\")\n",
    "    elif codec == 'prores':\n",
    "        output_file = output_file.rsplit('.', 1)[0] + '.mov'  # ProRes is typically used with MOV container\n",
    "        ffmpeg_command.extend([\n",
    "    '-c:v', 'prores_ks',\n",
    "    '-profile:v', 'proxy',  # Use ProRes 422 Proxy profile\n",
    "    '-qscale:v', '11'  # Adjust quality scale; higher values mean lower quality. 11 is typical for proxy quality.\n",
    "])\n",
    "\n",
    "        logger.info(\"Using ProRes codec (near-lossless)\")\n",
    "    else:\n",
    "        logger.error(f\"Unsupported codec: {codec}\")\n",
    "        return\n",
    "\n",
    "    ffmpeg_command.extend(['-y', output_file])\n",
    "\n",
    "    try:\n",
    "        logger.info(f\"Starting high-quality video creation with {codec} codec...\")\n",
    "        process = subprocess.Popen(ffmpeg_command, stdout=subprocess.PIPE, stderr=subprocess.PIPE, universal_newlines=True)\n",
    "        \n",
    "        encoding_speed = None\n",
    "        \n",
    "        for line in process.stderr:\n",
    "            print(line, end='')  # Print FFmpeg output in real-time\n",
    "            \n",
    "            speed_match = re.search(r'speed=\\s*([\\d.]+)x', line)\n",
    "            if speed_match:\n",
    "                encoding_speed = float(speed_match.group(1))\n",
    "        \n",
    "        process.wait()\n",
    "        \n",
    "        if encoding_speed:\n",
    "            logger.info(f\"Encoding speed: {encoding_speed:.4f}x\")\n",
    "        \n",
    "        if process.returncode == 0:\n",
    "            logger.info(f\"Video created successfully: {output_file}\")\n",
    "            \n",
    "            probe_command = ['ffprobe', '-v', 'error', '-show_entries', 'stream=codec_name,width,height,duration,bit_rate', '-of', 'default=noprint_wrappers=1', output_file]\n",
    "            probe_result = subprocess.run(probe_command, capture_output=True, text=True)\n",
    "            logger.info(f\"Video properties:\\n{probe_result.stdout}\")\n",
    "            \n",
    "            duration_command = ['ffprobe', '-v', 'error', '-show_entries', 'format=duration', '-of', 'default=noprint_wrappers=1:nokey=1', output_file]\n",
    "            duration_result = subprocess.run(duration_command, capture_output=True, text=True)\n",
    "            actual_duration = float(duration_result.stdout.strip())\n",
    "            logger.info(f\"Actual video duration: {actual_duration:.2f} seconds\")\n",
    "            if abs(actual_duration - expected_duration) > 1:\n",
    "                logger.warning(f\"Video duration mismatch. Expected: {expected_duration:.2f}, Actual: {actual_duration:.2f}\")\n",
    "            else:\n",
    "                logger.info(\"Video duration check passed.\")\n",
    "        else:\n",
    "            logger.error(f\"Error during video creation. FFmpeg returned code {process.returncode}\")\n",
    "\n",
    "    except subprocess.CalledProcessError as e:\n",
    "        logger.error(f\"Error during video creation: {e}\")\n",
    "        logger.error(f\"FFmpeg error output:\\n{e.stderr}\")\n",
    "\n",
    "if __name__ == \"__main__\":\n",
    "    input_folder = 'train'\n",
    "    output_file = 'high_quality_output.mp4'\n",
    "    fps = 60\n",
    "    frames_per_image = 3\n",
    "    codec = 'prores'  # Options: 'ffv1' (lossless) or 'prores' (near-lossless)\n",
    "\n",
    "    create_high_quality_video(input_folder, output_file, fps, frames_per_image, codec)"
   ]
  }
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