| """Uniform frame sampling from a video into base64-encoded JPEG strings.""" |
| from __future__ import annotations |
|
|
| import base64 |
| import io |
| import os |
|
|
| import cv2 |
| from PIL import Image |
|
|
| DEFAULT_NUM_SAMPLE_FRAMES: int = 8 |
|
|
|
|
| def extract_frames_from_video( |
| video_path: str, |
| num_frames: int = DEFAULT_NUM_SAMPLE_FRAMES, |
| jpeg_quality: int = 90, |
| verbose: bool = True, |
| ) -> list[str]: |
| """Uniformly sample frames from a video and return them as base64 JPEGs. |
| |
| Returns |
| ------- |
| list[str] |
| Base64-encoded JPEG strings, in temporal order |
| (frame 1 = earliest, frame N = latest). |
| """ |
| cap = cv2.VideoCapture(video_path) |
| if not cap.isOpened(): |
| raise RuntimeError(f"Cannot open video: {video_path}") |
|
|
| fps = cap.get(cv2.CAP_PROP_FPS) |
| total_frames = int(cap.get(cv2.CAP_PROP_FRAME_COUNT)) |
| if fps <= 0 or total_frames <= 0: |
| cap.release() |
| raise RuntimeError( |
| f"Invalid video metadata: fps={fps}, total_frames={total_frames}" |
| ) |
|
|
| duration = total_frames / fps |
| num_to_sample = max(1, min(int(num_frames), total_frames)) |
| if num_to_sample == 1: |
| sample_indices = [0] |
| else: |
| sample_indices = [ |
| int(round(i * (total_frames - 1) / (num_to_sample - 1))) |
| for i in range(num_to_sample) |
| ] |
|
|
| frame_b64_list: list[str] = [] |
| for frame_idx in sample_indices: |
| cap.set(cv2.CAP_PROP_POS_FRAMES, frame_idx) |
| ret, frame = cap.read() |
| if not ret: |
| continue |
| frame_rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) |
| img = Image.fromarray(frame_rgb) |
| buf = io.BytesIO() |
| img.save(buf, format="JPEG", quality=int(jpeg_quality)) |
| frame_b64_list.append(base64.b64encode(buf.getvalue()).decode("utf-8")) |
|
|
| cap.release() |
| if not frame_b64_list: |
| raise RuntimeError(f"Failed to extract any frames from {video_path}") |
|
|
| if verbose: |
| print( |
| f" [frames] Extracted {len(frame_b64_list)} frames from " |
| f"{os.path.basename(video_path)} " |
| f"(duration={duration:.1f}s, fps={fps:.1f})" |
| ) |
| return frame_b64_list |
|
|