Spaces:
Sleeping
Sleeping
| import av | |
| import os | |
| import sys | |
| import streamlit as st | |
| import cv2 | |
| import tempfile | |
| # Define the base directory path | |
| BASE_DIR = os.path.abspath(os.path.join(__file__, '../../')) | |
| sys.path.append(BASE_DIR) | |
| # Import functions from other python files | |
| from utils import get_mediapipe_pose | |
| from process_frame import ProcessFrame | |
| from thresholds import get_thresholds_beginner, get_thresholds_pro | |
| st.title('Mediapipe Exercise Sample') | |
| # Create a button to select mode (Beginner or Pro) | |
| mode = st.radio('Select Mode', ['Beginner', 'Pro'], horizontal=True) | |
| # Initialize thresholds based on the selected mode | |
| thresholds = None | |
| if mode == 'Beginner': | |
| thresholds = get_thresholds_beginner() | |
| elif mode == 'Pro': | |
| thresholds = get_thresholds_pro() | |
| # Create a ProcessFrame object with the loaded thresholds | |
| upload_process_frame = ProcessFrame(thresholds=thresholds) | |
| # Initialize Mediapipe pose solution | |
| pose = get_mediapipe_pose() | |
| # Initialize download flag | |
| download = None | |
| # Set initial state for download in Streamlit session | |
| if 'download' not in st.session_state: | |
| st.session_state['download'] = False | |
| # Define the output video file name | |
| output_video_file = f'output_recorded.mp4' | |
| # Remove the output video file if it exists | |
| if os.path.exists(output_video_file): | |
| os.remove(output_video_file) | |
| # Create a form for uploading a video | |
| with st.form('Upload', clear_on_submit=True): | |
| up_file = st.file_uploader("Upload a Video", ['mp4','mov', 'avi']) | |
| uploaded = st.form_submit_button("Upload") | |
| # Create an empty element to display the video frame | |
| stframe = st.empty() | |
| # Define HTML strings for displaying input video and warning message | |
| ip_vid_str = '<p style="font-family:Helvetica; font-weight: bold; font-size: 16px;">Input Video</p>' | |
| warning_str = '<p style="font-family:Helvetica; font-weight: bold; color: Red; font-size: 17px;">Please Upload a Video first!!!</p>' | |
| # Create an empty element to display the warning message | |
| warn = st.empty() | |
| # Create an empty element for the download button | |
| download_button = st.empty() | |
| # Process uploaded video if a video is uploaded and submit button is clicked | |
| if up_file and uploaded: | |
| # Clear previous download button and warning message | |
| download_button.empty() | |
| # Create a temporary file to store the uploaded video | |
| tfile = tempfile.NamedTemporaryFile(delete=False) | |
| try: | |
| warn.empty() | |
| # Write the uploaded video content to the temporary file | |
| tfile.write(up_file.read()) | |
| # Open the temporary file using OpenCV VideoCapture | |
| vf = cv2.VideoCapture(tfile.name) | |
| # Get video properties (FPS, width, height) | |
| fps = int(vf.get(cv2.CAP_PROP_FPS)) | |
| width = int(vf.get(cv2.CAP_PROP_FRAME_WIDTH)) | |
| height = int(vf.get(cv2.CAP_PROP_FRAME_HEIGHT)) | |
| frame_size = (width, height) | |
| # Define video writer fourcc code for mp4 format | |
| fourcc = cv2.VideoWriter_fourcc(*'mp4v') | |
| # Create video writer object for the output video | |
| video_output = cv2.VideoWriter(output_video_file, fourcc, fps, frame_size) | |
| # Display the uploaded video on the sidebar | |
| txt = st.sidebar.markdown(ip_vid_str, unsafe_allow_html=True) | |
| ip_video = st.sidebar.video(tfile.name) | |
| # Process each frame of the video | |
| while vf.isOpened(): | |
| ret, frame = vf.read() | |
| if not ret: | |
| break | |
| # Convert frame from BGR to RGB for Mediapipe processing | |
| frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB) | |
| # Process the frame using the ProcessFrame object and | |
| # (continued from previous code block) | |
| out_frame, _ = upload_process_frame.process(frame, pose) | |
| stframe.image(out_frame) | |
| video_output.write(out_frame[...,::-1]) # Write the processed frame to output video | |
| # Release video capture and writer resources | |
| vf.release() | |
| video_output.release() | |
| # Clear elements that displayed video and temporary file | |
| stframe.empty() | |
| ip_video.empty() | |
| txt.empty() | |
| tfile.close() | |
| except AttributeError: | |
| # Handle errors during processing (e.g., invalid video format) | |
| warn.markdown(warning_str, unsafe_allow_html=True) | |
| # Check if output video exists and offer download button | |
| if os.path.exists(output_video_file): | |
| with open(output_video_file, 'rb') as op_vid: | |
| download = download_button.download_button('Download Video', data=op_vid, file_name='output_recorded.mp4') | |
| # If video is downloaded, update download flag in Streamlit session state | |
| if download: | |
| st.session_state['download'] = True | |
| # Remove output video and reset download flag if video downloaded | |
| if os.path.exists(output_video_file) and st.session_state['download']: | |
| os.remove(output_video_file) | |
| st.session_state['download'] = False | |
| download_button.empty() |