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| import streamlit as st #Web App | |
| from PIL import Image #Image Processing | |
| import numpy as np #Image Processing | |
| import torch | |
| #title | |
| st.title("Hololive Waifu Classification") | |
| image = st.text_input('Image URL', '') | |
| # st.write('URL: ', title) | |
| #image uploader | |
| # image = st.file_uploader(label = "Upload your image here",type=['png','jpg','jpeg']) | |
| def check_file(file, suffix=''): | |
| # Search/download file (if necessary) and return path | |
| check_suffix(file, suffix) # optional | |
| file = str(file) # convert to str() | |
| if os.path.isfile(file) or not file: # exists | |
| return file | |
| elif file.startswith(('http:/', 'https:/')): # download | |
| url = file # warning: Pathlib turns :// -> :/ | |
| file = Path(urllib.parse.unquote(file).split('?')[0]).name # '%2F' to '/', split https://url.com/file.txt?auth | |
| if os.path.isfile(file): | |
| print(f'Found {url} locally at {file}') # file already exists | |
| else: | |
| print(f'Downloading {url} to {file}...') | |
| torch.hub.download_url_to_file(url, file) | |
| assert Path(file).exists() and Path(file).stat().st_size > 0, f'File download failed: {url}' # check | |
| return file | |
| elif file.startswith('clearml://'): # ClearML Dataset ID | |
| assert 'clearml' in sys.modules, "ClearML is not installed, so cannot use ClearML dataset. Try running 'pip install clearml'." | |
| return file | |
| else: # search | |
| files = [] | |
| for d in 'data', 'models', 'utils': # search directories | |
| files.extend(glob.glob(str(ROOT / d / '**' / file), recursive=True)) # find file | |
| assert len(files), f'File not found: {file}' # assert file was found | |
| assert len(files) == 1, f"Multiple files match '{file}', specify exact path: {files}" # assert unique | |
| return files[0] | |
| def load_model(): | |
| model = torch.hub.load('ultralytics/yolov5', 'yolov5x6', path='best.pt') # local model | |
| reader = load_model() #load model | |
| if title is not None: | |
| image = check_file(image) | |
| st.write('File: ', image) | |
| input_image = Image.open(image) #read image | |
| st.image(input_image) #display image | |
| #with st.spinner("🤖 AI is at Work! "): | |
| #result = reader.readtext(np.array(input_image)) | |
| #result_text = [] #empty list for results | |
| #for text in result: | |
| #result_text.append(text[1]) | |
| #st.write(result_text) | |
| #st.success("Here you go!") | |
| #st.balloons() | |
| #else: | |
| #st.write("Upload an Image") | |
| st.caption("authors: neko941") |