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import cv2 | |
import os | |
from moviepy.editor import * | |
import gradio as gr | |
def parse_string(string, dataset): | |
parsed_list = [] | |
start = 0 | |
otherword="" | |
end = len(string) | |
while start < end: | |
max_chunk = "" | |
max_length = 0 | |
for chunk in VideosNames: | |
if string.startswith(chunk.lower(), start) and len(chunk) > max_length: | |
max_chunk = chunk | |
max_length = len(chunk) | |
if max_chunk: | |
if len(max_chunk)>1: | |
parsed_list.append(max_chunk) | |
print(max_chunk) | |
else: | |
otherword+=max_chunk | |
start += len(max_chunk) | |
else: | |
parsed_list.append(otherword) | |
otherword="" | |
start += 1 | |
return parsed_list | |
def remove_empty_values(lst): | |
return [x for x in lst if x and (not isinstance(x, (str, list, dict)) or x)] | |
def flatten_lists(lst): | |
flat_list = [] | |
for i in lst: | |
if type(i) == list: | |
flat_list.extend(flatten_lists(i)) | |
else: | |
flat_list.append(i) | |
return flat_list | |
path = 'Dataset' | |
videos = [] | |
VideosNames = [] | |
myList = os.listdir(path) | |
print(myList) | |
for cu_video in myList: | |
current_Video = cv2.imread(f'{path}/{cu_video}') | |
videos.append(current_Video) | |
VideosNames.append((os.path.splitext(cu_video)[0]).replace("-"," ").lower()) | |
print(VideosNames) | |
def texttoSign(text): | |
listofwords=parse_string(text,VideosNames) | |
listofwords=remove_empty_values(listofwords) | |
index=0 | |
for word in listofwords: | |
if word not in VideosNames: | |
listofwords[index]=(list(word)) | |
index+=1 | |
listofwords=flatten_lists(listofwords) | |
clips=[] | |
for i in range(len(listofwords)): | |
clips.append(VideoFileClip("Dataset/"+(listofwords[i])+".mp4")) | |
clips[i]=clips[i].subclip(1, 4) | |
result_clip=concatenate_videoclips(clips) | |
result_clip.write_videofile("combined.mp4") | |
return "combined.mp4" | |
# except: | |
# pass | |
demo=gr.Interface(fn=texttoSign, | |
inputs="text", | |
outputs="video", | |
title="Urdu Text To Sign", | |
description="This is a small text to sign language model based on Urdu sign langugae standards", | |
examples=[["good boy"]]) | |
demo.launch(debug=True) |