### ----------------------------------------------------------------------- ### (FULL, Revised) version_1.07ALPHA_app.py ### ----------------------------------------------------------------------- # ------------------------------------------------------------------------- # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. # ------------------------------------------------------------------------- import spaces import gradio as gr from PIL import Image #from pydub import AudioSegment #from scipy.io import wavfile import os import re import time import warnings #import datetime #import pandas as pd #import csv import subprocess from pathlib import Path import tempfile from fpdf import FPDF import psutil from gpuinfo import GPUInfo #import numpy as np import torch #import torchaudio #import torchaudio.transforms as transforms from transformers import pipeline #AutoModel #import spacy #import networkx as nx #from sklearn.feature_extraction.text import TfidfVectorizer #from sklearn.metrics.pairwise import cosine_similarity warnings.filterwarnings("ignore") # ------------header section------------ HEADER_INFO = """ # SWITCHVOX ✨|🇳🇴 *Switch Work Web app* **Transkribering av lydfiler til norsk skrift** """.strip() LOGO = 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word_count = len(text.split()) # --GPU metrics memory = psutil.virtual_memory() gpu_utilization, gpu_memory = GPUInfo.gpu_usage() gpu_utilization = gpu_utilization[0] if len(gpu_utilization) > 0 else 0 gpu_memory = gpu_memory[0] if len(gpu_memory) > 0 else 0 # --CPU metric cpu_usage = psutil.cpu_percent(interval=1) # --system info string system_info = f""" *Memory: {memory.total / (1024 * 1024 * 1024):.2f}GB, used: {memory.percent}%, available: {memory.available / (1024 * 1024 * 1024):.2f}GB.* *Processing time: {output_time:.2f} seconds.* *Number of words: {word_count}* *GPU Utilization: {gpu_utilization}%, GPU Memory: {gpu_memory}* *CPU Usage: {cpu_usage}%* """ return warn_output + text.strip(), system_info def save_to_pdf(text, summary): pdf = FPDF() pdf.add_page() pdf.set_font("Arial", size=12) # # ----add same if/elif logic as above here---- # if text: pdf.multi_cell(0, 10, "Text:\n" + text) pdf.ln(10) # Paragraph metric if summary: pdf.multi_cell(0, 10, "Summary:\n" + summary) pdf_output_path = "transcription_.pdf" pdf.output(pdf_output_path) return pdf_output_path iface = gr.Blocks() with iface: gr.HTML(SIDEBAR_INFO) gr.Markdown(HEADER_INFO) with gr.Row(): gr.Markdown(''' ##### 1. Last opp lydfila 🔊 (dropp ’drag-n-drop’) 2. Trykk på "Transkriber" knappen og vent på svar ☕️ 3. Går rimelig bra kjapt med Norwegian NB-Whisper Large⚡️ 4. Planlegger tilleggs-funksjoner senere😅 ##### ''') microphone = gr.Audio(sources="microphone", type="filepath") upload = gr.Audio(sources="upload", type="filepath") transcribe_btn = gr.Button("Transkriber") with gr.Row(): text_output = gr.Textbox(label="Transkribert Tekst") with gr.Column(): system_info = gr.Textbox(label="System Info") transcribe_btn.click(fn=transcribe, inputs=[microphone, upload], outputs=[text_output, system_info]) with gr.Tabs(): with gr.TabItem("Download PDF"): pdf_text_only = gr.Button("Last ned PDF med Transkribert Tekst") pdf_output = gr.File(label="/docx_format") # --add function to send .docx to Google drive, Langchain integrate? pdf_text_only.click(fn=lambda text: save_to_pdf(text, ""), inputs=[text_output], outputs=[pdf_output]) iface.launch(debug=True)