has been commited

Makefile

@@ -0,0 +1,27 @@
+install:
+	pip install --upgrade pip &&\
+		pip install -r requirements.txt
+
+test:
+	python -m pytest -vvv --cov=hello --cov=greeting \
+		--cov=smath --cov=web tests
+	python -m pytest --nbval notebook.ipynb	#tests our jupyter notebook
+	#python -m pytest -v tests/test_web.py #if you just want to test web
+
+debug:
+	python -m pytest -vv --pdb	#Debugger is invoked
+
+one-test:
+	python -m pytest -vv tests/test_greeting.py::test_my_name4
+
+debugthree:
+	#not working the way I expect
+	python -m pytest -vv --pdb --maxfail=4  # drop to PDB for first three failures
+
+format:
+	black *.py
+
+lint:
+	pylint --disable=R,C *.py
+
+all: install lint test format

README.md

@@ -1 +1,9 @@
-# hface
+# hface
+title: OCR Image To Text
+emoji: 📸
+colorFrom: green
+colorTo: blue
+sdk: gradio
+sdk_version: 3.11.0
+app_file: app.py
+pinned: false

app.py

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+import gradio as gr
+import tensorflow as tf
+import keras_ocr
+import requests
+import cv2
+import os
+import csv
+import numpy as np
+import pandas as pd
+import huggingface_hub
+from huggingface_hub import Repository
+from datetime import datetime
+import scipy.ndimage.interpolation as inter
+import easyocr
+import datasets
+from datasets import load_dataset, Image
+from PIL import Image
+from paddleocr import PaddleOCR
+from save_data import flag
+            
+"""
+Paddle OCR
+"""
+def ocr_with_paddle(img):
+    finaltext = ''
+    ocr = PaddleOCR(lang='en', use_angle_cls=True)
+    # img_path = 'exp.jpeg'
+    result = ocr.ocr(img)
+    
+    for i in range(len(result[0])):
+        text = result[0][i][1][0]
+        finaltext += ' '+ text
+    return finaltext
+
+"""
+Keras OCR
+"""
+def ocr_with_keras(img):
+    output_text = ''
+    pipeline=keras_ocr.pipeline.Pipeline()
+    images=[keras_ocr.tools.read(img)]
+    predictions=pipeline.recognize(images)
+    first=predictions[0]
+    for text,box in first:
+        output_text += ' '+ text
+    return output_text
+
+"""
+easy OCR
+"""
+# gray scale image
+def get_grayscale(image):
+    return cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
+
+# Thresholding or Binarization
+def thresholding(src):
+    return cv2.threshold(src,127,255, cv2.THRESH_TOZERO)[1]
+def ocr_with_easy(img):
+    gray_scale_image=get_grayscale(img)
+    thresholding(gray_scale_image)
+    cv2.imwrite('image.png',gray_scale_image)
+    reader = easyocr.Reader(['th','en'])
+    bounds = reader.readtext('image.png',paragraph="False",detail = 0)
+    bounds = ''.join(bounds)
+    return bounds
+        
+"""
+Generate OCR
+"""
+def generate_ocr(Method,img):
+    
+    text_output = ''
+    if (img).any():
+        add_csv = []
+        image_id = 1
+        print("Method___________________",Method)
+        if Method == 'EasyOCR':
+            text_output = ocr_with_easy(img)
+        if Method == 'KerasOCR':
+            text_output = ocr_with_keras(img)
+        if Method == 'PaddleOCR':
+            text_output = ocr_with_paddle(img)
+       
+        try:
+            flag(Method,text_output,img)
+        except Exception as e:
+            print(e)
+        return text_output
+    else:
+        raise gr.Error("Please upload an image!!!!")
+    
+    # except Exception as e:
+    #     print("Error in ocr generation ==>",e)
+    #     text_output = "Something went wrong"
+    # return text_output
+    
+
+"""
+Create user interface for OCR demo
+"""
+
+image = gr.Image(shape=(300, 300))
+method = gr.Radio(["PaddleOCR","EasyOCR", "KerasOCR"],value="PaddleOCR")
+output = gr.Textbox(label="Output")
+
+demo = gr.Interface(
+    generate_ocr,
+    [method,image],
+    output,
+    title="Optical Character Recognition",
+    css=".gradio-container {background-color: lightgray} #radio_div {background-color: #FFD8B4; font-size: 40px;}",
+    article = """<p style='text-align: center;'>Feel free to give us your thoughts on this demo and please contact us at 
+                    <a href="mailto:letstalk@pragnakalp.com" target="_blank">letstalk@pragnakalp.com</a> 
+                    <p style='text-align: center;'>Developed by: <a href="https://www.pragnakalp.com" target="_blank">Pragnakalp Techlabs</a></p>"""
+    
+
+)
+demo.launch(enable_queue = False)

requirements.txt

@@ -0,0 +1,167 @@
+absl-py==1.3.0
+aiohttp==3.8.3
+aiosignal==1.3.1
+analytics-python==1.4.0
+anyio==3.6.2
+astor==0.8.1
+astunparse==1.6.3
+async-timeout==4.0.2
+attrdict==2.0.1
+attrs==22.1.0
+Babel==2.11.0
+backoff==1.10.0
+bce-python-sdk==0.8.74
+bcrypt==4.0.1
+beautifulsoup4==4.11.1
+cachetools==5.2.0
+certifi==2022.9.24
+cffi==1.15.1
+charset-normalizer==2.1.1
+click==8.1.3
+cloudpickle==2.2.0
+commonmark==0.9.1
+contourpy==1.0.6
+cryptography==38.0.3
+cssselect==1.2.0
+cssutils==2.6.0
+cycler==0.11.0
+Cython==0.29.32
+decorator==5.1.1
+dill==0.3.6
+easyocr==1.6.2
+editdistance==0.6.1
+efficientnet==1.0.0
+essential-generators==1.0
+et-xmlfile==1.1.0
+fastapi==0.87.0
+ffmpy==0.3.0
+fire==0.4.0
+Flask==2.2.2
+Flask-Babel==2.0.0
+flatbuffers==22.10.26
+fonttools==4.38.0
+frozenlist==1.3.3
+future==0.18.2
+gast==0.4.0
+google-auth==2.14.1
+google-auth-oauthlib==0.4.6
+google-pasta==0.2.0
+gradio==3.0
+grpcio==1.50.0
+h11==0.14.0
+h5py==3.7.0
+idna==3.4
+imageio==2.22.4
+imgaug==0.4.0
+importlib-metadata==5.0.0
+itsdangerous==2.1.2
+Jinja2==3.1.2
+joblib==1.2.0
+keras==2.11.0
+Keras-Applications==1.0.8
+keras-ocr==0.8.9
+kiwisolver==1.4.4
+libclang==14.0.6
+linkify-it-py==1.0.3
+llvmlite==0.39.1
+lmdb==1.3.0
+lxml==4.9.1
+Markdown==3.4.1
+markdown-it-py==2.1.0
+MarkupSafe==2.1.1
+matplotlib==3.3.0
+mdit-py-plugins==0.3.1
+mdurl==0.1.2
+memory-profiler==0.61.0
+monotonic==1.6
+multidict==6.0.2
+multiprocess==0.70.14
+networkx==2.8.8
+ninja==1.11.1
+numba==0.56.4
+numpy==1.23.5
+nvidia-cublas-cu11==11.10.3.66
+nvidia-cuda-nvrtc-cu11==11.7.99
+nvidia-cuda-runtime-cu11==11.7.99
+nvidia-cudnn-cu11==8.5.0.96
+oauthlib==3.2.2
+openai==0.25.0
+opencv-contrib-python==4.5.5.62
+opencv-python==4.5.5.64
+opencv-python-headless==4.5.4.60
+openpyxl==3.0.10
+opt-einsum==3.3.0
+orjson==3.8.2
+packaging==21.3
+paddle-bfloat==0.1.7
+paddleocr==2.6.1.1
+paddlepaddle==2.4.0
+pandas==1.5.1
+pandas-stubs==1.5.1.221024
+paramiko==2.12.0
+pdf2docx==0.5.6
+Pillow==9.3.0
+premailer==3.10.0
+protobuf==3.19.6
+psutil==5.9.4
+pyasn1==0.4.8
+pyasn1-modules==0.2.8
+pyclipper==1.3.0.post4
+pycparser==2.21
+pycryptodome==3.15.0
+pydantic==1.10.2
+pydub==0.25.1
+Pygments==2.13.0
+PyMuPDF==1.20.2
+PyNaCl==1.5.0
+pynvml==11.4.1
+pyparsing==3.0.9
+python-bidi==0.4.2
+python-dateutil==2.8.2
+python-docx==0.8.11
+python-http-client==3.3.7
+python-multipart==0.0.5
+pytz==2022.6
+PyWavelets==1.4.1
+PyYAML==6.0
+rapidfuzz==2.13.2
+requests==2.28.1
+requests-oauthlib==1.3.1
+rich==12.6.0
+rsa==4.9
+scalene==1.5.15
+scikit-image==0.19.3
+scikit-learn==1.1.3
+scipy==1.9.3
+sendgrid==6.9.7
+shap==0.41.0
+Shapely==1.8.5.post1
+six==1.16.0
+slicer==0.0.7
+sniffio==1.3.0
+soupsieve==2.3.2.post1
+starkbank-ecdsa==2.2.0
+starlette==0.21.0
+tensorboard==2.11.0
+tensorboard-data-server==0.6.1
+tensorboard-plugin-wit==1.8.1
+tensorflow==2.11.0
+tensorflow-estimator==2.11.0
+tensorflow-io-gcs-filesystem==0.28.0
+termcolor==2.1.1
+threadpoolctl==3.1.0
+tifffile==2022.10.10
+torch==1.13.0
+torchvision==0.14.0
+tqdm==4.64.1
+types-pytz==2022.6.0.1
+typing-extensions==4.4.0
+uc-micro-py==1.0.1
+urllib3==1.26.12
+uvicorn==0.20.0
+validators==0.20.0
+visualdl==2.4.1
+Werkzeug==2.2.2
+wrapt==1.14.1
+yarl==1.8.1
+zipp==3.10.0