ooh well
Browse files- App/OCR/Tesseract.py +103 -0
- App/app.py +2 -1
- Dockerfile +2 -0
App/OCR/Tesseract.py
ADDED
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@@ -0,0 +1,103 @@
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from fastapi import FastAPI, HTTPException
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from pydantic import BaseModel
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import tempfile
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import os
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from fastapi.responses import JSONResponse
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import pytesseract
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from pytesseract import Output
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from PIL import Image
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import requests
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from fastapi.routing import APIRouter
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from io import BytesIO
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tessaract_ocr_router = APIRouter(tags=["OCR"])
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class HighlightRequest(BaseModel):
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imageUrl: str
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searchTerms: list[str]
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@tessaract_ocr_router.post("/highlight")
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async def highlight(request: HighlightRequest):
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image_url = request.imageUrl
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search_terms = request.searchTerms
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if not image_url or not isinstance(search_terms, list) or len(search_terms) == 0:
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raise HTTPException(
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status_code=400, detail="imageUrl and searchTerms are required"
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)
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try:
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# Download the image
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response = requests.get(image_url)
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if response.status_code != 200:
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raise HTTPException(status_code=400, detail="Failed to download image")
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image = Image.open(BytesIO(response.content))
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# Run OCR
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ocr_data = pytesseract.image_to_data(image, lang="eng", output_type=Output.DICT)
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words = [
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{
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"text": ocr_data["text"][i],
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"bbox": {
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"x0": ocr_data["left"][i],
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"y0": ocr_data["top"][i],
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"x1": ocr_data["left"][i] + ocr_data["width"][i],
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"y1": ocr_data["top"][i] + ocr_data["height"][i],
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},
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}
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for i in range(len(ocr_data["text"]))
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if ocr_data["text"][i].strip() != ""
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]
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highlights = []
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# Search for each term
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for term in search_terms:
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term_words = term.lower().split(" ")
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term_len = len(term_words)
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word_index = 0
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for i, word_obj in enumerate(words):
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word = word_obj["text"].lower()
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if word == term_words[word_index]:
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word_index += 1
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# If all words match
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if word_index == term_len:
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word_index = 0
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# Get bounding box
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x_start = words[i - term_len + 1]["bbox"]["x0"]
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y_start = words[i - term_len + 1]["bbox"]["y0"]
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x_end = words[i]["bbox"]["x1"]
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y_end = words[i]["bbox"]["y1"]
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highlights.append(
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{
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"text": term,
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"bbox": {
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"x0": x_start,
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"y0": y_start,
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"x1": x_end,
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"y1": y_end,
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},
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}
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)
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else:
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word_index = 0 # Reset if match breaks
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# Respond with highlights
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return JSONResponse(
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content={"searchTerms": search_terms, "highlights": highlights}
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)
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except Exception as e:
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return HTTPException(
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status_code=500,
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detail=f"An error occurred while processing the image: {str(e)}",
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)
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App/app.py
CHANGED
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@@ -4,7 +4,7 @@ from fastapi.middleware.gzip import GZipMiddleware
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from .TTS.TTSRoutes import tts_router
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from .Embedding.EmbeddingRoutes import embeddigs_router
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-
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from fastapi.middleware.cors import CORSMiddleware
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@@ -46,5 +46,6 @@ async def landing_page():
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app.include_router(embeddigs_router)
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app.include_router(tts_router)
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# app.include_router(shader_router)
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from .TTS.TTSRoutes import tts_router
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from .Embedding.EmbeddingRoutes import embeddigs_router
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from .OCR.Tesseract import tessaract_ocr_router
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from fastapi.middleware.cors import CORSMiddleware
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app.include_router(embeddigs_router)
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app.include_router(tessaract_ocr_router)
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app.include_router(tts_router)
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# app.include_router(shader_router)
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Dockerfile
CHANGED
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@@ -33,6 +33,8 @@ RUN pip install --no-cache-dir -r requirements.txt
|
|
| 33 |
# Copy the application code
|
| 34 |
USER admin
|
| 35 |
|
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| 36 |
COPY --chown=admin . /srv
|
| 37 |
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| 38 |
# Command to run the application
|
|
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|
| 33 |
# Copy the application code
|
| 34 |
USER admin
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| 35 |
|
| 36 |
+
RUN pip install pytesseract && apt install -y tesseract-ocr
|
| 37 |
+
|
| 38 |
COPY --chown=admin . /srv
|
| 39 |
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| 40 |
# Command to run the application
|