Update README2.md

README2.md

@@ -55,102 +55,45 @@ integrating the Mistral-Nemo-Instruct-2407 model for primary parsing.
 # File Structure Overview:
     Spacy_Model_creator/
     │
-    ├── Spacy_Models/
+    ├── Models/
     │   └── ner_model_05_3  # Pretrained spaCy model directory for resume parsing
+    │    
+    ├── data/
+    │   └── Json_data.json 
+    │   └── resume_text.txt
+    │   └── Spacy_data.spacy
     │
     ├── templates/
-    │   ├── index.html  # UI for file upload
-    │   └── result.html  # Display parsed results in structured JSON
+    │   ├── anoter.html  
+    │   └── result.html   
+    │   └── guide.html
+    │   └── savejson.html
+    │   └── savespacy.html
+    │   └── text.html
+    │   └── upload.html
+    │   └── data_files.html
     │
-    ├── uploads/  # Directory for uploaded resume files
+    ├── JSON/ 
+    │   └── Json_data.json 
     │
     ├── utils/
-    │   ├── mistral.py  # Code for calling Mistral API and handling responses
-    │   ├── spacy.py  # spaCy fallback model for parsing resumes
-    │   ├── error.py  # Error handling utilities
-    │   └── fileTotext.py  # Functions to extract text from different file formats (PDF, DOCX, etc.)
+    │   ├── model.py  # Code for calling Mistral API and handling responses
+    │   ├── json_to_spacy.py  # spaCy fallback model for parsing resumes
+    │   ├── anoter_to_json.py  # Error handling utilities
+    │   └── file_To_text.py  # Functions to extract text from different file formats (PDF, DOCX, etc.)
     │
     ├── venv/  # Virtual environment
     │
     ├── .env  # Environment variables file (contains Hugging Face token)
     │
-    ├── main.py  # Flask app handling API routes for uploading and processing resumes
+    ├── app.py  # Flask app handling API routes for uploading and processing resumes
     │
     └── requirements.txt  # Dependencies required for the project
 
-
-# Program Overview:
-
-    # Mistral Integration (utils/mistral.py)
-        - Mistral API Calls: Uses Hugging Faces Mistral-Nemo-Instruct-2407 model to parse resumes.
-        - Personal and Professional Extraction: Two functions extract personal and professional information in structured JSON format.
-        - Fallback Mechanism: If Mistral fails, spaCys NER model is used as a fallback.
-
-    # SpaCy Integration (utils/spacy.py)
-        - Custom Trained Model: Uses a spaCy model (ner_model_05_3) trained specifically for resume parsing.
-        - Named Entity Recognition: Extracts key information like Name, Email, Contact, Location, Skills, Experience, etc., from resumes.
-        - Validation: Includes validation for extracted emails and contacts.
-
-    # File Conversion (utils/fileTotext.py)
-       - Text Extraction: Handles different resume formats (PDF, DOCX, ODT, RSF, and images like PNG, JPG, JPEG) and extracts text for further processing.
-          - PDF Files: Uses PyMuPDF to extract text and, if necessary, Tesseract-OCR for image-based PDF content.
-          - DOCX Files: Uses `python-docx` to extract structured text from Word documents.
-          - ODT Files: Uses `odfpy` to extract text from ODT (OpenDocument) files.
-          - RSF Files: Reads plain text from RSF files.
-          - Images (PNG, JPG, JPEG): Uses Tesseract-OCR to extract text from image-based resumes.
-            Note: For Tesseract-OCR, install it locally by following the [installation guide](https://github.com/UB-Mannheim/tesseract/wiki).
-          - Hyperlink Extraction: Extracts hyperlinks from PDF files, capturing any embedded URLs during the parsing process.
-
-
-    # Error Handling (utils/error.py)
-        - Manages API response errors, file format issues, and ensures smooth fallbacks without crashing the app.
-
-    # Flask API (main.py)
-        Endpoints:
-        - /upload for uploading resumes.
-        - Displays parsed results in JSON format on the results page.
-        - UI: Simple interface for uploading resumes and viewing the parsing results.
-
-
-# Tree map of program:
-
-    main.py
-    ├── Handles API side
-    ├── File upload/remove
-    ├── Process resumes
-    └── Show result
-    utils
-    ├── fileTotext.py
-    │   └── Converts files to text
-    │       ├── PDF
-    │       ├── DOCX
-    │       ├── RTF
-    │       ├── ODT
-    │       ├── PNG
-    │       ├── JPG
-    │       └── JPEG
-    ├── mistral.py
-    │   ├── Mistral API Calls
-    │   │   └── Uses Mistral-Nemo-Instruct-2407 model
-    │   ├── Personal and Professional Extraction
-    │   │   ├── Extracts personal information
-    │   │   └── Extracts professional information
-    │   └── Fallback Mechanism
-    │       └── Uses spaCy NER model if Mistral fails
-    └── spacy.py
-        ├── Custom Trained Model
-        │   └── Uses spaCy model (ner_model_05_3)
-        ├── Named Entity Recognition
-        │   └── Extracts key information (Name, Email, Contact, etc.)
-        └── Validation
-            └── Validates emails and contacts
-
-
 # References:
 
 - [Flask Documentation](https://flask.palletsprojects.com/)
 - [spaCy Documentation](https://spacy.io/usage)
-- [Mistral Documentation](https://docs.mistral.ai/)
 - [Hugging Face Hub API](https://huggingface.co/docs/huggingface_hub/index)
 - [PyMuPDF (MuPDF) Documentation](https://pymupdf.readthedocs.io/en/latest/)
 - [python-docx Documentation](https://python-docx.readthedocs.io/en/latest/)