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app.py
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| 1 |
+
import openai
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| 2 |
+
import gradio as gr
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| 3 |
+
import PyPDF2
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| 4 |
+
import docx
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| 5 |
+
from docx import Document
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| 6 |
+
from gradio import CSVLogger
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| 7 |
+
import os
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| 8 |
+
from reportlab.lib.pagesizes import letter
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| 9 |
+
from reportlab.pdfgen import canvas
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| 10 |
+
from reportlab.lib.styles import getSampleStyleSheet
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| 11 |
+
from reportlab.platypus import Paragraph
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| 12 |
+
from reportlab.lib.units import inch
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| 13 |
+
from reportlab.lib.pagesizes import letter
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| 14 |
+
from reportlab.pdfgen import canvas
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| 15 |
+
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| 16 |
+
from docx import Document
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| 17 |
+
from docx.shared import Pt
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| 18 |
+
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| 19 |
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from docx.enum.text import WD_UNDERLINE
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| 20 |
+
from docx.enum.text import WD_ALIGN_PARAGRAPH
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| 21 |
+
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| 22 |
+
from docx.shared import RGBColor
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| 23 |
+
from docx.enum.text import WD_PARAGRAPH_ALIGNMENT
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| 24 |
+
from docx.oxml import parse_xml
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| 25 |
+
from docx.oxml.ns import nsdecls
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| 26 |
+
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| 27 |
+
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| 28 |
+
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| 29 |
+
openai.api_key = "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"
|
| 30 |
+
|
| 31 |
+
messages = []
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| 32 |
+
|
| 33 |
+
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| 34 |
+
latest_resume_text = ""
|
| 35 |
+
desired_position = ""
|
| 36 |
+
default_text_1 = "Hello, I will share a candidate's resume with you. Please provide a summary for me"
|
| 37 |
+
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| 38 |
+
default_text_2 = "Hello, I will share a candidate's resume with you. Please desensitize the resume by removing or redacting any personal contact information like the phone number, home address, and email address. Also remove or mask any private details like ID numbers, exact dates for education and work history, and compensation details. Double check that no other private information is included. The goal is to remove personally identifying details while still allowing this candidate's professional qualifications to be visible to potential employers."
|
| 39 |
+
|
| 40 |
+
default_text_3 = "่ฏทๅธฎๆ้
่ฏปๅ้ไบบ็ฎๅๅนถๆป็ปๅบไปฅไธๅ ไธช้จๅใ็ฌฌไธไธชๆฟๅๆฏโไธชไบบไฟกๆฏโ๏ผ่ฏทๆป็ปๅบๆญคๅ้ไบบ็ๅงๅ๏ผๆงๅซ๏ผๅทฅไฝ็ป้ช๏ผๅคๅฐๅนด๏ผ๏ผๆ้ซๅญฆๅ๏ผๆฏไธ้ขๆ ก๏ผไธไธ๏ผๅๆฏไธๆถ้ดใ็ฌฌไบไธช้จๅๆฏๆญคๅ้ไบบ็ๆฌไบบ่ฏไปท๏ผๆพ่ฟไธไธช่ช็ถๆฎต้ใ็ฌฌไธไธช้จๅๆฏๅ
ทไฝๅพๅทฅไฝ็ปๅใ็ฌฌๅไธช้จๅๆฏๅ่ฟ็้กน็ฎ็ป้ชใ่ฏทๆ นๆฎไฝ ๅฏนไบ่ฟไฝๅ้ไบบ็ฎๅ็ๆ็ป่ด็้
่ฏปๆๅบไปฅไธๅ ไธช้จๅใๆฏไธช้จๅ็ฑ่ชๅทฑ็ๆ ้ข๏ผไบไธชๆ ้ขไธบ ไธชไบบไฟกๆฏ๏ผๆฌไบบ่ฏไปท๏ผๅทฅไฝ็ปๅ๏ผๅ้กน็ฎ็ป้ชใ่ฏทๆๆฏไธไธชๅฐ้กนๅๅพ็ป่ดไธ็น๏ผๅนถไธ็จๆฐๅญๆๅบ๏ผ"
|
| 41 |
+
|
| 42 |
+
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| 43 |
+
def set_text_1():
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| 44 |
+
return default_text_1
|
| 45 |
+
def set_text_2():
|
| 46 |
+
return default_text_2
|
| 47 |
+
def set_text_3():
|
| 48 |
+
return default_text_3
|
| 49 |
+
|
| 50 |
+
# # extracting text from pdf
|
| 51 |
+
# def extract_text_from_pdf(file):
|
| 52 |
+
# reader = PyPDF2.PdfReader(file)
|
| 53 |
+
# text = ""
|
| 54 |
+
# for page in reader.pages:
|
| 55 |
+
# text += page.extract_text()
|
| 56 |
+
# return text
|
| 57 |
+
|
| 58 |
+
|
| 59 |
+
#write a function that extract text from a pdf that could contain multiple pages
|
| 60 |
+
def extract_text_from_pdf(file):
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| 61 |
+
reader = PyPDF2.PdfReader(file)
|
| 62 |
+
text = ""
|
| 63 |
+
for page in reader.pages:
|
| 64 |
+
text += page.extract_text()
|
| 65 |
+
return text
|
| 66 |
+
|
| 67 |
+
# extracting text from doc
|
| 68 |
+
def extract_text_from_docx(file):
|
| 69 |
+
|
| 70 |
+
doc = docx.Document(file)
|
| 71 |
+
all_text = []
|
| 72 |
+
|
| 73 |
+
for para in doc.paragraphs:
|
| 74 |
+
# Extract the text from the current paragraph
|
| 75 |
+
paragraph_text = para.text
|
| 76 |
+
all_text.append(paragraph_text)
|
| 77 |
+
|
| 78 |
+
combined_text = " ".join(all_text)
|
| 79 |
+
return combined_text
|
| 80 |
+
|
| 81 |
+
def handle_file_upload(uploaded_files):
|
| 82 |
+
combined_text = ""
|
| 83 |
+
if uploaded_files is None:
|
| 84 |
+
return ""
|
| 85 |
+
for uploaded_file in uploaded_files:
|
| 86 |
+
file_type = uploaded_file.name.split('.')[-1].lower()
|
| 87 |
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if file_type == 'pdf':
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| 88 |
+
combined_text += extract_text_from_pdf(uploaded_file)
|
| 89 |
+
elif file_type in ['docx', 'doc']:
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| 90 |
+
combined_text += extract_text_from_docx(uploaded_file)
|
| 91 |
+
else:
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| 92 |
+
combined_text += "Unsupported file format, please upload a PDF or Word document.\n"
|
| 93 |
+
return combined_text
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| 94 |
+
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| 95 |
+
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| 96 |
+
def clear_inputs():
|
| 97 |
+
messages = []
|
| 98 |
+
return "", None
|
| 99 |
+
|
| 100 |
+
def log_conversation(input, reply):
|
| 101 |
+
with open("log.csv", "a") as log_file:
|
| 102 |
+
log_file.write(f"user_input: {input},\n\n Chatgpt: {reply}\n\n")
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| 103 |
+
|
| 104 |
+
|
| 105 |
+
import re
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| 106 |
+
from docx import Document
|
| 107 |
+
from docx.enum.text import WD_ALIGN_PARAGRAPH
|
| 108 |
+
from docx.shared import RGBColor
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| 109 |
+
from docx.enum.text import WD_PARAGRAPH_ALIGNMENT
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| 110 |
+
|
| 111 |
+
|
| 112 |
+
def is_chinese_char(char):
|
| 113 |
+
"""Check if a given character is a Chinese character."""
|
| 114 |
+
return '\u4e00' <= char <= '\u9fff'
|
| 115 |
+
|
| 116 |
+
def count_chinese_chars(text):
|
| 117 |
+
"""Count the number of Chinese characters in a string."""
|
| 118 |
+
return sum(is_chinese_char(char) for char in text)
|
| 119 |
+
|
| 120 |
+
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| 121 |
+
def generate_resume_document(latest_resume_text):
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| 122 |
+
# Define keywords that indicate the start of a new section
|
| 123 |
+
section_keywords = ["ไธชไบบไฟกๆฏ", "ๆฌไบบ่ฏไปท", "ๅทฅไฝ็ปๅ", "้กน็ฎ็ป้ช"]
|
| 124 |
+
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| 125 |
+
# Create a new Document
|
| 126 |
+
doc = Document()
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| 127 |
+
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| 128 |
+
# Add a title to the document
|
| 129 |
+
heading = doc.add_heading('ๅ้ไบบ็ฎๅ', level=0)
|
| 130 |
+
run = heading.add_run()
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| 131 |
+
run.underline = WD_UNDERLINE.SINGLE
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| 132 |
+
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| 133 |
+
# Center-align the heading
|
| 134 |
+
paragraph_format = heading.paragraph_format
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| 135 |
+
paragraph_format.alignment = WD_ALIGN_PARAGRAPH.CENTER
|
| 136 |
+
|
| 137 |
+
# Check if the text is empty
|
| 138 |
+
if not latest_resume_text.strip():
|
| 139 |
+
doc.add_paragraph("No resume text found")
|
| 140 |
+
return None
|
| 141 |
+
|
| 142 |
+
# Remove non-word characters from the text except for spaces and new lines
|
| 143 |
+
# Remove non-word characters from the text except for "-", ",", "." and numbers
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| 144 |
+
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| 145 |
+
cleaned_text = re.sub(r'[^\w\s\-\,\.\d]', '', latest_resume_text)
|
| 146 |
+
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| 147 |
+
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| 148 |
+
# Split the resume text into lines
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| 149 |
+
lines = cleaned_text.split('\n')
|
| 150 |
+
|
| 151 |
+
# Variables to store the current section title and its content
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| 152 |
+
current_section = None
|
| 153 |
+
current_content = []
|
| 154 |
+
|
| 155 |
+
# Function to add a section to the document with bullet points
|
| 156 |
+
def add_section_to_doc(section, content):
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| 157 |
+
global name
|
| 158 |
+
if section and content:
|
| 159 |
+
sec = doc.add_heading(section, level=0)
|
| 160 |
+
for run in sec.runs:
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| 161 |
+
run.font.size = Pt(14)
|
| 162 |
+
|
| 163 |
+
|
| 164 |
+
|
| 165 |
+
if section == "ไธชไบบไฟกๆฏ":
|
| 166 |
+
# Combine all content lines into a single line separated by a semicolon
|
| 167 |
+
combined_content = '๏ผ'.join(content)
|
| 168 |
+
p = doc.add_paragraph() # Create a new paragraph for combined content
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| 169 |
+
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| 170 |
+
last_index = 0 # Keep track of the last index processed
|
| 171 |
+
for keyword in ["ๅงๅ", "ๆงๅซ", "ๅทฅไฝ็ป้ช", "ๆ้ซๅญฆๅ", "ๆฏไธ้ขๆ ก", "ไธไธ", "ๆฏไธๆถ้ด"]:
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| 172 |
+
if keyword in combined_content:
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| 173 |
+
start_index = combined_content.index(keyword, last_index)
|
| 174 |
+
|
| 175 |
+
# Add text before the keyword as a normal run
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| 176 |
+
p.add_run(combined_content[last_index:start_index])
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| 177 |
+
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| 178 |
+
# Add the keyword and the colon as a bold run
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| 179 |
+
bold_run = p.add_run(keyword + '๏ผ')
|
| 180 |
+
bold_run.bold = True
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| 181 |
+
|
| 182 |
+
# Update the last index processed
|
| 183 |
+
last_index = start_index + len(keyword)
|
| 184 |
+
|
| 185 |
+
if keyword == "ๅงๅ":
|
| 186 |
+
name_start_index = last_index
|
| 187 |
+
try:
|
| 188 |
+
# Try to find the start index of the next keyword "ๆงๅซ"
|
| 189 |
+
name_end_index = combined_content.index("ๆงๅซ", name_start_index)
|
| 190 |
+
# Store the content into name variable
|
| 191 |
+
name = combined_content[name_start_index:name_end_index]
|
| 192 |
+
# Remove any non-Chinese characters
|
| 193 |
+
name = re.sub(r'[^\u4e00-\u9fff]', '', name)
|
| 194 |
+
except ValueError:
|
| 195 |
+
# Handle the case where "ๆงๅซ" is not found
|
| 196 |
+
name = "้ๆๅจๅกซๅ"
|
| 197 |
+
|
| 198 |
+
|
| 199 |
+
|
| 200 |
+
|
| 201 |
+
|
| 202 |
+
|
| 203 |
+
|
| 204 |
+
# Add any remaining text after the last keyword
|
| 205 |
+
p.add_run(combined_content[last_index:])
|
| 206 |
+
|
| 207 |
+
|
| 208 |
+
|
| 209 |
+
|
| 210 |
+
else:
|
| 211 |
+
for line in content:
|
| 212 |
+
# # Count Chinese characters in the line
|
| 213 |
+
# chinese_char_count = count_chinese_chars(line)
|
| 214 |
+
# if chinese_char_count < 5:
|
| 215 |
+
# doc.add_heading(line, level=0)
|
| 216 |
+
# p = doc.add_paragraph()
|
| 217 |
+
# p.alignment = WD_PARAGRAPH_ALIGNMENT.CENTER
|
| 218 |
+
# for run in sec.runs:
|
| 219 |
+
# run.font.size = Pt(14)
|
| 220 |
+
|
| 221 |
+
# else:
|
| 222 |
+
|
| 223 |
+
doc.add_paragraph(line)
|
| 224 |
+
|
| 225 |
+
|
| 226 |
+
|
| 227 |
+
for line in lines:
|
| 228 |
+
# Check for section titles (considering case-insensitivity)
|
| 229 |
+
if any(line.strip().upper() == keyword for keyword in section_keywords):
|
| 230 |
+
# Add the previous section to the document before starting a new one
|
| 231 |
+
add_section_to_doc(current_section, current_content)
|
| 232 |
+
|
| 233 |
+
|
| 234 |
+
|
| 235 |
+
|
| 236 |
+
current_section = line.strip().title() # Title Case for headings
|
| 237 |
+
current_content = []
|
| 238 |
+
else:
|
| 239 |
+
# Clean line and add to current content
|
| 240 |
+
clean_line = line.strip()
|
| 241 |
+
if clean_line: # Ignore empty lines
|
| 242 |
+
# Append clean_line to current_content, removing any additional internal line breaks
|
| 243 |
+
current_content.append(re.sub(r'\s+', ' ', clean_line))
|
| 244 |
+
|
| 245 |
+
# Add the last section to the document
|
| 246 |
+
add_section_to_doc(current_section, current_content)
|
| 247 |
+
|
| 248 |
+
# Save the document
|
| 249 |
+
word_filename = "ๅ็ฝ็งๆ-" + name + "-" + desired_position + ".docx"
|
| 250 |
+
doc.save(word_filename)
|
| 251 |
+
return word_filename
|
| 252 |
+
|
| 253 |
+
|
| 254 |
+
|
| 255 |
+
|
| 256 |
+
|
| 257 |
+
def CustomChatGPT(user_input, uploaded_file):
|
| 258 |
+
global messages, latest_resume_text, desired_position, name # Declare latest_resume_text as global if it's used globally
|
| 259 |
+
resume_text = ""
|
| 260 |
+
resume_text = handle_file_upload(uploaded_file)
|
| 261 |
+
print("Resume text from the file:", resume_text)
|
| 262 |
+
|
| 263 |
+
if resume_text:
|
| 264 |
+
messages.append({"role": "system", "content": resume_text})
|
| 265 |
+
# if the resume text contains "ๆๆ่ไฝ", extract the desired position and store it in desired_position
|
| 266 |
+
if "ๆๆ่ไฝ" in resume_text:
|
| 267 |
+
match = re.search(r'ๆๆ่ไฝ๏ผ(.+?)\s', resume_text)
|
| 268 |
+
if match:
|
| 269 |
+
desired_position = match.group(1)
|
| 270 |
+
# Remove non-Chinese characters
|
| 271 |
+
desired_position = re.sub(r'[^\u4e00-\u9fff]', '', desired_position)
|
| 272 |
+
else:
|
| 273 |
+
desired_position = "้ๆๅจๅกซๅ"
|
| 274 |
+
|
| 275 |
+
|
| 276 |
+
|
| 277 |
+
messages.append({"role": "user", "content": user_input})
|
| 278 |
+
response = openai.ChatCompletion.create(
|
| 279 |
+
model="gpt-3.5-turbo",
|
| 280 |
+
messages=messages
|
| 281 |
+
)
|
| 282 |
+
ChatGPT_reply = response.choices[0].message.content
|
| 283 |
+
messages.append({"role": "assistant", "content": ChatGPT_reply})
|
| 284 |
+
|
| 285 |
+
combined_input = user_input + " " + resume_text
|
| 286 |
+
log_conversation(combined_input, ChatGPT_reply)
|
| 287 |
+
|
| 288 |
+
latest_resume_text = ChatGPT_reply
|
| 289 |
+
|
| 290 |
+
if "่ฏทๅธฎๆ้
่ฏปๅ้ไบบ็ฎๅ" in user_input:
|
| 291 |
+
word_filename = generate_resume_document(latest_resume_text)
|
| 292 |
+
ChatGPT_reply = "Resume generated successfully. Please download the file using the link below."
|
| 293 |
+
messages = []
|
| 294 |
+
else:
|
| 295 |
+
doc = Document()
|
| 296 |
+
doc.add_paragraph(ChatGPT_reply)
|
| 297 |
+
word_filename = "generated_response.docx"
|
| 298 |
+
doc.save(word_filename)
|
| 299 |
+
# reset the messages to start a new conversation
|
| 300 |
+
messages = []
|
| 301 |
+
|
| 302 |
+
return ChatGPT_reply, word_filename
|
| 303 |
+
|
| 304 |
+
|
| 305 |
+
|
| 306 |
+
def get_log_file():
|
| 307 |
+
return "log.csv"
|
| 308 |
+
def read_log_file():
|
| 309 |
+
if os.path.exists("log.csv"):
|
| 310 |
+
with open("log.csv", "r") as file:
|
| 311 |
+
return file.read()
|
| 312 |
+
else:
|
| 313 |
+
return "Log file is empty or doesn't exist."
|
| 314 |
+
def clear_log_file():
|
| 315 |
+
if not os.path.exists("log.csv"):
|
| 316 |
+
return "file not exist"
|
| 317 |
+
else:
|
| 318 |
+
with open("log.csv", "w") as log_file:
|
| 319 |
+
log_file.write("")
|
| 320 |
+
return "Log cleared"
|
| 321 |
+
|
| 322 |
+
def main():
|
| 323 |
+
custom_css = """
|
| 324 |
+
<style>
|
| 325 |
+
.custom-button .mdc-button {
|
| 326 |
+
background-color: #90EE90; /* Light Green */
|
| 327 |
+
color: black;
|
| 328 |
+
border: none;
|
| 329 |
+
border-radius: 6px;
|
| 330 |
+
padding: 10px 20px;
|
| 331 |
+
margin: 8px 0;
|
| 332 |
+
cursor: pointer;
|
| 333 |
+
font-size: 14px;
|
| 334 |
+
text-align: center;
|
| 335 |
+
}
|
| 336 |
+
.custom-button .mdc-button:hover {
|
| 337 |
+
background-color: #76b476; /* Darker shade for hover effect */
|
| 338 |
+
}
|
| 339 |
+
</style>
|
| 340 |
+
"""
|
| 341 |
+
|
| 342 |
+
with gr.Blocks(css=custom_css) as demo:
|
| 343 |
+
gr.Markdown("# Resume Analysis Tool", elem_classes=["centered-title"])
|
| 344 |
+
|
| 345 |
+
with gr.Row():
|
| 346 |
+
with gr.Column():
|
| 347 |
+
text_input = gr.Textbox()
|
| 348 |
+
file_input = gr.File(file_count="multiple", label="Upload Resume")
|
| 349 |
+
|
| 350 |
+
with gr.Row():
|
| 351 |
+
btn1 = gr.Button("Summary", elem_classes=["custom-button"])
|
| 352 |
+
btn2 = gr.Button("Desensitization", elem_classes=["custom-button"])
|
| 353 |
+
btn3 = gr.Button("็ฎๅ็ๆ", elem_classes=["custom-button"])
|
| 354 |
+
|
| 355 |
+
|
| 356 |
+
btn1.click(fn=set_text_1, inputs=[], outputs=text_input)
|
| 357 |
+
btn2.click(fn=set_text_2, inputs=[], outputs=text_input)
|
| 358 |
+
btn3.click(fn=set_text_3, inputs=[], outputs=text_input)
|
| 359 |
+
|
| 360 |
+
|
| 361 |
+
with gr.Row():
|
| 362 |
+
submit_btn = gr.Button("Submit", elem_classes=["custom-button"])
|
| 363 |
+
clear_btn = gr.Button("Clear", elem_classes=["custom-button"])
|
| 364 |
+
clear_btn.click(fn=clear_inputs, inputs=[], outputs=[])
|
| 365 |
+
|
| 366 |
+
with gr.Column():
|
| 367 |
+
with gr.Row():
|
| 368 |
+
output_text = gr.Textbox(label="ChatGPT Reply", interactive=True, lines=1)
|
| 369 |
+
with gr.Row():
|
| 370 |
+
output_word = gr.File(label="Download Word File")
|
| 371 |
+
# output_pdf = gr.File(label="Download PDF File")
|
| 372 |
+
|
| 373 |
+
submit_btn.click(fn=CustomChatGPT, inputs=[text_input, file_input], outputs=[output_text, output_word])
|
| 374 |
+
|
| 375 |
+
with gr.Row():
|
| 376 |
+
log_text = gr.Textbox(label="Log Content", interactive=True, lines=1)
|
| 377 |
+
|
| 378 |
+
with gr.Row():
|
| 379 |
+
view_log_button = gr.Button("View Log", elem_classes=["custom-button"])
|
| 380 |
+
download_log_button = gr.Button("Download Log File", elem_classes=["custom-button"])
|
| 381 |
+
clear_log_button = gr.Button("Clear Log File", elem_classes=["custom-button"])
|
| 382 |
+
|
| 383 |
+
view_log_button.click(fn=read_log_file, inputs=[], outputs=log_text)
|
| 384 |
+
download_log_button.click(fn=get_log_file, inputs=[], outputs=[])
|
| 385 |
+
clear_log_button.click(fn=clear_log_file, inputs=[], outputs=[])
|
| 386 |
+
|
| 387 |
+
|
| 388 |
+
demo.launch(share=True)
|
| 389 |
+
|
| 390 |
+
|
| 391 |
+
if __name__ == "__main__":
|
| 392 |
+
main()
|