Spaces:
Sleeping
Sleeping
Create app.py
Browse files
app.py
ADDED
@@ -0,0 +1,103 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
import os
|
3 |
+
import utils
|
4 |
+
import config
|
5 |
+
import pandas as pd
|
6 |
+
|
7 |
+
def output(file, text1, text2, text3, text4, text5, text6, progress: gr.Progress = gr.Progress(track_tqdm=True)):
|
8 |
+
|
9 |
+
output_text = ""
|
10 |
+
|
11 |
+
if file is None:
|
12 |
+
return gr.Error("No file uploaded.")
|
13 |
+
|
14 |
+
file_path = file.name
|
15 |
+
structured_data = utils.process_resume(file_path)
|
16 |
+
if structured_data is None:
|
17 |
+
return gr.Error("Unsupported file type.")
|
18 |
+
|
19 |
+
prompt = f"""
|
20 |
+
{{
|
21 |
+
"Hiring Manager's Name": "{text1}",
|
22 |
+
"Company Name": "{text2}",
|
23 |
+
"Industry/Field": "{text3}",
|
24 |
+
"Specific Projects, Innovations, or Company Achievements": "{text4}",
|
25 |
+
"Specific Skills or Tools Relevant to the Job": "{text5}",
|
26 |
+
"Specific Roles, Teams, or Projects at the Company": "{text6}",
|
27 |
+
"resume": {structured_data}
|
28 |
+
}}
|
29 |
+
"""
|
30 |
+
progress(0.5)
|
31 |
+
output_text = utils.generate_email(prompt)
|
32 |
+
progress(1)
|
33 |
+
|
34 |
+
return output_text, output_text
|
35 |
+
|
36 |
+
def bulk_output(excel, pdf, progress: gr.Progress = gr.Progress(track_tqdm=True)):
|
37 |
+
if excel is None:
|
38 |
+
return gr.Error("No file uploaded.")
|
39 |
+
|
40 |
+
excel_path = excel.name
|
41 |
+
df = pd.read_excel(excel_path)
|
42 |
+
|
43 |
+
if pdf is None:
|
44 |
+
return gr.Error("No file uploaded.")
|
45 |
+
|
46 |
+
file_path = pdf.name
|
47 |
+
structured_data = utils.process_resume(file_path)
|
48 |
+
if structured_data is None:
|
49 |
+
return gr.Error("Unsupported file type.")
|
50 |
+
|
51 |
+
for index, row in df.iterrows():
|
52 |
+
prompt = f"""
|
53 |
+
{{
|
54 |
+
"Hiring Manager's Name": "{row['Hiring Managers Name']}",
|
55 |
+
"Company Name": "{row['Company Name']}",
|
56 |
+
"Industry/Field": "{row['Industry/Field']}",
|
57 |
+
"Specific Projects, Innovations, or Company Achievements": "{row['Specific Projects, Innovations, or Company Achievements']}",
|
58 |
+
"Specific Skills or Tools Relevant to the Job": "{row['Specific Skills or Tools Relevant to the Job']}",
|
59 |
+
"Specific Roles, Teams, or Projects at the Company": "{row['Specific Roles, Teams, or Projects at the Company']}",
|
60 |
+
"resume": {structured_data}
|
61 |
+
}}
|
62 |
+
"""
|
63 |
+
|
64 |
+
email = utils.generate_email(prompt)
|
65 |
+
config.write_email(row['Hiring Manager\'s Name'], row['Company Name'], email)
|
66 |
+
progress(index + 1, len(df))
|
67 |
+
|
68 |
+
return "Emails have been drafted and saved as Word documents."
|
69 |
+
|
70 |
+
with gr.Blocks() as demo:
|
71 |
+
with gr.Tabs():
|
72 |
+
with gr.TabItem("Single Email"):
|
73 |
+
with gr.Row():
|
74 |
+
with gr.Column(scale=0.5):
|
75 |
+
text1 = gr.Textbox(label="Hiring Manager's Name")
|
76 |
+
text2 = gr.Textbox(label="Company Name")
|
77 |
+
text3 = gr.Textbox(label="Industry/Field")
|
78 |
+
text4 = gr.Textbox(label="Specific Projects, Innovations, or Company Achievements")
|
79 |
+
text5 = gr.Textbox(label="Specific Skills or Tools Relevant to the Job")
|
80 |
+
text6 = gr.Textbox(label="Specific Roles, Teams, or Projects at the Company")
|
81 |
+
submit_btn = gr.Button("Submit")
|
82 |
+
with gr.Column(scale=0.5):
|
83 |
+
pdf_input = gr.File(label="Upload PDF", file_types=[".pdf", ".docx"], interactive=True, scale=1)
|
84 |
+
output_box = gr.Textbox(label="Output", lines=10, autoscroll=True)
|
85 |
+
write_btn = gr.Button("Draft Email")
|
86 |
+
|
87 |
+
|
88 |
+
state = gr.State()
|
89 |
+
submit_btn.click(output, inputs=[pdf_input, text1, text2, text3, text4, text5, text6], outputs=[output_box, state])
|
90 |
+
write_btn.click(config.write_email, inputs=[text1, text2, state])
|
91 |
+
|
92 |
+
with gr.TabItem("Batch Email"):
|
93 |
+
with gr.Row():
|
94 |
+
with gr.Column(scale=0.5):
|
95 |
+
pdf_input = gr.File(label="Upload PDF", file_types=[".pdf", ".docx"], interactive=True, scale=1)
|
96 |
+
excel_input = gr.File(label="Upload Excel", file_types=[".xlsx"], interactive=True, scale=1)
|
97 |
+
submit_btn = gr.Button("Submit and Draft")
|
98 |
+
with gr.Column(scale=0.5):
|
99 |
+
output_box = gr.Textbox(label="Output", lines=10, autoscroll=True)
|
100 |
+
|
101 |
+
submit_btn.click(bulk_output, inputs=[excel_input,pdf_input], outputs=[output_box])
|
102 |
+
|
103 |
+
demo.launch()
|