kijeoung commited on
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67764eb
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verified ยท
1 Parent(s): 2c42f37

Update app.py

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  1. app.py +65 -5
app.py CHANGED
@@ -8,7 +8,7 @@ from datetime import datetime
8
  openai.api_key = os.getenv("OPENAI_API_KEY")
9
 
10
  # LLM ํ˜ธ์ถœ ํ•จ์ˆ˜
11
- def call_api(content, system_message="๋ฆฌ๋ทฐ๋ฅผ ๋ถ„์„ํ•˜์—ฌ ์š”์•ฝํ•ด ์ฃผ์„ธ์š”.", max_tokens=200, temperature=0.7, top_p=0.9):
12
  response = openai.ChatCompletion.create(
13
  model="gpt-4o-mini",
14
  messages=[
@@ -40,7 +40,37 @@ def get_positive_reviews(df):
40
  positive_reviews['์ˆœ๋ฒˆ'] = positive_reviews.index
41
  positive_output = "\n\n".join(positive_reviews.apply(
42
  lambda x: f"{x['์ˆœ๋ฒˆ']}. **{x['Review Date']} / {x['ID']} / {x['Option']}**\n\n{x['Review']}", axis=1))
43
- analysis = call_api(positive_output)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
44
  return positive_output, analysis
45
 
46
  # ๋ถ€์ •์ ์ธ ๋ฆฌ๋ทฐ๋ฅผ ๋ฐ˜ํ™˜ํ•˜๋Š” ํ•จ์ˆ˜
@@ -52,7 +82,37 @@ def get_negative_reviews(df):
52
  negative_reviews['์ˆœ๋ฒˆ'] = negative_reviews.index
53
  negative_output = "\n\n".join(negative_reviews.apply(
54
  lambda x: f"{x['์ˆœ๋ฒˆ']}. **{x['Review Date']} / {x['ID']} / {x['Option']}**\n\n{x['Review']}", axis=1))
55
- analysis = call_api(negative_output)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
56
  return negative_output, analysis
57
 
58
  # ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ๋ฅผ ์ฒ˜๋ฆฌํ•˜์—ฌ ๊ธ์ • ๋ฐ ๋ถ€์ • ๋ฆฌ๋ทฐ๋ฅผ ์ถ”์ถœํ•˜๋Š” ํ•จ์ˆ˜
@@ -72,11 +132,11 @@ def create_interface():
72
  with gr.Column():
73
  gr.Markdown("### ๊ธ์ •์ ์ธ ์ฃผ์š” ๋ฆฌ๋ทฐ (์ตœ๋Œ€ 20๊ฐœ)")
74
  positive_reviews_output = gr.Textbox(label="๊ธ์ •์ ์ธ ์ฃผ์š” ๋ฆฌ๋ทฐ", interactive=False, lines=20)
75
- positive_analysis_output = gr.Textbox(label="๊ธ์ • ๋ฆฌ๋ทฐ ๋ถ„์„ ๊ฒฐ๊ณผ", interactive=False, lines=5)
76
 
77
  gr.Markdown("### ๋ถ€์ •์ ์ธ ์ฃผ์š” ๋ฆฌ๋ทฐ (์ตœ๋Œ€ 30๊ฐœ)")
78
  negative_reviews_output = gr.Textbox(label="๋ถ€์ •์ ์ธ ์ฃผ์š” ๋ฆฌ๋ทฐ", interactive=False, lines=30)
79
- negative_analysis_output = gr.Textbox(label="๋ถ€์ • ๋ฆฌ๋ทฐ ๋ถ„์„ ๊ฒฐ๊ณผ", interactive=False, lines=5)
80
 
81
  analyze_button.click(
82
  fn=process_reviews,
 
8
  openai.api_key = os.getenv("OPENAI_API_KEY")
9
 
10
  # LLM ํ˜ธ์ถœ ํ•จ์ˆ˜
11
+ def call_api(content, system_message, max_tokens=2000, temperature=0.7, top_p=0.9):
12
  response = openai.ChatCompletion.create(
13
  model="gpt-4o-mini",
14
  messages=[
 
40
  positive_reviews['์ˆœ๋ฒˆ'] = positive_reviews.index
41
  positive_output = "\n\n".join(positive_reviews.apply(
42
  lambda x: f"{x['์ˆœ๋ฒˆ']}. **{x['Review Date']} / {x['ID']} / {x['Option']}**\n\n{x['Review']}", axis=1))
43
+ system_message = """[์ค‘์š” ๊ทœ์น™]
44
+ 1. ๋ฐ˜๋“œ์‹œ ํ•œ๊ธ€(ํ•œ๊ตญ์–ด)๋กœ ์ถœ๋ ฅํ•˜๋ผ.
45
+ 2. ๋„ˆ๋Š” ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์„ํ•˜๋Š” ๋น…๋ฐ์ดํ„ฐ ๋ถ„์„๊ฐ€์ด๋‹ค.
46
+ 3. ๊ณ ๊ฐ์˜ ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ ๊ธ์ •์ ์ธ ์˜๊ฒฌ์˜ ๋ฐ์ดํ„ฐ๋งŒ ๋ถ„์„ํ•˜๋ผ.
47
+ 4. ๋ฐ˜๋“œ์‹œ ์ œ๊ณต๋œ ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ์—์„œ๋งŒ ๋ถ„์„ํ•˜๋ผ.
48
+ 5. ๋„ˆ์˜ ์ƒ๊ฐ์„ ํฌํ•จํ•˜์ง€ ๋ง ๊ฒƒ.
49
+ [๋ถ„์„ ์กฐ๊ฑด]
50
+ 1. ์ด 20๊ฐœ์˜ ๋ฆฌ๋ทฐ๋ฐ์ดํ„ฐ๋ฅผ ์ œ๊ณตํ•œ๋‹ค.
51
+ 2. ๊ฐ ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ์˜ ๋‘˜์งธ์ค„ ๋ถ€ํ„ฐ์˜ ์‹ค์ œ ๊ณ ๊ฐ๋ฆฌ๋ทฐ๋ฅผ ๋ฐ˜์˜ํ•˜๋ผ.
52
+ 3. ๋ฐ˜๋“œ์‹œ ๊ธ์ •์ ์ธ ์˜๊ฒฌ๋งŒ์„ ๋ถ„์„ํ•˜๋ผ. ๋ถ€์ •์ ์ธ ์˜๊ฒฌ์€ ์ œ์™ธํ•˜๋ผ.
53
+ 4. ๊ธฐ๋Šฅ๊ณผ ์„ฑ๋Šฅ์˜ ๋ถ€๋ถ„, ๊ฐ์„ฑ์ ์ธ ๋ถ€๋ถ„, ์‹ค์ œ ์‚ฌ์šฉ ์ธก๋ฉด์˜ ๋ถ€๋ถ„, ๋ฐฐ์†ก์˜ ๋ถ€๋ถ„, ํƒ€๊ฒŸ๋ณ„ ๋ถ€๋ถ„์˜ ๊ด€์ ์œผ๋กœ ๋ถ„์„ํ•˜๋ผ.
54
+ 5. 4๋ฒˆ์˜ ์กฐ๊ฑด์— ํฌํ•จ๋˜์ง€ ์•Š๋Š” ๊ธ์ •์ ์ธ ๋ฆฌ๋ทฐ๋ฅผ ๋ณ„๋„๋กœ ์ถœ๋ ฅํ•˜๋ผ.
55
+ 6. ๋งˆ์ผ€ํŒ…์ ์ธ ์š”์†Œ๋กœ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ๊ณ ๊ฐ์˜ ์‹ค์ œ ๋ฆฌ๋ทฐ๋ฅผ ๋ฐ˜์˜ํ•˜๋ผ.
56
+ [์ถœ๋ ฅ ํ˜•ํƒœ ์กฐ๊ฑด]
57
+ 1. ๊ฐ๊ฐ์˜ ์ œ๋ชฉ ์•ž์— '๐Ÿ“'์ด๋ชจ์ง€๋ฅผ ์ถœ๋ ฅํ•˜๋ผ,'#', '##'์€ ์ถœ๋ ฅํ•˜์ง€ ๋ง๊ฒƒ.
58
+ 2. ๊ฐ€์žฅ ๋งˆ์ง€๋ง‰์— ์ข…ํ•ฉ ์˜๊ฒฌ์„ ์ž‘์„ฑํ•˜๋ผ, "๐Ÿ†์ข…ํ•ฉ์˜๊ฒฌ"์˜ ์ œ๋ชฉํ˜•ํƒœ๋ฅผ ์‚ฌ์šฉํ•˜๋ผ.
59
+ [์ข…ํ•ฉ์˜๊ฒฌ์˜ ์ถœ๋ ฅ ์กฐ๊ฑด ์‹œ์ž‘]
60
+ ('์ข…ํ•ฉ์˜๊ฒฌ'์ด ์•„๋‹Œ ๋‹ค๋ฅธ ๋ถ€๋ถ„์— ์ด ์ถœ๋ ฅ ์กฐ๊ฑด์„ ๋ฐ˜์˜ํ•˜์ง€ ๋ง ๊ฒƒ.
61
+ - ํ•ญ๋ชฉ๋ณ„ ์ œ๋ชฉ์„ ์ œ์™ธํ•˜๋ผ.
62
+ - ์ข…ํ•ฉ์˜๊ฒฌ์—๋Š” ํ•ญ๋ชฉ๋ณ„ ์ œ๋ชฉ์„ ์ œ์™ธํ•˜๊ณ  ์„œ์ˆ ์‹ ๋ฌธ์žฅ์œผ๋กœ ์ž‘์„ฑํ•˜๋ผ.
63
+ - ๋งค์ถœ์„ ๊ทน๋Œ€ํ™” ํ•  ์ˆ˜ ์žˆ๋Š” ๊ณ ๊ฐ์˜ ์‹ค์ œ ๋ฆฌ๋ทฐ ํฌ์ธํŠธ๋ฅผ ์ œ์‹œํ•˜๋ผ.
64
+ [SWOT๋ถ„์„ ์กฐ๊ฑด]
65
+ 1. '์ข…ํ•ฉ์˜๊ฒฌ' ๋‹ค์Œ ๋‚ด์šฉ์œผ๋กœ SWOT๋ถ„์„ ์˜๊ฒฌ์„ ์ถœ๋ ฅํ•˜๋ผ.
66
+ 2. SWOT๋ถ„์„ ์ค‘ '๊ฐ•์ '์˜๊ฒฌ๊ณผ '๊ธฐํšŒ'์˜ ์˜๊ฒฌ์„ ์ถœ๋ ฅํ•˜๋ผ.
67
+ 3. ๋ฐ˜๋“œ์‹œ '์ข…ํ•ฉ์˜๊ฒฌ'์˜ ๋‚ด์šฉ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ์ž‘์„ฑํ•˜๋ผ.
68
+ 4. ์ œ๋ชฉ์€ '๐Ÿน ๊ฐ•์ ', '๐Ÿน ๊ธฐํšŒ'์œผ๋กœ ์ถœ๋ ฅํ•˜๋ผ.
69
+ [์ข…ํ•ฉ์˜๊ฒฌ์˜ ์ถœ๋ ฅ ์กฐ๊ฑด ๋]
70
+ 3. ์‹ค์ œ ๊ณ ๊ฐ์˜ ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ์—์„œ ์‚ฌ์šฉ๋œ ๋‹จ์–ด๋ฅผ ํฌํ•จํ•˜๋ผ.
71
+ 4. ๋„ˆ์˜ ์ƒ๊ฐ์„ ์ž„์˜๋กœ ๋„ฃ์ง€ ๋ง ๊ฒƒ.
72
+ """
73
+ analysis = call_api(positive_output, system_message=system_message)
74
  return positive_output, analysis
75
 
76
  # ๋ถ€์ •์ ์ธ ๋ฆฌ๋ทฐ๋ฅผ ๋ฐ˜ํ™˜ํ•˜๋Š” ํ•จ์ˆ˜
 
82
  negative_reviews['์ˆœ๋ฒˆ'] = negative_reviews.index
83
  negative_output = "\n\n".join(negative_reviews.apply(
84
  lambda x: f"{x['์ˆœ๋ฒˆ']}. **{x['Review Date']} / {x['ID']} / {x['Option']}**\n\n{x['Review']}", axis=1))
85
+ system_message = """[์ค‘์š” ๊ทœ์น™]
86
+ 1. ๋ฐ˜๋“œ์‹œ ํ•œ๊ธ€(ํ•œ๊ตญ์–ด)๋กœ ์ถœ๋ ฅํ•˜๋ผ.
87
+ 2. ๋„ˆ๋Š” ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์„ํ•˜๋Š” ๋น…๋ฐ์ดํ„ฐ ๋ถ„์„๊ฐ€์ด๋‹ค.
88
+ 3. ๊ณ ๊ฐ์˜ ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ ๋ถ€์ •์ ์ธ ์˜๊ฒฌ์˜ ๋ฐ์ดํ„ฐ๋งŒ ๋ถ„์„ํ•˜๋ผ.
89
+ 4. ๋ฐ˜๋“œ์‹œ ์ œ๊ณต๋œ ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ์—์„œ๋งŒ ๋ถ„์„ํ•˜๋ผ.
90
+ 5. ๋„ˆ์˜ ์ƒ๊ฐ์„ ํฌํ•จํ•˜์ง€ ๋ง ๊ฒƒ.
91
+ [๋ถ„์„ ์กฐ๊ฑด]
92
+ 1. ์ด 30๊ฐœ์˜ ๋ฆฌ๋ทฐ๋ฐ์ดํ„ฐ๋ฅผ ์ œ๊ณตํ•œ๋‹ค.
93
+ 2. ๊ฐ ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ์˜ ๋‘˜์งธ์ค„ ๋ถ€ํ„ฐ์˜ ์‹ค์ œ ๊ณ ๊ฐ๋ฆฌ๋ทฐ๋ฅผ ๋ฐ˜์˜ํ•˜๋ผ.
94
+ 3. ๋ถ€์ •์ ์ธ ์˜๊ฒฌ๋งŒ์„ ๋ถ„์„ํ•˜๋ผ.
95
+ 4. ๊ธฐ๋Šฅ๊ณผ ์„ฑ๋Šฅ์˜ ๋ถ€๋ถ„, ๊ฐ์„ฑ์ ์ธ ๋ถ€๋ถ„, ์‹ค์ œ ์‚ฌ์šฉ ์ธก๋ฉด์˜ ๋ถ€๋ถ„, ๋ฐฐ์†ก์˜ ๋ถ€๋ถ„, ๊ณ ๊ฐ์˜ ๋ถ„๋…ธ ๋ถ€๋ถ„์˜ ๊ด€์ ์œผ๋กœ ๋ถ„์„ํ•˜๋ผ.
96
+ 5. 4๋ฒˆ์˜ ์กฐ๊ฑด์— ํฌํ•จ๋˜์ง€ ์•Š๋Š” ๋ถ€์ •์ ์ธ ๋ฆฌ๋ทฐ๋ฅผ ๋ณ„๋„๋กœ ์ถœ๋ ฅํ•˜๋ผ.
97
+ 6. ๋ถ€์ •์ ์ธ ๋ฆฌ๋ทฐ ๋ถ„์„ ๊ฒฐ๊ณผ๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ '๊ฐœ์„ ํ•  ์ '์„ ์ถœ๋ ฅํ•˜๋ผ.
98
+ [์ถœ๋ ฅ ํ˜•ํƒœ ์กฐ๊ฑด]
99
+ 1. ๊ฐ๊ฐ์˜ ์ œ๋ชฉ ์•ž์— '๐Ÿ“'์ด๋ชจ์ง€๋ฅผ ์ถœ๋ ฅํ•˜๋ผ,'#', '##'์€ ์ถœ๋ ฅํ•˜์ง€ ๋ง๊ฒƒ.
100
+ 2. ๊ฐ€์žฅ ๋งˆ์ง€๋ง‰์— '๊ฐœ์„ ํ•  ์ '์„ ์ถœ๋ ฅํ•˜๋ผ("๐Ÿ“ข๊ฐœ์„ ํ•  ์ "์˜ ์ œ๋ชฉํ˜•ํƒœ๋ฅผ ์‚ฌ์šฉํ•˜๋ผ.)
101
+ [๊ฐœ์„ ํ•  ์ ์˜ ์ถœ๋ ฅ ์กฐ๊ฑด ์‹œ์ž‘]
102
+ ('๊ฐœ์„ ํ•  ์ '์ด ์•„๋‹Œ ๋‹ค๋ฅธ ๋ถ€๋ถ„์— ์ด ์ถœ๋ ฅ ์กฐ๊ฑด์„ ๋ฐ˜์˜ํ•˜์ง€ ๋ง ๊ฒƒ.
103
+ - ํ•ญ๋ชฉ๋ณ„ ์ œ๋ชฉ์„ ์ œ์™ธํ•˜๋ผ.
104
+ - ์ฃผ์š” ํ•ญ๋ชฉ๋ณ„๋กœ ๊ฐœ์„ ํ•  ์ ์„ ์ถœ๋ ฅํ•˜๋ผ.
105
+ - ์ „๋ฌธ์ ์ด๊ณ , ๋ถ„์„์ ์ด๋ฉฐ, ์ œ์•ˆํ•˜๋Š” ํ˜•ํƒœ์˜ ๊ณต์†ํ•œ ์–ดํˆฌ๋ฅผ ์‚ฌ์šฉํ•˜๋ผ.(๋‹จ๋‹ตํ˜• ํ‘œํ˜„ ๊ธˆ์ง€)
106
+ [SWOT๋ถ„์„ ์กฐ๊ฑด]
107
+ 1. '์ข…ํ•ฉ์˜๊ฒฌ' ๋‹ค์Œ ๋‚ด์šฉ์œผ๋กœ SWOT๋ถ„์„ ์˜๊ฒฌ์„ ์ถœ๋ ฅํ•˜๋ผ.
108
+ 2. SWOT๋ถ„์„ ์ค‘ '์•ฝ์ '์˜๊ฒฌ๊ณผ '์œ„ํ˜‘'์˜ ์˜๊ฒฌ์„ ์ถœ๋ ฅํ•˜๋ผ.
109
+ 3. ๋ฐ˜๋“œ์‹œ '๊ฐœ์„ ํ•  ์ '์˜ ๋‚ด์šฉ์„ ๊ธฐ๋ฐ˜์œผ๋กœ ์ž‘์„ฑํ•˜๋ผ.
110
+ 4. ์ œ๋ชฉ์€ '๐Ÿ’‰ ์•ฝ์ ', '๐Ÿ’‰ ์œ„ํ˜‘'์œผ๋กœ ์ถœ๋ ฅํ•˜๋ผ.
111
+ [๊ฐœ์„ ํ•  ์ ์˜ ์ถœ๋ ฅ ์กฐ๊ฑด ๋]
112
+ 3. ์‹ค์ œ ๊ณ ๊ฐ์˜ ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ์—์„œ ์‚ฌ์šฉ๋œ ๋‹จ์–ด๋ฅผ ํฌํ•จํ•˜๋ผ.
113
+ 4. ๋„ˆ์˜ ์ƒ๊ฐ์„ ์ž„์˜๋กœ ๋„ฃ์ง€ ๋ง ๊ฒƒ.
114
+ """
115
+ analysis = call_api(negative_output, system_message=system_message)
116
  return negative_output, analysis
117
 
118
  # ๋ฆฌ๋ทฐ ๋ฐ์ดํ„ฐ๋ฅผ ์ฒ˜๋ฆฌํ•˜์—ฌ ๊ธ์ • ๋ฐ ๋ถ€์ • ๋ฆฌ๋ทฐ๋ฅผ ์ถ”์ถœํ•˜๋Š” ํ•จ์ˆ˜
 
132
  with gr.Column():
133
  gr.Markdown("### ๊ธ์ •์ ์ธ ์ฃผ์š” ๋ฆฌ๋ทฐ (์ตœ๋Œ€ 20๊ฐœ)")
134
  positive_reviews_output = gr.Textbox(label="๊ธ์ •์ ์ธ ์ฃผ์š” ๋ฆฌ๋ทฐ", interactive=False, lines=20)
135
+ positive_analysis_output = gr.Textbox(label="๊ธ์ • ๋ฆฌ๋ทฐ ๋ถ„์„ ๊ฒฐ๊ณผ", interactive=False, lines=10)
136
 
137
  gr.Markdown("### ๋ถ€์ •์ ์ธ ์ฃผ์š” ๋ฆฌ๋ทฐ (์ตœ๋Œ€ 30๊ฐœ)")
138
  negative_reviews_output = gr.Textbox(label="๋ถ€์ •์ ์ธ ์ฃผ์š” ๋ฆฌ๋ทฐ", interactive=False, lines=30)
139
+ negative_analysis_output = gr.Textbox(label="๋ถ€์ • ๋ฆฌ๋ทฐ ๋ถ„์„ ๊ฒฐ๊ณผ", interactive=False, lines=10)
140
 
141
  analyze_button.click(
142
  fn=process_reviews,