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Create app.py

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  1. app.py +184 -0
app.py ADDED
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+ import gradio as gr
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+ import openai
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+ import os
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+ from typing import Optional
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+ from gradio_client import Client
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+
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+ #############################
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+
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+ # OpenAI API ํด๋ผ์ด์–ธํŠธ ์„ค์ •
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+ openai.api_key = os.getenv("OPENAI_API_KEY")
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+ if not openai.api_key:
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+ raise ValueError("OpenAI API ํ† ํฐ(OPENAI_API_KEY)์ด ์„ค์ •๋˜์ง€ ์•Š์•˜์Šต๋‹ˆ๋‹ค.")
13
+
14
+ def call_openai_api(
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+ content: str,
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+ system_message: str,
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+ max_tokens: int,
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+ temperature: float,
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+ top_p: float
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+ ) -> str:
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+ """
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+ OpenAI์˜ GPT-4o-mini ๋ชจ๋ธ์„ ์ด์šฉํ•ด ํ•œ ๋ฒˆ์˜ ์งˆ๋ฌธ(content)์— ๋Œ€ํ•œ ๋‹ต๋ณ€์„ ๋ฐ˜ํ™˜ํ•˜๋Š” ํ•จ์ˆ˜.
23
+ """
24
+ try:
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+ response = openai.ChatCompletion.create(
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+ model="gpt-4o-mini",
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+ messages=[
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+ {"role": "system", "content": system_message},
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+ {"role": "user", "content": content},
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+ ],
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+ max_tokens=max_tokens,
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+ temperature=temperature,
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+ top_p=top_p,
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+ )
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+ assistant_message = response.choices[0].message['content']
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+ return assistant_message
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+ except Exception as e:
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+ return f"์˜ค๋ฅ˜๊ฐ€ ๋ฐœ์ƒํ–ˆ์Šต๋‹ˆ๋‹ค: {str(e)}"
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+
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+ #############################
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+ # ๊ณ ๊ธ‰ ์„ค์ • (OpenAI) - ์ฝ”๋“œ์—์„œ๋งŒ ์ •์˜ (UI์— ๋…ธ์ถœ ๊ธˆ์ง€)
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+ #############################
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+
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+ OPENAI_SYSTEM_MESSAGE = """๋ฐ˜๋“œ์‹œ ํ•œ๊ธ€๋กœ ๋‹ต๋ณ€ํ•  ๊ฒƒ.
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+ ๋„ˆ๋Š” ์ตœ๊ณ ์˜ ๋น„์„œ์ด๋‹ค.
46
+ ๋‚ด๊ฐ€ ์š”๊ตฌํ•˜๋Š” ๊ฒƒ๋“ค์„ ์ตœ๋Œ€ํ•œ ์ž์„ธํ•˜๊ณ  ์ •ํ™•ํ•˜๊ฒŒ ๋‹ต๋ณ€ํ•˜๋ผ.
47
+ ##[๊ธฐ๋ณธ๊ทœ์น™]
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+ 1. ๋ฐ˜๋“œ์‹œ ํ•œ๊ตญ์–ด(ํ•œ๊ธ€)๋กœ ์ž‘์„ฑํ•˜๋ผ.
49
+ 2. ๋„ˆ๋Š” ๊ฐ€์žฅ ์ฃผ๋ชฉ๋ฐ›๋Š” ๋งˆ์ผ€ํ„ฐ์ด๋ฉฐ ๋ธ”๋กœ๊ทธ ๋งˆ์ผ€ํŒ… ์ „๋ฌธ๊ฐ€์ด๋‹ค.
50
+ 3. ํŠนํžˆ ๋„ˆ๋Š” '์ •๋ณด์„ฑ(Informative)' ์ „๋ฌธ ๋ธ”๋กœ๊ทธ ๋งˆ์ผ€ํŒ… ์ „๋ฌธ๊ฐ€์ด๋‹ค.
51
+ 4. ์ •๋ณด ์ œ๊ณต์— ์ดˆ์ ์„ ๋งž์ถ”์–ด ์ž‘์„ฑํ•œ๋‹ค.
52
+ ##[ํ…์ŠคํŠธ ์ž‘์„ฑ ๊ทœ์น™]
53
+ 1. ์†Œ์ฃผ์ œ๋ฅผ 5๊ฐœ์œผ๋กœ ๊ตฌ๋ถ„ํ•˜์—ฌ 2000์ž ์ด์ƒ๋˜๋„๋ก ์ž‘์„ฑํ•˜๋ผ.
54
+ 2. ์ „์ฒด ๋งฅ๋ฝ์„ ์ดํ•ดํ•˜๊ณ  ๋ฌธ์žฅ์˜ ์ผ๊ด€์„ฑ์„ ์œ ์ง€ํ•˜๋ผ.
55
+ 3. ์ ˆ๋Œ€๋กœ ์ฐธ๊ณ ๊ธ€์„ ํ•œ๋ฌธ์žฅ ์ด์ƒ ๊ทธ๋Œ€๋กœ ์ถœ๋ ฅํ•˜์ง€ ๋ง ๊ฒƒ.
56
+ 4. ์ฃผ์ œ์™€ ์ƒํ™ฉ์— ๋งž๋Š” ์ ์ ˆํ•œ ์–ดํœ˜๋ฅผ ์„ ํƒํ•˜๋ผ.
57
+ 5. ํ•œ๊ธ€ ์–ดํœ˜์˜ ๋‚œ์ด๋„๋Š” ์‰ฝ๊ฒŒ ์ž‘์„ฑํ•˜๋ผ.
58
+ 6. ์ ˆ๋Œ€ ๋ฌธ์žฅ์˜ ๋์— '๋‹ต๋‹ˆ๋‹ค'๋ฅผ ์‚ฌ์šฉํ•˜์ง€ ๋ง ๊ฒƒ.
59
+ ###[์ •๋ณด์„ฑ ๋ธ”๋กœ๊ทธ ์ž‘์„ฑ ๊ทœ์น™]
60
+ 1. ๋…์ž๊ฐ€ ์–ป๊ณ ์ž ํ•˜๋Š” ์œ ์šฉํ•œ ์ •๋ณด์™€ ํฅ๋ฏธ๋กœ์šด ์ •๋ณด๋ฅผ ์ œ๊ณตํ•˜๋„๋ก ์ž‘์„ฑํ•˜๋ผ.
61
+ 2. ๋…์ž์˜ ๊ณต๊ฐ์„ ์ด๋Œ์–ด๋‚ด๊ณ  ๊ถ๊ธˆ์ฆ์„ ํ•ด๊ฒฐํ•˜๋„๋ก ์ž‘์„ฑํ•˜๋ผ.
62
+ 3. ๋…์ž์˜ ๊ด€์‹ฌ์‚ฌ๋ฅผ ์ถฉ์กฑ์‹œํ‚ค๋„๋ก ์ž‘์„ฑํ•˜๋ผ.
63
+ 4. ๋…์ž์—๊ฒŒ ์ด๋“์ด ๋˜๋Š” ์ •๋ณด๋ฅผ ์ž‘์„ฑํ•˜๋ผ.
64
+ ##[์ œ์™ธ ๊ทœ์น™]
65
+ 1. ๋ฐ˜๋“œ์‹œ ๋น„์†์–ด ๋ฐ ์š•์„ค(expletive, abusive language, slang)์€ ์ œ์™ธํ•˜๋ผ.
66
+ 2. ๋ฐ˜๋“œ์‹œ ์ฐธ๊ณ ๊ธ€์˜ ๋งํฌ(URL)๋Š” ์ œ์™ธํ•˜๋ผ.
67
+ 3. ์ฐธ๊ณ ๊ธ€์—์„œ '๋งํฌ๋ฅผ ํ™•์ธํ•ด์ฃผ์„ธ์š”'์™€ ๊ฐ™์€ ๋งํฌ ์ด๋™์˜ ๋ฌธ๊ตฌ๋Š” ์ œ์™ธํ•˜๋ผ.
68
+ 4. ์ฐธ๊ณ ๊ธ€์— ์žˆ๋Š” ์ž‘์„ฑ์ž, ํ™”์ž, ์œ ํŠœ๋ฒ„, ๊ธฐ์ž์˜ ์ด๋ฆ„, ์• ์นญ, ๋‹‰๋„ค์ž„์€ ๋ฐ˜๋“œ์‹œ ์ œ์™ธํ•˜๋ผ.
69
+ 5. ๋ฐ˜๋“œ์‹œ ๋ฌธ์žฅ์˜ ๋๋ถ€๋ถ„์ด ์–ด์ƒ‰ํ•œ ํ•œ๊ตญ์–ด ํ‘œํ˜„์€ ์ œ์™ธํ•˜๋ผ('์˜ˆ์š”', '๋‹ต๋‹ˆ๋‹ค', 'ํ•ด์š”', 'ํ•ด์ฃผ์ฃ ', '๋์ฃ ', '๋์–ด์š”', '๊ณ ์š”' ๋“ฑ.)
70
+ """
71
+
72
+ OPENAI_MAX_TOKENS = 4000
73
+ OPENAI_TEMPERATURE = 0.7
74
+ OPENAI_TOP_P = 0.95
75
+
76
+ #############################
77
+ # API ํด๋ผ์ด์–ธํŠธ ์„ค์ •
78
+ #############################
79
+ # API ์—”๋“œํฌ์ธํŠธ URL์„ ํ™˜๊ฒฝ ๋ณ€์ˆ˜๋กœ ์„ค์ •ํ•˜์—ฌ ๋ณด์•ˆ ์œ ์ง€
80
+ API_ENDPOINT = os.getenv("API_ENDPOINT_URL")
81
+ HUGGINGFACE_TOKEN = os.getenv("HUGGINGFACE_TOKEN")
82
+
83
+ if not API_ENDPOINT:
84
+ raise ValueError("API ์—”๋“œํฌ์ธํŠธ URL(API_ENDPOINT_URL)์ด ์„ค์ •๋˜์ง€ ์•Š์•˜์Šต๋‹ˆ๋‹ค.")
85
+
86
+ client = Client(API_ENDPOINT, api_key=HUGGINGFACE_TOKEN)
87
+
88
+ def fetch_blog_content(url: str) -> str:
89
+ """
90
+ ์ฃผ์–ด์ง„ URL์„ ์‚ฌ์šฉํ•˜์—ฌ ๋ธ”๋กœ๊ทธ ๋ณธ๋ฌธ์„ ๊ฐ€์ ธ์˜ค๋Š” API ํ˜ธ์ถœ ํ•จ์ˆ˜.
91
+ """
92
+ try:
93
+ result = client.predict(
94
+ url=url,
95
+ api_name="/predict"
96
+ )
97
+ return result
98
+ except Exception as e:
99
+ return f"API ํ˜ธ์ถœ ์ค‘ ์˜ค๋ฅ˜๊ฐ€ ๋ฐœ์ƒํ–ˆ์Šต๋‹ˆ๋‹ค: {str(e)}"
100
+
101
+ #############################
102
+ # UI - ๋ธ”๋กœ๊ทธ ์ƒ์„ฑ๊ธฐ
103
+ #############################
104
+ with gr.Blocks() as demo:
105
+ gr.Markdown("# ๋ธ”๋กœ๊ทธ ์ƒ์„ฑ๊ธฐ")
106
+
107
+ # ๋งํˆฌ๋ฐ”๊พธ๊ธฐ (๋ผ๋””์˜ค ๋ฒ„ํŠผ)
108
+ tone_radio = gr.Radio(
109
+ label="๋งํˆฌ๋ฐ”๊พธ๊ธฐ",
110
+ choices=["์นœ๊ทผํ•˜๊ฒŒ", "์ผ๋ฐ˜์ ์ธ", "์ „๋ฌธ์ ์ธ"],
111
+ value="์ผ๋ฐ˜์ ์ธ" # ๊ธฐ๋ณธ ์„ ํƒ
112
+ )
113
+
114
+ with gr.Row():
115
+ # ์ฐธ์กฐ๊ธ€ 1
116
+ with gr.Column():
117
+ ref1 = gr.Textbox(label="์ฐธ์กฐ๊ธ€ 1 URL", placeholder="๋„ค์ด๋ฒ„ ๋ธ”๋กœ๊ทธ URL ์ž…๋ ฅ")
118
+ fetch_ref1 = gr.Button("์ฐธ์กฐ๊ธ€1 ๊ฐ€์ ธ์˜ค๊ธฐ")
119
+ # ์ฐธ์กฐ๊ธ€ 2
120
+ with gr.Column():
121
+ ref2 = gr.Textbox(label="์ฐธ์กฐ๊ธ€ 2 URL", placeholder="๋„ค์ด๋ฒ„ ๋ธ”๋กœ๊ทธ URL ์ž…๋ ฅ")
122
+ fetch_ref2 = gr.Button("์ฐธ์กฐ๊ธ€2 ๊ฐ€์ ธ์˜ค๊ธฐ")
123
+ # ์ฐธ์กฐ๊ธ€ 3
124
+ with gr.Column():
125
+ ref3 = gr.Textbox(label="์ฐธ์กฐ๊ธ€ 3 URL", placeholder="๋„ค์ด๋ฒ„ ๋ธ”๋กœ๊ทธ URL ์ž…๋ ฅ")
126
+ fetch_ref3 = gr.Button("์ฐธ์กฐ๊ธ€3 ๊ฐ€์ ธ์˜ค๊ธฐ")
127
+
128
+ output_box = gr.Textbox(label="๊ฒฐ๊ณผ", lines=20, interactive=False)
129
+
130
+ def generate_blog(tone_value: str, ref1_value: str, ref2_value: str, ref3_value: str) -> str:
131
+ # ํ”„๋กฌํ”„ํŠธ ์ƒ์„ฑ
132
+ question = (
133
+ f"๋งํˆฌ: {tone_value}\n"
134
+ f"์ฐธ์กฐ๊ธ€1: {ref1_value}\n"
135
+ f"์ฐธ์กฐ๊ธ€2: {ref2_value}\n"
136
+ f"์ฐธ์กฐ๊ธ€3: {ref3_value}\n"
137
+ )
138
+
139
+ # OpenAI GPT-4o-mini ๋ชจ๋ธ ํ˜ธ์ถœ
140
+ response = call_openai_api(
141
+ content=question,
142
+ system_message=OPENAI_SYSTEM_MESSAGE,
143
+ max_tokens=OPENAI_MAX_TOKENS,
144
+ temperature=OPENAI_TEMPERATURE,
145
+ top_p=OPENAI_TOP_P
146
+ )
147
+ return response
148
+
149
+ def fetch_ref(ref_url: str) -> str:
150
+ if ref_url.strip() == "":
151
+ return "URL์„ ์ž…๋ ฅํ•ด์ฃผ์„ธ์š”."
152
+ return fetch_blog_content(ref_url)
153
+
154
+ # ์ƒ์„ฑํ•˜๊ธฐ ๋ฒ„ํŠผ
155
+ generate_button = gr.Button("์ƒ์„ฑํ•˜๊ธฐ")
156
+ generate_button.click(
157
+ fn=generate_blog,
158
+ inputs=[tone_radio, ref1, ref2, ref3],
159
+ outputs=output_box
160
+ )
161
+
162
+ # ์ฐธ์กฐ๊ธ€1 ๊ฐ€์ ธ์˜ค๊ธฐ ๋ฒ„ํŠผ
163
+ fetch_ref1.click(
164
+ fn=fetch_ref,
165
+ inputs=ref1,
166
+ outputs=ref1
167
+ )
168
+
169
+ # ์ฐธ์กฐ๊ธ€2 ๊ฐ€์ ธ์˜ค๊ธฐ ๋ฒ„ํŠผ
170
+ fetch_ref2.click(
171
+ fn=fetch_ref,
172
+ inputs=ref2,
173
+ outputs=ref2
174
+ )
175
+
176
+ # ์ฐธ์กฐ๊ธ€3 ๊ฐ€์ ธ์˜ค๊ธฐ ๋ฒ„ํŠผ
177
+ fetch_ref3.click(
178
+ fn=fetch_ref,
179
+ inputs=ref3,
180
+ outputs=ref3
181
+ )
182
+
183
+ if __name__ == "__main__":
184
+ demo.launch()