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Create app.py

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  1. app.py +195 -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.")
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+
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+ 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˜.
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+ """
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+ 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 5๊ฐœ๋กœ ๊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 • (ํ—ˆ๊น…ํŽ˜์ด์Šค ์ŠคํŽ˜์ด์Šค)
78
+ #############################
79
+ client = Client("Kims12/5-3_N-blog")
80
+
81
+ #############################
82
+ # UI - ๋ธ”๋กœ๊ทธ ์ƒ์„ฑ๊ธฐ
83
+ #############################
84
+ with gr.Blocks() as demo:
85
+ gr.Markdown("# ๋ธ”๋กœ๊ทธ ์ƒ์„ฑ๊ธฐ")
86
+
87
+ # ๋งํˆฌ๋ฐ”๊พธ๊ธฐ (๋ผ๋””์˜ค ๋ฒ„ํŠผ)
88
+ tone_radio = gr.Radio(
89
+ label="๋งํˆฌ๋ฐ”๊พธ๊ธฐ",
90
+ choices=["์นœ๊ทผํ•˜๊ฒŒ", "์ผ๋ฐ˜์ ์ธ", "์ „๋ฌธ์ ์ธ"],
91
+ value="์ผ๋ฐ˜์ ์ธ" # ๊ธฐ๋ณธ ์„ ํƒ
92
+ )
93
+
94
+ # ์ฐธ์กฐ๊ธ€ ์ž…๋ ฅ (3๊ฐœ)๊ณผ API ์‹คํ–‰ ๋ฒ„ํŠผ
95
+ with gr.Row():
96
+ with gr.Column():
97
+ ref1 = gr.Textbox(label="์ฐธ์กฐ๊ธ€ 1")
98
+ fetch_button1 = gr.Button("API ์‹คํ–‰1")
99
+ with gr.Column():
100
+ ref2 = gr.Textbox(label="์ฐธ์กฐ๊ธ€ 2")
101
+ fetch_button2 = gr.Button("API ์‹คํ–‰2")
102
+ with gr.Column():
103
+ ref3 = gr.Textbox(label="์ฐธ์กฐ๊ธ€ 3")
104
+ fetch_button3 = gr.Button("API ์‹คํ–‰3")
105
+
106
+ output_box = gr.Textbox(label="๊ฒฐ๊ณผ", lines=20, interactive=False)
107
+
108
+ # ์ฐธ์กฐ๊ธ€1 API ์‹คํ–‰ ํ•จ์ˆ˜
109
+ def fetch_ref1(url: str) -> str:
110
+ if not url:
111
+ return "URL์„ ์ž…๋ ฅํ•ด์ฃผ์„ธ์š”."
112
+ try:
113
+ result = client.predict(
114
+ url=url,
115
+ api_name="/predict"
116
+ )
117
+ return result
118
+ except Exception as e:
119
+ return f"์˜ค๋ฅ˜๊ฐ€ ๋ฐœ์ƒํ–ˆ์Šต๋‹ˆ๋‹ค: {str(e)}"
120
+
121
+ # ์ฐธ์กฐ๊ธ€2 API ์‹คํ–‰ ํ•จ์ˆ˜
122
+ def fetch_ref2(url: str) -> str:
123
+ if not url:
124
+ return "URL์„ ์ž…๋ ฅํ•ด์ฃผ์„ธ์š”."
125
+ try:
126
+ result = client.predict(
127
+ url=url,
128
+ api_name="/predict"
129
+ )
130
+ return result
131
+ except Exception as e:
132
+ return f"์˜ค๋ฅ˜๊ฐ€ ๋ฐœ์ƒํ–ˆ์Šต๋‹ˆ๋‹ค: {str(e)}"
133
+
134
+ # ์ฐธ์กฐ๊ธ€3 API ์‹คํ–‰ ํ•จ์ˆ˜
135
+ def fetch_ref3(url: str) -> str:
136
+ if not url:
137
+ return "URL์„ ์ž…๋ ฅํ•ด์ฃผ์„ธ์š”."
138
+ try:
139
+ result = client.predict(
140
+ url=url,
141
+ api_name="/predict"
142
+ )
143
+ return result
144
+ except Exception as e:
145
+ return f"์˜ค๋ฅ˜๊ฐ€ ๋ฐœ์ƒํ–ˆ์Šต๋‹ˆ๋‹ค: {str(e)}"
146
+
147
+ # ๋ฒ„ํŠผ ํด๋ฆญ ์‹œ ํ•ด๋‹น ์ฐธ์กฐ๊ธ€ API ์‹คํ–‰
148
+ fetch_button1.click(
149
+ fn=fetch_ref1,
150
+ inputs=ref1,
151
+ outputs=ref1
152
+ )
153
+
154
+ fetch_button2.click(
155
+ fn=fetch_ref2,
156
+ inputs=ref2,
157
+ outputs=ref2
158
+ )
159
+
160
+ fetch_button3.click(
161
+ fn=fetch_ref3,
162
+ inputs=ref3,
163
+ outputs=ref3
164
+ )
165
+
166
+ # ๋ธ”๋กœ๊ทธ ์ƒ์„ฑ ํ•จ์ˆ˜
167
+ def generate_blog(tone_value: str, ref1_value: str, ref2_value: str, ref3_value: str) -> str:
168
+ # ํ”„๋กฌํ”„ํŠธ ์ƒ์„ฑ
169
+ question = (
170
+ f"๋งํˆฌ: {tone_value}\n"
171
+ f"์ฐธ์กฐ๊ธ€1: {ref1_value}\n"
172
+ f"์ฐธ์กฐ๊ธ€2: {ref2_value}\n"
173
+ f"์ฐธ์กฐ๊ธ€3: {ref3_value}\n"
174
+ )
175
+
176
+ # OpenAI GPT-4o-mini ๋ชจ๋ธ ํ˜ธ์ถœ
177
+ response = call_openai_api(
178
+ content=question,
179
+ system_message=OPENAI_SYSTEM_MESSAGE,
180
+ max_tokens=OPENAI_MAX_TOKENS,
181
+ temperature=OPENAI_TEMPERATURE,
182
+ top_p=OPENAI_TOP_P
183
+ )
184
+ return response
185
+
186
+ generate_button = gr.Button("์ƒ์„ฑํ•˜๊ธฐ")
187
+ generate_button.click(
188
+ fn=generate_blog,
189
+ inputs=[tone_radio, ref1, ref2, ref3],
190
+ outputs=output_box
191
+ )
192
+
193
+ if __name__ == "__main__":
194
+ demo.launch()
195
+