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Create app.py
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app.py
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| 1 |
+
# -*- coding: utf-8 -*-
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| 2 |
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# Mixed Prompt Composer โ Combo + Free-text + Strong Rationale + RAG(FAISS)
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| 3 |
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# Gradio 4.x / Hugging Face Spaces ํธํ
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| 5 |
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import os, re, json
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from typing import List, Dict, Tuple
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import gradio as gr
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# ===== RAG deps =====
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import faiss
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import numpy as np
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import pandas as pd
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from sentence_transformers import SentenceTransformer
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from pypdf import PdfReader
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from docx import Document as Docx
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| 16 |
+
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| 17 |
+
# =============== ๋ชจ๋ธ ์๋ฐ์
(์ต์ด ๋ก๋ฉ ์ง์ฐ ์ํ) ===============
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| 18 |
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EMBED_MODEL_NAME = "sentence-transformers/all-MiniLM-L6-v2"
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try:
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_WARMUP = SentenceTransformer(EMBED_MODEL_NAME)
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except Exception:
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_WARMUP = None
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# -----------------------------
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| 25 |
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# 0) ๋ฐ์ดํฐ์
/๊ธ๋ก์๋ฆฌ
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# -----------------------------
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| 27 |
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ALL_TECHS = [
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"Persona Prompting","Few-shot Prompting","Self-consistency Prompting","Output Formatting",
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| 29 |
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"Chain-of-Thought (CoT)","Constrained Prompting","RAG Prompting","Step-back Prompting","Role Prompting",
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| 30 |
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]
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| 31 |
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TECH_GLOSSARY = {
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| 33 |
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"Persona Prompting": {
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| 34 |
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"desc": "๋์ ์ญํ /์ธ๊ทธ๋จผํธ์ ์ธ์ดยทKPIยท๊ด์ฌ์ฌ์ ๋ฉ์์ง๋ฅผ ์ ๋ ฌํด ๋ฐ์๋ฅ ยท๊ณต๊ฐ๋๋ฅผ ๋์.",
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| 35 |
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"purpose": "๋๊ตฌ์๊ฒ ๋งํ๋์ง ๋ถ๋ช
ํ ํด ๊ฐ์น๊ฐ โ๊ทธ๋ค์ ์ธ์ดโ๋ก ์ ๋ฌ๋๊ฒ ํจ.",
|
| 36 |
+
"mechanics": [
|
| 37 |
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"์ญํ /๊ถํ/๊ด์ฌ KPI ๋ช
์(์: Sales Leader=ํ์ดํ๋ผ์ธยท์น๋ฅ ยท๋ฆฌ๋ํ์).",
|
| 38 |
+
"ํค/๊ธ์น์ด/์ ํธ ํํ ์ ์(์ง์คยท๊ฐ๊ฒฐยท์ซ์/ROI, ๋ชจํธ์ด ๊ธ์ง).",
|
| 39 |
+
"ํ๋ฅด์๋๋ณ ๋ฌธ์ฅ ๋งคํ(๋ฌธ์ โ๊ฐ์นโ์ฆ๊ฑฐโCTA)."
|
| 40 |
+
],
|
| 41 |
+
"example": "์) โ์ด๋ฒ ๋ถ๊ธฐ ํ์ดํ๋ผ์ธ 18% ๋ณด๊ฐ ์ํด ๋ ๊ฐ์ง ๋น ๋ฅธ ์ก์
์ ์๋๋ฆฝ๋๋ค.โ"
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| 42 |
+
},
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| 43 |
+
"Few-shot Prompting": {
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| 44 |
+
"desc": "์์์ ๊ณ ์ฑ๊ณผ ์์๋ฅผ ์ ๊ณตํด ํคยท๊ตฌ์กฐยท๋ฆฌ๋ฌ์ ๋ชจ์ฌ, ํ์ง ํธ์ฐจโยท์๋โ.",
|
| 45 |
+
"purpose": "๊ฒ์ฆ๋ ํจํด ๋ณต์ ๋ก ์ผ๊ด์ฑ ํ๋ณด.",
|
| 46 |
+
"mechanics": [
|
| 47 |
+
"์ํ 2~3๊ฐ๋ฅผ ํค๋๋ผ์ธ/์คํ๋/๊ทผ๊ฑฐ/CTA ํจํด์ผ๋ก ์ ๊ณต.",
|
| 48 |
+
"โ์ด ํค์ ๋ชจ์ฌํด 3๊ฐ ๋ณํโ์ฒ๋ผ ๋ค๋ณ๋ ํ๋ณด ์์ฑ."
|
| 49 |
+
],
|
| 50 |
+
"example": "[์ํ] {์ฐ์
} ํ๋ค์ {์ฑ๊ณผ}(์ฌ๋ก). ์ด๋ฒ์ฃผ {์/๋ชฉ} {11:00/16:00} 15๋ถ ํตํ ๊ฐ๋ฅํ์ค๊น์?"
|
| 51 |
+
},
|
| 52 |
+
"Self-consistency Prompting": {
|
| 53 |
+
"desc": "์ฌ๋ฌ ํ๋ณด์ ์์ฑ ํ ์์ฒด ์ฑ์ (์ฒดํฌ๋ฆฌ์คํธ/์ค์ฝ์ด๋ง)์ผ๋ก ์ต์ ์ ์ ํ.",
|
| 54 |
+
"purpose": "A/B ํ
์คํธ ๋ด์ฅ์ผ๋ก ํ์ง ํฅ์.",
|
| 55 |
+
"mechanics": [
|
| 56 |
+
"์ ๋ชฉ5ยท๋ฐ๋3ยทCTA3 ๋ฑ ๋ค๋ณ๋ ์์ฑ.",
|
| 57 |
+
"์ฒดํฌ๋ฆฌ์คํธ(๊ฐ์ธํ/๋ช
๋ฃ/๊ฐ์น/์คํธํํผ/CTA) ์ฑ์ โTop-1 ์ถ๋ ฅ."
|
| 58 |
+
],
|
| 59 |
+
"example": "์ถ๋ ฅ: ํ๋ณด ๋ฆฌ์คํธ + ์ฑ์ ํ + ์ต์ข
์ถ์ฒ 1~2์."
|
| 60 |
+
},
|
| 61 |
+
"Output Formatting": {
|
| 62 |
+
"desc": "์ฐ์ถ๋ฌผ์ ํ์/์น์
/ํ๋ ๊ณ ์ (ํ/์น์
/JSON ๋ฑ)์ผ๋ก ์๋ยท๊ฐ๋
์ฑยท์ฌ์ฌ์ฉ์ฑ ํ๋ณด.",
|
| 63 |
+
"purpose": "์น์ธ ๋ฃจํ ๋จ์ถ, ํ์คํ.",
|
| 64 |
+
"mechanics": [
|
| 65 |
+
"์ ํ๋ณ ํ
ํ๋ฆฟ ๊ฐ์ (์ด๋ฉ์ผ/์นดํผ/๋ณด๊ณ ์/PRD/API).",
|
| 66 |
+
"ํ์ยท์ ํ ํ๋/๊ธธ์ด/๊ธ์น์ด ๋ช
์."
|
| 67 |
+
],
|
| 68 |
+
"example": "์ด๋ฉ์ผ: ์ ๋ชฉ/์คํ๋/๊ฐ์น์ ์/์ฆ๊ฑฐ/CTA/PS"
|
| 69 |
+
},
|
| 70 |
+
"Chain-of-Thought (CoT)": {
|
| 71 |
+
"desc": "๋ชฉํโ์งํโ๋์โ์ ํโ์คํ์ ๋จ๊ณ์ ์ถ๋ก ์ผ๋ก ๋
ผ๋ฆฌ ๋น์ฝ ์ต์ํ.",
|
| 72 |
+
"purpose": "๋ถ์/์ ๋ต ๋ฌธ์์ ๋
ผ๋ฆฌ ์ผ๊ด์ฑ.",
|
| 73 |
+
"mechanics": ["๊ฐ ๋จ๊ณ์ ๊ฐ์ /๊ทผ๊ฑฐ/๋์/๋ฆฌ์คํฌ/๊ถ๊ณ ์ฒดํฌ ์ง๋ฌธ ๋ถ์ฌ."],
|
| 74 |
+
"example": "์์ฝโํํฉโ๊ณผ์ โ๋ถ์โ์ธ์ฌ์ดํธโ๊ถ๊ณ โํ๊ณ"
|
| 75 |
+
},
|
| 76 |
+
"Constrained Prompting": {
|
| 77 |
+
"desc": "๊ธธ์ดยท๊ธ์น์ดยทํ์ํ๋ยทJSON ์คํค๋ง ๋ฑ ์ ์ฝ ์ค์.",
|
| 78 |
+
"purpose": "๋ธ๋๋/๋ฒ๋ฌด/์ฌ์ ๋ฆฌ์คํฌ ์ต์ํ.",
|
| 79 |
+
"mechanics": ["์ ๋ชฉ โค 30์, ๊ธ์น์ด ์ ๊ฑฐ, ํ์ ํค ๋๋ฝ ์ ์ฌ์์ฑ."],
|
| 80 |
+
"example": "JSON ์คํค๋ง ์ค์ ์ถ๋ ฅ / ํ์ค ์ฒดํฌ๋ฆฌ์คํธ ํฌํจ"
|
| 81 |
+
},
|
| 82 |
+
"RAG Prompting": {
|
| 83 |
+
"desc": "์ธ๋ถ ๋ณด๊ณ ์/DB/๋ฌธ์์ ๊ทผ๊ฑฐ ์ฃผ์
์ผ๋ก ์ต์ ์ฑยท์ ๋ขฐ์ฑ ํ๋ณด.",
|
| 84 |
+
"purpose": "์ถ์ /ํ๊ฐ ๋ฐฉ์ง, ์ถ์ฒ ๊ธฐ๋ฐ ์์ .",
|
| 85 |
+
"mechanics": ["โ๋ฌธ์์ ์๋ ๋ด์ฉ์ ์ถ์ ๊ธ์ง, ์ถ์ฒ ๋ฉ๋ชจโ ์ง์.", "์ธ์ฉ/๊ฐ์ฃผ/๋งํฌ ํ๊ธฐ."],
|
| 86 |
+
"example": "์) Gartner MQ 2024, ๊ณต์ 2024Q3, Crunchbase 2024.07"
|
| 87 |
+
},
|
| 88 |
+
"Step-back Prompting": {
|
| 89 |
+
"desc": "์์ ๋ชฉ์ /์์น์์ ์ถ๋ฐํด ์๋ฏธ ์ค์ฌ์ผ๋ก ์ฌํด์.",
|
| 90 |
+
"purpose": "โ์ ์ค์ํ๊ฐโ์ ๋จผ์ ๋ตํด ๊ฒฝ์ ์์ฌ์ ๊ฐํ.",
|
| 91 |
+
"mechanics": ["์์ ๋ชฉํโํต์ฌ ์์นโํ์ฌ ์ ํ ์ ํฉ์ฑ ๊ฒ์ฆ."],
|
| 92 |
+
"example": "โ๋น์ฉ 20%โโ๊ฐ ์ ๋ต KPI์ ์ด๋ป๊ฒ ๊ธฐ์ฌํ๋์ง ์ฐ๊ฒฐ"
|
| 93 |
+
},
|
| 94 |
+
"Role Prompting": {
|
| 95 |
+
"desc": "โ๋น์ ์ PM/์ ๋ต๊ฐ/UX ๋ผ์ดํฐโฆโ์ฒ๋ผ ๊ด์ ๊ณ ์ ์ผ๋ก ๋ชฉ์ ์ ํฉ์ฑโ.",
|
| 96 |
+
"purpose": "์ง๋ฌด๋ณ ์ธ์ด/ํ๋จ ๊ธฐ์ค ์ผ์น.",
|
| 97 |
+
"mechanics": ["์ญํ ยทKPIยท๊ฒฐ์ ๊ถยท๋ฆฌ์คํฌ ๊ด์ ๋ช
์."],
|
| 98 |
+
"example": "PM: ๋ฌธ์ ์ ์/AC/๋ฆฌ์คํฌ | ์ ๋ต: ์ธ์ฌ์ดํธ/๊ถ๊ณ /๊ฑฐ๋ฒ๋์ค"
|
| 99 |
+
},
|
| 100 |
+
}
|
| 101 |
+
|
| 102 |
+
CATALOG = {
|
| 103 |
+
"1 ์ธ๋ถ ์ปค๋ฎค๋์ผ์ด์
": {
|
| 104 |
+
"subdomains": ["์ด๋ฉ์ผ(์ฝ๋/์)", "๊ด๊ณ /๋๋ฉ", "PR/๋ณด๋์๋ฃ", "SNS/์์"],
|
| 105 |
+
"pains": ["๋ฐ์๋ฅ ์ ์กฐ", "๋ฉ์์ง ๋ถ์ผ์น", "์์ฑ ์๊ฐ ๊ณผ๋ค", "A/B ํ
์คํธ ๋ถ๋ด"],
|
| 106 |
+
"outputs": ["์ฝ๋๋ฉ์ผ", "๊ด๊ณ ์นดํผ", "๋ณด๋์๋ฃ", "๋๋ฉํ์ด์ง ์น์
"],
|
| 107 |
+
"users": ["์ธ์ผ์ฆ", "๋ง์ผํ
ํ", "PRํ", "์ฐฝ์
์"]
|
| 108 |
+
},
|
| 109 |
+
"2 ์์ฅยท๊ณ ๊ฐ ๋ฆฌ์์น": {
|
| 110 |
+
"subdomains": ["์์ฅ๋ณด๊ณ ์", "๊ฒฝ์๋ถ์", "VOC ๋ถ์", "ํ๋ฅด์๋"],
|
| 111 |
+
"pains": ["๊ฒฝ์์ฌ ์ ๋ณด ๋ถ์กฑ", "๊ณ ๊ฐ ์๊ตฌ ๋ถ๋ช
ํ", "์ถ์ฒ/๊ธฐ๊ฐ ๋๋ฝ", "๋ฆฌ์์น ์์ฑ ๋ถ๋ด"],
|
| 112 |
+
"outputs": ["์์ฅ์กฐ์ฌ ๋ณด๊ณ ์", "๊ฒฝ์์ฌ ๋ถ์", "ํ๋ฅด์๋", "VOC ์์ฝ"],
|
| 113 |
+
"users": ["์ ๋ตํ", "๊ธฐํํ", "์ปจ์คํดํธ", "IR/ํฌ์์ค๋นํ"]
|
| 114 |
+
},
|
| 115 |
+
"3 ์ ํยทUX ๋ฌธ์": {
|
| 116 |
+
"subdomains": ["PRD/์๊ตฌ์ฌํญ", "์ ์ค์ผ์ด์ค", "UX ๋ง์ดํฌ๋ก์นดํผ", "๋ฆด๋ฆฌ์ค ๋
ธํธ"],
|
| 117 |
+
"pains": ["์๊ตฌ์ฌํญ ์ธ์ดํ ๋ํญ", "UX ์นดํผ ๋ถ์ผ์น", "์์ฌ๊ฒฐ์ ๊ธฐ์ค ๋ถ๋ช
ํ"],
|
| 118 |
+
"outputs": ["PRD", "์ ์ค์ผ์ด์ค", "UX ์นดํผ", "๋ฆด๋ฆฌ์ค ๋
ธํธ"],
|
| 119 |
+
"users": ["PM", "UX ๋์์ด๋", "๊ฐ๋ฐํ", "QA"]
|
| 120 |
+
},
|
| 121 |
+
}
|
| 122 |
+
|
| 123 |
+
PAIN_SUB = {
|
| 124 |
+
"๋ฐ์๋ฅ ์ ์กฐ": ["์ ๋ชฉ/ํ๋ฆฌํค๋", "ํ๊ฒํ
", "CTA ์ฝํจ", "์ ๋ขฐ ๊ทผ๊ฑฐ ๋ถ์กฑ"],
|
| 125 |
+
"๋ฉ์์ง ๋ถ์ผ์น": ["ํค/๋ณด์ด์ค", "ํฌ๋งท/๊ธธ์ด", "์ฑ๋/ํ์ด์ฑ"],
|
| 126 |
+
"์์ฑ ์๊ฐ ๊ณผ๋ค": ["ํ
ํ๋ฆฟ ๋ถ์ฌ", "์์ ๋ถ์กฑ", "์น์ธ ๋ฃจํ ์ง์ฐ"],
|
| 127 |
+
"๊ฒฝ์์ฌ ์ ๋ณด ๋ถ์กฑ": ["์๋ฃ ์์ง", "์ ํฉ์ฑ ๊ฒ์ฆ", "์ต์ ์ฑ"],
|
| 128 |
+
"๊ณ ๊ฐ ์๊ตฌ ๋ถ๋ช
ํ": ["์ธ๊ทธ๋จผํธ ์ ์", "JTBD ๋ชจํธ", "ํ์ธ/๊ฒ์ธ"],
|
| 129 |
+
}
|
| 130 |
+
|
| 131 |
+
OUTPUT_SUB = {
|
| 132 |
+
"์ฝ๋๋ฉ์ผ": ["์ ๊ท ์ธ๋ฐ์ด๋", "์ฝ๋ ์์๋ฐ์ด๋", "ํ์/๋ฆฌ๋ง์ธ๋", "์ดํ ์ฌ์ฐธ์ฌ"],
|
| 133 |
+
"๊ด๊ณ ์นดํผ": ["์น ๋ฐฐ๋", "๊ฒ์๊ด๊ณ ", "SNS ์นด๋", "์ฑ ํธ์"],
|
| 134 |
+
"์์ฅ์กฐ์ฌ ๋ณด๊ณ ์": ["ํ๋ค์ด(ํ์)", "๋ฐํ
์
์ถ์ ", "ํผํฉ ์ ๊ทผ", "๋ฆฌ์์น ๋ธ๋ฆฌํ"],
|
| 135 |
+
"๊ฒฝ์์ฌ ๋ถ์": ["๊ธฐ๋ฅ ๋น๊ตํ", "๊ฐ๊ฒฉ/ํจํค์ง", "ํฌ์ง์
๋ ๋งต", "SWOT"],
|
| 136 |
+
"PRD": ["๋ฌธ์ ์ ์", "๋ชฉํ/์งํ", "๋ฒ์/๋น๋ฒ์", "์์ฉ๊ธฐ์ค(AC)", "๋ฆฌ์คํฌ"],
|
| 137 |
+
}
|
| 138 |
+
|
| 139 |
+
USER_SUB = {
|
| 140 |
+
"์ธ์ผ์ฆ": ["BDR", "AE", "AM", "Sales Leader"],
|
| 141 |
+
"๋ง์ผํ
ํ": ["ํผํฌ๋จผ์ค", "์ฝํ
์ธ ", "๋ธ๋๋", "๊ทธ๋ก์ค"],
|
| 142 |
+
"PRํ": ["์ฝํผ๋ ์ดํธ", "ํ๋ก๋ํธ PR"],
|
| 143 |
+
"์ฐฝ์
์": ["Seed", "Series A+", "๋ถํธ์คํธ๋ฉ"],
|
| 144 |
+
"์ ๋ตํ": ["Corp Strategy", "Biz Ops"],
|
| 145 |
+
"PM": ["Jr PM", "Sr PM", "Group PM"],
|
| 146 |
+
"UX ๋์์ด๋": ["UX Writer", "Product Designer"],
|
| 147 |
+
"๊ฐ๋ฐํ": ["FE", "BE", "ML", "Infra"],
|
| 148 |
+
"QA": ["QA ์์ง๋์ด", "QA ๋ฆฌ๋"]
|
| 149 |
+
}
|
| 150 |
+
|
| 151 |
+
# -----------------------------
|
| 152 |
+
# ์ ํธ
|
| 153 |
+
# -----------------------------
|
| 154 |
+
def uniq(xs: List[str]) -> List[str]:
|
| 155 |
+
if not xs: return []
|
| 156 |
+
s=set(); out=[]
|
| 157 |
+
for x in xs:
|
| 158 |
+
if x not in s:
|
| 159 |
+
s.add(x); out.append(x)
|
| 160 |
+
return out
|
| 161 |
+
|
| 162 |
+
AUTO_RULES_PAIN = {
|
| 163 |
+
"๋ฐ์๋ฅ ": ["Persona Prompting", "Few-shot Prompting", "Self-consistency Prompting"],
|
| 164 |
+
"๋ถ์ผ์น": ["Output Formatting", "Constrained Prompting"],
|
| 165 |
+
"์์ฑ": ["Output Formatting", "Few-shot Prompting"],
|
| 166 |
+
"๊ฒฝ์": ["RAG Prompting", "Chain-of-Thought (CoT)"],
|
| 167 |
+
"์๊ตฌ": ["Persona Prompting", "Step-back Prompting"],
|
| 168 |
+
}
|
| 169 |
+
AUTO_RULES_OUTPUT = {
|
| 170 |
+
"์ด๋ฉ์ผ": ["Persona Prompting", "Output Formatting", "Few-shot Prompting", "Self-consistency Prompting"],
|
| 171 |
+
"์นดํผ": ["Few-shot Prompting", "Self-consistency Prompting", "Output Formatting"],
|
| 172 |
+
"๋ณด๊ณ ์": ["RAG Prompting", "Chain-of-Thought (CoT)", "Output Formatting"],
|
| 173 |
+
"PRD": ["Role Prompting", "Constrained Prompting", "Chain-of-Thought (CoT)"],
|
| 174 |
+
}
|
| 175 |
+
AUTO_RULES_USER = {
|
| 176 |
+
"์ธ์ผ์ฆ": ["Persona Prompting", "Few-shot Prompting", "Self-consistency Prompting"],
|
| 177 |
+
"๋ง์ผํ
": ["Few-shot Prompting", "Self-consistency Prompting"],
|
| 178 |
+
"์ ๋ต": ["Chain-of-Thought (CoT)", "Step-back Prompting", "RAG Prompting"],
|
| 179 |
+
"PM": ["Role Prompting", "Constrained Prompting"],
|
| 180 |
+
"๋ฐ์ดํฐ": ["RAG Prompting", "Constrained Prompting"],
|
| 181 |
+
}
|
| 182 |
+
|
| 183 |
+
def auto_recommend(domain_key, pains, outs, users):
|
| 184 |
+
rec=[]
|
| 185 |
+
if domain_key=="1 ์ธ๋ถ ์ปค๋ฎค๋์ผ์ด์
":
|
| 186 |
+
rec+=["Persona Prompting","Few-shot Prompting","Self-consistency Prompting","Output Formatting"]
|
| 187 |
+
if domain_key=="2 ์์ฅยท๊ณ ๊ฐ ๋ฆฌ์์น":
|
| 188 |
+
rec+=["RAG Prompting","Chain-of-Thought (CoT)","Output Formatting","Step-back Prompting"]
|
| 189 |
+
if domain_key=="3 ์ ํยทUX ๋ฌธ์":
|
| 190 |
+
rec+=["Role Prompting","Constrained Prompting","Chain-of-Thought (CoT)","Output Formatting"]
|
| 191 |
+
for p in pains or []:
|
| 192 |
+
for k,ts in AUTO_RULES_PAIN.items():
|
| 193 |
+
if k in p: rec+=ts
|
| 194 |
+
for o in outs or []:
|
| 195 |
+
for k,ts in AUTO_RULES_OUTPUT.items():
|
| 196 |
+
if k in o: rec+=ts
|
| 197 |
+
for u in users or []:
|
| 198 |
+
for k,ts in AUTO_RULES_USER.items():
|
| 199 |
+
if k in u: rec+=ts
|
| 200 |
+
rec.append("Output Formatting")
|
| 201 |
+
return uniq(rec)
|
| 202 |
+
|
| 203 |
+
def guess_format_hint(outs: List[str], override: str="") -> str:
|
| 204 |
+
if override.strip():
|
| 205 |
+
return override.strip()
|
| 206 |
+
j=" ".join(outs or [])
|
| 207 |
+
if any(k in j for k in ["PRD","API","ADR","์ ์ฑ
","SOP","์ ์ค์ผ์ด์ค","FAQ"]): return "JSON/ํ/๋ถ๋ฆฟ(ํ๋ ํค ๊ณ ์ )"
|
| 208 |
+
if any(k in j for k in ["๋ณด๊ณ ์","๋ธ๋ฆฌํ","์์ฝ","๋ฌธ์","1-Pager"]): return "์์ฝ/ํํฉ/๊ฒฝ์/์ธ์ฌ์ดํธ/๊ถ๊ณ /ํ๊ณ"
|
| 209 |
+
if any(k in j for k in ["์นดํผ","๊ด๊ณ ","๋๋ฉ"]): return "ํค๋๋ผ์ธ/์๋ธํค๋/๋ฐ๋/CTA"
|
| 210 |
+
if any(k in j for k in ["์ด๋ฉ์ผ","๋ฉ์ผ","์ฝ๋๋ฉ์ผ"]): return "์ ๋ชฉ/์คํ๋/๊ฐ์น์ ์/์ฆ๊ฑฐ/CTA/PS"
|
| 211 |
+
return "๋ชฉ์ฐจ/์์ฝ/๋ณธ๋ฌธ/๊ถ๊ณ /CTA"
|
| 212 |
+
|
| 213 |
+
# -----------------------------
|
| 214 |
+
# Rationale(๊ฐํํ)
|
| 215 |
+
# -----------------------------
|
| 216 |
+
def reason_from_pain(tech: str, pains: List[str], pain_subs: List[str]) -> List[str]:
|
| 217 |
+
R=[]
|
| 218 |
+
jp=" ".join(pains or []) + " " + " ".join(pain_subs or [])
|
| 219 |
+
if "๋ฐ์๋ฅ " in jp:
|
| 220 |
+
if tech=="Persona Prompting": R.append("๋ฐ์๋ฅ ์ ์กฐ โ ์ธ๊ทธ๋จผํธ ๋ง์ถค ์ดํ/์ด์กฐ๋ก ์ฒด๊ฐ ๊ฐ์น ์์น")
|
| 221 |
+
if tech=="Few-shot Prompting": R.append("๋ฐ์๋ฅ ์ ์กฐ โ ๊ณ ์ฑ๊ณผ ์์ ํจํด ๋ณต์ ")
|
| 222 |
+
if tech=="Self-consistency Prompting": R.append("๋ฐ์๋ฅ ์ ์กฐ โ ๋ค๋ณ๋ ํ๋ณด ์์ฑโ์์ฒด ์ฑ์ ์ผ๋ก Top-1")
|
| 223 |
+
if "๋ถ์ผ์น" in jp or "ํค/๋ณด์ด์ค" in jp or "ํฌ๋งท" in jp:
|
| 224 |
+
if tech=="Output Formatting": R.append("๋ฉ์์ง ๋ถ์ผ์น โ ํ์/์น์
๊ณ ์ ์ผ๋ก ์ ํฉ์ฑโ")
|
| 225 |
+
if tech=="Constrained Prompting": R.append("๋ฉ์์ง ๋ถ์ผ์น โ ๊ธ์น/๊ธธ์ด/ํ์ํ๋ ๊ฐ์ ")
|
| 226 |
+
if "์์ฑ ์๊ฐ" in jp or "์์ ๋ถ์กฑ" in jp:
|
| 227 |
+
if tech in {"Few-shot Prompting","Output Formatting"}: R.append("์์ฑ์๊ฐ ๊ณผ๋ค/์์ ๋ถ์กฑ โ ํ
ํ๋ฆฟ + ์์ ๊ธฐ๋ฐ ์๋โ")
|
| 228 |
+
if "๊ฒฝ์์ฌ ์ ๋ณด" in jp:
|
| 229 |
+
if tech=="RAG Prompting": R.append("๊ฒฝ์์ฌ ์ ๋ณด ๋ถ์กฑ โ ์ธ๋ถ ๋ฐ์ดํฐ ๊ทผ๊ฑฐ ์ฃผ์
(์ต์ ์ฑ/์ ๋ขฐ์ฑ)")
|
| 230 |
+
if tech=="Chain-of-Thought (CoT)": R.append("๊ฒฝ์์ฌ ๋ถ์ ๊ตฌ์กฐํ(CoT)๋ก ์ธ์ฌ์ดํธ ๋ช
๋ฃํ")
|
| 231 |
+
if "์๊ตฌ ๋ถ๋ช
ํ" in jp:
|
| 232 |
+
if tech in {"Persona Prompting","Step-back Prompting"}: R.append("๊ณ ๊ฐ ์๊ตฌ ๋ถ๋ช
ํ โ ์์ ๋ชฉ์ /JTBD ์ ๋ ฌ")
|
| 233 |
+
return R
|
| 234 |
+
|
| 235 |
+
def reason_from_output(tech: str, outs: List[str], out_subs: List[str]) -> List[str]:
|
| 236 |
+
R=[]
|
| 237 |
+
jo=" ".join(outs or []) + " " + " ".join(out_subs or [])
|
| 238 |
+
if "๋ฉ์ผ" in jo or "์นดํผ" in jo or "๋๋ฉ" in jo:
|
| 239 |
+
if tech=="Output Formatting": R.append("์นดํผ/๋ฉ์ผ โ ํค๋๋ผ์ธ/์๋ธ/๋ฐ๋/CTA ๊ณ ์ ์ด ์ฑ๊ณผ ์ข์ฐ")
|
| 240 |
+
if tech=="Self-consistency Prompting": R.append("๋ฉ์์ง ํ๋ณด ๋ค๋ณ๋ ์์ฑโ์ต์ ์ ์ ํ ํ์")
|
| 241 |
+
if tech=="Few-shot Prompting": R.append("์ฑ๋๋ณ ํค/๊ธธ์ด ์ฐจ์ด๋ฅผ ์์๋ก ๋น ๋ฅด๊ฒ ์ ์")
|
| 242 |
+
if "๋ณด๊ณ ์" in jo or "๋ถ์" in jo:
|
| 243 |
+
if tech=="RAG Prompting": R.append("๋ณด๊ณ ์/๋ถ์ โ ์์นยท์ถ์ฒ ์ต์ ์ฑ ๋ณด์ฅ")
|
| 244 |
+
if tech=="Chain-of-Thought (CoT)": R.append("๋ณด๊ณ ์/๋ถ์ โ ๋จ๊ณ์ ๊ตฌ์กฐ(CoT)๋ก ๋
ผ๋ฆฌ ๊ฐํ")
|
| 245 |
+
if "PRD" in jo or "API" in jo:
|
| 246 |
+
if tech in {"Constrained Prompting","Role Prompting"}: R.append("PRD/API โ JSON/ํ๋ ๊ฐ์ + ์ง๋ฌด ๊ด์ ๊ณ ์ ํ์")
|
| 247 |
+
return R
|
| 248 |
+
|
| 249 |
+
def reason_from_user(tech: str, users: List[str], user_subs: List[str]) -> List[str]:
|
| 250 |
+
R=[]
|
| 251 |
+
ju=" ".join(users or []) + " " + " ".join(user_subs or [])
|
| 252 |
+
if "์ธ์ผ์ฆ" in ju:
|
| 253 |
+
if tech=="Persona Prompting": R.append("Sales๋ ํ์ดํ๋ผ์ธ/์น๋ฅ ์ธ์ด ์ ํธ โ ํ๋ฅด์๋ ํค ์ ์ฉ")
|
| 254 |
+
if tech=="Few-shot Prompting": R.append("์์
๋ ํผ๋ฐ์ค ์ฌ๋ก ๋ชจ์ฌ๊ฐ ์ค๋๋ ฅโ")
|
| 255 |
+
if "์ ๋ต" in ju:
|
| 256 |
+
if tech in {"Chain-of-Thought (CoT)","Step-back Prompting","RAG Prompting"}:
|
| 257 |
+
R.append("์ ๋ต์กฐ์ง์ ๊ทผ๊ฑฐ/๋
ผ๋ฆฌ/์์ฌ์ ์ค์ โ CoT+RAG+Step-back ์ ํฉ")
|
| 258 |
+
if "PM" in ju or "UX" in ju:
|
| 259 |
+
if tech in {"Role Prompting","Constrained Prompting"}:
|
| 260 |
+
R.append("PM/UX๋ ํ๋/AC/ํค ํ์ค ํ์ โ ์ญํ ๊ณ ์ + ์ ์ฝ ๊ฐ์ ")
|
| 261 |
+
return R
|
| 262 |
+
|
| 263 |
+
def domain_reco(tech: str, outs: List[str]) -> str:
|
| 264 |
+
j=" ".join(outs or [])
|
| 265 |
+
if tech=="Output Formatting":
|
| 266 |
+
if "๋ฉ์ผ" in j: return "์ด๋ฉ์ผ: ์ ๋ชฉ/์คํ๋/๊ฐ์น์ ์/์ฆ๊ฑฐ/CTA/PS ํ์ ๊ณ ์ "
|
| 267 |
+
if "์นดํผ" in j or "๋๋ฉ" in j: return "์นดํผ/๋๋ฉ: ํค๋๋ผ์ธ/์๋ธ/๋ฐ๋/CTA ๋ธ๋ก ๊ณ ์ "
|
| 268 |
+
if "๋ณด๊ณ ์" in j: return "๋ณด๊ณ ์: ์์ฝ/ํํฉ/๊ฒฝ์/์ธ์ฌ์ดํธ/๊ถ๊ณ /ํ๊ณ ์น์
๊ณ ์ "
|
| 269 |
+
if "PRD" in j: return "PRD: ํ์ ํ๋(JSON/ํ) ๊ฐ์ "
|
| 270 |
+
return "์ฐ์ถ๋ฌผ ํ์ค ์น์
๊ณ ์ "
|
| 271 |
+
if tech=="Persona Prompting": return "์ธ๊ทธ๋จผํธยท์ญํ KPI ์ธ์ด ์ ๋ ฌ"
|
| 272 |
+
if tech=="Few-shot Prompting": return "๊ณ ์ฑ๊ณผ ์์ ๊ตฌ์กฐ/ํค ๋ชจ์ฌ"
|
| 273 |
+
if tech=="Self-consistency Prompting": return "๋ค์ค ํ๋ณด ์์ฑโ์์ฒด ๏ฟฝ๏ฟฝ๏ฟฝ์ โTop-1"
|
| 274 |
+
if tech=="Constrained Prompting": return "๊ธธ์ด/๊ธ์น์ด/ํ์ํ๋ ๊ฐ์ "
|
| 275 |
+
if tech=="RAG Prompting": return "์ธ๋ถ ๋ฆฌํฌํธ/๋ฐฑ์ ๊ทผ๊ฑฐ ์ฃผ์
"
|
| 276 |
+
if tech=="Chain-of-Thought (CoT)": return "๋ชฉํโ์งํโ๋์โ๊ถ๊ณ ๋จ๊ณํ"
|
| 277 |
+
if tech=="Step-back Prompting": return "์์ ๋ชฉ์ /์์น์์ ์๋ฏธ ์ฌํด์"
|
| 278 |
+
if tech=="Role Prompting": return "์ญํ ๊ณ ์ ์ผ๋ก ๊ด์ ์ผ์น"
|
| 279 |
+
return "-"
|
| 280 |
+
|
| 281 |
+
def build_rationale_detailed(
|
| 282 |
+
tech: str, domain_key: str, subdomains: List[str],
|
| 283 |
+
pains: List[str], pain_subs: List[str],
|
| 284 |
+
outs: List[str], out_subs: List[str],
|
| 285 |
+
users: List[str], user_subs: List[str]
|
| 286 |
+
) -> str:
|
| 287 |
+
if not tech: return ""
|
| 288 |
+
g = TECH_GLOSSARY.get(tech, {})
|
| 289 |
+
desc, purpose, mechs, example = g.get("desc",""), g.get("purpose",""), g.get("mechanics",[]), g.get("example","")
|
| 290 |
+
|
| 291 |
+
R = []
|
| 292 |
+
R += reason_from_pain(tech, pains, pain_subs)
|
| 293 |
+
R += reason_from_output(tech, outs, out_subs)
|
| 294 |
+
R += reason_from_user(tech, users, user_subs)
|
| 295 |
+
R = uniq(R)
|
| 296 |
+
|
| 297 |
+
parts = [
|
| 298 |
+
f"## {tech}",
|
| 299 |
+
f"**์ค๋ช
**: {desc}",
|
| 300 |
+
f"- **์ ์ฉ ๋ชฉ์ **: {purpose}" if purpose else "",
|
| 301 |
+
"- **์๋ ๋ฐฉ์**:\n - " + "\n - ".join(mechs) if mechs else "",
|
| 302 |
+
f"- **๋๋ฉ์ธ ๊ถ์ฅ**: {domain_reco(tech, outs)}",
|
| 303 |
+
f"- **์ ์ ๊ทผ๊ฑฐ(์ ํ ๋ฐ์)**:\n - " + "\n - ".join(R) if R else "- **์ ์ ๊ทผ๊ฑฐ**: (์ ํ ํญ๋ชฉ์ ๋ฐ๋ผ ์๋ ์์ฑ)",
|
| 304 |
+
f"- **์์**: {example}"
|
| 305 |
+
]
|
| 306 |
+
return "\n".join([p for p in parts if p.strip()])
|
| 307 |
+
|
| 308 |
+
# -----------------------------
|
| 309 |
+
# RAG: ์
๋ก๋โ์ฒญํนโ์๋ฒ ๋ฉโFAISSโ๊ฒ์
|
| 310 |
+
# -----------------------------
|
| 311 |
+
_model = None
|
| 312 |
+
_faiss = None
|
| 313 |
+
_chunks = [] # [{id, text, meta}]
|
| 314 |
+
_dim = 384
|
| 315 |
+
|
| 316 |
+
def get_model():
|
| 317 |
+
global _model
|
| 318 |
+
if _model is None:
|
| 319 |
+
_model = SentenceTransformer(EMBED_MODEL_NAME)
|
| 320 |
+
return _model
|
| 321 |
+
|
| 322 |
+
def embed_texts(texts: List[str]) -> np.ndarray:
|
| 323 |
+
model = get_model()
|
| 324 |
+
vecs = model.encode(texts, normalize_embeddings=True)
|
| 325 |
+
return np.array(vecs, dtype="float32")
|
| 326 |
+
|
| 327 |
+
def extract_text(path: str) -> Tuple[str, Dict]:
|
| 328 |
+
name = os.path.basename(path)
|
| 329 |
+
ext = os.path.splitext(path)[1].lower()
|
| 330 |
+
meta = {"source": name}
|
| 331 |
+
if ext == ".pdf":
|
| 332 |
+
reader = PdfReader(path)
|
| 333 |
+
pages = []
|
| 334 |
+
for i, p in enumerate(reader.pages):
|
| 335 |
+
try: pages.append(p.extract_text() or "")
|
| 336 |
+
except: pages.append("")
|
| 337 |
+
return "\n".join(pages), meta
|
| 338 |
+
if ext == ".docx":
|
| 339 |
+
d = Docx(path)
|
| 340 |
+
return "\n".join(p.text for p in d.paragraphs), meta
|
| 341 |
+
if ext == ".csv":
|
| 342 |
+
df = pd.read_csv(path, dtype=str).fillna("")
|
| 343 |
+
return df.to_csv(index=False), meta
|
| 344 |
+
if ext == ".txt":
|
| 345 |
+
with open(path, "r", encoding="utf-8", errors="ignore") as f:
|
| 346 |
+
return f.read(), meta
|
| 347 |
+
raise ValueError("์ง์ ํ์ฅ์: pdf/docx/csv/txt")
|
| 348 |
+
|
| 349 |
+
def chunk_text(t: str, chunk=800, overlap=200) -> List[str]:
|
| 350 |
+
t = re.sub(r"\s+", " ", (t or "")).strip()
|
| 351 |
+
if not t: return []
|
| 352 |
+
out=[]; s=0
|
| 353 |
+
while s < len(t):
|
| 354 |
+
e=min(len(t), s+chunk)
|
| 355 |
+
out.append(t[s:e])
|
| 356 |
+
if e==len(t): break
|
| 357 |
+
s=max(0, e-overlap)
|
| 358 |
+
return out
|
| 359 |
+
|
| 360 |
+
def build_index(files, chunk=800, overlap=200):
|
| 361 |
+
global _faiss, _chunks, _dim
|
| 362 |
+
_chunks=[]
|
| 363 |
+
|
| 364 |
+
all_texts=[]
|
| 365 |
+
for f in files or []:
|
| 366 |
+
txt, meta = extract_text(f.name)
|
| 367 |
+
cks = chunk_text(txt, chunk, overlap)
|
| 368 |
+
for ci, c in enumerate(cks):
|
| 369 |
+
_chunks.append({"id": len(_chunks), "text": c, "meta": {"source": meta["source"], "chunk_id": ci}})
|
| 370 |
+
all_texts.append(c)
|
| 371 |
+
|
| 372 |
+
if not all_texts:
|
| 373 |
+
return "โ ๏ธ ์ถ์ถ ํ
์คํธ๊ฐ ์์ต๋๋ค."
|
| 374 |
+
|
| 375 |
+
vecs = embed_texts(all_texts)
|
| 376 |
+
_dim = vecs.shape[1]
|
| 377 |
+
_faiss = faiss.IndexFlatIP(_dim)
|
| 378 |
+
_faiss.add(vecs)
|
| 379 |
+
return f"โ
์ธ๋ฑ์ค ๊ตฌ์ถ ์๋ฃ ยท ์ฒญํฌ {len(all_texts)}๊ฐ ยท dim={_dim}"
|
| 380 |
+
|
| 381 |
+
def search_index(query: str, k=5) -> List[Dict]:
|
| 382 |
+
if _faiss is None or not _chunks: return []
|
| 383 |
+
qv = embed_texts([query])
|
| 384 |
+
scores, idxs = _faiss.search(qv, k)
|
| 385 |
+
res=[]
|
| 386 |
+
for rank, (i, s) in enumerate(zip(idxs[0].tolist(), scores[0].tolist()), 1):
|
| 387 |
+
if 0<=i<len(_chunks):
|
| 388 |
+
item = _chunks[i]
|
| 389 |
+
res.append({"rank": rank, "score": float(s),
|
| 390 |
+
"text": item["text"], "source": item["meta"]["source"], "chunk_id": item["meta"]["chunk_id"]})
|
| 391 |
+
return res
|
| 392 |
+
|
| 393 |
+
def make_context_block(query: str, k=5) -> Tuple[str, str]:
|
| 394 |
+
hits = search_index(query, k)
|
| 395 |
+
if not hits: return "(no RAG context)", "(no sources)"
|
| 396 |
+
ctx_lines=[]; srcs=[]
|
| 397 |
+
for h in hits:
|
| 398 |
+
ctx_lines.append(f"[{h['rank']}|{h['source']}|#{h['chunk_id']}|{h['score']:.3f}] {h['text']}")
|
| 399 |
+
srcs.append(f"{h['rank']}. {h['source']} (chunk {h['chunk_id']})")
|
| 400 |
+
return "\n\n".join(ctx_lines), "\n".join(srcs)
|
| 401 |
+
|
| 402 |
+
# -----------------------------
|
| 403 |
+
# ์ต์ข
ํ
ํ๋ฆฟ/ํ๋กฌํํธ
|
| 404 |
+
# -----------------------------
|
| 405 |
+
TEMPLATE = """# ๋ชฉ์ (Purpose)
|
| 406 |
+
- ์ฐ๋ฆฌ๋ [{domain}]์์ [{out}]์ ์ ์ยท์ ํยท์ฌ์ฌ์ฉ ๏ฟฝ๏ฟฝ๏ฟฝ๋ฅํ๊ฒ ๋ง๋ค๊ณ ์ ํ๋ค.
|
| 407 |
+
- ์ต์ข
๋
์: [{user}] | ํด๊ฒฐํ Pain: [{pain}]
|
| 408 |
+
|
| 409 |
+
# ์ ํ ์ปจํ
์คํธ(์์ ์
๋ ฅ ํฌํจ)
|
| 410 |
+
- ์ธ๋ถ ๋๋ฉ์ธ: {subdomain}
|
| 411 |
+
- ๋๋ฉ์ธ ๋ฉ๋ชจ: {domain_note}
|
| 412 |
+
- Pain ์ธ๋ถ/๋ฉ๋ชจ: {pain_sub} | {pain_note}
|
| 413 |
+
- Output ์ธ๋ถ/์คํ: {out_sub} | {out_note}
|
| 414 |
+
- User ์ธ๋ถ/๋ฉ๋ชจ: {user_sub} | {user_note}
|
| 415 |
+
|
| 416 |
+
# ์ฐ์ถ๋ฌผ ์ ์(What to produce)
|
| 417 |
+
- ์ฐ์ถ๋ฌผ ์ข
๋ฅ: [{out}]
|
| 418 |
+
- ์ฌ์ฉ ๋งฅ๋ฝ/๋ชฉํ KPI: [{kpi}]
|
| 419 |
+
- ์ฑ๊ณต ๊ธฐ์ค(ํต๊ณผ ์กฐ๊ฑด):
|
| 420 |
+
1) [{format_hint}]์ 100% ์ค์
|
| 421 |
+
2) [{audience}]์๊ฒ ๊ฐ์น๊ฐ ์ฆ์ ๋ณด์
|
| 422 |
+
3) ์คํธ/๊ณผ์ฅ/์ ๋งค์ด ์์
|
| 423 |
+
|
| 424 |
+
# ํ์/ํค ๊ฐ๋๋ ์ผ(Format & Tone)
|
| 425 |
+
- ํ์: [{format_hint}]
|
| 426 |
+
- ํค: [{tone}] | ๊ธ์ง: [{ng}]
|
| 427 |
+
|
| 428 |
+
# ํผํฉ ํ๋กฌํํ
๊ธฐ์ (Why these techniques)
|
| 429 |
+
{tech_blocks}
|
| 430 |
+
|
| 431 |
+
{rag_section}
|
| 432 |
+
|
| 433 |
+
# ์์ฑ ์์
(Tasks)
|
| 434 |
+
1) **์ด์ v1**: [{format_hint}]์ ๋ง์ถ ๋ณธ๋ฌธ ์์ฑ
|
| 435 |
+
2) **๋์ ์์ฑ**: ํต์ฌ ๋ฌธ๊ตฌ/์ ๋ชฉ/CTA ํ๋ณด N๊ฐ ์์ฑ
|
| 436 |
+
3) **์์ฒด ๊ฒ์ฆ**: ์คํธ์ด/๊ธ์น์ด/๊ธธ์ด/๊ฐ์ธํ ๋ณ์ ์ฒดํฌ๋ฆฌ์คํธ ํต๊ณผ
|
| 437 |
+
4) **์์ฝ v2**: 5์ค ์์ฝ(๋ฌธ์ โ๊ฐ์นโ์ฆ๊ฑฐโCTAโ๋ค์ ์ก์
)
|
| 438 |
+
|
| 439 |
+
# ์ถ๋ ฅ ํ์(Output)
|
| 440 |
+
- ์น์
๋ณ๋ก ๊ตฌ๋ถํด ๋งํฌ๋ค์ด์ผ๋ก ์ถ๋ ฅ(์ ๋ชฉ, ์คํ๋, ๊ฐ์น์ ์, ์ฆ๊ฑฐ, CTA, PS ๋ฑ)
|
| 441 |
+
- ๋ง์ง๋ง: **๊ฒ์ฆ ์ฒดํฌ๋ฆฌ์คํธ**(โก ๊ฐ์ธํ ํ๋ โก ๊ธ์น์ด ์์ โก ๊ธธ์ด ์ค์ โก ๊ฐ์น/์ฆ๊ฑฐ/CTA ๋ช
ํ)
|
| 442 |
+
- **๋ค์ ์ก์
3๊ฐ์ง**(์: ์บ๋ฆฐ๋ ๋งํฌ, ์ฌ๋ก PDF, 2์ฐจ ์ฐ๋ฝ ์ค์ผ์ค)
|
| 443 |
+
"""
|
| 444 |
+
|
| 445 |
+
def compose_final_prompt(
|
| 446 |
+
domain_key, subdomains, pains, pain_subs, outs, out_subs, users, user_subs, techs,
|
| 447 |
+
domain_note, pain_note, out_note, user_note, kpi_text, tone_text, ng_text, format_override,
|
| 448 |
+
fewshot_text, rag_text,
|
| 449 |
+
use_rag, rag_topk
|
| 450 |
+
):
|
| 451 |
+
if not domain_key or not outs or not users or not techs:
|
| 452 |
+
return "โ ๏ธ โ๊ตฌ๋ถ/Output/User/๊ธฐ์ โ์ ์ ํํ์ธ์."
|
| 453 |
+
|
| 454 |
+
format_hint = guess_format_hint(outs, format_override)
|
| 455 |
+
audience = ", ".join(user_subs or users)
|
| 456 |
+
kpi = kpi_text.strip() or ("์คํ์จ/CTR/์๋ตยท๋ฏธํ
์" if "์ธ๋ถ" in domain_key else "์ ํ์ฑ/๊ทผ๊ฑฐ/๊ฐ๋
์ฑ")
|
| 457 |
+
tone = tone_text.strip() or ("์ง์ ์ ยท๊ฐ๊ฒฐยทROI ์ค์ฌ" if "์ธ์ผ์ฆ" in " ".join(users or []) else "๋ช
๋ฃยท๊ฐ๊ดยท๊ฐ๊ฒฐ")
|
| 458 |
+
ng = ng_text.strip() or "๊ณผ์ฅยท๊ทผ๊ฑฐ ์๋ ์์นยท๋ชจํธํ ํํ"
|
| 459 |
+
|
| 460 |
+
blocks=[]
|
| 461 |
+
for t in techs:
|
| 462 |
+
reasons = uniq(reason_from_pain(t, pains, pain_subs) +
|
| 463 |
+
reason_from_output(t, outs, out_subs) +
|
| 464 |
+
reason_from_user(t, users, user_subs))
|
| 465 |
+
head = f"- **{t}** โ {TECH_GLOSSARY.get(t,{}).get('desc','')}"
|
| 466 |
+
tail = ""
|
| 467 |
+
if reasons:
|
| 468 |
+
tail = "\n - ์ ์ ๊ทผ๊ฑฐ: " + " / ".join(reasons[:4])
|
| 469 |
+
dom = domain_reco(t, outs)
|
| 470 |
+
if dom: tail += f"\n - ๋๋ฉ์ธ ๊ถ์ฅ: {dom}"
|
| 471 |
+
blocks.append((head + tail).rstrip())
|
| 472 |
+
|
| 473 |
+
rag_section = ""
|
| 474 |
+
if use_rag:
|
| 475 |
+
query = f"{' '.join(outs)} | {' '.join(out_subs or [])} | {' '.join(users)} | {' '.join(pains)} | {pain_note} | {out_note}"
|
| 476 |
+
ctx, srcs = make_context_block(query, k=int(rag_topk))
|
| 477 |
+
rag_section = f"""# RAG ์ปจํ
์คํธ
|
| 478 |
+
- ์ง์: {query}
|
| 479 |
+
- Top-{rag_topk} ์ปจํ
์คํธ:
|
| 480 |
+
{ctx}
|
| 481 |
+
|
| 482 |
+
- ์ถ์ฒ:
|
| 483 |
+
{srcs}
|
| 484 |
+
|
| 485 |
+
- ์ง์: **์ปจํ
์คํธ ๋ฒ์ ๋ด์์๋ง** ์์ ํ๊ณ , ๋ฌธ์์ ์๋ ๋ด์ฉ์ โ๊ทผ๊ฑฐ ์์โ์ผ๋ก ๋ช
์."""
|
| 486 |
+
else:
|
| 487 |
+
if rag_text.strip():
|
| 488 |
+
rag_section = f"# ์ฐธ๊ณ ์๋ฃ ๋ฉ๋ชจ(์๊ธฐ)\n{rag_text.strip()}"
|
| 489 |
+
|
| 490 |
+
if fewshot_text.strip():
|
| 491 |
+
blocks.append(f"- **Few-shot ์์**: {fewshot_text.strip()}")
|
| 492 |
+
|
| 493 |
+
return TEMPLATE.format(
|
| 494 |
+
domain=domain_key,
|
| 495 |
+
out=", ".join(outs),
|
| 496 |
+
user=", ".join(users) + (" / " + ", ".join(user_subs) if user_subs else ""),
|
| 497 |
+
pain=", ".join(pains) + (" / " + ", ".join(pain_subs) if pain_subs else ""),
|
| 498 |
+
subdomain=", ".join(subdomains or ["-"]),
|
| 499 |
+
domain_note=domain_note or "-",
|
| 500 |
+
pain_sub=", ".join(pain_subs or ["-"]),
|
| 501 |
+
pain_note=pain_note or "-",
|
| 502 |
+
out_sub=", ".join(out_subs or ["-"]),
|
| 503 |
+
out_note=out_note or "-",
|
| 504 |
+
user_sub=", ".join(user_subs or ["-"]),
|
| 505 |
+
user_note=user_note or "-",
|
| 506 |
+
kpi=kpi,
|
| 507 |
+
audience=audience,
|
| 508 |
+
format_hint=format_hint,
|
| 509 |
+
tone=tone,
|
| 510 |
+
ng=ng,
|
| 511 |
+
tech_blocks="\n\n".join(blocks),
|
| 512 |
+
rag_section=rag_section or ""
|
| 513 |
+
)
|
| 514 |
+
|
| 515 |
+
# -----------------------------
|
| 516 |
+
# ์ฌ๋ฌ ๊ธฐ์ ์ค๋ช
ํ๊บผ๋ฒ์ ๋ณด๊ธฐ
|
| 517 |
+
# -----------------------------
|
| 518 |
+
def render_multi_rationales(tech_list: List[str],
|
| 519 |
+
domain_key, subdomains, pains, pain_subs, outs, out_subs, users, user_subs):
|
| 520 |
+
if not tech_list:
|
| 521 |
+
return "๊ธฐ์ ์ ํ๋ ์ด์ ์ ํํ์ธ์."
|
| 522 |
+
sections=[]
|
| 523 |
+
for t in tech_list:
|
| 524 |
+
sec = build_rationale_detailed(t, domain_key, subdomains, pains, pain_subs, outs, out_subs, users, user_subs)
|
| 525 |
+
if sec:
|
| 526 |
+
sections.append(sec)
|
| 527 |
+
return ("\n\n---\n\n".join(sections)).strip()
|
| 528 |
+
|
| 529 |
+
# -----------------------------
|
| 530 |
+
# UI
|
| 531 |
+
# -----------------------------
|
| 532 |
+
DEFAULT_DOMAIN = "2 ์์ฅยท๊ณ ๊ฐ ๋ฆฌ์์น"
|
| 533 |
+
D = CATALOG[DEFAULT_DOMAIN]
|
| 534 |
+
|
| 535 |
+
with gr.Blocks(title="Mixed Prompt Composer โ Rationale + RAG + Multi Preview") as demo:
|
| 536 |
+
gr.Markdown("## ์ตํฉ ํ๋กฌํํ
โ ์ฝค๋ณด + ์์ ์
๋ ฅ + **๊ฐํ Rationale** + **RAG(FAISS)** + **์ฌ๋ฌ ๊ธฐ์ ํ๊บผ๋ฒ์ ๋ฏธ๋ฆฌ๋ณด๊ธฐ**")
|
| 537 |
+
|
| 538 |
+
# 1) ๋๋ฉ์ธ/์ธ๋ถ + ์์ ์
๋ ฅ
|
| 539 |
+
with gr.Row():
|
| 540 |
+
domain = gr.Dropdown(label="๊ตฌ๋ถ(๋๋ถ๋ฅ)", choices=list(CATALOG.keys()), value=DEFAULT_DOMAIN)
|
| 541 |
+
subdomain = gr.Dropdown(label="์ธ๋ถ ๋๋ฉ์ธ(๋ณต์ ์ ํ)", choices=D["subdomains"], multiselect=True, value=["์์ฅ๋ณด๊ณ ์"])
|
| 542 |
+
domain_note = gr.Textbox(label="๋๋ฉ์ธ ๋ฉ๋ชจ(์์ ์
๋ ฅ)", placeholder="์: ๋ถ๋ฏธ SaaS B2B ์ค์ฌ, ์ต์ ๋ถ๊ธฐ ๊ธฐ์ค")
|
| 543 |
+
|
| 544 |
+
# 2) Pain + ์์ ์
๋ ฅ
|
| 545 |
+
with gr.Row():
|
| 546 |
+
pains = gr.Dropdown(label="Pain Points(๋ณต์ ์ ํ)", choices=D["pains"], multiselect=True, value=["๊ฒฝ์์ฌ ์ ๋ณด ๋ถ์กฑ"])
|
| 547 |
+
pain_detail = gr.Dropdown(label="Pain ์ธ๋ถ(๋ณต์ ์ ํ)", choices=PAIN_SUB["๊ฒฝ์์ฌ ์ ๋ณด ๋ถ์กฑ"], multiselect=True, value=["์๋ฃ ์์ง"])
|
| 548 |
+
pain_note = gr.Textbox(label="Pain ๋ฉ๋ชจ(์์ ์
๋ ฅ)", placeholder="์: ์ ๋ฃ ๋ฆฌํฌํธ ์ ๊ทผ ์ ํ, 2024 Q3 ๋ฐ์ดํฐ ํ์")
|
| 549 |
+
|
| 550 |
+
# 3) Output + ์์ ์
๋ ฅ
|
| 551 |
+
with gr.Row():
|
| 552 |
+
outs = gr.Dropdown(label="Outputs(๋ณต์ ์ ํ)", choices=D["outputs"], multiselect=True, value=["์์ฅ์กฐ์ฌ ๋ณด๊ณ ์"])
|
| 553 |
+
out_detail = gr.Dropdown(label="Output ์ธ๋ถ(๋ณต์ ์ ํ)", choices=OUTPUT_SUB["์์ฅ์กฐ์ฌ ๋ณด๊ณ ์"], multiselect=True, value=["๋ฆฌ์์น ๋ธ๋ฆฌํ"])
|
| 554 |
+
out_note = gr.Textbox(label="Output ์คํ(์์ ์
๋ ฅ)", placeholder="์: 8~10p, ํ/๊ทธ๋ํ 4๊ฐ, ๊ฒฝ์ 5์ฌ, ์ถ์ฒ ๊ฐ์ฃผ ํ์")
|
| 555 |
+
|
| 556 |
+
# 4) User + ์์ ์
๋ ฅ
|
| 557 |
+
with gr.Row():
|
| 558 |
+
users = gr.Dropdown(label="Users(๋ณต์ ์ ํ)", choices=D["users"], multiselect=True, value=["์ ๋ตํ"])
|
| 559 |
+
user_detail = gr.Dropdown(label="User ์ธ๋ถ(๋ณต์ ์ ํ)", choices=USER_SUB["์ ๋ตํ"], multiselect=True, value=["Corp Strategy"])
|
| 560 |
+
user_note = gr.Textbox(label="User ๋ฉ๋ชจ(์์ ์
๋ ฅ)", placeholder="์: ๊ฒฝ์์ง ๋ธ๋ฆฌํ์ฉ 1-pager ์์ฝ ์ถ๊ฐ ํ์")
|
| 561 |
+
|
| 562 |
+
# 5) ์๋ ์ถ์ฒ & ๊ธฐ์ ์ ํ
|
| 563 |
+
with gr.Row():
|
| 564 |
+
auto_btn = gr.Button("๐ฎ Mixed Prompts ์๋ ์ถ์ฒ")
|
| 565 |
+
techs = gr.Dropdown(label="Mixed Prompts(๋ณต์ ์ ํ/์์ ๊ฐ๋ฅ)", choices=ALL_TECHS, multiselect=True)
|
| 566 |
+
|
| 567 |
+
# 6) ๊ณ ๊ธ ์ค์
|
| 568 |
+
with gr.Accordion("๊ณ ๊ธ ์ค์ (์ค๋ฒ๋ผ์ด๋ & ์์/๊ทผ๊ฑฐ)", open=False):
|
| 569 |
+
with gr.Row():
|
| 570 |
+
kpi_text = gr.Textbox(label="KPI(์ค๋ฒ๋ผ์ด๋)", placeholder="์: ์ธ์ฌ์ดํธ ์ ํ์ฑ, ๊ฒฝ์์ง ์์ฌ๊ฒฐ์ ์ง์")
|
| 571 |
+
tone_text = gr.Textbox(label="ํค(์ค๋ฒ๋ผ์ด๋)", placeholder="์: ๊ฐ๊ดยท๊ฐ๊ฒฐยท๋ฐ์ดํฐ ์ค์ฌ")
|
| 572 |
+
with gr.Row():
|
| 573 |
+
ng_text = gr.Textbox(label="๊ธ์ง์ด/NG(์ค๋ฒ๋ผ์ด๋)", placeholder="์: ๊ณผ์ฅ, ์ถ์ฒ ๋ฏธํ๊ธฐ, ์ถ์ ์์น ๋จ์ ํ")
|
| 574 |
+
format_override = gr.Textbox(label="ํ์(์ค๋ฒ๋ผ์ด๋)", placeholder="์: ์์ฝ/ํํฉ/๊ฒฝ์/์ธ์ฌ์ดํธ/๊ถ๊ณ /ํ๊ณ")
|
| 575 |
+
fewshot_text = gr.Textbox(label="Few-shot ์์(์์ ์
๋ ฅ)", lines=4, placeholder="[์ํ] ์ ๋ชฉ/์คํ๋/๊ทผ๊ฑฐ/CTAโฆ")
|
| 576 |
+
rag_text = gr.Textbox(label="์ฐธ๊ณ ์๋ฃ ๋ฉ๋ชจ(์๊ธฐ RAG ๋์ฒด/๋ณด์)", lines=3)
|
| 577 |
+
|
| 578 |
+
# 7) ์ฌ๋ฌ ๊ธฐ์ โํ๊บผ๋ฒ์โ ์์ธ ๋ฏธ๋ฆฌ๋ณด๊ธฐ
|
| 579 |
+
with gr.Accordion("๐ ์ ํํ ํ๋กฌํํธ ๊ธฐ์ โ ์ค๋ช
& Rationale (๋ณต์ ํผ์ณ๋ณด๊ธฐ)", open=True):
|
| 580 |
+
with gr.Row():
|
| 581 |
+
tech_preview = gr.Dropdown(label="๋ฏธ๋ฆฌ๋ณผ ๊ธฐ์ (๋ณต์ ์ ํ)", choices=ALL_TECHS, multiselect=True)
|
| 582 |
+
from_selected_btn = gr.Button("ํ์ฌ Mixed Prompts ์ ์ฒด ์ค๋ช
๋ณด๊ธฐ")
|
| 583 |
+
rationale_md = gr.Markdown("์ฌ๋ฌ ๊ธฐ์ ์ ์ ํํ๋ฉด **์ค๋ช
& ์ ์ ๊ทผ๊ฑฐ**๋ฅผ ํ๊บผ๋ฒ์ ํผ์นฉ๋๋ค.")
|
| 584 |
+
|
| 585 |
+
# 8) RAG ์
๋ก๋/์ธ๋ฑ์ฑ
|
| 586 |
+
gr.Markdown("### ๐ RAG โ ํ์ผ ์
๋ก๋ โ ์ธ๋ฑ์ฑ โ ์ตํฉ ํ๋กฌํํ
์๋ ์ฃผ์
")
|
| 587 |
+
with gr.Row():
|
| 588 |
+
rag_files = gr.Files(label="๋ฌธ์ ์
๋ก๋(pdf/docx/csv/txt ๋ณต์)", file_count="multiple", file_types=[".pdf",".docx",".csv",".txt"])
|
| 589 |
+
build_btn = gr.Button("๐จ ์ธ๋ฑ์ค ๊ตฌ์ถ")
|
| 590 |
+
rag_status = gr.Markdown("์ํ: ์ธ๋ฑ์ค ์์")
|
| 591 |
+
with gr.Row():
|
| 592 |
+
use_rag = gr.Checkbox(label="RAG ์ฌ์ฉ", value=False)
|
| 593 |
+
rag_topk = gr.Slider(1,10,value=5,step=1,label="RAG Top-K")
|
| 594 |
+
|
| 595 |
+
# 9) ์ต์ข
ํ๋กฌํํธ
|
| 596 |
+
gen_btn = gr.Button("๐ ๊ตฌ์กฐํ๋ ์ตํฉ ํ๋กฌํํ
์์ฑ")
|
| 597 |
+
final_box = gr.Textbox(label="์ต์ข
์ตํฉ ํ๋กฌํํธ (๋ณต์ฌํ์ฌ Gemini/Claude/Perplexity/OpenAI์ ์ฌ์ฉ)", lines=28, show_copy_button=True)
|
| 598 |
+
|
| 599 |
+
# ===== ์ด๋ฒคํธ ๋ฐ์ธ๋ฉ =====
|
| 600 |
+
def on_domain_change(dkey):
|
| 601 |
+
cfg = CATALOG.get(dkey, {})
|
| 602 |
+
return (gr.update(choices=cfg.get("subdomains", []), value=[]),
|
| 603 |
+
gr.update(choices=cfg.get("pains", []), value=[]),
|
| 604 |
+
gr.update(choices=[], value=[]),
|
| 605 |
+
gr.update(choices=cfg.get("outputs", []), value=[]),
|
| 606 |
+
gr.update(choices=[], value=[]),
|
| 607 |
+
gr.update(choices=cfg.get("users", []), value=[]),
|
| 608 |
+
gr.update(choices=[], value=[]))
|
| 609 |
+
domain.change(on_domain_change, inputs=[domain],
|
| 610 |
+
outputs=[subdomain, pains, pain_detail, outs, out_detail, users, user_detail])
|
| 611 |
+
|
| 612 |
+
def on_pain_change(ps):
|
| 613 |
+
ch=[]; [ch.extend(PAIN_SUB.get(p, [])) for p in (ps or [])]
|
| 614 |
+
return gr.update(choices=uniq(ch), value=[])
|
| 615 |
+
pains.change(on_pain_change, inputs=[pains], outputs=[pain_detail])
|
| 616 |
+
|
| 617 |
+
def on_out_change(osel):
|
| 618 |
+
ch=[]; [ch.extend(OUTPUT_SUB.get(o, [])) for o in (osel or [])]
|
| 619 |
+
return gr.update(choices=uniq(ch), value=[])
|
| 620 |
+
outs.change(on_out_change, inputs=[outs], outputs=[out_detail])
|
| 621 |
+
|
| 622 |
+
def on_user_change(usel):
|
| 623 |
+
ch=[]; [ch.extend(USER_SUB.get(u, [])) for u in (usel or [])]
|
| 624 |
+
return gr.update(choices=uniq(ch), value=[])
|
| 625 |
+
users.change(on_user_change, inputs=[users], outputs=[user_detail])
|
| 626 |
+
|
| 627 |
+
def do_auto(dkey, ps, osel, usel):
|
| 628 |
+
rec = auto_recommend(dkey, ps or [], osel or [], usel or [])
|
| 629 |
+
return gr.update(value=rec, choices=uniq(ALL_TECHS + rec))
|
| 630 |
+
auto_btn.click(do_auto, inputs=[domain, pains, outs, users], outputs=[techs])
|
| 631 |
+
|
| 632 |
+
# ์ฌ๋ฌ ๊ธฐ์ โํ๊บผ๋ฒ์โ ์์ธ ๋ฏธ๋ฆฌ๋ณด๊ธฐ
|
| 633 |
+
tech_preview.change(
|
| 634 |
+
render_multi_rationales,
|
| 635 |
+
inputs=[tech_preview, domain, subdomain, pains, pain_detail, outs, out_detail, users, user_detail],
|
| 636 |
+
outputs=[rationale_md]
|
| 637 |
+
)
|
| 638 |
+
from_selected_btn.click(
|
| 639 |
+
lambda cur: gr.update(value=cur),
|
| 640 |
+
inputs=[techs],
|
| 641 |
+
outputs=[tech_preview]
|
| 642 |
+
).then(
|
| 643 |
+
render_multi_rationales,
|
| 644 |
+
inputs=[tech_preview, domain, subdomain, pains, pain_detail, outs, out_detail, users, user_detail],
|
| 645 |
+
outputs=[rationale_md]
|
| 646 |
+
)
|
| 647 |
+
|
| 648 |
+
# RAG ์ธ๋ฑ์ฑ
|
| 649 |
+
build_btn.click(lambda files: build_index(files, 800, 200),
|
| 650 |
+
inputs=[rag_files], outputs=[rag_status])
|
| 651 |
+
|
| 652 |
+
# ์ต์ข
ํ๋กฌํํธ ์์ฑ
|
| 653 |
+
gen_btn.click(
|
| 654 |
+
compose_final_prompt,
|
| 655 |
+
inputs=[
|
| 656 |
+
domain, subdomain, pains, pain_detail, outs, out_detail, users, user_detail, techs,
|
| 657 |
+
# free text
|
| 658 |
+
domain_note, pain_note, out_note, user_note,
|
| 659 |
+
# overrides
|
| 660 |
+
kpi_text, tone_text, ng_text, format_override,
|
| 661 |
+
# extras
|
| 662 |
+
fewshot_text, rag_text,
|
| 663 |
+
# RAG
|
| 664 |
+
use_rag, rag_topk
|
| 665 |
+
],
|
| 666 |
+
outputs=[final_box]
|
| 667 |
+
)
|
| 668 |
+
|
| 669 |
+
# ================== ๋ฐ์น (Spaces/๋ก์ปฌ ๊ณตํต) ==================
|
| 670 |
+
if __name__ == "__main__":
|
| 671 |
+
# (์ ํ) Basic Auth: Space Secrets์ HF_AUTH_LIST="alice:pw1,bob:pw2"
|
| 672 |
+
auth_pairs = []
|
| 673 |
+
if os.getenv("HF_AUTH_LIST", "").strip():
|
| 674 |
+
for pair in os.getenv("HF_AUTH_LIST").split(","):
|
| 675 |
+
if ":" in pair:
|
| 676 |
+
u, p = pair.split(":", 1)
|
| 677 |
+
auth_pairs.append((u.strip(), p.strip()))
|
| 678 |
+
|
| 679 |
+
launch_kwargs = {"server_name": "0.0.0.0"}
|
| 680 |
+
if auth_pairs:
|
| 681 |
+
launch_kwargs["auth"] = auth_pairs
|
| 682 |
+
|
| 683 |
+
demo.queue() # Gradio Queue ํ์ฑํ(๋์ ์ ์ ์์ )
|
| 684 |
+
demo.launch(**launch_kwargs)
|