From a1ff28c37e14adddc937aa6416c9f2f6d563cdc8 Mon Sep 17 00:00:00 2001 From: daeungo1 Date: Mon, 6 Jul 2026 23:29:20 +0900 Subject: [PATCH] Add aisearch-v2 Korean analyzer/synonym comparison guide - analyzer_test.py: recall/precision comparison across ko.microsoft, ko.lucene, standard.lucene, keyword analyzers - synonym_test.py: synonym map effect (complements, not replaces, analyzer) - sample_data.json: 6 relevant + 4 distractor docs - README.md: customer diagnosis/remediation/verification playbook - deps pinned: azure-search-documents==12.0.0, azure-core==1.41.0, python-dotenv==1.2.2 --- aisearch-v2/.env.example | 5 + aisearch-v2/.gitignore | 4 + aisearch-v2/README.md | 388 ++++++++++++++++++ aisearch-v2/analyzer_test.py | 201 +++++++++ aisearch-v2/images/.gitkeep | 0 aisearch-v2/images/portal_ko_microsoft.png | Bin 0 -> 154738 bytes aisearch-v2/images/portal_standard_lucene.png | Bin 0 -> 96012 bytes aisearch-v2/requirements.txt | 3 + aisearch-v2/sample_data.json | 62 +++ aisearch-v2/synonym_test.py | 211 ++++++++++ 10 files changed, 874 insertions(+) create mode 100644 aisearch-v2/.env.example create mode 100644 aisearch-v2/.gitignore create mode 100644 aisearch-v2/README.md create mode 100644 aisearch-v2/analyzer_test.py create mode 100644 aisearch-v2/images/.gitkeep create mode 100644 aisearch-v2/images/portal_ko_microsoft.png create mode 100644 aisearch-v2/images/portal_standard_lucene.png create mode 100644 aisearch-v2/requirements.txt create mode 100644 aisearch-v2/sample_data.json create mode 100644 aisearch-v2/synonym_test.py diff --git a/aisearch-v2/.env.example b/aisearch-v2/.env.example new file mode 100644 index 00000000..cd4da848 --- /dev/null +++ b/aisearch-v2/.env.example @@ -0,0 +1,5 @@ +# Azure AI Search 연결 정보 (복사해서 .env 로 저장) +SEARCH_ENDPOINT=https://onnuri-search-59018.search.windows.net +SEARCH_ADMIN_KEY= +INDEX_NAME=analyzer-compare-idx +INDEX_NAME_V2=analyzer-compare-idx-v2 diff --git a/aisearch-v2/.gitignore b/aisearch-v2/.gitignore new file mode 100644 index 00000000..fc36f7d8 --- /dev/null +++ b/aisearch-v2/.gitignore @@ -0,0 +1,4 @@ +.env +__pycache__/ +*.pyc +.venv/ diff --git a/aisearch-v2/README.md b/aisearch-v2/README.md new file mode 100644 index 00000000..f5305194 --- /dev/null +++ b/aisearch-v2/README.md @@ -0,0 +1,388 @@ +# Azure AI Search 한국어 분석기(Analyzer) 비교 가이드 + +**필드에 지정하는 분석기(Analyzer)에 따라 한국어 복합명사/조사 검색 성능(recall)이 어떻게 달라지는지 실제 리소스로 재현하고, `ko.microsoft`가 가장 잘 검색되는 것을 정답/오답 데이터로 검증한 가이드** + +> **고객 증상 예시**: "특정 한국어 단어(예: `온누리상품권`)가 AI Search에서 검색되지 않는다", "인덱스 필드의 analyzer 설정에 따라 같은 검색어가 되기도 하고 안 되기도 한다". → 원인·해결·검증 절차는 [🛠️ 고객 적용 가이드](#️-고객-적용-가이드-진단--조치--검증) 참고. + +--- + +## 📌 핵심 요약 + +| 항목 | 내용 | +|------|------| +| 주제 | Azure AI Search **분석기(Analyzer)** 선택이 한국어 검색 품질에 미치는 영향 | +| 결론 | **`ko.microsoft`만** 모든 쿼리 변형에서 기대정답을 완벽 회수(recall 5/5) | +| 근본 원인 | 기본값 `standard.lucene`은 복합명사 미분해 + 조사(은/는/도/과) 미제거 | +| 해결 | 한국어 필드에 `ko.microsoft` 분석기 지정 후 **재색인** | +| 검증 리소스 | RG `aisearchtest` / AI Search `onnuri-search-59018` (Free, koreacentral) | +| 검증 방법 | 정답 6건 + distractor 4건 데이터로 분석기별 recall/precision 비교 | + +> `온누리상품권`은 분석기 동작을 보여주기 위한 **샘플 검색 키워드**일 뿐이며, 이 가이드는 AI Search 분석기 기능 자체에 초점을 둔다. + +--- + +## 🔍 배경 및 문제 정의 + +한국어는 다음 두 특성 때문에 기본 분석기로는 검색 품질이 떨어진다. + +1. **복합명사(복합어)**: `온누리상품권` = `온누리` + `상품권`. 사용자는 `상품권`만으로도 찾고 싶어 한다. +2. **조사(助詞)**: `온누리상품권으로`, `온누리상품권은` 처럼 명사에 조사가 붙는다. 형태소 분석 없이는 `온누리상품권` 검색어가 `온누리상품권으로` 토큰과 매칭되지 않는다. + +이전 데이터는 **모든 문서에 키워드가 있어** 무엇이 검색되는지 구분이 어려웠다. 그래서 이번에는 **정답 문서(상품권 관련)와 오답 문서(무관 distractor)를 섞어**, 분석기별로 "정답만 정확히 회수하는지"를 검증한다. + +--- + +## 🧩 Azure AI Search 내장 한국어 분석기 + +| 분석기 | 방식 | 특징 | +|--------|------|------| +| **`ko.microsoft`** | Microsoft 형태소 분석 | 복합명사를 의미 단위로 분해 + 조사 제거. 한국어 전문 검색 1순위 | +| `ko.lucene` | Lucene 한국어 | 2글자 n-gram 기반. recall은 높으나 무의미 토큰(노이즈) + 띄어쓰기 변형에 약함 | +| `standard.lucene` | 표준(기본값) | 언어 비인식. 공백 기준으로만 분리 → 복합명사/조사 처리 안 됨 | +| `keyword` | 단일 토큰 | 필드 전체를 하나의 토큰으로. 전문 검색 부적합 | + +--- + +## 🏗️ 검증 환경 + +| 구성 요소 | 리소스 | 세부 사항 | +|-----------|--------|-----------| +| Resource Group | `aisearchtest` | koreacentral | +| AI Search | `onnuri-search-59018` | **Free** tier (비용 0) | +| Index | `analyzer-compare-idx` | 동일 텍스트를 4개 분석기 필드로 색인 (모두 retrievable) | +| 샘플 데이터 | `sample_data.json` | 정답 6건 + distractor 4건 = 10건 | +| 테스트 스크립트 | `analyzer_test.py` | 인덱스 생성 → 업로드 → Analyze 비교 → 검색/ recall 비교 | + +### 필드 설계 (분석기명을 필드명에 포함) + +같은 `content` 텍스트를 **4개 필드**에 넣고 각각 다른 분석기를 지정한다. 필드명에 분석기명을 넣어 혼동을 없앴다. + +> ⚠️ Azure AI Search **필드명에는 `.`(점)을 쓸 수 없다**(점은 복합타입 하위필드 경로로 해석됨). 그래서 `content.standard.lucene` 대신 **`_`(밑줄)**로 표기한다. + +| 필드명 | 분석기 | +|--------|--------| +| `content_ko_microsoft` | `ko.microsoft` | +| `content_ko_lucene` | `ko.lucene` | +| `content_standard_lucene` | `standard.lucene` | +| `content_keyword` | `keyword` | + +### 데이터 (정답/오답) + +| id | 제목 | 정답? | content 요지 | +|:--:|------|:----:|------| +| 1 | 갤럭시 Z 플립7 사전예약 | ✅ | **온누리상품권**으로 결제 | +| 2 | 비스포크 냉장고 특별 할인 | ✅ | **온누리상품권** 사용 가능 | +| 3 | 네오 QLED TV 여름 세일 | ✅ | **지역사랑상품권**·**문화상품권** 결제 | +| 4 | 갤럭시 워치8 프로모션 | ✅ | **온누리 상품권**(띄어쓰기) 결제 | +| 5 | 공기청정기 사은품 증정 | ✅ | 모바일 **온누리상품권** 결제 | +| 6 | 삼성 제트 청소기 특가 | ✅ | 종이 **상품권**(단독어) 결제 | +| 7 | 갤럭시 버즈3 프로 번들 | ❌ | "**신상품**"·카드 결제 (상품권 아님 → 함정) | +| 8 | 갤럭시북5 프로 학생 할인 | ❌ | 신용카드 전용 | +| 9 | 비스포크 인덕션 설치 | ❌ | 무료 설치 서비스 | +| 10 | 갤럭시 탭 S10 무이자 할부 | ❌ | 12개월 무이자 할부 | + +--- + +## 🧪 재현 1 — Analyze Text API: 토큰 분해 비교 + +입력 `온누리상품권` **실측 결과**: + +| 분석기 | 토큰 수 | 토큰 | +|--------|:------:|------| +| **ko.microsoft** | 5 | `온누리상품권`, `온누리상품`, `온누리`, `상품권`, `상품` | +| ko.lucene | 5 | `온누`, `누리`, `리상`, `상품`, `품권` | +| standard.lucene | 1 | `온누리상품권` | +| keyword | 1 | `온누리상품권` | + +입력 `개인정보보호위원회` (또 다른 긴 복합명사) 실측 결과: + +| 분석기 | 토큰 수 | 토큰 | +|--------|:------:|------| +| **ko.microsoft** | 14 | `개인정보보호위원회`, `개인정보보호위원`, …, `보호`, `위원회`, `위원` | +| ko.lucene | 8 | `개인`, `인정`, `정보`, `보보`, `보호`, `호위`, `위원`, `원회` | +| standard.lucene | 1 | `개인정보보호위원회` | +| keyword | 1 | `개인정보보호위원회` | + +- `ko.microsoft`: 복합명사를 **의미 있는 부분 명사**로 분해 → 부분어 검색이 잘 된다. +- `ko.lucene`: **2글자 n-gram**으로 쪼갬 → recall은 높지만 `리상`·`보보` 같은 무의미 토큰(노이즈). +- `standard.lucene` / `keyword`: 한국어를 **하나의 덩어리**로 처리 → 부분어·조사 변형 검색 실패. + +--- + +## 🧪 재현 2 — 검색 히트 비교 (매칭 문서 id, `searchMode=all`) + +| 쿼리 | ko.microsoft | ko.lucene | standard.lucene | keyword | +|------|-------------|-----------|-----------------|---------| +| `상품권` | 1,2,3,4,5,6 | 1,2,3,4,5,6 | **4,6** | - | +| `온누리상품권` | 1,2,4,5 | **1,2,5** | **2,5** | - | +| `온누리 상품권` | 1,2,4,5 | 1,2,4,5 | **4** | - | +| `온누리` | 1,2,4,5 | 1,2,4,5 | **4** | - | +| `지역사랑상품권` | 3 | 3 | **-** | - | + +distractor(7~10)는 **어떤 분석기에서도 오탐되지 않았다**(precision 100%). 즉 문제는 정밀도가 아니라 **정답을 놓치는 recall**이다. + +--- + +## 🎯 핵심 결론 — 쿼리 변형별 recall (기대정답 대비 회수율) + +| 쿼리 | 기대정답 | ko.microsoft | ko.lucene | standard.lucene | keyword | +|------|---------|:-----------:|:---------:|:---------------:|:-------:| +| `상품권` | 1,2,3,4,5,6 | **6/6 ✓** | 6/6 ✓ | 2/6 | 0/6 | +| `온누리상품권` | 1,2,4,5 | **4/4 ✓** | 3/4 | 2/4 | 0/4 | +| `온누리 상품권` | 1,2,4,5 | **4/4 ✓** | 4/4 ✓ | 1/4 | 0/4 | +| `온누리` | 1,2,4,5 | **4/4 ✓** | 4/4 ✓ | 1/4 | 0/4 | +| `지역사랑상품권` | 3 | **1/1 ✓** | 1/1 ✓ | 0/1 | 0/1 | +| **완벽(전체 5쿼리)** | | **5/5** | 4/5 | 0/5 | 0/5 | + +**→ `ko.microsoft`만 모든 쿼리에서 기대정답을 완벽히 회수한다.** + +- `ko.lucene`은 `온누리상품권`(붙여쓴 복합명사) 쿼리에서 **띄어쓴 문서(id 4)를 놓친다** — n-gram `리상`이 `온누리 상품권`에는 존재하지 않기 때문. +- `standard.lucene` / `keyword`는 복합명사에 붙은 `상품권` 자체를 대부분 놓친다(0~2/6). + +--- + +## 🖥️ 포탈에서 확인하기 + +Azure Portal → `onnuri-search-59018` → **Indexes → `analyzer-compare-idx` → Search explorer** → 우측 상단 **View → `JSON`** 으로 전환하면 JSON query editor가 열린다. + +Search explorer는 기본적으로 모든 searchable 필드를 검색하므로, **`searchFields`로 분석기 필드를 지정**해 비교한다. 결과 본문(`content`)까지 보려면 `select`에 해당 필드를 넣는데, **`select`에는 retrievable(=검색결과 반환 허용) 필드만** 넣을 수 있다. + +> ⚠️ `Invalid expression: '...' is not a retrievable field` 오류가 나면, 해당 필드가 retrievable이 아니라는 뜻이다. **Fields 탭 → 그 필드의 Retrievable 체크 → 상단 Save** 로 켠다(재색인 불필요, 인덱스 업데이트만으로 즉시 적용). `retrievable`(반환 여부)과 `searchable`(검색 대상)은 **별개 속성**이다. + +**① `ko.microsoft` 필드 — 정답 6건 전부 회수 (`@odata.count`=6)** +```json +{ + "search": "상품권", + "searchFields": "content_ko_microsoft", + "searchMode": "all", + "select": "id,title,content_ko_microsoft", + "count": true +} +``` + +![포탈 Search explorer — ko.microsoft 필드 검색 결과 (count=6)](images/portal_ko_microsoft.png) + +**② `standard.lucene` 필드 — 같은 검색어인데 2건만 회수 (`@odata.count`=2)** +```json +{ + "search": "상품권", + "searchFields": "content_standard_lucene", + "searchMode": "all", + "select": "id,title,content_standard_lucene", + "count": true +} +``` + +![포탈 Search explorer — standard.lucene 필드 검색 결과 (count=2)](images/portal_standard_lucene.png) + +`@odata.count`만 비교해도 `content_ko_microsoft`=**6** vs `content_standard_lucene`=**2** 로 차이가 즉시 드러난다. `searchFields`/`select` 값만 바꿔 다른 분석기 필드(`content_ko_lucene`, `content_keyword`)도 동일하게 비교할 수 있다. + +> 4개 content 필드는 **같은 원문**을 담고(analyzer만 다름) 있으므로, `searchFields`로 지정한 필드 하나만 `select`에 넣으면 된다. 토큰 분해 결과 화면은 포탈에 없고 Analyze API/스크립트로만 확인된다. +> +> 📷 위 두 이미지는 리포지토리에 포함돼 있지 않으면 렌더되지 않는다. 포탈 스크린샷을 각각 `aisearch-v2/images/portal_ko_microsoft.png`, `aisearch-v2/images/portal_standard_lucene.png` 로 저장하면 표시된다. + +--- + +## � 재현 3 — 동의어(Synonym Map)로 정확도 더 높이기 + +분석기만으로는 **문서에 아예 없는 표현**(별칭·외래어)이나 **표기 변형**을 잡지 못한다. 이때 **동의어 맵(Synonym Map)** 을 붙이면 검색어를 등가 표현으로 확장해 recall을 더 올릴 수 있다. + +### 검증 설계 결정 — 분석기는 "일부만" + +동의어 **효과**를 보는 것이 목적이므로 모든 분석기를 나열하지 않고, **최적(`ko.microsoft`) vs 기본값(`standard.lucene`)** 2종만 골라 각각 **동의어 ON/OFF**로 색인했다(2×2 = 4필드). `ko.lucene`(n-gram 노이즈)·`keyword`(검색 부적합)는 동의어 효과를 흐려 제외. + +| 인덱스 | `analyzer-compare-idx-v2` | +|--------|---------------------------| +| 동의어 맵 | `promo-synonyms` | +| 필드 | `content_msft`, `content_msft_syn`, `content_standard`, `content_standard_syn` | +| 스크립트 | `synonym_test.py` | + +**동의어 규칙(등가 형식)** — 한 줄의 단어들은 서로 완전 동치로 취급: +``` +온누리상품권, 온누리 상품권, 온누리 +지역사랑상품권, 지역화폐 +문화상품권, 컬처랜드 +``` + +### 검색 히트 비교 (매칭 문서 id, `searchMode=all`) — 실측 + +| 쿼리 | msft | **msft+동의어** | standard | standard+동의어 | +|------|:----:|:--------------:|:--------:|:--------------:| +| `상품권` | 1,2,3,4,5,6 | 1,2,3,4,5,6 | 4,6 | 4,6 | +| `온누리` | 1,2,4,5 | 1,2,4,5 | 4 | 4 | +| `온누리상품권` | 1,2,4,5 | **1,2,3,4,5,6** | 2,5 | 2,5 | +| `지역화폐` (문서에 없는 별칭) | - | **3** | - | **-** | +| `컬처랜드` (분해되는 외래어) | - | - | - | - | + +### 핵심 관찰 + +1. **동의어의 진짜 가치 = 문서에 없는 표현도 회수**: `지역화폐`는 어떤 문서에도 없지만, `지역화폐 ↔ 지역사랑상품권` 동의어 덕분에 `msft+동의어`가 doc 3을 회수한다(**0 → 1**). +2. **동의어는 분석기를 "대체"하지 못하고 "보완"한다**: 같은 `지역화폐`인데 `standard+동의어`는 여전히 0. standard는 문서 토큰 `지역사랑상품권과`(조사 `과` 붙음)를 못 떼어 동의어 대상과 매칭되지 않는다. **조사를 제거하는 `ko.microsoft` 위에서만 동의어가 제대로 발동**한다. +3. **recall 확장**: `온누리상품권` 쿼리에서 `msft+동의어`가 4건 → 6건으로 넓어진다(동의어 그룹이 `상품권` 계열 문서까지 연결). +4. **⚠️ 주의 — 별칭이 형태소로 분해되면 동의어가 안 걸릴 수 있다**: `컬처랜드`는 `ko.microsoft`가 `컬처`/`랜드`로 분해해 **동의어 항목(`컬처랜드` 전체)이 토큰으로 남지 않아** 미발동(0). 동의어 별칭은 되도록 **분해되지 않는 단일 명사 형태**로 등록해야 안정적이다. + +> **결론**: 동의어 맵은 표기 변형·별칭·외래어를 흡수하는 강력한 **보완책**이지만, ① **좋은 분석기(`ko.microsoft`) 위**에서 가장 잘 동작하고 ② 별칭은 **분해되지 않는 형태**여야 안정적으로 발동한다. → 권장 조합은 **`ko.microsoft` + 동의어 맵**. + +동의어 맵 등록/필드 연결(SDK) 예시: +```python +from azure.search.documents.indexes.models import SynonymMap, SearchableField, SearchFieldDataType + +# 1) 동의어 맵 등록 +sm = SynonymMap(name="promo-synonyms", synonyms="\n".join([ + "온누리상품권, 온누리 상품권, 온누리", + "지역사랑상품권, 지역화폐", +])) +index_client.create_or_update_synonym_map(sm) + +# 2) 필드에 동의어 맵 연결 (analyzer 와 함께) +SearchableField( + name="content", + type=SearchFieldDataType.String, + analyzer_name="ko.microsoft", + synonym_map_names=["promo-synonyms"], # ★ 동의어 적용 +) +``` + +> 동의어 맵은 **쿼리 시점에 적용**되므로, 필드에 연결만 하면 **재색인 없이도** 기존 데이터에 즉시 반영된다(분석기 변경과 다른 점). 단, 필드 정의(`synonymMaps`) 수정은 인덱스 업데이트가 필요하다. + +--- + +## �🛠️ 고객 적용 가이드 (진단 → 조치 → 검증) + +아래 절차는 **고객 본인의 기존 인덱스**에 그대로 적용할 수 있다. `{service}`(검색 서비스명), `{index}`(인덱스명), `{admin-key}`(관리 키)를 실제 값으로 바꾼다. + +### STEP 1. 진단 — 현재 필드의 분석기 확인 + +인덱스 정의를 조회해 검색 대상 필드에 `analyzer`가 지정돼 있는지 본다. **`analyzer` 항목이 없으면 기본값 `standard.lucene`** 이 적용된 상태이며, 이번 이슈의 원인일 가능성이 높다. + +```bash +# 인덱스 정의 조회 (필드별 analyzer 확인) +curl -s "https://{service}.search.windows.net/indexes/{index}?api-version=2024-07-01" \ + -H "api-key: {admin-key}" | jq '.fields[] | {name, analyzer}' +``` + +문제가 되는 검색어가 실제로 어떻게 토큰화되는지 **Analyze Text API**로 확인한다(재색인 없이 진단 가능). + +```bash +curl -s -X POST "https://{service}.search.windows.net/indexes/{index}/analyze?api-version=2024-07-01" \ + -H "api-key: {admin-key}" -H "Content-Type: application/json" \ + -d '{ "text": "온누리상품권", "analyzer": "ko.microsoft" }' | jq '.tokens[].token' +``` + +> `analyzer` 값을 `standard.lucene` ↔ `ko.microsoft` 로 바꿔 실행해 토큰 분해 차이를 직접 비교한다. + +### STEP 2. 조치 — `ko.microsoft`로 재색인 (무중단 권장) + +⚠️ **기존 필드의 analyzer는 변경할 수 없다.** 분석기를 바꾸려면 필드/인덱스를 새로 만들고 **데이터를 다시 색인**해야 한다. 운영 중단을 피하려면 **신규 인덱스 생성 → 재색인 → 별칭(Alias) 전환** 순서로 진행한다. + +**① 신규 인덱스 정의** — 한국어 검색 필드에 `"analyzer": "ko.microsoft"` 지정 + +```jsonc +{ + "name": "{index}-v2", + "fields": [ + { "name": "id", "type": "Edm.String", "key": true }, + { "name": "content", "type": "Edm.String", "searchable": true, "analyzer": "ko.microsoft" } + ] +} +``` + +SDK(Python)로 필드를 정의할 경우: + +```python +from azure.search.documents.indexes.models import SearchableField, SearchFieldDataType + +SearchableField( + name="content", + type=SearchFieldDataType.String, + analyzer_name="ko.microsoft", # ★ 핵심 +) +``` + +**② 재색인** — 기존 데이터를 신규 인덱스로 다시 적재 +- Push 방식: 애플리케이션에서 문서를 `{index}-v2`에 다시 업로드 +- Pull 방식: 기존 데이터소스에 연결된 인덱서를 신규 인덱스 대상으로 실행 + +**③ 무중단 전환** — [Index Alias](https://learn.microsoft.com/azure/search/search-how-to-alias)로 애플리케이션 코드 변경 없이 대상 인덱스만 교체 + +```bash +# 별칭이 항상 최신 인덱스를 가리키게 하여, 앱은 별칭 이름만 사용 +curl -s -X PUT "https://{service}.search.windows.net/aliases/{index}?api-version=2024-07-01" \ + -H "api-key: {admin-key}" -H "Content-Type: application/json" \ + -d '{ "name": "{index}", "indexes": ["{index}-v2"] }' +``` + +### STEP 3. 검증 — 검색 결과 비교 + +조치 전(standard)과 후(ko.microsoft)의 검색 결과 건수를 같은 쿼리로 비교한다. + +```bash +curl -s -X POST "https://{service}.search.windows.net/indexes/{index}-v2/docs/search?api-version=2024-07-01" \ + -H "api-key: {admin-key}" -H "Content-Type: application/json" \ + -d '{ "search": "상품권", "count": true, "select": "id" }' | jq '."@odata.count"' +``` + +`온누리상품권`, `온누리`, `상품권` 등 실제 고객 검색어로 결과가 정상 회수되는지 확인한다. + +### 분석기 선택 가이드 + +| 목적 | 권장 | +|------|------| +| 일반 한국어 전문 검색 (복합명사·조사) | **`ko.microsoft`** (1순위) | +| 재현율 극대화 / 부분 일치 강함 | `ko.lucene` (n-gram, 노이즈·띄어쓰기 취약 감수) | +| 정확 일치(코드/모델명 등)만 | `keyword` 또는 별도 필드 | +| 의미 기반 보완 | 벡터 검색 / 하이브리드 (분석기와 병행) | + +--- + +## ❓ 자주 묻는 질문 (FAQ) + +**Q. 분석기만 바꾸면 기존 인덱스에 바로 적용되나요?** +아니요. **필드의 analyzer는 생성 후 변경 불가**입니다. 신규 인덱스/필드를 만들어 **재색인**해야 하며, 무중단이 필요하면 Alias로 전환합니다. + +**Q. 색인과 검색에 다른 분석기를 쓸 수 있나요?** +가능합니다. 필드에 `indexAnalyzer` / `searchAnalyzer`를 따로 지정할 수 있습니다. 다만 대부분의 한국어 시나리오는 양쪽 모두 `ko.microsoft`면 충분합니다. + +**Q. `ko.microsoft`와 `ko.lucene` 중 무엇을 쓰나요?** +복합명사를 **의미 단위로 정확히 분해**하고 띄어쓰기 변형에도 강한 **`ko.microsoft`가 1순위**입니다. `ko.lucene`은 n-gram이라 recall은 높지만 무의미 토큰(노이즈)과 띄어쓰기 변형(예: `온누리 상품권`)에 취약합니다. + +**Q. 그래도 특정 검색어가 안 잡히면?** +① 동의어(Synonym Map)로 표기 변형 흡수, ② 벡터/하이브리드 검색으로 의미 기반 보완, ③ 필요한 도메인 용어는 사용자 사전이 필요한 경우 커스텀 분석기 설계를 검토합니다. + +**Q. 동의어 맵을 쓰면 분석기는 안 바꿔도 되나요?** +아니요. 동의어는 분석기를 **대체하지 않고 보완**합니다([재현 3](#-재현-3--동의어synonym-map로-정확도-더-높이기) 참고). 조사를 못 떼는 `standard.lucene` 위에서는 동의어를 붙여도 회수에 실패할 수 있고, `ko.microsoft` 위에서 가장 잘 동작합니다. 또한 동의어 맵은 **쿼리 시점 적용**이라 필드에 연결하면 재색인 없이 반영되지만, 별칭이 형태소로 분해되면(예: `컬처랜드`→`컬처`/`랜드`) 발동하지 않을 수 있어 **분해되지 않는 단일 명사 형태**로 등록하는 것이 안전합니다. + +--- + +## ▶️ 재현 실행 방법 + +```powershell +# 리소스는 이미 생성됨 (RG aisearchtest / onnuri-search-59018) +# .env.example 을 .env 로 복사하고 SEARCH_ADMIN_KEY 채우기 +# az search admin-key show --service-name onnuri-search-59018 -g aisearchtest --query primaryKey -o tsv + +python -m venv .venv +.\.venv\Scripts\python.exe -m pip install -r requirements.txt +.\.venv\Scripts\python.exe analyzer_test.py # 재현 1·2 (분석기 비교) +.\.venv\Scripts\python.exe synonym_test.py # 재현 3 (동의어 맵 효과) +``` + +--- + +## 🧹 리소스 정리 + +```powershell +az group delete -n aisearchtest --yes --no-wait +``` + +--- + +## 📁 파일 구성 + +| 파일 | 설명 | +|------|------| +| `analyzer_test.py` | 인덱스 생성·색인·Analyze·검색/recall 비교 통합 스크립트 (재현 1·2) | +| `synonym_test.py` | 동의어 맵(`analyzer-compare-idx-v2`) 효과 비교 스크립트 (재현 3) | +| `sample_data.json` | 정답 6건 + distractor 4건 = 10건 | +| `requirements.txt` | 의존성(버전 고정) | +| `.env.example` | 연결 정보 템플릿 (`.env`로 복사해 사용) | diff --git a/aisearch-v2/analyzer_test.py b/aisearch-v2/analyzer_test.py new file mode 100644 index 00000000..b7001da8 --- /dev/null +++ b/aisearch-v2/analyzer_test.py @@ -0,0 +1,201 @@ +""" +Azure AI Search 한국어 분석기(Analyzer) 비교 테스트 +=================================================== + +같은 한국어 텍스트를 서로 다른 Azure AI Search 분석기로 색인한 뒤, +"상품권" 같은 부분어(복합명사 일부) 검색이 분석기에 따라 얼마나 +잘 되는지(recall)를 비교한다. + +데이터 구성 (sample_data.json, 총 10건): + - relevant=true (id 1~6): 상품권/온누리상품권/지역사랑상품권 등을 언급 → 검색에 잡혀야 함 + - relevant=false (id 7~10): 상품권과 무관한 distractor → 잡히면 안 됨 + => 모든 문서에 키워드가 있던 이전과 달리, 이제 "정답/오답"이 나뉘어 + 분석기별 검색 성능(recall/precision)이 명확히 드러난다. + +필드명에 분석기명을 넣어 혼동을 없앰 (AI Search 필드명에는 '.' 불가 → '_' 사용): + content_ko_microsoft → ko.microsoft + content_ko_lucene → ko.lucene + content_standard_lucene→ standard.lucene + content_keyword → keyword + +실행: + pip install -r requirements.txt + python analyzer_test.py +""" + +import json +import os +import time +from pathlib import Path + +from azure.core.credentials import AzureKeyCredential +from azure.search.documents import SearchClient +from azure.search.documents.indexes import SearchIndexClient +from azure.search.documents.indexes.models import ( + AnalyzeTextOptions, + SearchableField, + SearchIndex, + SimpleField, + SearchFieldDataType, +) +from dotenv import load_dotenv + +load_dotenv() + +ENDPOINT = os.environ["SEARCH_ENDPOINT"] +ADMIN_KEY = os.environ["SEARCH_ADMIN_KEY"] +INDEX_NAME = os.environ.get("INDEX_NAME", "analyzer-compare-idx") + +CRED = AzureKeyCredential(ADMIN_KEY) + +# 필드명(분석기명 포함) -> 분석기 매핑. 같은 content 를 4가지 방식으로 색인. +ANALYZERS = { + "content_ko_microsoft": "ko.microsoft", + "content_ko_lucene": "ko.lucene", + "content_standard_lucene": "standard.lucene", + "content_keyword": "keyword", +} + +# 분석기 동작 비교용 검색 키워드 (온누리상품권은 샘플 키워드) +# 각 쿼리별 '기대 정답'(사람이 봤을 때 잡혀야 하는 문서 id) 정의 +EXPECTED = { + "상품권": {"1", "2", "3", "4", "5", "6"}, # 상품권을 언급한 모든 문서 + "온누리상품권": {"1", "2", "4", "5"}, # 온누리상품권을 언급한 문서 + "온누리 상품권": {"1", "2", "4", "5"}, + "온누리": {"1", "2", "4", "5"}, + "지역사랑상품권": {"3"}, +} +TEST_QUERIES = list(EXPECTED.keys()) + +# Analyze API 토큰 비교용 입력 (복합명사 샘플) +ANALYZE_SAMPLES = ["온누리상품권", "개인정보보호위원회"] + + +def load_data() -> list[dict]: + return json.loads((Path(__file__).parent / "sample_data.json").read_text(encoding="utf-8")) + + +def create_index() -> None: + """분석기별 content 필드를 가진 인덱스를 (재)생성한다. 모든 필드 retrievable.""" + client = SearchIndexClient(ENDPOINT, CRED) + + fields = [ + SimpleField(name="id", type=SearchFieldDataType.String, key=True), + SimpleField(name="relevant", type=SearchFieldDataType.Boolean, filterable=True), + SearchableField(name="title", type=SearchFieldDataType.String, analyzer_name="ko.microsoft"), + ] + for field_name, analyzer in ANALYZERS.items(): + fields.append( + SearchableField( + name=field_name, + type=SearchFieldDataType.String, + analyzer_name=analyzer, + hidden=False, # retrievable=True → 포탈 결과에서 확인 가능 + ) + ) + + index = SearchIndex(name=INDEX_NAME, fields=fields) + + if INDEX_NAME in [i.name for i in client.list_indexes()]: + client.delete_index(INDEX_NAME) + print(f"[index] 기존 인덱스 '{INDEX_NAME}' 삭제") + client.create_index(index) + print(f"[index] 인덱스 '{INDEX_NAME}' 생성 완료 (분석기 {len(ANALYZERS)}종, 모든 필드 retrievable)") + + +def upload_docs() -> None: + """content 를 4개 분석기 필드에 동일하게 채워 업로드.""" + docs = [] + for item in load_data(): + doc = {"id": item["id"], "title": item["title"], "relevant": item["relevant"]} + for field_name in ANALYZERS: + doc[field_name] = item["content"] + docs.append(doc) + + client = SearchClient(ENDPOINT, INDEX_NAME, CRED) + result = client.upload_documents(documents=docs) + ok = sum(1 for r in result if r.succeeded) + print(f"[upload] {ok}/{len(docs)} 건 업로드 성공 (정답 6건 / distractor 4건)") + + +def compare_tokens(text: str) -> None: + """Analyze API 로 분석기별 토큰 분해 결과를 비교 출력한다.""" + client = SearchIndexClient(ENDPOINT, CRED) + print(f"\n{'='*72}\n[Analyze] 입력: \"{text}\"\n{'='*72}") + for field_name, analyzer in ANALYZERS.items(): + result = client.analyze_text( + INDEX_NAME, AnalyzeTextOptions(text=text, analyzer_name=analyzer) + ) + tokens = [t.token for t in result.tokens] + print(f" {analyzer:<16} ({len(tokens):>2}) : {tokens}") + + +def _search_ids(client: SearchClient, query: str, field: str) -> list[str]: + results = client.search( + search_text=query, + search_fields=[field], + select=["id"], + query_type="simple", + search_mode="all", + ) + return sorted((r["id"] for r in results), key=int) + + +def search_hits() -> None: + """분석기 필드별로 각 쿼리의 검색 히트(문서 id)를 비교 출력한다.""" + client = SearchClient(ENDPOINT, INDEX_NAME, CRED) + print(f"\n{'='*72}\n[Search] 쿼리별 분석기 필드 히트 비교 (매칭 문서 id, searchMode=all)\n{'='*72}") + for query in TEST_QUERIES: + print(f"\n 쿼리: \"{query}\"") + for field_name in ANALYZERS: + ids = _search_ids(client, query, field_name) + label = field_name.replace("content_", "") + print(f" {label:<16} : {', '.join(ids) if ids else '-'}") + + +def recall_report() -> None: + """핵심 결론: 여러 쿼리 변형 전체에서 분석기별 recall 비교. + ko.microsoft 가 유일하게 모든 쿼리에서 완벽 recall 임을 보여준다.""" + client = SearchClient(ENDPOINT, INDEX_NAME, CRED) + distractors = {d["id"] for d in load_data() if not d["relevant"]} # 무관 4건 + + print(f"\n{'='*72}\n[결론] 쿼리 변형별 recall (기대정답 대비 회수율)\n{'='*72}") + header = f" {'쿼리':<14}" + "".join(f"{a:<17}" for a in ANALYZERS.values()) + print(header) + print(" " + "-" * (len(header) - 2)) + + perfect = {a: 0 for a in ANALYZERS.values()} + for query, expected in EXPECTED.items(): + row = f" {query:<14}" + for field_name, analyzer in ANALYZERS.items(): + found = set(_search_ids(client, query, field_name)) + hit = len(found & expected) + fp = found & distractors + mark = "✓" if hit == len(expected) and not fp else " " + if hit == len(expected) and not fp: + perfect[analyzer] += 1 + row += f"{hit}/{len(expected)}{('+오탐' if fp else '')}{mark:<12}" + print(row) + + print(" " + "-" * (len(header) - 2)) + summary = " " + f"{'완벽(전체'+str(len(EXPECTED))+'쿼리)':<14}" + "".join( + f"{str(perfect[a])+'/'+str(len(EXPECTED)):<17}" for a in ANALYZERS.values() + ) + print(summary) + print("\n => ko.microsoft 만 모든 쿼리에서 기대정답을 완벽히 회수한다.") + print(" ko.lucene 은 '온누리상품권'(붙여쓴 복합명사) 쿼리에서 띄어쓴 문서(id4)를 놓치고,") + print(" standard.lucene/keyword 는 복합명사에 붙은 상품권 자체를 대부분 놓친다.") + + +def main() -> None: + create_index() + upload_docs() + for sample in ANALYZE_SAMPLES: + compare_tokens(sample) + time.sleep(3) # 검색 인덱싱 반영 대기 + search_hits() + recall_report() + + +if 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+def create_synonym_map() -> None: + client = SearchIndexClient(ENDPOINT, CRED) + # ⚠️ synonyms 는 '규칙 문자열의 리스트'를 넘겨야 한다. + # 단일 문자열("\n".join(...))을 넘기면 SDK가 글자 단위로 분해해 맵이 깨진다. + sm = SynonymMap(name=SYNONYM_MAP_NAME, synonyms=SYNONYM_RULES) + client.create_or_update_synonym_map(sm) + print(f"[synonym] 동의어 맵 '{SYNONYM_MAP_NAME}' 등록 ({len(SYNONYM_RULES)}개 규칙)") + for rule in SYNONYM_RULES: + print(f" - {rule}") + + +def create_index() -> None: + client = SearchIndexClient(ENDPOINT, CRED) + + fields = [ + SimpleField(name="id", type=SearchFieldDataType.String, key=True), + SimpleField(name="relevant", type=SearchFieldDataType.Boolean, filterable=True), + SearchableField(name="title", type=SearchFieldDataType.String, analyzer_name="ko.microsoft"), + ] + for field_name, (analyzer, use_syn) in FIELDS.items(): + fields.append( + SearchableField( + name=field_name, + type=SearchFieldDataType.String, + analyzer_name=analyzer, + synonym_map_names=[SYNONYM_MAP_NAME] if use_syn else None, + hidden=False, + ) + ) + + index = SearchIndex(name=INDEX_NAME, fields=fields) + if INDEX_NAME in [i.name for i in client.list_indexes()]: + client.delete_index(INDEX_NAME) + print(f"[index] 기존 인덱스 '{INDEX_NAME}' 삭제") + client.create_index(index) + print(f"[index] 인덱스 '{INDEX_NAME}' 생성 (분석기 2종 x 동의어 ON/OFF = 4필드)") + + +def upload_docs() -> None: + docs = [] + for item in load_data(): + doc = {"id": item["id"], "title": item["title"], "relevant": item["relevant"]} + for field_name in FIELDS: + doc[field_name] = item["content"] + docs.append(doc) + + client = SearchClient(ENDPOINT, INDEX_NAME, CRED) + result = client.upload_documents(documents=docs) + ok = sum(1 for r in result if r.succeeded) + print(f"[upload] {ok}/{len(docs)} 건 업로드 성공 (정답 6건 / distractor 4건)") + + +def _search_ids(client: SearchClient, query: str, field: str) -> list[str]: + results = client.search( + search_text=query, + search_fields=[field], + select=["id"], + query_type="simple", + search_mode="all", + ) + return sorted((r["id"] for r in results), key=int) + + +def search_hits() -> None: + client = SearchClient(ENDPOINT, INDEX_NAME, CRED) + print(f"\n{'='*84}\n[Search] 동의어 ON/OFF 별 검색 히트 비교 (매칭 문서 id, searchMode=all)\n{'='*84}") + labels = { + "content_msft": "msft", + "content_msft_syn": "msft+syn", + "content_standard": "standard", + "content_standard_syn": "standard+syn", + } + for query in TEST_QUERIES: + print(f"\n 쿼리: \"{query}\" (기대정답: {', '.join(sorted(EXPECTED[query], key=int))})") + for field_name in FIELDS: + ids = _search_ids(client, query, field_name) + print(f" {labels[field_name]:<14} : {', '.join(ids) if ids else '-'}") + + +def recall_report() -> None: + client = SearchClient(ENDPOINT, INDEX_NAME, CRED) + distractors = {d["id"] for d in load_data() if not d["relevant"]} + + print(f"\n{'='*84}\n[결론] 동의어 맵이 recall 에 미치는 효과 (기대정답 대비 회수율)\n{'='*84}") + cols = ["msft", "msft+syn", "standard", "standard+syn"] + header = f" {'쿼리':<14}" + "".join(f"{c:<16}" for c in cols) + print(header) + print(" " + "-" * (len(header) - 2)) + + perfect = {f: 0 for f in FIELDS} + for query, expected in EXPECTED.items(): + row = f" {query:<14}" + for field_name in FIELDS: + found = set(_search_ids(client, query, field_name)) + hit = len(found & expected) + fp = found & distractors + mark = "✓" if hit == len(expected) and not fp else " " + if hit == len(expected) and not fp: + perfect[field_name] += 1 + cell = f"{hit}/{len(expected)}{'+오탐' if fp else ''}{mark}" + row += f"{cell:<16}" + print(row) + + print(" " + "-" * (len(header) - 2)) + summary = f" {'완벽(전체'+str(len(EXPECTED))+'쿼리)':<14}" + "".join( + f"{str(perfect[f])+'/'+str(len(EXPECTED)):<16}" for f in FIELDS + ) + print(summary) + print("\n => 동의어 맵은 '문서에 없는 표현'(예: 지역화폐 → 지역사랑상품권)까지 회수하게 해준다 (0→3).") + print(" 단, 조사가 붙은 토큰(지역사랑상품권'과')을 못 떼는 standard 는 동의어를 줘도 회수 실패:") + print(" 동의어는 좋은 분석기를 '대체'하지 못하고 '보완'한다. 최적 조합 = ko.microsoft + 동의어.") + print(" 주의: 별칭이 형태소로 분해되면(컬처랜드 → 컬처/랜드) 동의어가 발동하지 않을 수 있다.") + + +def main() -> None: + create_synonym_map() + create_index() + upload_docs() + time.sleep(3) # 인덱싱 반영 대기 + search_hits() + recall_report() + + +if __name__ == "__main__": + main()