From 2aa54ad26262639e11a42fa088d6c4365a6ec7b1 Mon Sep 17 00:00:00 2001
From: juice094 <juice094@outlook.com>
Date: Mon, 18 May 2026 09:55:32 +0800
Subject: [PATCH 1/2] docs: update README, CHANGELOG, CONTRIBUTING for v0.20.1
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

README:
- Version badge v0.20.0 → v0.20.1
- Tests badge 451+ → 485+ passed
- Download links point to v0.20.1 release assets
- Roadmap: v0.20.0 marked released, v0.20.1 marked current

CHANGELOG:
- Add v0.20.1: Phase 1 Production Hardening (E2E tests, RF-7,
  Tantivy consistency, perf baselines, Architecture Invariants CI)
- Add v0.20.0: knowledge completeness (backlinks, history,
  hybrid search metrics, StorageBackend trait, 68 tools)
- Add v0.19.0: SQLite WAL, Tantivy health, Vault export, Redis ADR

CONTRIBUTING:
- Version v0.15.0 → v0.20.1
- Tests 427/0/3 → 485+/0/5
- Rust 1.94.1+ → 1.95.0+

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
---
 CHANGELOG.md    | 60 +++++++++++++++++++++++++++++++++++++++++++++++++
 CONTRIBUTING.md |  6 ++---
 README.md       | 17 +++++++-------
 3 files changed, 72 insertions(+), 11 deletions(-)

diff --git a/CHANGELOG.md b/CHANGELOG.md
index 95263c0..e16a230 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,62 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [0.20.1] - 2026-05-17
+
+### Added
+
+- **Phase 1 Production Hardening**
+  - Workflow E2E 测试 — `src/mcp/tools/workflow.rs`：DAG 成功执行、失败传播验证
+  - RF-7 路径隐私脱敏 — `sanitize_path()` 自动掩码 home 目录为 `~`
+  - Tantivy 一致性修复 — `repair_tantivy_consistency_at()` 启动时自动检测 orphan/missing 文档
+  - 性能回归基线 — `test_keyword_search_latency_regression_1k` / `_10k`（profile-aware 阈值）
+  - `TempStorageBackend` — 测试隔离后端，消除 `DEVBASE_DATA_DIR` 竞态
+- **Architecture Invariants CI 自动化** — `tools/invariant-checks/run-checks.ps1`
+  - G5 (RF-6)：diff-only 检测新增生产代码 `unwrap`/`expect`/`panic`（排除 `#[cfg(test)]`）
+  - T11：`mcp/tools` 禁止直接调用 `rusqlite::Connection`
+  - T12：`tui/render` 纯消费检查（禁止写入操作）
+
+### Fixed
+
+- `AppContext::with_storage()` 使用实际 storage backend 的 `index_path()` 而非硬编码默认值
+- G5 invariant checker 正则修复：`tests.rs` 文件正确跳过
+- `Cargo.lock` 同步版本 bump（修复 `--locked` release 构建失败）
+- 平台相关测试隔离：`C:\` 路径断言加 `#[cfg(windows)]`，Linux `python3` 断言适配
+- HuggingFace 网络依赖测试加 `#[ignore]`（避免 CI TLS 证书失败）
+
+## [0.20.0] - 2026-05-16
+
+### Added
+
+- **知识完备性**：Vault 双向链接图遍历（BFS depth 1-3）+ `[[note#heading]]` block 引用
+- **Vault 笔记历史追踪** — Git-based blob diff，`devkit_vault_history` tool
+- **混合检索质量监控** — `HybridSearchMetrics`（latency/recall/overlap/keyword_source）
+- **性能回归基线** — Criterion benchmarks：`index_repo_full`、`cosine_similarity`、`extract_symbols`
+- **客户端无关原则** — `StorageBackend` trait 完整实现，解耦 `dirs::data_local_dir()` 硬编码
+- **MCP Tools +4** (68 total)
+  - `devkit_vault_history`, `devkit_vault_export`, `devkit_vault_graph`, `devkit_vault_daily`
+
+### Changed
+
+- 20+ 独立 crate 零循环依赖，workspace 拆分完成
+- `entities` 表成为唯一真相源，`repos` 表彻底删除
+- Tantivy / SQLite 补偿扫描：启动时自动同步 orphan 文档
+
+## [0.19.0] - 2026-05-14
+
+### Added
+
+- **SQLite WAL 模式** — `r2d2` 连接池 + WAL journal，并发安全与增量备份
+- **Tantivy 健康评分** — `devkit_index_health`：损坏检测、自动重建、孤儿文档清理
+- **Vault 导出** — `devkit_vault_export`：Obsidian-compatible Markdown 批量导出
+- **Redis ADR 决策** — `docs/architecture/adr-003-redis.md`：评估后决定保持 SQLite 优先
+- **OpLog 审计追踪** — 结构化事件类型 `OplogEventType`，全操作不可变日志
+
+### Changed
+
+- Schema 迁移前自动生成 `backup-YYYYMMDD-HHMMSS.db` 快照
+- 索引层反向一致性扫描与自动修复能力
+
 ## [0.18.0] - 2026-05-13
 
 ### Added
@@ -603,4 +659,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 - `cargo audit` clean (0 vulnerabilities in direct dependencies)
 
+[0.20.1]: https://github.com/juice094/devbase/releases/tag/v0.20.1
+[0.20.0]: https://github.com/juice094/devbase/releases/tag/v0.20.0
+[0.19.0]: https://github.com/juice094/devbase/releases/tag/v0.19.0
+[0.18.0]: https://github.com/juice094/devbase/releases/tag/v0.18.0
 [0.1.0]: https://github.com/juice094/devbase/releases/tag/v0.1.0
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index e4e0cba..75e11e6 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -8,8 +8,8 @@
 
 | 指标 | 状态 |
 |:---|:---|
-| 版本 | v0.15.0 |
-| 测试 | 427 passed / 0 failed / 3 ignored |
+| 版本 | v0.20.1 |
+| 测试 | 485+ passed / 0 failed / 5 ignored |
 | Clippy | `-D warnings` 全绿 |
 | 生产代码 unwrap | 0 |
 | 许可证 | AGPL-3.0-or-later |
@@ -20,7 +20,7 @@
 
 ### 环境要求
 
-- **Rust**: 1.94.1+（`rustc --version`）
+- **Rust**: 1.95.0+（`rustc --version`）
 - **OS**: Windows 10/11（主要开发平台），Linux/macOS 社区支持
 - **可选**: Python 3.10+（embedding provider）
 
diff --git a/README.md b/README.md
index 0a0ceb2..b21f560 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # devbase
 
-[![Version](https://img.shields.io/badge/version-v0.20.0-blue)](https://github.com/juice094/devbase/releases)
-[![Tests](https://img.shields.io/badge/tests-451%2B%20passed-brightgreen)](./AGENTS.md)
+[![Version](https://img.shields.io/badge/version-v0.20.1-blue)](https://github.com/juice094/devbase/releases)
+[![Tests](https://img.shields.io/badge/tests-485%2B%20passed-brightgreen)](./AGENTS.md)
 [![Clippy](https://img.shields.io/badge/clippy-0%20warnings-green)](./AGENTS.md)
 [![License](https://img.shields.io/badge/license-AGPL--3.0-orange)](./LICENSE)
 [![Rust](https://img.shields.io/badge/rust-1.95%2B-9cf)](https://www.rust-lang.org)
@@ -70,21 +70,21 @@ curl -fsSL https://raw.githubusercontent.com/juice094/devbase/main/scripts/insta
 
 | 平台 | 下载 | 大小 |
 |:---|:---|:---|
-| Windows x86_64 | [`devbase-v0.20.0-windows-x64.zip`](https://github.com/juice094/devbase/releases/download/v0.20.0/devbase-v0.20.0-windows-x64.zip) | ~8.7 MB |
-| Linux x86_64 | [`devbase-v0.20.0-linux-x64.tar.gz`](https://github.com/juice094/devbase/releases/download/v0.20.0/devbase-v0.20.0-linux-x64.tar.gz) | ~8.8 MB |
+| Windows x86_64 | [`devbase-v0.20.1-windows-x64.zip`](https://github.com/juice094/devbase/releases/download/v0.20.1/devbase-v0.20.1-windows-x64.zip) | ~8.7 MB |
+| Linux x86_64 | [`devbase-v0.20.1-linux-x64.tar.gz`](https://github.com/juice094/devbase/releases/download/v0.20.1/devbase-v0.20.1-linux-x64.tar.gz) | ~8.8 MB |
 
 ```powershell
 # Windows (PowerShell)
-Invoke-WebRequest -Uri "https://github.com/juice094/devbase/releases/download/v0.20.0/devbase-v0.20.0-windows-x64.zip" -OutFile devbase.zip
+Invoke-WebRequest -Uri "https://github.com/juice094/devbase/releases/download/v0.20.1/devbase-v0.20.1-windows-x64.zip" -OutFile devbase.zip
 Expand-Archive -Path devbase.zip -DestinationPath . -Force
 # 提取后的 devbase.exe 可直接运行
 ```
 
 ```bash
 # Linux
-curl -fsSL -o devbase.tar.gz https://github.com/juice094/devbase/releases/download/v0.20.0/devbase-v0.20.0-linux-x64.tar.gz
+curl -fsSL -o devbase.tar.gz https://github.com/juice094/devbase/releases/download/v0.20.1/devbase-v0.20.1-linux-x64.tar.gz
 tar xzf devbase.tar.gz
-cp devbase-v0.20.0-linux-x64/devbase /usr/local/bin/  # 或任意 PATH 目录
+cp devbase-v0.20.1-linux-x64/devbase /usr/local/bin/  # 或任意 PATH 目录
 chmod +x /usr/local/bin/devbase
 ```
 
@@ -381,7 +381,8 @@ TUI `[:]` 触发 embedding 语义搜索，失败自动降级为文本搜索。AI
 | v0.17.0 | ✅ 已发布 | Agent Memory 向量存储（Schema v34）：外置 Embedding 协议 + SQLite UDF `cosine_similarity` + Skill Runtime 语义召回；默认构建零 ML 依赖 |
 | **v0.18.0** | **✅ 已发布** | **ClaudeCode 工作流集成：`project_brief` + `impact_analysis` MCP Tools + Session 导出/导入 + `devbase-claude.ps1` 一键启动器；64 Tools 完整矩阵** |
 | v0.19.0 | ✅ 已发布 | **知识基础设施硬化**：SQLite WAL + Tantivy 健康评分 + Vault 导出 + Redis ADR 决策 |
-| **v0.20.0** | **✅ 当前** | **知识完备性**：双向链接图遍历 + 笔记历史追踪 + 混合检索质量监控 + block 引用 + 性能回归基线 + 客户端无关原则；68 Tools |
+| v0.20.0 | ✅ 已发布 | 知识完备性：双向链接图遍历 + 笔记历史追踪 + 混合检索质量监控 + block 引用 + 性能回归基线 + 客户端无关原则；68 Tools |
+| **v0.20.1** | **✅ 当前** | **Phase 1 生产硬化**：workflow E2E 测试、RF-7 路径隐私脱敏、Tantivy 一致性修复、性能回归基线、Architecture Invariants CI |
 
 ---
 

From a0b3db68225a6456b0c8e7ba952ba0b3294b492c Mon Sep 17 00:00:00 2001
From: juice094 <juice094@outlook.com>
Date: Mon, 18 May 2026 13:01:49 +0800
Subject: [PATCH 2/2] =?UTF-8?q?chore(repo):=20clean=20up=20root=20director?=
 =?UTF-8?q?y=20=E2=80=94=20archive=20vault,=20remove=20spike/configs/.kimi?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Remove files that don't belong in the source repository:

- `spike/candle-embedding/` — prototype code; formal crate
  `crates/devbase-embedding` already exists and is maintained.
- `configs/kimi-mcp.json` — external tool (Kimi CLI) configuration,
  not part of the devbase codebase.
- `.kimi/skills/devbase-project/SKILL.md` — external tool skill definition,
  already covered by .gitignore but was still tracked.

Archive vault examples to docs/:
- `vault/examples/` → `docs/examples/vault/`
- `vault/ideas/` → `docs/examples/vault/`
- `vault/references/` → `docs/examples/vault/`

These markdown files are preserved as documentation samples but no
longer clutter the repository root.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
---
 .kimi/skills/devbase-project/SKILL.md         |  118 -
 configs/kimi-mcp.json                         |   12 -
 .../vault/mcp-integration-reference.md        |    0
 .../examples/vault}/mcp-integration.md        |    0
 .../vault/skill-sync-prototype-idea.md        |    0
 .../examples/vault}/skill-sync-prototype.md   |    0
 spike/candle-embedding/Cargo.lock             | 3155 -----------------
 spike/candle-embedding/Cargo.toml             |   15 -
 spike/candle-embedding/src/main.rs            |   66 -
 9 files changed, 3366 deletions(-)
 delete mode 100644 .kimi/skills/devbase-project/SKILL.md
 delete mode 100644 configs/kimi-mcp.json
 rename vault/examples/mcp-integration.md => docs/examples/vault/mcp-integration-reference.md (100%)
 rename {vault/references => docs/examples/vault}/mcp-integration.md (100%)
 rename vault/examples/skill-sync-prototype.md => docs/examples/vault/skill-sync-prototype-idea.md (100%)
 rename {vault/ideas => docs/examples/vault}/skill-sync-prototype.md (100%)
 delete mode 100644 spike/candle-embedding/Cargo.lock
 delete mode 100644 spike/candle-embedding/Cargo.toml
 delete mode 100644 spike/candle-embedding/src/main.rs

diff --git a/.kimi/skills/devbase-project/SKILL.md b/.kimi/skills/devbase-project/SKILL.md
deleted file mode 100644
index fc3d41b..0000000
--- a/.kimi/skills/devbase-project/SKILL.md
+++ /dev/null
@@ -1,118 +0,0 @@
-# Devbase Project Skill — 项目内工作指南
-
-> 本 skill 仅在 `dev/third_party/devbase` 目录内生效，补充通用 devbase skill 的项目特定细节。
-
-## 1. 项目速览
-
-- **版本**：v0.16.1（单 crate，22.7 KLOC，18 workspace crates 已提取）
-- **核心定位**：本地知识库 MCP Server — AI agent 的海马体
-- **技术栈**：Rust 2024, SQLite, tokio, tree-sitter, Tantivy
-- **构建命令**：`cargo build --release`（release 约 30-40s）
-- **测试命令**：`cargo test --workspace`（456 passed / 0 failed / 5 ignored）
-- **代码检查**：`cargo clippy --all-targets -D warnings` + `cargo fmt --check`
-
-## 2. 模块结构（Workspace Crates）
-
-```
-crates/
-├── devbase-core-types/          # 基础类型（RepoEntry, SymbolType 等）
-├── devbase-registry-* /         # Registry 子模块（health/metrics/workspace/entity/relation/call-graph/dead-code/code-symbols）
-├── devbase-embedding/           # 向量嵌入生成与序列化
-├── devbase-skill-runtime-* /    # Skill Runtime（types + parser）
-├── devbase-vault-* /            # Vault 解析（frontmatter + wikilink）
-├── devbase-workflow-* /         # Workflow 引擎（model + interpolate）
-├── devbase-symbol-links/        # 符号相似度链接
-├── devbase-sync-protocol/       # Sync 协议类型
-└── devbase-syncthing-client/    # Syncthing P2P 客户端
-```
-
-## 3. 开发红线（Architecture Guardrails）
-
-修改代码前必读：
-
-| 红线 | 规则 | 检查方式 |
-|------|------|----------|
-| **RF-1** | 禁止新增全局路径硬编码 | `grep -rn "dirs::data_local_dir" src/ \| grep -v "backup.rs\|migrate.rs\|search.rs"` |
-| **RF-2** | 测试必须密封（不修改全局状态） | 用 `tempfile` + 注入路径 |
-| **RF-3** | Schema 变更必须同步 `SCHEMA_DDL` 和 `migrate.rs` | `cargo test registry::test_helpers::tests` |
-| **RF-4** | `main.rs` ≤ 1000 行 | `wc -l src/main.rs` |
-| **RF-5** | 禁止模块间循环依赖 | 手动检查双向 `use crate::` |
-| **RF-6** | 生产代码禁止 `unwrap/expect/panic` | `grep -rn "unwrap()\|expect()\|panic!" src/ \| grep -v "#\[cfg(test)\]"` |
-| **RF-7** | 新增模块 `crate::` 引用 ≤ 5 才能提取为独立 crate | 统计 `grep -c 'crate::' src/<mod>.rs` |
-
-## 4. Schema 迁移规范
-
-1. **版本号**：`CURRENT_SCHEMA_VERSION` 在 `src/registry/migrate.rs`
-2. **新迁移文件**：`src/registry/migrations/v<NN>_<description>.rs`
-3. **Idempotent**：使用 `PRAGMA table_info` 检查列是否存在后再 `ALTER TABLE`
-4. **同步要求**：
-   - `migrate.rs` 的 `init_db_at()` DDL（新 DB）
-   - `migrations/mod.rs` 的 runner 块（现有 DB）
-   - `registry/test_helpers.rs` 的 `SCHEMA_DDL`（测试 DB）
-5. **备份**：迁移前自动调用 `backup::auto_backup_before_migration()`
-
-## 5. MCP Tool 开发规范
-
-新增 MCP tool 的步骤：
-
-1. 在 `src/mcp/tools/` 下创建/修改对应的 tool 文件
-2. 在 `src/mcp/mod.rs` 的 `McpToolEnum` 中添加枚举变体
-3. 在 `tier()` 方法中指定稳定性（Stable/Beta/Experimental）
-4. 在 `build_server_with_tiers()` 中注册
-5. **Schema**：`inputSchema` 必须符合 JSON Schema，包含 `description`
-6. **幂等性**：状态变更操作必须幂等（`ON CONFLICT ... DO UPDATE`）
-7. **审计**：写入操作自动记录 OpLog
-
-## 6. 常见开发任务
-
-### 添加新 CLI 子命令
-
-```rust
-// 1. 在 src/commands/<category>.rs 中实现
-pub fn cmd_newthing(app: &mut AppContext) -> Result<()> { ... }
-
-// 2. 在 src/main.rs 的 match 分支中注册
-"newthing" => commands::newthing::cmd_newthing(&mut app)?,
-
-// 3. 确保不堆积业务逻辑于 main.rs
-```
-
-### 测试数据隔离
-
-```rust
-// 使用 DEVBASE_DATA_DIR 环境变量覆盖数据目录
-std::env::set_var("DEVBASE_DATA_DIR", temp_dir.path());
-// 测试结束后清理由测试框架负责
-```
-
-### 运行特定测试
-
-```bash
-cargo test --lib semantic_index::symbol::tests::test_extract_rust_attributes -- --nocapture
-cargo test --workspace  # 全量
-cargo test --test cli   # 集成测试
-```
-
-## 7. 上下文压缩恢复点
-
-如果 Kimi CLI 会话被压缩，恢复后执行：
-
-```bash
-# 1. 确认编译状态
-cargo test --workspace 2>&1 | grep "test result"
-
-# 2. 确认 workspace 成员
-cargo metadata --format-version 1 | jq '.workspace_members'
-
-# 3. 确认高耦合模块
-grep -rc 'crate::' src/*.rs | sort -t: -k2 -n | tail -5
-```
-
-## 8. 与 Kimi CLI 的集成
-
-- **MCP Server**：`devbase mcp`（stdio transport）
-- **配置位置**：`C:\Users\22414\.kimi\mcp.json`
-- **环境变量**：`DEVBASE_MCP_ENABLE_DESTRUCTIVE=1` 启用写操作
-- **工具 tier 过滤**：`DEVBASE_MCP_TOOL_TIERS=stable,beta`
-
-在 devbase 目录内启动 Kimi CLI 会话时，MCP server 会自动提供 48 个工具，包括代码分析、知识库管理、工作流执行等能力。
diff --git a/configs/kimi-mcp.json b/configs/kimi-mcp.json
deleted file mode 100644
index 6efcc2f..0000000
--- a/configs/kimi-mcp.json
+++ /dev/null
@@ -1,12 +0,0 @@
-{
-  "mcpServers": {
-    "devbase": {
-      "command": "devbase",
-      "args": ["mcp"],
-      "env": {
-        "DEVBASE_MCP_ENABLE_DESTRUCTIVE": "1",
-        "DEVBASE_MCP_TOOL_TIERS": "stable,beta"
-      }
-    }
-  }
-}
diff --git a/vault/examples/mcp-integration.md b/docs/examples/vault/mcp-integration-reference.md
similarity index 100%
rename from vault/examples/mcp-integration.md
rename to docs/examples/vault/mcp-integration-reference.md
diff --git a/vault/references/mcp-integration.md b/docs/examples/vault/mcp-integration.md
similarity index 100%
rename from vault/references/mcp-integration.md
rename to docs/examples/vault/mcp-integration.md
diff --git a/vault/examples/skill-sync-prototype.md b/docs/examples/vault/skill-sync-prototype-idea.md
similarity index 100%
rename from vault/examples/skill-sync-prototype.md
rename to docs/examples/vault/skill-sync-prototype-idea.md
diff --git a/vault/ideas/skill-sync-prototype.md b/docs/examples/vault/skill-sync-prototype.md
similarity index 100%
rename from vault/ideas/skill-sync-prototype.md
rename to docs/examples/vault/skill-sync-prototype.md
diff --git a/spike/candle-embedding/Cargo.lock b/spike/candle-embedding/Cargo.lock
deleted file mode 100644
index df6a9b3..0000000
--- a/spike/candle-embedding/Cargo.lock
+++ /dev/null
@@ -1,3155 +0,0 @@
-# This file is automatically @generated by Cargo.
-# It is not intended for manual editing.
-version = 4
-
-[[package]]
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diff --git a/spike/candle-embedding/Cargo.toml b/spike/candle-embedding/Cargo.toml
deleted file mode 100644
index a5267c1..0000000
--- a/spike/candle-embedding/Cargo.toml
+++ /dev/null
@@ -1,15 +0,0 @@
-[package]
-name = "candle-embedding-spike"
-version = "0.1.0"
-edition = "2021"
-
-[workspace]
-
-[dependencies]
-anyhow = "1"
-candle-core = "0.10"
-candle-nn = "0.10"
-candle-transformers = "0.10"
-tokenizers = { version = "0.22", default-features = false, features = [] }
-hf-hub = "0.5"
-serde_json = "1"
diff --git a/spike/candle-embedding/src/main.rs b/spike/candle-embedding/src/main.rs
deleted file mode 100644
index 45cc40a..0000000
--- a/spike/candle-embedding/src/main.rs
+++ /dev/null
@@ -1,66 +0,0 @@
-use candle_core::{Device, Tensor};
-use candle_nn::VarBuilder;
-use candle_transformers::models::bert::{BertModel, Config};
-use hf_hub::api::sync::Api;
-use tokenizers::Tokenizer;
-
-fn main() -> anyhow::Result<()> {
-    let api = Api::new()?;
-    let repo = api.model("sentence-transformers/all-MiniLM-L6-v2".to_string());
-
-    let config_path = repo.get("config.json")?;
-    let tokenizer_path = repo.get("tokenizer.json")?;
-    let weights_path = repo.get("model.safetensors")?;
-
-    println!("config:   {:?}", config_path);
-    println!("tokenizer:{:?}", tokenizer_path);
-    println!("weights:  {:?}", weights_path);
-
-    let config: Config = serde_json::from_reader(std::fs::File::open(config_path)?)?;
-    let tokenizer = Tokenizer::from_file(tokenizer_path).map_err(|e| anyhow::anyhow!(e))?;
-
-    let device = Device::Cpu;
-    let vb = unsafe {
-        VarBuilder::from_mmaped_safetensors(&[weights_path], candle_core::DType::F32, &device)?
-    };
-    let model = BertModel::load(vb, &config)?;
-
-    let text = "This is a test sentence for embedding generation.";
-    let embedding = encode(&model, &tokenizer, text)?;
-
-    println!("embedding dim = {} (expected 384)", embedding.len());
-    println!("first 5 values: {:?}", &embedding[..5.min(embedding.len())]);
-
-    // Verify L2 norm ≈ 1.0 (sentence-transformers normalizes)
-    let norm: f32 = embedding.iter().map(|v| v * v).sum::<f32>().sqrt();
-    println!("L2 norm = {:.6} (expected ≈ 1.0)", norm);
-
-    Ok(())
-}
-
-fn encode(model: &BertModel, tokenizer: &Tokenizer, text: &str) -> anyhow::Result<Vec<f32>> {
-    let encoding = tokenizer.encode(text, true).map_err(|e| anyhow::anyhow!(e))?;
-    let input_ids = encoding.get_ids();
-    let attention_mask = encoding.get_attention_mask();
-
-    let input_ids = Tensor::new(input_ids, &model.device)?.unsqueeze(0)?;
-    let token_type_ids = input_ids.zeros_like()?;
-    let attention_mask_t = Tensor::new(attention_mask, &model.device)?.unsqueeze(0)?;
-
-    let output = model.forward(&input_ids, &token_type_ids, Some(&attention_mask_t))?;
-    // output: [1, seq_len, hidden_size]
-
-    // Mean pooling: average over non-padding tokens
-    let mask = attention_mask_t
-        .to_dtype(candle_core::DType::F32)?
-        .unsqueeze(2)?;
-    let sum = output.broadcast_mul(&mask)?.sum(1)?;
-    let count = mask.sum(1)?;
-    let mean_pooled = sum.broadcast_div(&count)?;
-
-    // L2 normalize
-    let norm = mean_pooled.sqr()?.sum_keepdim(1)?.sqrt()?;
-    let normalized = mean_pooled.broadcast_div(&norm)?;
-
-    Ok(normalized.squeeze(0)?.to_vec1()?)
-}