Commit graph

847 commits

Author SHA1 Message Date
jinli.yl
aef40098bf up 2026-05-26 19:09:36 +08:00
jinli.yl
964137b474 up 2026-05-26 18:27:18 +08:00
jinli.yl
0c7310795f up 2026-05-26 17:41:39 +08:00
jinli.yl
4052ddbe6b up 2026-05-26 17:35:15 +08:00
jinli.yl
17919ebffa up 2026-05-26 17:26:37 +08:00
jinli.yl
ca40f26455 up 2026-05-26 16:59:01 +08:00
jinli.yl
18c0c84367 up 2026-05-26 16:58:52 +08:00
jinli.yl
71e8ec1b46 up 2026-05-26 16:23:42 +08:00
jinli.yl
9f90c448f1 up 2026-05-26 16:03:55 +08:00
jinli.yl
6ad02f0a8f up 2026-05-26 15:55:42 +08:00
jinli.yl
9a7877a3a4 up 2026-05-26 15:37:15 +08:00
jinli.yl
b3774c67db up 2026-05-26 15:28:13 +08:00
jinli.yl
6915417a19 fix(bm25_index): 修正BM25索引计算中的文档长度归一化问题
修复了在计算BM25相似度时对文档长度进行不正确归一化的bug,确保所有查询都能得到准确的相关性评分。
2026-05-26 00:13:50 +08:00
Sen Huang
83bfddb4a4
refactor(config): streamline job descriptions and parameter docs (#257)
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* refactor(config): streamline job descriptions and parameter docs

- Simplify descriptions for search, traverse, list, read, stat,
  frontmatter:read, write, edit, append, frontmatter:update,
  frontmatter:delete, move, delete, upload, upload_resource, and
  download jobs
- Shorten parameter descriptions to be more concise
- Maintain essential information while reducing verbosity

refactor(steps): rename daily steps and consolidate functionality

- Rename daily_resolve_step to daily_read_step
- Rename daily_create_step to daily_write_step
- Update __init__.py imports to reflect new step names
- Consolidate daily operations documentation

refactor(daily): extract helper functions and improve structure

- Rename _day_index.py to _daily_io.py
- Extract validate_slug function for Windows-safe filename validation
- Move scan_notes function to public interface
- Add comprehensive docstrings explaining slug validation and day-index
  rebuild concerns

feat(daily): decouple list operation from index refresh

- Remove automatic day index refresh from daily_list_step
- Change daily_list_step to pure read operation with no side effects
- Sort notes by slug for stable output
- Update documentation to clarify read/write separation

refactor(daily): remove deprecated create step

- Remove unused daily/create.py module
- Simplify daily operations to focus on CRUD patterns

* refactor(daily): replace module imports with explicit step class imports
2026-05-25 19:20:50 +08:00
Sen Huang
bb354cc580
refactor(steps): reorganize step modules and remove demo steps (#255)
* feat(config): add comprehensive job definitions for vault operations

- Add utility jobs like version, search, traverse, list, read, stat
- Include file operations like move, delete, upload, download
- Add daily workspace management jobs: daily_list, daily_resolve, daily_reindex
- Update descriptions to reflect vault-based operations instead of working_dir
- Add proper section headers and documentation for each job category

refactor(steps): reorganize step modules and remove demo steps

- Move steps into categorized packages: common, crud, frontmatter, daily, jobs
- Remove demo steps (DemoEchoStep1, DemoEchoStep2, StreamDemoStep1, StreamDemoStep2)
- Add new steps: InitStep for vault initialization, TraverseStep for graph traversal
- Update __init__.py to auto-import all step modules
- Organize imports by functionality (common, CRUD operations, frontmatter, daily)

feat(vault): implement vault-centric file operations and configuration

- Change default config to use vault_dir instead of working_dir
- Add environment variable support for embedding configuration
- Implement file watcher with lite backend for daily/digest directories
- Update search step to use 'name' instead of 'title' from frontmatter
- Create ResourceEntry schema for tracking uploaded assets

docs(steps): add comprehensive documentation for all step categories

- Document file-I/O split by blast radius (crud vs frontmatter packages)
- Add detailed descriptions for each step category and functionality
- Explain the purpose and usage patterns for different types of file operations
- Provide clear parameter documentation for all new job configurations

* fix(config): correct vault directory path and remove unused job configurations

- Fix vault_dir from 'vaultd' to 'vault' in default configuration
- Remove deprecated traverse and list job configurations
- Remove unused tag tooling configurations
- Remove background watch_file job configuration

refactor(steps): remove unused jobs module import

- Comment out jobs module import in steps/__init__.py
- This removes unused synchronizer and digester step registrations

refactor(tests): update import path and add pylint directive

- Update ResourceEntry import from reme4.schema to reme4.schema.resource_meta
- Add pylint disable directive for unused argument in test datetime mocks

* efactor(steps): remove unused modules from __all__

- Remove "background" module from __all__ list
- Remove "jobs" module from __all__ list
- These modules were no longer being used in the steps package

* feat(config): update vault directory structure and remove file watcher

- Change vault_dir reference from ./vault to ./vault in CLI example
- Add daily_dir, digest_dir, and resource_dir configuration options
- Remove file_watcher component configuration as it's no longer needed
- Update comment to reflect correct module name (reme4vault)

refactor(steps): add background step and remove deprecated init step

- Import and register background step module
- Remove deprecated InitStep from common steps
- Update __all__ export list to include background step

refactor(reindex): improve reindex step to scan vault directly

- Update docstring to reflect vault scanning instead of watcher sync
- Replace file watcher stop/start logic with direct vault path walking
- Add support for suffix filtering during reindex operation
- Use index_changes job to process found files

refactor(wikilink_utils): enhance inbound source lookup with link scope

- Import LinkScopeEnum for proper type handling
- Update get_inlinks call to use ALL scope for virtual targets
- Improve documentation for reverse-index lookup behavior

test(refactor): clean up test suite removing deprecated functionality

- Remove test_init_job and test_demo_job unit tests
- Update help job assertion to check for literal command format
- Change test directory from .reme to vault in CRUD tests
- Remove init and demo job calls from integration test

BREAKING CHANGE: Removes file_watcher component and init step

* style(steps): fix import formatting in __init__.py

Add proper spacing in the background module import statement
to maintain consistent code style and readability.

* refactor(config): change default vault directory from vault to .reme

Default dev config now points vault_dir at ./.reme so `python -m
reme4 start` can be run from the repo root and exercise the full
atomic-tool surface against the seeded test data.

BREAKING CHANGE: The default vault directory has been changed from
'vault' to '.reme' in the configuration.

* docs(reme4_report): fix markdown formatting and remove extra content

* refactor(file_parser): delegate wikilink extraction to WikilinkHandler

* fix(search): handle empty query case gracefully

- Replace assertion with conditional check for empty query
- Set response success to false when query is empty
- Return error message instead of throwing assertion error
- Maintain existing validation for other parameters
2026-05-25 17:52:51 +08:00
Sen Huang
7d0bec60be
feat: rename working_dir to vault_dir and update documentation (#254)
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* feat: rename working_dir to vault_dir and update documentation

- Rename working_dir to vault_dir across the application
- Update documentation to reflect vault_dir instead of working_dir
- Change FileFrontMatter title field to name field
- Update .gitignore to include vault directory
- Modify file path descriptions to reference vault instead of working_dir
- Update related configuration and property names accordingly

* refactor(steps): rename working_path to vault_path in CRUD operations

- Rename parameter from `working_path` to `vault_path` in `resolve_path` function
- Update all usages in append, edit, read, and write steps to use `self.vault_path`
- Update documentation comments to reflect the new parameter name
- Update docstring in read.py to mention `vault_dir` instead of `vault`

test(chunked_file_parser): update frontmatter field from title to name

- Change frontmatter field from `title` to `name` in test cases
- Update comment in background steps test to reference `vault_path` instead of `working_path`

* refactor(schema): remove unused ResourceEntry import

* feat(file_graph): add link scope filtering to get_inlinks/get_outlinks

* feat(file-store): add scope parameter to link methods
2026-05-22 18:10:29 +08:00
jinliyl
24cff10d46
feat(file_store): add FAISS-backed local file store implementation (#253)
* feat(file_store): add FAISS-backed local file store implementation

- Introduce FaissLocalFileStore class with vector search capabilities using FAISS IndexFlatIP
- Implement FAISS index persistence with binary format and JSON id-map sidecar
- Add automatic index rebuilding when sidecar files are missing or corrupted
- Support tombstone mechanism for efficient deletion and compaction
- Register 'faiss' component type in the registry system
- Add faiss-cpu dependency requirement to pyproject.toml
- Update configuration schema to use simplified parameter structure
- Enhance search step to support parameter override from runtime context
- Add comprehensive unit tests for FAISS store functionality
- Implement fallback to parent methods for basic CRUD operations

* refactor(search): simplify parameter retrieval logic

- Removed _param method that checked context and kwargs
- Directly use self.kwargs.get for all parameter retrievals
- Maintained same default values for vector_weight, candidate_multiplier, expand_links, and max_links_per_direction
- Reduced code complexity by eliminating redundant context checking logic
2026-05-22 16:14:38 +08:00
jinliyl
ee94d3ec8b
docs(reme4): update report with detailed architecture sections (#252)
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- Add comprehensive Markdown kernel section covering Obsidian compatibility
- Include detailed explanation of YAML front matter and wikilink formats
- Document smart slicing mechanism using Markdown AST instead of fixed tokens
- Explain graph indexing with bidirectional links and multiple backends
- Restructure sections with proper numbering from 4 to 7
- Move Markdown kernel section to appear before self-evolution features
- Add detailed explanations of auto-memory, auto-dream, and auto-link processes
- Document three-way hybrid search with RRF fusion and progressive expansion
- Include engineering value explanations for keyword indexing in Chinese context
2026-05-22 14:58:37 +08:00
诸岳
0dff85b9b5
feat(store): seekdb file and vector stores via pyseekdb (embedded + remote) (#207)
* feat(seekdb): add Seekdb file and vector stores with pyseekdb>=1.2.0

* refactor(seekdb): add pyseekdb_conn and remote-only host/port config

* refactor(embedding): remove env fallbacks from BaseEmbeddingModel; pass credentials in tests

* refactor(seekdb): drop tenant from client kwargs; default database test and empty password

* fix(deps): gate pyseekdb to Python >=3.11 for CI 3.10 compatibility

* fix(seekdb): satisfy pre-commit pylint and formatting for seekdb stores
2026-05-22 10:55:48 +08:00
jinliyl
71e42dbad0
refactor(reme4): replace file_watcher component with background steps pipeline (#251)
* up

* up

* up

* up

* up

* up

* up

* up

* up

* up

* up

* feat(config): add daily_dir configuration and background job logging

- Added daily_dir setting with default value 'memory' to config
- Implemented logging for background job startup events
- Enhanced component start logic to handle background backend type
- Updated default YAML configuration structure

* refactor(file_parser): replace _get_relative_path with to_vault_relative method

- Remove redundant working_dir property from base file parser
- Add to_vault_relative method to base component for path resolution
- Update bare_file_parser to use new to_vault_relative method
- Update default_file_parser to use new to_vault_relative method
- Update linked_file_parser to use new to_vault_relative method
- Make working_path absolute in base_component and steps
- Simplify index_changes step by removing redundant base variable
- Consolidate path relative logic in single shared method

* docs(reme4): update report with detailed architecture sections

- Add comprehensive Markdown kernel section covering Obsidian compatibility
- Include detailed explanation of YAML front matter and wikilink formats
- Document smart slicing mechanism using Markdown AST instead of fixed tokens
- Explain graph indexing with bidirectional links and multiple backends
- Restructure sections with proper numbering from 4 to 7
- Move Markdown kernel section to appear before self-evolution features
- Add detailed explanations of auto-memory, auto-dream, and auto-link processes
- Document three-way hybrid search with RRF fusion and progressive expansion
- Include engineering value explanations for keyword indexing in Chinese context
2026-05-22 10:26:36 +08:00
imrewce
3285934f34
create/ append/ edit steps (#249)
* feat(core): adding create append edit steps for md crud

* fix(core): changing frontmatter args scope for create step

* fix(core): chang write frontmatter schema; fix edit logic; fix passing name payload to http client

* refractor(steps): changing step compatibility for non-md files
2026-05-21 15:57:37 +08:00
Sen Huang
db35cf792c
refactor(mcp-client): update MCPClient to support runtime action (#250)
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Update MCPClient to accept action parameter during method calls
instead of requiring it during instantiation, making it consistent
with the new client interface.

fix(reme): update client usage patterns

Update all client usages to pass action parameter during method
calls instead of during client instantiation.
2026-05-21 11:09:35 +08:00
jinliyl
0c9b8ca852
doc[reme4] (#244)
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* up

* up

* up

* up

* up

* up

* up

* up

* up

* feat: implementation of the read step for reme (markdown) (#245)

* feat: implementation of the read step for reme (markdown)

* fix(step): markdown read step fixing pr comments

* fix(step): more  fixes for pr comments

* further fix for better review adaptation

* accept absolute path

* fixing base job exception

* fix(core): correct tool results directory naming (#246)

- Changed directory name from 'tool_result' to 'tool_results' in documentation
- Updated path variable assignment to use correct plural form 'tool_results'
- Ensured consistent directory naming throughout initialization logic

* fix: recent unittest inconsistency (#248)

* feat: implementation of the read step for reme (markdown)

* fix(step): markdown read step fixing pr comments

* fix(step): more  fixes for pr comments

* further fix for better review adaptation

* accept absolute path

* fixing base job exception

* fix: fix test inconsistency

* up

---------

Co-authored-by: imrewce <wce@pku.edu.cn>
2026-05-20 14:08:28 +08:00
imrewce
e8592fc930
fix: recent unittest inconsistency (#248)
* feat: implementation of the read step for reme (markdown)

* fix(step): markdown read step fixing pr comments

* fix(step): more  fixes for pr comments

* further fix for better review adaptation

* accept absolute path

* fixing base job exception

* fix: fix test inconsistency
2026-05-20 09:58:15 +08:00
jinliyl
40feaa9150
fix(core): correct tool results directory naming (#246)
- Changed directory name from 'tool_result' to 'tool_results' in documentation
- Updated path variable assignment to use correct plural form 'tool_results'
- Ensured consistent directory naming throughout initialization logic
2026-05-19 16:20:09 +08:00
imrewce
bee2648ad1
feat: implementation of the read step for reme (markdown) (#245)
* feat: implementation of the read step for reme (markdown)

* fix(step): markdown read step fixing pr comments

* fix(step): more  fixes for pr comments

* further fix for better review adaptation

* accept absolute path

* fixing base job exception
2026-05-19 16:19:13 +08:00
jinliyl
b001c06086
Dev/connect as tool (#243)
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* refactor(steps): Add job management methods and support registering them as tools

Added methods to the `BaseStep` class for retrieving, running, and registering jobs as tools, enhancing the functionality of the step class.

* fix doc

* chore(pyproject.toml): Update dependency versions and adjust package configuration
Bump agentscope version to 1.0.19 and reorganize the core dependency configuration structure.
2026-05-18 15:53:27 +08:00
Joshua
0e5a9f5034
fix(reme_light): dedupe default watch paths on case-insensitive filesystems (#234)
* fix(reme_light): dedupe default watch paths on case-insensitive filesystems

On Windows NTFS and macOS HFS+, ``MEMORY.md`` and ``memory.md`` resolve to
the same physical file. ``ReMeLight.__init__`` hardcoded both spellings in
the default ``watch_paths`` list, so the memory markdown file was indexed
twice on those filesystems, wasting embedding calls and producing duplicate
search hits.

Dedupe the default candidate list using ``os.path.normcase`` as the
comparison key. On case-sensitive filesystems normcase is the identity
function, so both spellings continue to be watched there. The original
path strings are preserved, the caller-supplied ``watch_paths`` path is
untouched, and only the built-in fallback is affected.

Fixes #228

* refactor(reme_light): simplify watch path dedup via existence check

Replace the os.path.normcase-based dedup loop with a direct exists()
check that picks one of MEMORY.md / memory.md. On case-insensitive
filesystems both spellings resolve to the same file so exists() returns
true for both, naturally avoiding a duplicate watch — including on
macOS where os.path.normcase is the identity function and the previous
approach silently did nothing.

Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>

---------

Co-authored-by: jinli.yl <jinli.yl@alibaba-inc.com>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
2026-05-18 15:18:23 +08:00
jinliyl
68bd95b494
refactor(steps): Add job management methods and support registering t… (#242)
* refactor(steps): Add job management methods and support registering them as tools

Added methods to the `BaseStep` class for retrieving, running, and registering jobs as tools, enhancing the functionality of the step class.

* fix doc
2026-05-18 15:00:02 +08:00
Sen Huang
357415dd49
feat: add Neo4j file graph support and markdown parser with wikilink extraction (#240)
* feat: add Neo4j file graph support and markdown parser with wikilink extraction

- Add Neo4jFileGraph implementation for property-graph storage with
  virtual/real node handling and link management
- Introduce LinkedFileParser for markdown files with frontmatter,
  wikilink graph extraction, and full-skeleton chunking
- Update pyproject.toml to include pyyaml, mistletoe, and neo4j
  dependencies
- Modify .gitignore to exclude /vault and structure.md
- Change reme CLI entry point from reme_ai.main to remecli.reme
- Register new neo4j and md components in respective registries

* refactor(file-graph): add chunk_ids support to Neo4jFileGraph

Add chunk_ids field to File node properties in Neo4jFileGraph to
enable better content chunk tracking and management.

BREAKING CHANGE: File node schema now includes chunk_ids property
which may affect existing integrations.

feat(parser): implement wikilink resolution logic

Move path resolution logic from utils/path_resolver to
linked_file_parser module and enhance wikilink resolution with
folder-note rule support and improved error handling.

fix(tests): update test assertions and variable names

Update test cases to reflect changes in data structures and
variable naming conventions across various components.

chore(config): update package entry point reference

Change reme CLI entry point from remecli.reme:main to
reme_ai.reme:main in pyproject.toml.

refactor(utils): remove deprecated path_resolver module

Remove the old path_resolver utility module as its functionality
has been moved to linked_file_parser.

docs(file-graph): update Neo4jFileGraph documentation

Update class docstrings and comments to reflect new chunk_ids
property and other structural changes.

style(formatting): adjust code formatting and line breaks

Minor formatting improvements including line length optimization
and consistent spacing adjustments throughout the codebase.

* fix(pyproject.toml): correct entry point for reme command

Change the entry point from "reme_ai.reme:main" to "reme_ai.main:main"
to fix the module reference for the reme command in project scripts.
2026-05-18 14:25:14 +08:00
jinliyl
fdc36a22bc
docs(cli): add comprehensive CLI commands documentation (#237)
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* docs(cli): add comprehensive CLI commands documentation

- Document CLI entry point and argument parsing mechanism
- Add detailed command reference with parameters and behaviors
- Include usage examples for common operations like start, search, and reindex
- Describe backend options and service configuration overrides
- Explain local vs server-side command execution patterns
- Provide table format documentation for all available actions

* docs(reme_design): update CLI command documentation with detailed action descriptions

- Rename section from "CLI 指令" to "基础Job" and add author attribution
- Add comprehensive table documenting all available actions with parameters and behaviors
- Include detailed explanations for input/output parameters, defaults, and internal workflows
- Update example usage commands with proper parameter passing syntax
- Add metadata information for each action including health checks and component details
- Clarify the difference between local actions and server-forwarded actions
- Document the new list action that intercepts at client side without forwarding to server
2026-05-17 18:37:12 +08:00
jinliyl
e411eeb4c0
dev/reme4 init merge (#236) 2026-05-17 14:14:43 +08:00
jinli.yl
20b37414cb fix(file-watcher): enable force polling for file watcher
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- Set force_polling=True in awatch to improve file detection reliability
- Bump version from 0.3.1.8 to 0.3.1.9
2026-05-14 14:40:07 +08:00
Aqil Aziz
ccadf1d3f9
fix(file_watcher): reset stop event on restart (#233) 2026-05-14 14:37:17 +08:00
yangtiancheng-ali
d72f5fc581
feat(vector_store): add Hologres vector store implementation (#226)
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2026-05-09 10:30:37 +08:00
lichen2015
f42cf60706
add zvec vector/file store (#218) 2026-05-08 17:12:11 +08:00
Zhouwk
72eabfa858
fix(user profile): update locomo benchmark and update vector based profile code (#225)
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* feat(reme): 添加配置选项以启用或禁用个人资料功能

- 在 ReMe 初始化方法中添加 enable_profile 参数,默认值为 True
- 根据 enable_profile 设置决定是否创建 profile 目录和设置 profile_dir
- 在 PersonalSummarizer 中根据 enable_profile 条件性地添加个人资料相关工具
- 在 PersonalRetriever 中根据 enable_profile 条件性地添加 ReadAllProfiles 工具
- 修改 profile_path 属性以在禁用个人资料时返回 None
- 修改 get_profile_handler 方法以在禁用个人资料时返回 None
- 为 enable_profile 参数添加文档说明其用于云向量存储场景

* refactor(benchmark): 重构LongMemEval基准测试中的ReMe实例管理

- 移除未使用的shutil导入
- 将固定的ReMe实例改为每个问题创建独立实例以实现隔离
- 更新LLM配置名称从qwen3-max-think到qwen-max-t
- 修改模型调用逻辑使用正确的model_name参数
- 添加qwen-flash和GPT-4o-mini等新模型配置
- 统一使用"User"作为用户名,通过集合名实现隔离
- 调整并发处理数从4降至1,批处理大小从10增至30
- 每个问题类型采样数从2增至4
- 添加异步上下文管理确保资源正确释放

* reformat 2 files

* refactor(benchmark): 重构长记忆评估中的模型配置

- 将原有的 eval_model_name 替换为专门的 retrieve_model_name 用于检索操作
- 添加对 qwen-max 模型配置的支持
- 更新参数解析器以支持新的检索模型参数
- 修改最大并发数默认值从 1 提升到 4
- 调整样本数量默认值从 4 减少到 1
- 统一模型参数命名规范,区分摘要、检索和评估模型
- 优化内存处理器初始化逻辑,支持独立的检索模型配置

* fix(benchmark): 移除数据路径默认值并设为必填参数

- 将LongMemEval评估脚本中的data_path参数改为必需参数
- 将HaluMem评估脚本中的data_path参数改为必需参数
- 删除了硬编码的默认文件路径配置
- 强制用户显式指定数据集文件路径以避免路径错误

* Update __init__.py

* Update __init__.py

* fix(benchmark): 修复ReMe评估中的模型配置和空值处理问题

- 移除了retrieve_memory调用中不需要的llm_config_name参数
- 修复了长字符串打印的换行格式问题
- 添加了eval_result为空时的初始化处理
- 在accuracy评估中加入了eval_model_name参数传递

* style(benchmark): 格式化模型名称打印输出

- 移除了多行字符串中的换行符和多余空格
- 将模型名称信息合并为单行连续显示
- 保持了原有的打印格式和信息完整性

* docs(readme): 更新文档添加实验结果表格

- 在英文版 README 中添加 🧪 Experiments 章节
- 添加 LoCoMo 和 HaluMem 两个基准测试的结果表格
- 在中文版 README_ZH 中添加 🧪 实验 章节
- 添加 LoCoMo 和 HaluMem 测试集的实验配置说明
- 添加完整的实验数据对比表格和评估协议说明

* docs(readme): 更新文档中的内存系统链接

- 为基于文件的记忆系统添加锚点链接
- 为基于向量库的记忆系统添加锚点链接
- 修复英文文档中的链接格式
- 修复中文文档中的链接格式和空行问题

* docs(readme): update experimental results section in documentation

- Remove outdated experimental data placeholder "Coming soon..."
- Add complete evaluation results for LoCoMo and HaluMem benchmarks
- Include detailed performance metrics tables for all memory methods
- Update experimental settings description with ReMe backbone details
- Align evaluation protocol information with LLM-as-a-Judge approach
- Maintain consistent formatting between English and Chinese documentation

* docs(benchmark): add quick start guides for halumem and longmemeval experiments

- Created HaluMem experiment quick start guide with ReMe integration setup
- Added detailed steps for installing ReMe environment using conda
- Included repository cloning instructions for HaluMem benchmark
- Provided complete command examples for running HaluMem experiments
- Created LongMeMEval quick start guide with data download procedures
- Added wget commands for downloading cleaned dataset files
- Included evaluation script instructions for computing experiment statistics
- Documented parameter configurations for different model types and batch sizes

* docs(longmemeval): update quickstart guide documentation

- Changed project name from Halumem to Longmemeval in title
- Updated description to reference Longmemeval experiments instead of Halumem
- Maintained existing ReMe integration instructions unchanged

* chore(logger): add test comment to logger configuration

- Added test comment in logger utility function
- Removed duplicate log handling by keeping the remove() call

* chore(logger): add test comment to logger configuration

- Added test comment in logger utility function
- Removed duplicate log handling by keeping the remove() call

* feat(core): add file logging capability to application

- Added log_to_file parameter to Application class constructor
- Integrated log_to_file option in logger initialization
- Updated ServiceContext to support file logging configuration
- Modified init_logger function to conditionally enable file logging
- Added log_to_file field to ServiceConfig schema
- Updated ReMe class to include file logging option
- Wrapped file logging setup in conditional check to prevent unnecessary operations

* docs(benchmark): update HaluMem quickstart guide with dataset download instructions

- Replace repository cloning with direct dataset download using curl
- Add commands to download HaluMem-Medium.jsonl and HaluMem-Long.jsonl files
- Include both official Hugging Face and mirror download sources
- Update data path reference from nested directory to local data folder
- Add dataset page link and mirror usage instructions for mainland China access

* feat(memory): add profile retrieval tool and refactor profile management

- Introduce RetrieveProfile tool for fetching specific user profiles
- Refactor ProfileHandler to support both filesystem and vector backends
- Add async methods to ProfileHandler with synchronous fallbacks
- Update PersonalRetriever to support two-stage profile and memory retrieval
- Enhance PersonalSummarizer with improved tool partitioning logic
- Add profile_backend, profile_store_name, and profile_max_capacity configuration options
- Replace direct ProfileHandler imports with get_profile_handler method
- Implement profile search functionality with dedicated prompts and workflows
- Add FileProfileBackend and VectorProfileBackend implementations
- Update base memory tool with new profile configuration parameters

* feat(profile): add custom profile collection name support

- Add profile_collection_name parameter to Application constructor
- Allow custom database collection name for vector profiles instead of default suffix
- Update profile vector store configuration logic to use custom collection name
- Modify _ensure_profile_vector_store_config to handle custom collection names
- Update docstring with detailed parameter descriptions for profile configuration options

* test(history): add single history id acceptance test for multiple mode

- Add test case to verify multiple-mode history lookup accepts a single history_id string
- Create FakeVectorStore stub with minimal implementation for ReadHistory tests
- Return requested history node from vector store mock
- Initialize ReadHistory tool with multiple mode enabled
- Add pylint disable comment for protected access to vector store property

* refactor(memory): update profile handler and vector tools with improved formatting and error handling

- Add module docstring to profiles/__init__.py
- Add pylint disable comments for no-name-in-module and missing-function-docstring
- Format long error message in ProfileHandler.sync_run method for better readability
- Reformat parameters in ProfileHandler.aadd method to separate lines
- Update model_copy call in reme.py to span multiple lines for better readability
- Format aadd_batch call in update_profile.py to span multiple lines

* feat(profiles): add profile management system with file and vector storage backends

- Add FileProfileBackend for filesystem-based profile persistence
- Add VectorProfileBackend for vector store-based profile management
- Create abstract BaseProfileBackend interface for profile operations
- Implement ProfileVectorHandler for vector-backed profile storage
- Add RetrieveProfile tool for semantic profile retrieval
- Update eval_reme.py to use user_message_s2 for retriever prompt
- Modify eval_reme.yaml to use {profiles} instead of {user_profile}
- Implement complete CRUD operations for profile management
- Add batch operations for efficient profile handling
- Include search functionality with semantic matching capabilities
- Add capacity limits and automatic cleanup for profile storage

* docs(profiles): add comprehensive docstrings for profile backend and handler methods

- Added documentation for get_all_sync, get_by_sync, delete_sync, delete_all_sync methods
- Documented add_sync and add_batch_sync functionality with deduping behavior
- Added docstrings for update_sync and search_sync operations
- Updated ProfileHandler.format_node method with proper documentation
- Refactored private _format_node to public format_node method
- Added comprehensive documentation for profile vector handler operations
- Documented _vector_profile_matches, _get_by_profile_id, _get_by_profile_key helper methods
- Added docstrings for retrieve_profile functionality and formatting methods
2026-04-30 10:19:36 +08:00
Zhouwk
e0d0e3e568
提供支持向量数据库的profile功能 (#221)
Some checks are pending
Pre-commit / run (ubuntu-latest) (push) Waiting to run
* feat(reme): 添加配置选项以启用或禁用个人资料功能

- 在 ReMe 初始化方法中添加 enable_profile 参数,默认值为 True
- 根据 enable_profile 设置决定是否创建 profile 目录和设置 profile_dir
- 在 PersonalSummarizer 中根据 enable_profile 条件性地添加个人资料相关工具
- 在 PersonalRetriever 中根据 enable_profile 条件性地添加 ReadAllProfiles 工具
- 修改 profile_path 属性以在禁用个人资料时返回 None
- 修改 get_profile_handler 方法以在禁用个人资料时返回 None
- 为 enable_profile 参数添加文档说明其用于云向量存储场景

* refactor(benchmark): 重构LongMemEval基准测试中的ReMe实例管理

- 移除未使用的shutil导入
- 将固定的ReMe实例改为每个问题创建独立实例以实现隔离
- 更新LLM配置名称从qwen3-max-think到qwen-max-t
- 修改模型调用逻辑使用正确的model_name参数
- 添加qwen-flash和GPT-4o-mini等新模型配置
- 统一使用"User"作为用户名,通过集合名实现隔离
- 调整并发处理数从4降至1,批处理大小从10增至30
- 每个问题类型采样数从2增至4
- 添加异步上下文管理确保资源正确释放

* reformat 2 files

* refactor(benchmark): 重构长记忆评估中的模型配置

- 将原有的 eval_model_name 替换为专门的 retrieve_model_name 用于检索操作
- 添加对 qwen-max 模型配置的支持
- 更新参数解析器以支持新的检索模型参数
- 修改最大并发数默认值从 1 提升到 4
- 调整样本数量默认值从 4 减少到 1
- 统一模型参数命名规范,区分摘要、检索和评估模型
- 优化内存处理器初始化逻辑,支持独立的检索模型配置

* fix(benchmark): 移除数据路径默认值并设为必填参数

- 将LongMemEval评估脚本中的data_path参数改为必需参数
- 将HaluMem评估脚本中的data_path参数改为必需参数
- 删除了硬编码的默认文件路径配置
- 强制用户显式指定数据集文件路径以避免路径错误

* Update __init__.py

* Update __init__.py

* fix(benchmark): 修复ReMe评估中的模型配置和空值处理问题

- 移除了retrieve_memory调用中不需要的llm_config_name参数
- 修复了长字符串打印的换行格式问题
- 添加了eval_result为空时的初始化处理
- 在accuracy评估中加入了eval_model_name参数传递

* style(benchmark): 格式化模型名称打印输出

- 移除了多行字符串中的换行符和多余空格
- 将模型名称信息合并为单行连续显示
- 保持了原有的打印格式和信息完整性

* docs(readme): 更新文档添加实验结果表格

- 在英文版 README 中添加 🧪 Experiments 章节
- 添加 LoCoMo 和 HaluMem 两个基准测试的结果表格
- 在中文版 README_ZH 中添加 🧪 实验 章节
- 添加 LoCoMo 和 HaluMem 测试集的实验配置说明
- 添加完整的实验数据对比表格和评估协议说明

* docs(readme): 更新文档中的内存系统链接

- 为基于文件的记忆系统添加锚点链接
- 为基于向量库的记忆系统添加锚点链接
- 修复英文文档中的链接格式
- 修复中文文档中的链接格式和空行问题

* docs(readme): update experimental results section in documentation

- Remove outdated experimental data placeholder "Coming soon..."
- Add complete evaluation results for LoCoMo and HaluMem benchmarks
- Include detailed performance metrics tables for all memory methods
- Update experimental settings description with ReMe backbone details
- Align evaluation protocol information with LLM-as-a-Judge approach
- Maintain consistent formatting between English and Chinese documentation

* docs(benchmark): add quick start guides for halumem and longmemeval experiments

- Created HaluMem experiment quick start guide with ReMe integration setup
- Added detailed steps for installing ReMe environment using conda
- Included repository cloning instructions for HaluMem benchmark
- Provided complete command examples for running HaluMem experiments
- Created LongMeMEval quick start guide with data download procedures
- Added wget commands for downloading cleaned dataset files
- Included evaluation script instructions for computing experiment statistics
- Documented parameter configurations for different model types and batch sizes

* docs(longmemeval): update quickstart guide documentation

- Changed project name from Halumem to Longmemeval in title
- Updated description to reference Longmemeval experiments instead of Halumem
- Maintained existing ReMe integration instructions unchanged

* chore(logger): add test comment to logger configuration

- Added test comment in logger utility function
- Removed duplicate log handling by keeping the remove() call

* chore(logger): add test comment to logger configuration

- Added test comment in logger utility function
- Removed duplicate log handling by keeping the remove() call

* feat(core): add file logging capability to application

- Added log_to_file parameter to Application class constructor
- Integrated log_to_file option in logger initialization
- Updated ServiceContext to support file logging configuration
- Modified init_logger function to conditionally enable file logging
- Added log_to_file field to ServiceConfig schema
- Updated ReMe class to include file logging option
- Wrapped file logging setup in conditional check to prevent unnecessary operations

* docs(benchmark): update HaluMem quickstart guide with dataset download instructions

- Replace repository cloning with direct dataset download using curl
- Add commands to download HaluMem-Medium.jsonl and HaluMem-Long.jsonl files
- Include both official Hugging Face and mirror download sources
- Update data path reference from nested directory to local data folder
- Add dataset page link and mirror usage instructions for mainland China access

* feat(memory): add profile retrieval tool and refactor profile management

- Introduce RetrieveProfile tool for fetching specific user profiles
- Refactor ProfileHandler to support both filesystem and vector backends
- Add async methods to ProfileHandler with synchronous fallbacks
- Update PersonalRetriever to support two-stage profile and memory retrieval
- Enhance PersonalSummarizer with improved tool partitioning logic
- Add profile_backend, profile_store_name, and profile_max_capacity configuration options
- Replace direct ProfileHandler imports with get_profile_handler method
- Implement profile search functionality with dedicated prompts and workflows
- Add FileProfileBackend and VectorProfileBackend implementations
- Update base memory tool with new profile configuration parameters

* feat(profile): add custom profile collection name support

- Add profile_collection_name parameter to Application constructor
- Allow custom database collection name for vector profiles instead of default suffix
- Update profile vector store configuration logic to use custom collection name
- Modify _ensure_profile_vector_store_config to handle custom collection names
- Update docstring with detailed parameter descriptions for profile configuration options

* test(history): add single history id acceptance test for multiple mode

- Add test case to verify multiple-mode history lookup accepts a single history_id string
- Create FakeVectorStore stub with minimal implementation for ReadHistory tests
- Return requested history node from vector store mock
- Initialize ReadHistory tool with multiple mode enabled
- Add pylint disable comment for protected access to vector store property

* refactor(memory): update profile handler and vector tools with improved formatting and error handling

- Add module docstring to profiles/__init__.py
- Add pylint disable comments for no-name-in-module and missing-function-docstring
- Format long error message in ProfileHandler.sync_run method for better readability
- Reformat parameters in ProfileHandler.aadd method to separate lines
- Update model_copy call in reme.py to span multiple lines for better readability
- Format aadd_batch call in update_profile.py to span multiple lines
2026-04-28 15:11:45 +08:00
Zhouwk
625d184ca1
添加log_to_file的开关 (#205)
Some checks failed
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2026-04-13 10:49:26 +08:00
jinliyl
9663ee3dbc
Update references from CoPaw to QwenPaw in README
Some checks failed
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2026-04-10 19:20:55 +08:00
Chojan Shang
f3d09aaa38
feat(vector_store): add OceanBase/seekdb vector store implementation (#201)
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* feat(vector_store): add OceanBase as a VectorStore

* refactor(obvec): make it cleaner

* docs: add obvec related info

* refactor: minor update

* refactor: clean code and pass lint

* docs: remove unrelated edit

* docs: minor update
2026-04-09 16:17:52 +08:00
Zhouwk
935e886af3
更新longmemeval和halumem的quick start (#194)
Some checks failed
Pre-commit / run (ubuntu-latest) (push) Has been cancelled
* feat(reme): 添加配置选项以启用或禁用个人资料功能

- 在 ReMe 初始化方法中添加 enable_profile 参数,默认值为 True
- 根据 enable_profile 设置决定是否创建 profile 目录和设置 profile_dir
- 在 PersonalSummarizer 中根据 enable_profile 条件性地添加个人资料相关工具
- 在 PersonalRetriever 中根据 enable_profile 条件性地添加 ReadAllProfiles 工具
- 修改 profile_path 属性以在禁用个人资料时返回 None
- 修改 get_profile_handler 方法以在禁用个人资料时返回 None
- 为 enable_profile 参数添加文档说明其用于云向量存储场景

* refactor(benchmark): 重构LongMemEval基准测试中的ReMe实例管理

- 移除未使用的shutil导入
- 将固定的ReMe实例改为每个问题创建独立实例以实现隔离
- 更新LLM配置名称从qwen3-max-think到qwen-max-t
- 修改模型调用逻辑使用正确的model_name参数
- 添加qwen-flash和GPT-4o-mini等新模型配置
- 统一使用"User"作为用户名,通过集合名实现隔离
- 调整并发处理数从4降至1,批处理大小从10增至30
- 每个问题类型采样数从2增至4
- 添加异步上下文管理确保资源正确释放

* reformat 2 files

* refactor(benchmark): 重构长记忆评估中的模型配置

- 将原有的 eval_model_name 替换为专门的 retrieve_model_name 用于检索操作
- 添加对 qwen-max 模型配置的支持
- 更新参数解析器以支持新的检索模型参数
- 修改最大并发数默认值从 1 提升到 4
- 调整样本数量默认值从 4 减少到 1
- 统一模型参数命名规范,区分摘要、检索和评估模型
- 优化内存处理器初始化逻辑,支持独立的检索模型配置

* fix(benchmark): 移除数据路径默认值并设为必填参数

- 将LongMemEval评估脚本中的data_path参数改为必需参数
- 将HaluMem评估脚本中的data_path参数改为必需参数
- 删除了硬编码的默认文件路径配置
- 强制用户显式指定数据集文件路径以避免路径错误

* Update __init__.py

* Update __init__.py

* fix(benchmark): 修复ReMe评估中的模型配置和空值处理问题

- 移除了retrieve_memory调用中不需要的llm_config_name参数
- 修复了长字符串打印的换行格式问题
- 添加了eval_result为空时的初始化处理
- 在accuracy评估中加入了eval_model_name参数传递

* style(benchmark): 格式化模型名称打印输出

- 移除了多行字符串中的换行符和多余空格
- 将模型名称信息合并为单行连续显示
- 保持了原有的打印格式和信息完整性

* docs(readme): 更新文档添加实验结果表格

- 在英文版 README 中添加 🧪 Experiments 章节
- 添加 LoCoMo 和 HaluMem 两个基准测试的结果表格
- 在中文版 README_ZH 中添加 🧪 实验 章节
- 添加 LoCoMo 和 HaluMem 测试集的实验配置说明
- 添加完整的实验数据对比表格和评估协议说明

* docs(readme): 更新文档中的内存系统链接

- 为基于文件的记忆系统添加锚点链接
- 为基于向量库的记忆系统添加锚点链接
- 修复英文文档中的链接格式
- 修复中文文档中的链接格式和空行问题

* docs(readme): update experimental results section in documentation

- Remove outdated experimental data placeholder "Coming soon..."
- Add complete evaluation results for LoCoMo and HaluMem benchmarks
- Include detailed performance metrics tables for all memory methods
- Update experimental settings description with ReMe backbone details
- Align evaluation protocol information with LLM-as-a-Judge approach
- Maintain consistent formatting between English and Chinese documentation

* docs(benchmark): add quick start guides for halumem and longmemeval experiments

- Created HaluMem experiment quick start guide with ReMe integration setup
- Added detailed steps for installing ReMe environment using conda
- Included repository cloning instructions for HaluMem benchmark
- Provided complete command examples for running HaluMem experiments
- Created LongMeMEval quick start guide with data download procedures
- Added wget commands for downloading cleaned dataset files
- Included evaluation script instructions for computing experiment statistics
- Documented parameter configurations for different model types and batch sizes

* docs(longmemeval): update quickstart guide documentation

- Changed project name from Halumem to Longmemeval in title
- Updated description to reference Longmemeval experiments instead of Halumem
- Maintained existing ReMe integration instructions unchanged
2026-04-07 14:20:30 +08:00
jinliyl
d5c929722b
refactor(file_store): move sqlite3 imports inside initialization methods (#193)
* fix(core): handle chromadb import error gracefully

- Changed CHROMADB_AVAILABLE flag to _CHROMADB_IMPORT_ERROR exception storage
- Updated version from 0.3.1.7 to 0.3.1.8
- Modified import error handling to preserve original exception details
- Removed hardcoded ImportError message in favor of dynamic exception raising
- Added proper logger initialization using get_logger utility

* refactor(file_store): move sqlite3 imports inside initialization methods

- Moved sqlite3 import from module level to inside init methods
- Removed unused import statement at top of file
- Maintains same functionality while improving import organization
- Prevents potential issues with early sqlite3 dependency loading

* refactor(core): update import error handling with broader exception types

- Changed ImportError to Exception for ray import error handling
- Updated chromadb import error to use Exception instead of ImportError
- Modified elasticsearch import error to catch general exceptions
- Changed asyncpg import error handling from ImportError to Exception
- Updated qdrant import error to use Exception instead of ImportError
- Added explicit type hints for all import error variables as Exception | None
2026-03-31 20:59:59 +08:00
jinliyl
a97635752b
fix(core): handle chromadb import error gracefully (#192)
- Changed CHROMADB_AVAILABLE flag to _CHROMADB_IMPORT_ERROR exception storage
- Updated version from 0.3.1.7 to 0.3.1.8
- Modified import error handling to preserve original exception details
- Removed hardcoded ImportError message in favor of dynamic exception raising
- Added proper logger initialization using get_logger utility
2026-03-31 20:07:00 +08:00
jinliyl
9ad8120959
feat(compactor): add extra instruction support and improve error handing (#190)
* feat(compactor): add extra instruction support and improve error handling

- Add extra_instruction parameter to compactor for custom guidance during message compaction
- Implement try-catch blocks around AS LLM initialization with detailed error logging
- Add extra_instruction parameter to ReMe.compact method with comprehensive documentation
- Update agentscope dependency from 1.0.17 to 1.0.18 in light installation
- Bump version number from 0.3.1.6 to 0.3.1.7
- Pass extra_instruction parameter through compactor instantiation and execution flow

* fix(core): add error handling for AS LLM formatters and token counters initialization

- Wrapped AS LLM formatters initialization in try-except blocks
- Added specific error logging for failed AS LLM formatter initialization
- Wrapped AS token counters initialization in try-except blocks
- Added specific error logging for failed AS token counter initialization
- Applied same error handling pattern to both initial setup and restart operations
- Maintained existing warning logs for unsupported backends
2026-03-31 16:22:39 +08:00
jinliyl
2a999ce4f4
docs(context): add comprehensive context management design documentation (#187)
* docs(context): add comprehensive context management design documentation

- Create detailed Chinese documentation for CoPaw context management V2
- Document memory layer and file system cache architecture
- Explain Pre-Reasoning Hook workflow with four-step process
- Detail two-stage truncation strategy for tool results
- Add examples for Browser Use and ReadFile tools
- Include Mermaid diagrams for visual flow representation
- Update README with link to new context design document
- Fix minor formatting issues in existing documentation
- Add protection thresholds for Markdown files in truncation
- Document long-term memory trigger mechanisms

* docs(README): add latest articles section and CoPaw context management design doc

- Added "Latest Articles" section to README with table format
- Included link to CoPaw Context Management Design document
- Created comprehensive documentation for CoPaw context management V2
- Documented in-memory and file system layer architecture
- Explained pre-reasoning hook and context compaction process
- Detailed two-phase truncation strategy for tool results
- Described special handling for readFile tool and markdown files
- Added long-term memory trigger logic overview
- Included mermaid diagrams for visualizing context flow
2026-03-30 20:21:30 +08:00
jinliyl
d845cff1e3
docs(memory): update ReMeLight memory system documentation (#186)
- Add context data structure diagram showing compact_summary and file system cache
- Update ToolResultCompactor section with detailed truncation strategies for recent vs old messages
- Add parameter tables for tool result compaction with recent_max_bytes and old_max_bytes settings
- Update execution flow steps with detailed descriptions of each memory operation
- Add key parameters table including tool_result_compact_keep_n and memory_compact_reserve
- Include thinking enhancement feature description for summary generation quality improvement
- Update both English and Chinese README documentation consistently
2026-03-30 16:09:49 +08:00
jinliyl
37628ba524
refactor(truncation): improve file truncation logic (#184)
* refactor(file_store): simplify ChromaDB client initialization and improve file truncation logic

- Remove shutil import and _create_chroma_client method from chroma_file_store.py
- Directly initialize ChromaDB PersistentClient in start method without retry logic
- Reduce DEFAULT_MAX_BYTES from 100KB to 50KB in file_utils.py
- Update truncation notice format to provide clearer continuation instructions
- Add _truncate_fresh and _retruncate functions for better text truncation handling
- Replace inline truncation logic with dedicated function calls in file_utils.py
- Rename skills_tool_ids to md_file_tool_ids in tool_result_compactor.py
- Update file detection logic to identify any .md files instead of only skill.md
- Create comprehensive unit tests for truncation functionality in test_truncate_text_output.py

* chore(version): bump version to 0.3.1.6

- Update __version__ from 0.3.1.5 to 0.3.1.6 in __init__.py
2026-03-28 18:41:09 +08:00
jinliyl
ff49a77f18
feat(memory): improve skills tool result truncation (#182)
* fix(memory): correct line numbering and improve tool result truncation

- Changed default start_line from 0 to 1 in truncate_text_output function
- Refactored _truncate method to be a standalone method in ToolResultCompactor
- Improved tool result compaction logic to handle text blocks more efficiently
- Added detection of skill-related tool calls for special handling
- Implemented conditional byte limits based on tool type for better memory management
- Updated version number from 0.3.1.4 to 0.3.1.5

* feat(file_utils): add encoding parameter to truncate_text_output function

- Added encoding parameter with default value "utf-8" to truncate_text_output function
- Updated all encode/decode calls to use the specified encoding parameter
- Modified ToolResultCompactor to pass encoding parameter when calling truncate_text_output
- Added error handling for skill tool ID detection in message processing loop
- Fixed potential AttributeError when accessing raw_input field that might be None

* fix(file-store): handle corrupted ChromaDB initialization and improve tool result truncation

- Add shutil import for directory removal operations
- Extract ChromaDB client creation into separate _create_chroma_client method
- Implement retry mechanism with database wipe on ChromaDB initialization failure
- Add proper exception handling in tool result compaction to prevent truncation errors
- Move file writing logic outside of exception handling scope for better error management
- Add warning log when truncation fails and return original content as fallback
2026-03-27 21:14:44 +08:00
Xinmin Zeng
bf79986f9c
fix: surface summarize/retrieve failures instead of masking them (#160)
* fix(memory): surface summarize and retrieve failures clearly

* fix(memory): make raise_exception configurable

* fix(tests): resolve flake8 and pylint errors in error handling tests

- Remove unnecessary sys.path.insert hack
- Add module/class/function docstrings
- Initialize call_kwargs in __init__ to fix W0201
- Suppress W0212 with inline pylint disable for _started access
- Remove unnecessary lambda wrappers (W0108)
2026-03-27 12:22:29 +08:00