Functions — github.com/datawhalechina/easy-data-x-ai

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Functions230 in github.com/datawhalechina/easy-data-x-ai

⨍ Functions 230◇ Types & classes 14

↓ 1 callersFunctionfetchContributors

(repoSlug)

scripts/update-contributors.mjs:35

↓ 1 callersFunctionflatten

(d, prefix="")

code/X1/part3_consolidation/x1_13_profile_vs_facts.py:36

↓ 1 callersMethodfrom_dict

Create Example instance from dictionary. Args: data: Dictionary containing example data Ret

code/X2/models/example.py:74

↓ 1 callersMethodfrom_dict

Create Rule instance from dictionary. Args: data: Dictionary containing rule data Returns:

code/X2/models/rule.py:70

↓ 1 callersMethodfrom_dict

Create Skill instance from dictionary. Args: data: Dictionary containing skill data Returns

code/X2/models/skill.py:87

↓ 1 callersFunctionfull_context_approach

全量上下文策略（模拟）：把所有候选记忆都返回，估计 Token 消耗

code/X1/part1_decay_conflict/x1_6_retrieval_aggregate.py:98

↓ 1 callersFunctionfull_injection_context

()

code/X2/x2_1_compare_context.py:25

↓ 1 callersMethodget_all_for_user

获取某用户的所有记忆（仅用于调试对比）

code/X1/part2_namespace/x1_7_namespace_isolation.py:102

↓ 1 callersMethodget_audit_log

(self, memory_id: str | None = None)

code/X1/part2_namespace/x1_8_promote_and_share.py:135

↓ 1 callersMethodget_dashscope_config

获取 DashScope 配置

code/config.py:56

↓ 1 callersFunctionget_examples

(skill_name: str, db_path: str)

code/X2/tools/query_tool.py:113

↓ 1 callersFunctionget_exchange_rate

模拟汇率查询

code/D4/d4_1_react_loop.py:44

↓ 1 callersMethodget_metadata_json

Get metadata as JSON string. Returns: JSON string representation of metadata

code/X2/models/skill.py:151

↓ 1 callersMethodget_migration_summary

(self)

code/X2/storage/base.py:83

↓ 1 callersMethodget_migration_summary

(self)

code/X2/services/migration_service.py:97

↓ 1 callersFunctionget_rules

(skill_name: str, db_path: str)

code/X2/tools/query_tool.py:94

↓ 1 callersFunctionget_skill

(skill_name: str, db_path: str, output_format: str = "text")

code/X2/tools/query_tool.py:34

↓ 1 callersMethodget_skill_complete

(self, skill_name: str)

code/X2/services/query_service.py:27

↓ 1 callersFunctionget_weather

模拟天气查询

code/D4/d4_1_react_loop.py:33

↓ 1 callersFunctiongroup_by_topic

按话题关键词分组

code/X1/part3_consolidation/x1_12_consolidation_reflection.py:37

↓ 1 callersMethodinit

(self, force: bool = False)

code/X2/storage/seekdb_storage.py:63

↓ 1 callersMethodinsert_examples

(self, examples: list[Example])

code/X2/storage/base.py:65

↓ 1 callersMethodinsert_rules

(self, rules: list[Rule])

code/X2/storage/base.py:51

↓ 1 callersMethodis_initialized

(self)

code/X2/storage/seekdb_storage.py:70

↓ 1 callersFunctionlist_skills

(category: str = None, db_path: str = None)

code/X2/tools/query_tool.py:56

↓ 1 callersMethodlist_skills

( self, category: str | None = None, status: str | None = None, )

code/X2/storage/base.py:33

↓ 1 callersFunctionload_all_data

加载所有 fixtures

code/X1/part3_consolidation/x1_15_benchmark_runner.py:41

↓ 1 callersFunctionload_data

(filepath: str)

code/X1/part1_decay_conflict/x1_6_retrieval_aggregate.py:23

↓ 1 callersFunctionload_memories

(filepath: str)

code/X1/part1_decay_conflict/x1_2_decay_param_ablation.py:69

↓ 1 callersFunctionload_memories

(filepath: str)

code/X1/part1_decay_conflict/x1_3_retrieval_with_decay.py:45

↓ 1 callersFunctionload_profile

(filepath: str)

code/X1/part3_consolidation/x1_13_profile_vs_facts.py:27

↓ 1 callersFunctionmain

()

code/X1/part3_consolidation/x1_11_consolidation_passive.py:57

↓ 1 callersFunctionmain

()

code/X1/part3_consolidation/x1_15_benchmark_runner.py:202

↓ 1 callersFunctionmain

()

code/X1/part3_consolidation/x1_12_consolidation_reflection.py:124

↓ 1 callersFunctionmain

()

code/X1/part3_consolidation/x1_13_profile_vs_facts.py:155

↓ 1 callersFunctionmain

()

code/X1/part3_consolidation/x1_14_experience_distill.py:120

↓ 1 callersFunctionmain

()

code/X1/part1_decay_conflict/x1_2_decay_param_ablation.py:113

↓ 1 callersFunctionmain

()

code/X1/part1_decay_conflict/x1_4_conflict_detect.py:153

↓ 1 callersFunctionmain

()

code/X1/part1_decay_conflict/x1_5_conflict_resolve.py:134

↓ 1 callersFunctionmain

()

code/X1/part1_decay_conflict/x1_3_retrieval_with_decay.py:140

↓ 1 callersFunctionmain

()

code/X1/part1_decay_conflict/x1_1_decay_score_demo.py:100

↓ 1 callersFunctionmain

()

code/X1/part1_decay_conflict/x1_6_retrieval_aggregate.py:145

↓ 1 callersFunctionmain

()

code/X1/part2_namespace/x1_7_namespace_isolation.py:107

↓ 1 callersFunctionmain

()

code/X1/part2_namespace/x1_8_promote_and_share.py:141

↓ 1 callersFunctionmain

()

code/X1/part2_namespace/x1_9_cross_agent_query.py:87

↓ 1 callersFunctionmain

()

code/X1/part2_namespace/x1_10_concurrent_write.py:160

↓ 1 callersFunctionmain

()

code/X2/x2_1_compare_context.py:54

↓ 1 callersFunctionmain

()

code/X2/tools/query_tool.py:133

↓ 1 callersFunctionmain

()

code/X2/tools/migrate.py:110

↓ 1 callersFunctionmain

()

code/X2/database/init_seekdb.py:20

↓ 1 callersFunctionmain

()

code/X2/database/check_seekdb.py:24

↓ 1 callersFunctionmigrate_directory

(skills_dir: str, db_path: str, force: bool = False)

code/X2/tools/migrate.py:63

↓ 1 callersMethodmigrate_directory

(self, skills_dir: str, force: bool = False)

code/X2/services/migration_service.py:80

↓ 1 callersFunctionmigrate_file

(skill_file: str, db_path: str, force: bool = False)

code/X2/tools/migrate.py:35

↓ 1 callersFunctionon_demand_context

(user_query: str)

code/X2/x2_1_compare_context.py:35

↓ 1 callersMethodparse

Parse the Markdown file and extract frontmatter and content. Returns: Dictionary containing: - name:

code/X2/parsers/markdown_parser.py:31

↓ 1 callersMethodpromote

Promote 记忆到更高作用域。 PowerMem 的规则：只能向更严格的方向（数值更大）移动。

code/X1/part2_namespace/x1_8_promote_and_share.py:54

↓ 1 callersFunctionquery_combined

组合检索：先画像，后事实库

code/X1/part3_consolidation/x1_13_profile_vs_facts.py:145

↓ 1 callersFunctionrecall_memory

检索相关记忆，带时效性权重

code/D4/d4_4_memory_agent.py:123

↓ 1 callersFunctionreflection_analyze

模拟 LLM reflection：分析同一话题的多条记忆，蒸馏为稳定事实。实际系统中这一步骤由 LLM 完成： "以下是用户最近关于 {topic} 的记忆：[memories] 请判断这些记忆是否隐含一个稳定的用户事实或偏好。如果是，用一句话总

code/X1/part3_consolidation/x1_12_consolidation_reflection.py:58

↓ 1 callersFunctionresolveRepoSlug

()

scripts/update-contributors.mjs:12

↓ 1 callersFunctionrule_doc_id

(skill_name: str, rule_key: str)

code/X2/database/collections.py:14

↓ 1 callersFunctionrun_ablation

运行消融实验

code/X1/part1_decay_conflict/x1_2_decay_param_ablation.py:75

↓ 1 callersFunctionrun_agent

运行 Agent（流式输出）。 create_agent 内部自动实现了 F2 中描述的循环：感知（用户提问）→ 推理（要不要查？）→ 行动（查知识库）→ 观察（拿到结果）→ 继续推理... 不再需要手动写 for 循环、手动拼消息了！

code/D1/d1_6_agent.py:106

↓ 1 callersFunctionrun_benchmark

运行一次完整的评测

code/X1/part3_consolidation/x1_15_benchmark_runner.py:164

↓ 1 callersFunctionsave_memory

将事实存入记忆库

code/D4/d4_4_memory_agent.py:111

↓ 1 callersFunctionsearch_memories

模拟检索 + 衰减排序返回 (results, estimated_tokens, latency_ms)

code/X1/part3_consolidation/x1_15_benchmark_runner.py:93

↓ 1 callersFunctionsearch_memory

从记忆库中检索与当前问题相关的记忆。使用时效性权重：越新的记忆权重越高（模拟遗忘曲线）。

code/D4/d4_3_with_memory.py:122

↓ 1 callersFunctionsearch_skills

(keyword: str, db_path: str)

code/X2/tools/query_tool.py:76

↓ 1 callersFunctionsimulate_concurrent_write

模拟两个线程（Agent）并发写入同一 key。策略： - no_lock: 无保护，后写入覆盖先写入（可能丢数据） - optimistic_lock: 乐观锁（version 检查），冲突时重试 - lww_timestamp: 最后写入胜出（基于时

code/X1/part2_namespace/x1_10_concurrent_write.py:31

↓ 1 callersFunctionsimulate_semantic_score

模拟语义相似度（中文友好）：基于主题关键词字典

code/X1/part3_consolidation/x1_15_benchmark_runner.py:65

↓ 1 callersFunctionsimulate_semantic_score

模拟语义相似度分数（中文友好）。实际系统中这是 embedding 余弦相似度，这里用主题关键词字典模拟。思路：每个语义主题（编程语言、食物偏好、云平台等）维护一组关键词； - 先识别 query 涉及哪些主题； - 然后看 memory 的内容在该主

code/X1/part1_decay_conflict/x1_3_retrieval_with_decay.py:51

↓ 1 callersFunctionsimulate_semantic_score

模拟语义相似度分数（中文友好）。实际系统中这是 embedding 余弦相似度，这里用主题关键词字典模拟。

code/X1/part1_decay_conflict/x1_6_retrieval_aggregate.py:115

↓ 1 callersFunctionsimulate_similarity

模拟 embedding 余弦相似度（中文友好）。实际系统中使用 embedding 模型计算，这里用「主题关键词重叠 + 字符级 Jaccard」模拟。

code/X1/part1_decay_conflict/x1_4_conflict_detect.py:32

↓ 1 callersFunctionto_skill_description

将经验模式转化为 Skill 描述。这是记忆系统输出 → Skill 系统输入的关键衔接点。

code/X1/part3_consolidation/x1_14_experience_distill.py:105

↓ 1 callersFunctionupdateReadme

(wallMarkup)

scripts/update-contributors.mjs:91

↓ 1 callersMethodupdate_skill

(self, skill: Skill)

code/X2/services/skill_service.py:45

↓ 1 callersFunctionvector_with_metadata

向量检索 + 元数据过滤：语义搜索 + 结构化字段精确匹配

code/D3/d3_3_compare.py:62

Method__init__

(self)

code/X1/part2_namespace/x1_7_namespace_isolation.py:38

Method__init__

(self, agents_config: dict)

code/X1/part2_namespace/x1_8_promote_and_share.py:34

Method__init__

Initialize extractor with Markdown content. Args: content: Markdown content string

code/X2/parsers/example_extractor.py:19

Method__init__

Initialize extractor with Markdown content. Args: content: Markdown content string

code/X2/parsers/rule_extractor.py:49

Method__init__

Initialize parser with file path. Args: file_path: Path to SKILL.md file

code/X2/parsers/markdown_parser.py:20

Method__init__

(self, path: str = DEFAULT_SEEKDB_PATH)

code/X2/storage/seekdb_storage.py:45

Method__init__

(self, storage_or_path: SkillStorage | str)

code/X2/services/query_service.py:17

Method__init__

(self, storage_or_path: SkillStorage | str)

code/X2/services/skill_service.py:15

Method__init__

(self, storage_or_path: SkillStorage | str)

code/X2/services/migration_service.py:17

Method__init__

Initialize an Example instance. Args: skill_name: Name of the associated skill code: Example code

code/X2/models/example.py:18

Method__init__

Initialize a Rule instance. Args: skill_name: Name of the associated skill rule_type: Type of rule (

code/X2/models/rule.py:18

Method__init__

Initialize a Skill instance. Args: name: Skill name (unique identifier) description: Skill descripti

code/X2/models/skill.py:19

Method__repr__

(self)

code/X2/models/example.py:119

Method__repr__

(self)

code/X2/models/rule.py:114

Method__repr__

(self)

code/X2/models/skill.py:160

Functionagent_a_write

Agent A：用户已从 Java 转向 Go

code/X1/part2_namespace/x1_10_concurrent_write.py:51

Functionagent_b_write

Agent B：用户现在用 Rust 做主力

code/X1/part2_namespace/x1_10_concurrent_write.py:103

code/X2/storage/seekdb_storage.py:53

Methodcreate_skill

(self, skill: Skill)

code/X2/storage/seekdb_storage.py:125

Methodcreate_skill

Persist a new skill. Returns document id.

code/X2/storage/base.py:25

Methoddelete_skill

(self, name: str)

code/X2/services/skill_service.py:48

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