feat(runtime): add session_storage config support - #1
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…rences in async client - dataplane.py:177: correct get_message return annotation from dict[str, Any] to MessageInfo (match actual return and async version) - async_client.py:129,138,167,172: use self.region_name instead of self._async_data_plane.client.region_name, aligning with sync MemoryClient. In other words, AsyncMemoryClient.get_space/list_spaces/update_space/delete_space referenced self._async_data_plane.client.region_name, now use self.region_name instead, matching create_space
…put() Langgraph calls put() after every graph step with the FULL accumulated messages list (not a delta). The previous implementation converted and send ALL messages on every put() call, and the backend do not deduplicate, so an N-step conversation produced N*(N+1)/2 messages instead of N. The extra API calls also caused frequent 429 rate limits. Fix: track per-session persisted message count in the saver. get_tuple() initialize the count from backend state; put() slices messages[last_count:] and only send the delta. Count is updated only after add_messages() succeed, so a failed put() retry the same delta on the next call. The same fix is applied to the async path (aget_tuple/aput).
- memory_service.py: add delete_session method (DELETE /v1/core/spaces/{space_id}/sessions/{session_id})
- memory_service_async.py: add async delete_session method
- dataplane.py: add delete_session method
- dataplane_async.py: add async delete_session method
- client.py: expose delete_session in MemoryClient
- async_client.py: expose delete_session in AsyncMemoryClient
- session.py: add delete() convenience method to MemorySession
- async_session.py: add delete() convenience method to AsyncMemorySession
Remove the pre-delete log and merge space_id/session_id into a single success log after deletion. The "After deletion" warning logs in session layer are also removed since the docstring already covers that. Ref: maintainer review comment on PR
Add session_storage_mount_path field to StorageConfig, alongside sfs_turbo, so users can specify a session storage mount path in the container when creating/deploying a runtime.
fix(memory): align type annotations and correct region attribute references in async client
…e-duplication fix(integration/langgraph): stop message duplication in checkpointer
…ts Memory - interactive navigation assistant with POI search, route planning, and map links via AMap API (mock fallback when key not set) - LangGraph ReAct agent with AgentArtsMemorySessionSaver checkpointer and recall_memory tool for long-term semantic search - TUI (Textual) and CLI modes with multi-session support - bilingual documentation (EN/CN) and configuration templates - add `tui` extra (textual>=0.86.0) to pyproject.toml, include in `all` - add sessions.json to .gitignore for the new demo path
…demo - add auto_recall node: searches AgentArtsMemoryStore before each LLM call and injects top-K relevant memories into the system prompt via [Memory Context], degrading gracefully on search failure - reposition recall_memory tool as on-demand deep recall for queries beyond the auto-injected context - update README (EN/CN) with the hybrid recall architecture diagram, docs for the new node/tool split, and a note on disabling auto-recall for comparison testing - add AUTO_RECALL_TOP_K / AUTO_RECALL_ENABLED to config for tuning the auto-injection behavior - close AgentArtsMemoryStore in the TUI app on unmount to avoid resource leaks - change the default AGENTARTS_CONTROL_ENDPOINT to the SW-Guiyang-1 (cn-southwest-2) region in .env.example and config.py
…mode - extract SYSTEM_PROMPT to prompts.py for independent iteration - create message_utils.py with extract_message_content() and fetch_session_history() to eliminate code duplication between CLI and TUI — TUI's _extract_content and inline MemoryClient logic replaced by the shared helpers - make --debug imply CLI mode so SDK INFO logs scroll naturally in the terminal instead of being wiped by TUI redraws - add _print_debug_trace() with agent.stream(stream_mode="updates") for real-time per-node tracing in debug mode - show recent session message history on CLI resume (matching TUI's existing behavior) - fix CLI message_count to load historical count for resumed sessions instead of overwriting with 0 - update recall_memory docstring from restrictive to encouraging tone (consistent with SYSTEM_PROMPT changes in prompts.py) - fix README latency description from "zero latency" to "saves an LLM round-trip" - add uv pip install langchain-openai to docs for uv users
…on-api feat(memory): add delete_session API support
…anggraph-memory-demo feat(integration): add navigation agent demo with LangGraph + AgentArts Memory
fix(memory): resolve the error in the agent_with_memory example
…y-hermes-#43 feat(memory): Hermes Memory Provider plugin
…orage object
Replace flat string field session_storage_mount_path with
SessionStorageConfig model containing mount_path, serialized as
{"session_storage": {"mount_path": "..."}}.
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Summary
SessionStorageConfig模型，支持mount_path字段storage_config新增session_storage配置项，序列化为{"session_storage": {"mount_path": "..."}}agentarts initYAML 模板同步更新Test plan