From 3590c43793a7036cef23baf33472c93f80508e9a Mon Sep 17 00:00:00 2001 From: openhands Date: Sat, 18 Oct 2025 15:19:57 +0200 Subject: [PATCH 01/79] docs: LLM profiles design + example profile --- docs/llm_profiles.md | 42 ++++++++++++++++++++++++++++++ examples/llm-profiles/example.json | 11 ++++++++ 2 files changed, 53 insertions(+) create mode 100644 docs/llm_profiles.md create mode 100644 examples/llm-profiles/example.json diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md new file mode 100644 index 0000000000..e87b2ab6d2 --- /dev/null +++ b/docs/llm_profiles.md @@ -0,0 +1,42 @@ +LLM Profiles (design) + +Overview + +This document records the design decision for "LLM profiles" (named LLM configuration files) and how they map to the existing LLM model and persistence in the SDK. + +Key decisions + +- Reuse the existing LLM Pydantic model schema. A profile file is simply the JSON dump of an LLM instance (the same shape produced by LLM.model_dump(exclude_none=True) or LLM.load_from_json). +- Storage location: ~/.openhands/llm-profiles/.json. The profile_name is the filename (no extension) used to refer to the profile. +- Do not change ConversationState or Agent serialization format for now. Profiles are a convenience for creating LLM instances and registering them in the runtime LLMRegistry. +- Secrets: do NOT store plaintext API keys in profile files by default. Prefer storing the env var name in the LLM.api_key (via LLM.load_from_env) or keep the API key in runtime SecretsManager. The ProfileManager.save_profile API will expose an include_secrets flag; default False. +- LLM.service_id semantics: keep current behavior (a small set of runtime "usage" identifiers such as 'agent', 'condenser', 'title-gen', etc.). Do not use service_id as the profile name. We will evaluate a rename (service_id -> usage_id) in a separate task (see agent-sdk-23). + +ProfileManager API (summary) + +- list_profiles() -> list[str] +- load_profile(name: str) -> LLM +- save_profile(name: str, llm: LLM, include_secrets: bool = False) -> str (path) +- register_all(registry: LLMRegistry) -> None + +Implementation notes + +- Use LLM.load_from_json(path) for loading and llm.model_dump(exclude_none=True) for saving. +- Default directory: os.path.expanduser('~/.openhands/llm-profiles/') +- When loading, do not inject secrets. The runtime should reconcile secrets via ConversationState/Agent resolve_diff_from_deserialized or via SecretsManager. +- When saving, respect include_secrets flag; if False, ensure secret fields (api_key, aws_* keys) are omitted or masked. + +CLI + +- Use a single flag: --llm to select a profile for the agent LLM. +- Also support an environment fallback: OPENHANDS_LLM_PROFILE. +- Provide commands: `openhands llm list`, `openhands llm show ` (redacts secrets). + +Migration + +- Migration from inline configs to profiles: provide a migration helper script to extract inline LLMs from ~/.openhands/agent_settings.json and conversation base_state.json into ~/.openhands/llm-profiles/.json and update references (manual opt-in by user). + +Notes on service_id rename + +- There is an ongoing discussion about renaming `LLM.service_id` to a clearer name (e.g., `usage_id` or `token_tracking_id`) because `service_id` is overloaded. We will not rename immediately; agent-sdk-23 will investigate the migration and impact. + diff --git a/examples/llm-profiles/example.json b/examples/llm-profiles/example.json new file mode 100644 index 0000000000..c1ff2e0537 --- /dev/null +++ b/examples/llm-profiles/example.json @@ -0,0 +1,11 @@ +{ + "model": "gpt-4o-mini", + "base_url": "https://api.openai.com/v1", + "api_key": null, + "temperature": 0.0, + "max_output_tokens": 1024, + "service_id": "agent", + "metadata": { + "profile_description": "Example profile for local testing (no api_key stored)." + } +} From 9b1e3dbd369f6e08ede66e6a526ad55faab0e1a1 Mon Sep 17 00:00:00 2001 From: openhands Date: Sat, 18 Oct 2025 15:38:52 +0200 Subject: [PATCH 02/79] llm: add profile_id field to LLM (profile filename identifier)\n\nCo-authored-by: openhands --- openhands/sdk/llm/llm.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/openhands/sdk/llm/llm.py b/openhands/sdk/llm/llm.py index b4a4753bc8..170cfba595 100644 --- a/openhands/sdk/llm/llm.py +++ b/openhands/sdk/llm/llm.py @@ -208,6 +208,10 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): "Safety settings for models that support them (like Mistral AI and Gemini)" ), ) + profile_id: str | None = Field( + default=None, + description="Optional profile id (filename under ~/.openhands/llm-profiles).", + ) service_id: str = Field( default="default", description="Unique identifier for LLM. Typically used by LLM registry.", From 21efefef58f16ce8a37923db8790c78f1524133a Mon Sep 17 00:00:00 2001 From: openhands Date: Sat, 18 Oct 2025 15:43:43 +0200 Subject: [PATCH 03/79] feat(llm): add ProfileManager and eagerly register profiles at conversation startup\n\n- ProfileManager manages ~/.openhands/llm-profiles/*.json (load/save/list/register)\n- LocalConversation now calls ProfileManager.register_all to eagerly populate LLMRegistry\n\nCo-authored-by: openhands --- .beads/agent-sdk.db | Bin 0 -> 180224 bytes .worktrees/message-typed | 1 + .worktrees/native-responses | 1 + .worktrees/refactor/llm-tool-api-from-main | 1 + .worktrees/responses | 1 + .worktrees/sonnet-thinking | 1 + AGENTS.md | 1 + CLAUDE.md | 180 ++++ agent-sdk.workspace.code-workspace | 14 + docs/agent-sdk.workspace.code-workspace | 14 + docs/llm-model-info-and-caps.md | 56 ++ docs/llm-refactor.md | 110 +++ log.txt | 825 ++++++++++++++++++ .../conversation/impl/local_conversation.py | 14 + openhands/sdk/llm/profile_manager.py | 79 ++ previous.md | 68 ++ 16 files changed, 1366 insertions(+) create mode 100644 .beads/agent-sdk.db create mode 160000 .worktrees/message-typed create mode 160000 .worktrees/native-responses create mode 160000 .worktrees/refactor/llm-tool-api-from-main create mode 160000 .worktrees/responses create mode 160000 .worktrees/sonnet-thinking create mode 100644 AGENTS.md create mode 100644 CLAUDE.md create mode 100644 agent-sdk.workspace.code-workspace create mode 100644 docs/agent-sdk.workspace.code-workspace create mode 100644 docs/llm-model-info-and-caps.md create mode 100644 docs/llm-refactor.md create mode 100644 log.txt create mode 100644 openhands/sdk/llm/profile_manager.py create mode 100644 previous.md diff --git a/.beads/agent-sdk.db b/.beads/agent-sdk.db new file mode 100644 index 0000000000000000000000000000000000000000..832265a4a5990e7cb7cdac9479fb82677ca38eb9 GIT binary patch literal 180224 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-0,0 +1 @@ +Subproject commit f867039782c66764fff65d8d90286d9ef672091d diff --git a/.worktrees/refactor/llm-tool-api-from-main b/.worktrees/refactor/llm-tool-api-from-main new file mode 160000 index 0000000000..99898e73ec --- /dev/null +++ b/.worktrees/refactor/llm-tool-api-from-main @@ -0,0 +1 @@ +Subproject commit 99898e73ec3119a7e988eb586f7d8f97565c9af5 diff --git a/.worktrees/responses b/.worktrees/responses new file mode 160000 index 0000000000..72a68a1b49 --- /dev/null +++ b/.worktrees/responses @@ -0,0 +1 @@ +Subproject commit 72a68a1b49f3cf5a80494092059056e8d34062ee diff --git a/.worktrees/sonnet-thinking b/.worktrees/sonnet-thinking new file mode 160000 index 0000000000..e6e480db63 --- /dev/null +++ b/.worktrees/sonnet-thinking @@ -0,0 +1 @@ +Subproject commit e6e480db634ba0f9b98818986afa6826f3f66220 diff --git a/AGENTS.md b/AGENTS.md new file mode 100644 index 0000000000..22644d6fc4 --- /dev/null +++ b/AGENTS.md @@ -0,0 +1 @@ +We track work in Beads. Run `bd quickstart` to see how. diff --git a/CLAUDE.md b/CLAUDE.md new file mode 100644 index 0000000000..db09863b2f --- /dev/null +++ b/CLAUDE.md @@ -0,0 +1,180 @@ +# CLAUDE.md + +This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository. + +## Project Overview + +OpenHands Agent SDK enables building software with AI agents. This SDK powers the OpenHands project and allows developers to create custom agents that write code, debug issues, automate tasks, and interact with various tools. + +The repository is structured as a **UV workspace** with four main packages: +- `openhands/sdk`: Core agent functionality, LLM integration, conversation management +- `openhands/tools`: Built-in tools (bash, file editing, task tracking, browser automation) +- `openhands/workspace`: Workspace management (local and remote execution environments) +- `openhands/agent_server`: FastAPI-based REST/WebSocket server for remote agent interactions + +## Development Commands + +### Environment Setup +```bash +# Initial setup (install dependencies + pre-commit hooks) +make build + +# Add new dependencies +uv add package-name # Runtime dependency +uv add --dev package-name # Development dependency +``` + +### Code Quality +```bash +# Format code +make format # or: uv run ruff format + +# Lint and auto-fix +make lint # or: uv run ruff check --fix + +# Type checking +uv run pyright # Runs on pre-commit + +# Run all pre-commit hooks +uv run pre-commit run --all-files +uv run pre-commit run --files path/to/file.py +``` + +### Testing +```bash +# Run all tests +uv run pytest + +# Run specific test suites +uv run pytest tests/sdk/ +uv run pytest tests/tools/ +uv run pytest tests/agent_server/ +uv run pytest tests/cross/ +uv run pytest tests/integration/ + +# Run with coverage +uv run pytest --cov=openhands --cov-report=html + +# Run specific test file or function +uv run pytest tests/sdk/test_conversation.py +uv run pytest tests/sdk/test_conversation.py::test_function_name +``` + +### Agent Server +```bash +# Build server executable +make build-server + +# Validate OpenAPI schema +make test-server-schema +``` + +### Running Examples +```bash +# Set API key first +export LLM_API_KEY=your_key_here + +# Run examples (standalone SDK usage) +uv run python examples/01_standalone_sdk/*.py + +# Examples requiring agent server +cd examples/02_remote_agent_server +# Follow README in that directory +``` + +## Architecture + +### Core SDK Architecture + +**Agent (`openhands/sdk/agent/`)**: The central orchestrator that coordinates LLMs, tools, and conversation state. Agents can be created via presets (`get_default_agent()` or `get_planning_agent()`) or manually configured with specific tools. + +**Conversation (`openhands/sdk/conversation/`)**: Manages interaction flow between users and agents. Key components: +- `Conversation`: Main class for SDK usage +- `LocalConversation`: Runs agent locally in same process +- `RemoteConversation`: Connects to remote agent via WebSocket +- `EventStore`: Persists conversation history +- `StuckDetector`: Detects and handles infinite loops + +**LLM Integration (`openhands/sdk/llm/`)**: Unified interface for multiple LLM providers via LiteLLM. Supports function calling, multimodal inputs, and custom routing strategies. `LLMRegistry` manages shared LLM configurations. + +**Context Management (`openhands/sdk/context/`)**: Controls agent behavior and memory: +- `AgentContext`: System/user message customization +- `Microagents`: Inject context based on triggers (repo-wide or keyword-based) +- `Condenser`: Manages conversation history truncation (e.g., `LLMSummarizingCondenser` replaces old events with summaries) + +**Tools (`openhands/sdk/tool/` and `openhands/tools/`)**: Tools are registered via `register_tool()` and instantiated with `Tool()` specs: +- `BashTool`: Execute bash commands in persistent shell +- `FileEditorTool`: Create/edit files with advanced editing capabilities +- `TaskTrackerTool`: Organize and track development tasks +- `BrowserToolSet`: Web automation (disabled in CLI mode) +- Built-in tools: `ThinkTool` (reasoning) and `FinishTool` (task completion) + +**MCP Integration (`openhands/sdk/mcp/`)**: Model Context Protocol support for external tool providers. Default preset includes `mcp-server-fetch` (web fetching) and `repomix` (codebase packing). + +**Security (`openhands/sdk/security/`)**: `LLMSecurityAnalyzer` analyzes tool calls for potential risks and can prompt for user confirmation on risky actions. + +**Events (`openhands/sdk/event/`)**: All actions and observations are represented as events. `LLMConvertibleEvent` types can be serialized to/from LLM messages. + +### Agent Server Architecture + +**API Layer (`openhands/agent_server/api.py`)**: FastAPI application with REST endpoints and WebSocket support. Routes are organized by domain: +- `conversation_router`: Create/manage conversations +- `event_router`: Query conversation events +- `bash_router`, `file_router`, `tool_router`: Direct tool access +- `vscode_router`, `desktop_router`: IDE/desktop integration +- `sockets_router`: WebSocket connections for real-time updates + +**Services**: +- `conversation_service`: Manages conversation lifecycle +- `vscode_service`, `desktop_service`: Optional IDE/desktop environment management + +**Pub/Sub (`pub_sub.py`)**: In-memory event bus for broadcasting conversation updates to WebSocket clients. + +**Docker Support**: Dockerfiles in `openhands/agent_server/docker/` for containerized deployment. + +### Workspace Management + +**Workspace (`openhands/workspace/`)**: Abstracts execution environments. `LocalWorkspace` runs on host, `RemoteWorkspace` connects to remote environments via API. + +## Key Patterns and Conventions + +### Tool Development +Tools must inherit from `ToolBase` and implement `get_schema()` and `execute()`. Register tools before agent creation: +```python +from openhands.sdk.tool import register_tool +register_tool("MyTool", MyToolClass) +``` + +### Conversation Flow +1. Create agent with LLM and tools +2. Create conversation with agent +3. Send messages via `conversation.send_message()` +4. Run conversation with `conversation.run()` (blocks until agent awaits user input) +5. Access events via `conversation.events` + +### Event-Driven Design +All interactions are events. Tools produce `Action` events (what agent wants to do) and `Observation` events (results). The conversation loop processes events until agent enters "await user input" state. + +### UV Workspace Structure +This is a monorepo with inter-package dependencies managed by UV workspace. When modifying dependencies: +- Add to the appropriate package's `pyproject.toml` +- Run `uv sync` to update lockfile +- Workspace sources are defined in root `pyproject.toml` `[tool.uv.sources]` + +### Testing Structure +- `tests/sdk/`: Core SDK functionality tests +- `tests/tools/`: Individual tool tests +- `tests/agent_server/`: Server API tests +- `tests/cross/`: Cross-package integration tests +- `tests/integration/`: Full end-to-end tests +- Use `pytest-asyncio` for async tests (asyncio_mode = "auto" in pyproject.toml) + +## Important Notes + +- Python 3.12+ required +- UV 0.8.13+ required for workspace support +- Pre-commit hooks enforce ruff formatting, linting, pycodestyle, and pyright type checking +- All LLM interactions go through LiteLLM for provider abstraction +- Default preset includes MCP servers: `mcp-server-fetch` and `repomix` +- Browser tools are automatically disabled when `cli_mode=True` +- Security analyzer is enabled by default in the default preset diff --git a/agent-sdk.workspace.code-workspace b/agent-sdk.workspace.code-workspace new file mode 100644 index 0000000000..ef4df70c86 --- /dev/null +++ b/agent-sdk.workspace.code-workspace @@ -0,0 +1,14 @@ +{ + "folders": [ + { + "path": "." + }, + { + "path": "../odie-cli" + }, + { + "path": "../../.openhands" + } + ], + "settings": {} +} \ No newline at end of file diff --git a/docs/agent-sdk.workspace.code-workspace b/docs/agent-sdk.workspace.code-workspace new file mode 100644 index 0000000000..ef4df70c86 --- /dev/null +++ b/docs/agent-sdk.workspace.code-workspace @@ -0,0 +1,14 @@ +{ + "folders": [ + { + "path": "." + }, + { + "path": "../odie-cli" + }, + { + "path": "../../.openhands" + } + ], + "settings": {} +} \ No newline at end of file diff --git a/docs/llm-model-info-and-caps.md b/docs/llm-model-info-and-caps.md new file mode 100644 index 0000000000..ecd93bce8d --- /dev/null +++ b/docs/llm-model-info-and-caps.md @@ -0,0 +1,56 @@ +# Model Info and Capabilities Initialization + +Problem +- `_init_model_info_and_caps()` mixes network I/O, name fallback heuristics, capability derivation, and policy (e.g., Claude 64k override). This reduces readability, slows object construction, and complicates testing. + +Goals +- Keep initialization fast and predictable. +- Isolate provider-specific probing and capability derivation. +- Make Anthropic-specific rules easy to find and change. +- Avoid repeated network calls for the same model/base_url. + +Proposed Structure +1) Resolver with cache +- `resolve_model_info(model: str, base_url: str | None, api_key: SecretStr | None) -> dict | None` +- Tries in order: + 1. If model.startswith("openrouter"): litellm.get_model_info(model) + 2. If model.startswith("litellm_proxy/"): fetch from `{base_url}/v1/model/info`, find matching `model_name`, return `model_info` + 3. Fallback: litellm.get_model_info(model.split(":")[0]) + 4. Fallback: litellm.get_model_info(model.split("/")[-1]) +- Wrap in an LRU cache keyed by `(provider_tag, normalized_model, base_url)`. +- Apply a short timeout on httpx.get and handle errors gracefully. + +2) Pure derivations +- `derive_token_limits(model: str, model_info: dict | None, existing_max_in: int | None, existing_max_out: int | None) -> tuple[int | None, int | None]` + - Respect existing values when already provided by the user. + - If Anthropic family and no explicit max_output_tokens, apply a practical cap (e.g., 64k) via a shared Anthropic helper. + - Use model_info["max_input_tokens"] / ["max_output_tokens"] / ["max_tokens"] as fallbacks. +- `compute_function_calling_active(native_override: bool | None, features) -> bool` + - If user sets `native_tool_calling` use it; otherwise features.supports_function_calling. + +3) Anthropic helpers (co-located) +- `anthropic/cache.py` → apply_prompt_caching(messages) +- `anthropic/tokens.py` → claude_practical_max_output(model) -> int | None +- `anthropic/reasoning.py` → headers and interleaved-thinking beta logic + +4) Initialization flow inside LLM +- During validation: set telemetry/metrics/tokenizer. +- Call `self._initialize_model_profile()` (small): + - `self._model_info = resolve_model_info(self.model, self.base_url, self.api_key)` + - `(self.max_input_tokens, self.max_output_tokens) = derive_token_limits(...)` + - `self._function_calling_active = compute_function_calling_active(self.native_tool_calling, get_features(self.model))` +- Optionally lazy: if we defer resolver to first use, ensure `clone()` carries resolved profile forward to avoid surprises. + +Base URL Scheme for Local/Proxy +- If `base_url` lacks a scheme, default to `http://` for localhost/intranet friendliness, with a clear debug log: "No scheme in base_url, defaulting to http://". +- Optionally add `force_https: bool = False` flag to override behavior when desired. + +Why This Works +- Readability: every function does one thing; the big method is gone. +- Testability: resolver can be mocked, derivations are pure and easy to unit test. +- Performance: model info cached across instances; no repeated network calls. +- Extensibility: Anthropic rules live together; adding providers won’t bloat LLM. + +Open Questions +- Should we always default to `http://` when no scheme, or default to `https://` and special-case `localhost`/`127.0.0.1`? Defaulting to `http://` is convenient for local dev; we can add a security note in docs. +- How large should the resolver LRU cache be? Likely tiny (e.g., 64 entries) since models are a short list. diff --git a/docs/llm-refactor.md b/docs/llm-refactor.md new file mode 100644 index 0000000000..9fcd7143b9 --- /dev/null +++ b/docs/llm-refactor.md @@ -0,0 +1,110 @@ +# LLM Refactor Plan: Simplicity, Streaming/Async, Stateful Responses + +Context +- The current LLM class (openhands/sdk/llm/llm.py) has grown large and mixes several concerns: config, feature detection, message formatting, tool strategy (native vs mock), provider option selection, transport calls, retry+telemetry, and post-processing. +- Today: sync-only, non-streaming for both Chat Completions and OpenAI Responses API. No stateful Responses API. +- Goals: improve readability, keep public API stable, and create clear extension points for stateful Responses API, streaming, async, and on‑the‑fly LLM switching. + +Design Principles +- Thin Facade: Keep LLM as a small, readable entry point that delegates. +- Small Modules, One Responsibility: favor 50–150 LOC modules that do one thing well. +- Composition over Inheritance: avoid complex adapter hierarchies; use simple functions/classes. +- Backward Compatible: keep LLM.completion and LLM.responses behavior intact. + +Proposed Architecture +1) Formatters (pure): + - formatters/chat.py + - prepare_chat_messages(llm, messages) -> list[dict] + - Applies Anthropic cache markers only when relevant. + - Applies vision/function-calling flags. + - Uses Message.to_llm_dict(). + - formatters/responses.py + - prepare_responses_input(llm, messages) -> (instructions: str | None, input_items: list[dict]) + - Vision only; no cache flags. + - Uses Message.to_responses_value(). + +2) Tools: + - tools/prepare.py + - build_chat_tools(tools) -> list[ChatCompletionToolParam] + - build_responses_tools(tools) -> list[Responses ToolParam] + - tools/strategy.py + - choose_tool_strategy(llm, chat_tools) -> strategy + - NativeToolStrategy: send tools natively (when supported) + - MockToolStrategy: pre/post transforms for prompt-mocked tool calls + +3) Options (rename normalize_* → select_options_*): + - options/chat_options.py + - select_chat_options(llm, user_kwargs, has_tools: bool) -> dict + - options/responses_options.py + - select_responses_options(llm, user_kwargs, include, store) -> dict + +4) Transport (litellm boundary): + - transport/chat.py + - transport_chat_sync(model, messages, options) -> ModelResponse + - (future) transport_chat_stream/async + - transport/responses.py + - transport_responses_sync(model, instructions, input_items, tools, options) -> ResponsesAPIResponse + - (future) transport_responses_stream/async + - Keep litellm.modify_params guard centralized here. + +5) Invocation (retry + telemetry): + - invocation/chat_invoker.py + - call_sync(ctx) -> LLMResponse + - (future) call_stream/call_async/call_async_stream + - invocation/responses_invoker.py + - call_sync(ctx) -> LLMResponse + +6) Caching (Anthropic-only flags today): + - caching/anthropic_cache.py + - apply_prompt_caching(messages) -> None + +7) Streaming/Async (future): + - streaming/events.py: {TextDelta, ToolCallDelta, ReasoningDelta, UsageDelta, Error, End} + - streaming/aggregator.py: fold deltas into final Message/Usage + +Public LLM Surface (unchanged now, future-ready) +- completion(...) +- responses(...) +- (future) completion_stream(...), responses_stream(...) +- (future) acompletion(...), aresponses(...), acompletion_stream(...), aresponses_stream(...) + +On‑the‑fly LLM switching +- Prefer clone-and-swap: LLM.clone(**overrides) returns a new configured instance; Agent swaps atomically. +- Optionally use a lightweight LLMHandle wrapper that the Agent holds; handle.set(new_llm) hot-swaps internally. + +Stateful Responses API (future) +- responses_invoker + responses transport accept store=True and session/thread identifiers from select_responses_options. +- No changes required in LLM facade beyond plumbing. + +Refactor of _init_model_info_and_caps() +Current behavior (mixed concerns): performs provider-specific model_info fetches (including network), sets token limits and function-calling capability. This couples init-time side effects, network I/O, and policy. + +We will: +- Extract a resolver: resolve_model_info(model, base_url, api_key) with an LRU cache. Supports openrouter, litellm_proxy, and basename fallbacks. +- Extract pure derivations: + - derive_token_limits(model, model_info) + - compute_function_calling_active(native_override, features) +- Consider lazy loading guarded by ensure_model_info_loaded(), but be mindful of clone(): clone should carry over resolved model profile so we avoid late surprises. + +Anthropic-specific logic +- Group Anthropic-specific concerns behind a small module anthropic/: + - anthropic/cache.py: apply_prompt_caching(...) + - anthropic/tokens.py: optional token/output caps overrides (e.g., Claude practical 64k) + - anthropic/reasoning.py: extended thinking headers, interleaved-thinking beta, etc. +- Chat and Responses option selectors call into these helpers only when get_features(model).is_anthropic is true. This keeps Anthropic “stuff” co-located and easy to find without over-engineering adapters. + +Base URL scheme for local/proxy +- If base_url has no scheme, default to http:// to support localhost/intranet usage, but log a concise debug message. If security is a concern in some environments, allow an LLM flag to force https. + +Migration Plan (incremental) +1) Extract prepare_* and select_options_* helpers (rename from normalize_*). No behavior change. +2) Extract chat/responses transport and centralize litellm.modify_params guard. +3) Introduce ToolStrategy (native/mock) using existing mixin logic. +4) Add Chat/Responses invokers (retry + telemetry) and delegate from LLM. +5) Introduce model_info resolver + derivations; replace _init_model_info_and_caps with a small initializer that calls the resolver and derivations. +6) Add streaming/async in invokers. + +Readability Wins +- Each module is short, with purpose-revealing names. +- LLM methods read as: prepare → select options → transport → postprocess → wrap. +- Provider quirks (Anthropic) are grouped and opt-in by features. diff --git a/log.txt b/log.txt new file mode 100644 index 0000000000..000890ce36 --- /dev/null +++ b/log.txt @@ -0,0 +1,825 @@ +#15 FROM ghcr.io/astral-sh/uv:latest@sha256:6dbd7c42a9088083fa79e41431a579196a189bcee3ae68ba904ac2bf77765867 +#15 DONE 0.0s + +#16 importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-main +#16 ... + +#17 importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-vscode-settings-extension +#17 ERROR: failed to configure registry cache importer: ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-vscode-settings-extension: not found + +#16 importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-main +#16 ERROR: failed to configure registry cache importer: ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-main: not found + +#13 [internal] load build context +#13 transferring context: 40.71kB 0.0s done +#13 DONE 0.0s + +#11 [internal] settings cache mount permissions +#11 CACHED + +#18 [builder 2/7] COPY --from=ghcr.io/astral-sh/uv /uv /uvx /bin/ +#18 CACHED + +#19 [builder 3/7] RUN groupadd -g 10001 openhands && useradd -m -u 10001 -g 10001 -s /usr/sbin/nologin openhands +#19 CACHED + +#20 [builder 4/7] WORKDIR /agent-server +#20 CACHED + +#21 [builder 5/7] COPY --chown=openhands:openhands pyproject.toml uv.lock README.md LICENSE ./ +#21 CACHED + +#22 [builder 6/7] COPY --chown=openhands:openhands openhands ./openhands +#22 DONE 0.2s + +#23 [builder 7/7] RUN --mount=type=cache,target=/home/openhands/.cache,uid=10001,gid=10001 uv sync --frozen --no-editable +#23 0.103 Using CPython 3.12.12 interpreter at: /usr/local/bin/python +#23 0.103 Creating virtual environment at: .venv +#23 0.127 Building openhands-agent-server @ file:///agent-server/openhands/agent_server +#23 0.128 Building openhands-sdk @ file:///agent-server/openhands/sdk +#23 0.128 Building openhands-tools @ file:///agent-server/openhands/tools +#23 0.129 Building openhands-workspace @ file:///agent-server/openhands/workspace +#23 1.155 Built openhands-workspace @ file:///agent-server/openhands/workspace +#23 1.155 Built openhands-tools @ file:///agent-server/openhands/tools +#23 1.162 Built openhands-agent-server @ file:///agent-server/openhands/agent_server +#23 1.163 Built openhands-sdk @ file:///agent-server/openhands/sdk +#23 1.188 Prepared 4 packages in 1.06s +#23 1.189 warning: Failed to hardlink files; falling back to full copy. This may lead to degraded performance. +#23 1.189 If the cache and target directories are on different filesystems, hardlinking may not be supported. +#23 1.189 If this is intentional, set `export UV_LINK_MODE=copy` or use `--link-mode=copy` to suppress this warning. +#23 1.783 Installed 183 packages in 594ms +#23 1.783 + aiofiles==24.1.0 +#23 1.783 + aiohappyeyeballs==2.6.1 +#23 1.783 + aiohttp==3.12.15 +#23 1.783 + aiosignal==1.4.0 +#23 1.783 + aiosqlite==0.21.0 +#23 1.783 + alembic==1.16.5 +#23 1.783 + altair==5.5.0 +#23 1.783 + altgraph==0.17.4 +#23 1.783 + annotated-types==0.7.0 +#23 1.783 + anthropic==0.68.0 +#23 1.783 + anyio==4.10.0 +#23 1.783 + attrs==25.3.0 +#23 1.783 + authlib==1.6.4 +#23 1.783 + backoff==2.2.1 +#23 1.783 + bashlex==0.18 +#23 1.783 + binaryornot==0.4.4 +#23 1.783 + blinker==1.9.0 +#23 1.783 + browser-use==0.7.9 +#23 1.783 + bubus==1.5.6 +#23 1.783 + cachetools==5.5.2 +#23 1.783 + cdp-use==1.4.1 +#23 1.783 + certifi==2025.8.3 +#23 1.783 + cffi==2.0.0 +#23 1.783 + cfgv==3.4.0 +#23 1.783 + chardet==5.2.0 +#23 1.783 + charset-normalizer==3.4.3 +#23 1.783 + click==8.2.1 +#23 1.783 + coverage==7.10.6 +#23 1.783 + cryptography==46.0.1 +#23 1.783 + cyclopts==3.24.0 +#23 1.783 + distlib==0.4.0 +#23 1.783 + distro==1.9.0 +#23 1.783 + dnspython==2.8.0 +#23 1.783 + docker==7.1.0 +#23 1.783 + docstring-parser==0.17.0 +#23 1.783 + docutils==0.22.1 +#23 1.783 + email-validator==2.3.0 +#23 1.783 + exceptiongroup==1.3.0 +#23 1.783 + fastapi==0.116.2 +#23 1.783 + fastmcp==2.12.3 +#23 1.783 + fastuuid==0.13.5 +#23 1.783 + filelock==3.19.1 +#23 1.783 + frozenlist==1.7.0 +#23 1.783 + fsspec==2025.9.0 +#23 1.783 + func-timeout==4.3.5 +#23 1.783 + gitdb==4.0.12 +#23 1.783 + gitpython==3.1.45 +#23 1.783 + google-api-core==2.25.1 +#23 1.784 + google-api-python-client==2.182.0 +#23 1.784 + google-auth==2.40.3 +#23 1.784 + google-auth-httplib2==0.2.0 +#23 1.784 + google-auth-oauthlib==1.2.2 +#23 1.784 + google-genai==1.38.0 +#23 1.784 + googleapis-common-protos==1.70.0 +#23 1.784 + greenlet==3.2.4 +#23 1.784 + groq==0.31.1 +#23 1.784 + h11==0.16.0 +#23 1.784 + hf-xet==1.1.10 +#23 1.784 + html2text==2025.4.15 +#23 1.784 + httpcore==1.0.9 +#23 1.784 + httplib2==0.31.0 +#23 1.784 + httpx==0.28.1 +#23 1.784 + httpx-sse==0.4.1 +#23 1.784 + huggingface-hub==0.35.0 +#23 1.784 + identify==2.6.14 +#23 1.784 + idna==3.10 +#23 1.784 + importlib-metadata==8.7.0 +#23 1.784 + iniconfig==2.1.0 +#23 1.784 + isodate==0.7.2 +#23 1.784 + jinja2==3.1.6 +#23 1.784 + jiter==0.11.0 +#23 1.784 + jsonschema==4.25.1 +#23 1.784 + jsonschema-path==0.3.4 +#23 1.784 + jsonschema-specifications==2025.9.1 +#23 1.784 + lazy-object-proxy==1.12.0 +#23 1.784 + libtmux==0.46.2 +#23 1.784 + litellm==1.77.7 (from git+https://github.com/BerriAI/litellm.git@763d2f8ccdd8412dbe6d4ac0e136d9ac34dcd4c0) +#23 1.784 + mako==1.3.10 +#23 1.784 + markdown-it-py==4.0.0 +#23 1.784 + markupsafe==3.0.2 +#23 1.784 + mcp==1.14.1 +#23 1.784 + mdurl==0.1.2 +#23 1.784 + more-itertools==10.8.0 +#23 1.784 + multidict==6.6.4 +#23 1.784 + narwhals==2.5.0 +#23 1.784 + nodeenv==1.9.1 +#23 1.784 + nodejs-wheel-binaries==22.19.0 +#23 1.784 + numpy==2.3.3 +#23 1.784 + oauthlib==3.3.1 +#23 1.784 + ollama==0.5.4 +#23 1.784 + openai==1.108.1 +#23 1.784 + openapi-core==0.19.5 +#23 1.784 + openapi-pydantic==0.5.1 +#23 1.784 + openapi-schema-validator==0.6.3 +#23 1.784 + openapi-spec-validator==0.7.2 +#23 1.784 + openhands-agent-server==1.0.0 (from file:///agent-server/openhands/agent_server) +#23 1.784 + openhands-sdk==1.0.0 (from file:///agent-server/openhands/sdk) +#23 1.784 + openhands-tools==1.0.0 (from file:///agent-server/openhands/tools) +#23 1.784 + openhands-workspace==1.0.0 (from file:///agent-server/openhands/workspace) +#23 1.784 + packaging==25.0 +#23 1.784 + pandas==2.3.2 +#23 1.784 + parse==1.20.2 +#23 1.784 + pathable==0.4.4 +#23 1.784 + pillow==11.3.0 +#23 1.784 + platformdirs==4.4.0 +#23 1.784 + pluggy==1.6.0 +#23 1.784 + portalocker==2.10.1 +#23 1.784 + posthog==6.7.5 +#23 1.784 + pre-commit==4.3.0 +#23 1.784 + propcache==0.3.2 +#23 1.784 + proto-plus==1.26.1 +#23 1.784 + protobuf==6.32.1 +#23 1.784 + psutil==7.1.0 +#23 1.784 + py==1.11.0 +#23 1.785 + pyarrow==21.0.0 +#23 1.785 + pyasn1==0.6.1 +#23 1.785 + pyasn1-modules==0.4.2 +#23 1.785 + pycodestyle==2.14.0 +#23 1.785 + pycparser==2.23 +#23 1.785 + pydantic==2.11.9 +#23 1.785 + pydantic-core==2.33.2 +#23 1.785 + pydantic-settings==2.10.1 +#23 1.785 + pydeck==0.9.1 +#23 1.785 + pygments==2.19.2 +#23 1.785 + pyinstaller==6.16.0 +#23 1.785 + pyinstaller-hooks-contrib==2025.8 +#23 1.785 + pyotp==2.9.0 +#23 1.785 + pyparsing==3.2.4 +#23 1.785 + pypdf==6.0.0 +#23 1.785 + pyperclip==1.10.0 +#23 1.785 + pyright==1.1.405 +#23 1.785 + pytest==8.4.2 +#23 1.785 + pytest-asyncio==1.2.0 +#23 1.785 + pytest-cov==7.0.0 +#23 1.785 + pytest-forked==1.6.0 +#23 1.785 + pytest-timeout==2.4.0 +#23 1.785 + python-dateutil==2.9.0.post0 +#23 1.785 + python-dotenv==1.1.1 +#23 1.785 + python-frontmatter==1.1.0 +#23 1.785 + python-json-logger==3.3.0 +#23 1.785 + python-multipart==0.0.20 +#23 1.785 + pytz==2025.2 +#23 1.785 + pyyaml==6.0.2 +#23 1.785 + referencing==0.36.2 +#23 1.785 + regex==2025.9.18 +#23 1.785 + reportlab==4.4.4 +#23 1.785 + requests==2.32.5 +#23 1.785 + requests-oauthlib==2.0.0 +#23 1.785 + rfc3339-validator==0.1.4 +#23 1.785 + rich==14.1.0 +#23 1.785 + rich-rst==1.3.1 +#23 1.785 + rpds-py==0.27.1 +#23 1.785 + rsa==4.9.1 +#23 1.785 + ruff==0.13.1 +#23 1.785 + screeninfo==0.8.1 +#23 1.785 + setuptools==80.9.0 +#23 1.785 + six==1.17.0 +#23 1.785 + smmap==5.0.2 +#23 1.785 + sniffio==1.3.1 +#23 1.785 + sqlalchemy==2.0.43 +#23 1.785 + sse-starlette==3.0.2 +#23 1.785 + starlette==0.48.0 +#23 1.785 + streamlit==1.49.1 +#23 1.785 + tabulate==0.9.0 +#23 1.785 + tenacity==9.1.2 +#23 1.785 + tiktoken==0.11.0 +#23 1.785 + tokenizers==0.22.1 +#23 1.785 + toml==0.10.2 +#23 1.785 + tornado==6.5.2 +#23 1.785 + tqdm==4.67.1 +#23 1.785 + typing-extensions==4.15.0 +#23 1.785 + typing-inspection==0.4.1 +#23 1.785 + tzdata==2025.2 +#23 1.785 + uritemplate==4.2.0 +#23 1.785 + urllib3==2.5.0 +#23 1.785 + uuid7==0.1.0 +#23 1.785 + uvicorn==0.35.0 +#23 1.785 + virtualenv==20.34.0 +#23 1.785 + watchdog==6.0.0 +#23 1.785 + websockets==15.0.1 +#23 1.785 + werkzeug==3.1.1 +#23 1.785 + yarl==1.20.1 +#23 1.785 + zipp==3.23.0 +#23 DONE 2.4s + +#24 [base-image-minimal 3/4] COPY --from=ghcr.io/astral-sh/uv /uv /uvx /bin/ +#24 CACHED + +#25 [base-image 1/7] RUN set -eux; mkdir -p $(dirname /openhands/.openvscode-server); arch=$(uname -m); if [ "${arch}" = "x86_64" ]; then arch="x64"; elif [ "${arch}" = "aarch64" ]; then arch="arm64"; elif [ "${arch}" = "armv7l" ]; then arch="armhf"; fi; wget https://github.com/gitpod-io/openvscode-server/releases/download/openvscode-server-v1.98.2/openvscode-server-v1.98.2-linux-${arch}.tar.gz; tar -xzf openvscode-server-v1.98.2-linux-${arch}.tar.gz; if [ -d "/openhands/.openvscode-server" ]; then rm -rf "/openhands/.openvscode-server"; fi; mv openvscode-server-v1.98.2-linux-${arch} /openhands/.openvscode-server; cp /openhands/.openvscode-server/bin/remote-cli/openvscode-server /openhands/.openvscode-server/bin/remote-cli/code; rm -f openvscode-server-v1.98.2-linux-${arch}.tar.gz; chown -R openhands:openhands /openhands/.openvscode-server +#25 CACHED + +#26 [base-image 2/7] RUN set -eux; if grep -q "ubuntu" /etc/os-release; then install -m 0755 -d /etc/apt/keyrings; curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc; chmod a+r /etc/apt/keyrings/docker.asc; echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable" | tee /etc/apt/sources.list.d/docker.list > /dev/null; else install -m 0755 -d /etc/apt/keyrings; curl -fsSL https://download.docker.com/linux/debian/gpg -o /etc/apt/keyrings/docker.asc; chmod a+r /etc/apt/keyrings/docker.asc; echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/debian bookworm stable" | tee /etc/apt/sources.list.d/docker.list > /dev/null; fi; apt-get update; apt-get install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin; apt-get clean; rm -rf /var/lib/apt/lists/* +#26 CACHED + +#27 [base-image 3/7] RUN mkdir -p /etc/docker && echo '{"mtu": 1450}' > /etc/docker/daemon.json +#27 CACHED + +#28 [base-image 4/7] RUN set -eux; apt-get update; apt-get install -y --no-install-recommends tigervnc-standalone-server xfce4 dbus-x11 novnc websockify $(if grep -q "ubuntu" /etc/os-release; then echo "chromium-browser"; else echo "chromium"; fi); apt-get clean; rm -rf /var/lib/apt/lists/* +#28 CACHED + +#29 [base-image 5/7] RUN chown -R openhands:openhands /usr/share/novnc +#29 CACHED + +#30 [base-image-minimal 2/4] RUN set -eux; apt-get update; apt-get install -y --no-install-recommends ca-certificates curl wget sudo apt-utils git jq tmux build-essential coreutils util-linux procps findutils grep sed apt-transport-https gnupg lsb-release; (getent group 10001 || groupadd -g 10001 openhands); (id -u openhands >/dev/null 2>&1 || useradd -m -u 10001 -g 10001 -s /bin/bash openhands); usermod -aG sudo openhands; echo "openhands ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers; mkdir -p /workspace/project; chown -R openhands:openhands /workspace; rm -rf /var/lib/apt/lists/* +#30 CACHED + +#31 [base-image 6/7] COPY --chown=openhands:openhands openhands/agent_server/docker/wallpaper.svg /usr/share/backgrounds/xfce/xfce-shapes.svg +#31 CACHED + +#32 [source 1/2] COPY --chown=openhands:openhands --from=builder /agent-server /agent-server +#32 DONE 2.0s + +#33 [source 2/2] COPY --chown=openhands:openhands --from=builder /agent-server/openhands/agent_server/vscode_extensions /openhands/.openvscode-server/extensions +#33 DONE 0.1s + +#34 exporting to image +#34 exporting layers +#34 exporting layers 1.7s done +#34 writing image sha256:97a17ba72cf8e9a01177eaa430636ec6de8c86bd13da14ced864b4569a064d12 +#34 writing image sha256:97a17ba72cf8e9a01177eaa430636ec6de8c86bd13da14ced864b4569a064d12 done +#34 naming to ghcr.io/all-hands-ai/agent-server:71d1a9f-custom-dev done +#34 naming to ghcr.io/all-hands-ai/agent-server:v1.0.0_nikolaik_s_python-nodejs_tag_python3.12-nodejs22-dev done +#34 DONE 1.7s +------ + > importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-vscode-settings-extension: +------ +------ + > importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-main: +------ + +View build details: docker-desktop://dashboard/build/desktop-linux/desktop-linux/c52mydc2har9e73bfl9d6ipr1 +[build] Done. Tags: + - ghcr.io/all-hands-ai/agent-server:71d1a9f-custom-dev + - ghcr.io/all-hands-ai/agent-server:v1.0.0_nikolaik_s_python-nodejs_tag_python3.12-nodejs22-dev +BUILD DONE. +[10/12/25 23:34:14] INFO Using image: ghcr.io/all-hands-ai/agent-server:71d1a9f-custom-dev workspace.py:179 +[10/12/25 23:34:14] INFO $ docker run -d --platform linux/arm64 --rm --name command.py:27 + agent-server-9727b297-a0b7-4606-acc0-72d2df11fe35 -e + LLM_API_KEY=sk-7QlqTKmhtDfJfwQjwZZqPQ -p 8010:8000 -p 8011:8001 -p 8012:8002 + ghcr.io/all-hands-ai/agent-server:71d1a9f-custom-dev --host 0.0.0.0 --port 8000 +a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +[10/12/25 23:34:14] INFO Started container: workspace.py:326 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +[10/12/25 23:34:14] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:15] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:16] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:16,780", "levelname": "WARNING", "name": "uvicorn.error", "filename": "config.py", "lineno": 283, "message": "Current configuration will not reload as not all conditions are met, please refer to documentation."} +[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/websockets/legacy/__init__.py:6: DeprecationWarning: websockets.legacy is deprecated; see https://websockets.readthedocs.io/en/stable/howto/upgrade.html for upgrade instructions +[DOCKER] warnings.warn( # deprecated in 14.0 - 2024-11-09 +[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/uvicorn/protocols/websockets/websockets_impl.py:17: DeprecationWarning: websockets.server.WebSocketServerProtocol is deprecated +[DOCKER] from websockets.server import WebSocketServerProtocol +[10/12/25 23:34:17] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:17,932", "levelname": "INFO", "name": "uvicorn.error", "filename": "server.py", "lineno": 84, "message": "Started server process [1]", "color_message": "Started server process [\u001b[36m%d\u001b[0m]"} +[DOCKER] {"asctime": "2025-10-12 21:34:17,932", "levelname": "INFO", "name": "uvicorn.error", "filename": "on.py", "lineno": 48, "message": "Waiting for application startup."} +[DOCKER] {"asctime": "2025-10-12 21:34:18,177", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension sql build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:18,354", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension json build failed"} +[10/12/25 23:34:18] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:18,540", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension objective-c build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:18,720", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension julia build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:18,897", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension handlebars build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:19,074", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension docker build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:19,241", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension go build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:19,409", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension search-result build failed"} +[10/12/25 23:34:19] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:19,587", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension powershell build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:19,753", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension shellscript build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:19,918", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension gulp build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:20,104", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension groovy build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:20,319", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension csharp build failed"} +[10/12/25 23:34:20] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +[DOCKER] {"asctime": "2025-10-12 21:34:20,492", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension terminal-suggest build failed"} +true +[DOCKER] {"asctime": "2025-10-12 21:34:20,660", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension typescript-basics build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:20,826", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension php build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:20,992", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension github-authentication build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:21,161", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-monokai-dimmed build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:21,330", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension tunnel-forwarding build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:21,498", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-solarized-dark build failed"} +[10/12/25 23:34:21] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:21,665", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ipynb build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:21,830", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension less build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:21,999", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension swift build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:22,165", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension perl build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:22,337", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ruby build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:22,509", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension debug-auto-launch build failed"} +[10/12/25 23:34:22] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:22,684", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension log build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:22,866", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension python build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:23,042", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension jake build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:23,212", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension media-preview build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:23,380", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension shaderlab build failed"} +[10/12/25 23:34:23] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +[DOCKER] {"asctime": "2025-10-12 21:34:23,547", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension rust build failed"} +true +[DOCKER] {"asctime": "2025-10-12 21:34:23,724", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension debug-server-ready build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:23,894", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension git build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:24,062", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension markdown-math build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:24,237", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension html-language-features build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:24,412", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension configuration-editing build failed"} +[10/12/25 23:34:24] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +[DOCKER] {"asctime": "2025-10-12 21:34:24,584", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension scss build failed"} +true +[DOCKER] {"asctime": "2025-10-12 21:34:24,755", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ms-vscode.js-debug-companion build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:24,921", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension json-language-features build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:25,093", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension r build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:25,260", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension emmet build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:25,430", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-solarized-light build failed"} +[10/12/25 23:34:25] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +[DOCKER] {"asctime": "2025-10-12 21:34:25,610", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ms-vscode.js-debug build failed"} +true +[DOCKER] {"asctime": "2025-10-12 21:34:25,790", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension npm build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:25,959", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension make build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:26,129", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension css-language-features build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:26,297", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension hlsl build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:26,464", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension simple-browser build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:26,634", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension latex build failed"} +[10/12/25 23:34:26] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:26,807", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension git-base build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:26,977", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension javascript build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:27,143", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension yaml build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:27,309", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension markdown-basics build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:27,476", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension bat build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:27,646", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-kimbie-dark build failed"} +[10/12/25 23:34:27] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:27,816", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ini build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:27,984", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension typescript-language-features build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:28,148", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-quietlight build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:28,313", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-monokai build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:28,480", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-seti build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:28,650", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-tomorrow-night-blue build failed"} +[10/12/25 23:34:28] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:28,819", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension vb build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:28,988", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension grunt build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:29,156", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension coffeescript build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:29,325", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension dart build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:29,495", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension github build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:29,666", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension cpp build failed"} +[10/12/25 23:34:29] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:29,858", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-defaults build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:30,029", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension clojure build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:30,200", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension fsharp build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:30,370", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-abyss build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:30,541", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension xml build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:30,713", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension pug build failed"} +[10/12/25 23:34:30] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:30,885", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension lua build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:31,055", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension razor build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:31,224", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension extension-editing build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:31,392", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension diff build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:31,563", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension microsoft-authentication build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:31,732", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension java build failed"} +[10/12/25 23:34:31] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:31,907", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension css build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:32,077", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension markdown-language-features build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:32,247", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension html build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:32,419", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-red build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:32,593", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension references-view build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:32,761", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension php-language-features build failed"} +[10/12/25 23:34:32] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:32,929", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension restructuredtext build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:33,103", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension merge-conflict build failed"} +[DOCKER] {"asctime": "2025-10-12 21:34:33,273", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ms-vscode.vscode-js-profile-table build failed"} +[10/12/25 23:34:33] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:34] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:35] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:36] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:38] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:39] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:40] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:41] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:42,024", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension notebook-renderers build failed"} +[10/12/25 23:34:42] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:43] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:43,775", "levelname": "INFO", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 218, "message": "Extension openhands-settings built successfully"} +[DOCKER] {"asctime": "2025-10-12 21:34:43,886", "levelname": "INFO", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 191, "message": "VSCode server startup detected"} +[DOCKER] {"asctime": "2025-10-12 21:34:43,886", "levelname": "INFO", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 64, "message": "VSCode server started successfully on port 8001"} +[DOCKER] {"asctime": "2025-10-12 21:34:43,886", "levelname": "INFO", "name": "openhands.agent_server.api", "filename": "api.py", "lineno": 49, "message": "VSCode service started successfully"} +[DOCKER] {"asctime": "2025-10-12 21:34:43,893", "levelname": "INFO", "name": "openhands.agent_server.desktop_service", "filename": "desktop_service.py", "lineno": 78, "message": "Starting TigerVNC on :1 (1280x800)..."} +[DOCKER] Please be aware that you are exposing your VNC server to all users on the +[DOCKER] local machine. These users can access your server without authentication! +[DOCKER] /usr/bin/xauth: file /home/openhands/.Xauthority does not exist +[DOCKER] +[DOCKER] New Xtigervnc server 'a22128f07980:1 (openhands)' on port 5901 for display :1. +[DOCKER] Use xtigervncviewer -SecurityTypes None :1 to connect to the VNC server. +[DOCKER] +[10/12/25 23:34:44] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:45] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:46] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:47,043", "levelname": "INFO", "name": "openhands.agent_server.desktop_service", "filename": "desktop_service.py", "lineno": 121, "message": "Starting noVNC proxy on 0.0.0.0:8002 -> 127.0.0.1:5901 ..."} +[DOCKER] {"asctime": "2025-10-12 21:34:47,045", "levelname": "INFO", "name": "openhands.agent_server.desktop_service", "filename": "desktop_service.py", "lineno": 143, "message": "noVNC URL: http://localhost:8002/vnc.html?autoconnect=1&resize=remote"} +[10/12/25 23:34:47] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[10/12/25 23:34:48] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 + a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea +true +[DOCKER] {"asctime": "2025-10-12 21:34:49,048", "levelname": "INFO", "name": "openhands.agent_server.desktop_service", "filename": "desktop_service.py", "lineno": 153, "message": "Desktop started successfully"} +[DOCKER] {"asctime": "2025-10-12 21:34:49,048", "levelname": "INFO", "name": "openhands.agent_server.api", "filename": "api.py", "lineno": 59, "message": "Desktop service started successfully"} +[DOCKER] {"asctime": "2025-10-12 21:34:49,245", "levelname": "INFO", "name": "uvicorn.error", "filename": "on.py", "lineno": 62, "message": "Application startup complete."} +[DOCKER] {"asctime": "2025-10-12 21:34:49,245", "levelname": "INFO", "name": "uvicorn.error", "filename": "server.py", "lineno": 216, "message": "Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)", "color_message": "Uvicorn running on \u001b[1m%s://%s:%d\u001b[0m (Press CTRL+C to quit)"} +[DOCKER] 🙌 Starting OpenHands Agent Server on 0.0.0.0:8000 +[10/12/25 23:34:49] INFO Docker workspace is ready at http://localhost:8010 workspace.py:343 +[DOCKER] 📖 API docs will be available at http://0.0.0.0:8000/docs +[DOCKER] 🔄 Auto-reload: disabled +[DOCKER] 🔒 DEBUG mode: DISABLED +[DOCKER] +[DOCKER] {"asctime": "2025-10-12 21:34:49,439", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} +[DOCKER] {"asctime": "2025-10-12 21:35:02,330", "levelname": "INFO", "name": "openhands.sdk.conversation.state", "filename": "state.py", "lineno": 213, "message": "Created new conversation 98aa5ad0-f12d-44fa-94d8-b1152df5a9a1\nState: {'id': UUID('98aa5ad0-f12d-44fa-94d8-b1152df5a9a1'), 'workspace': {'kind': 'LocalWorkspace', 'working_dir': '/workspace'}, 'persistence_dir': 'workspace/conversations/event_service/98aa5ad0-f12d-44fa-94d8-b1152df5a9a1', 'max_iterations': 500, 'stuck_detection': True, 'agent_status': , 'confirmation_policy': {'kind': 'NeverConfirm'}, 'activated_knowledge_microagents': [], 'stats': {'service_to_metrics': {}}}\nAgent: {'kind': 'Agent', 'llm': {'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'api_key': SecretStr('**********'), 'base_url': 'https://llm-proxy.eval.all-hands.dev', 'openrouter_site_url': 'https://docs.all-hands.dev/', 'openrouter_app_name': 'OpenHands', 'num_retries': 5, 'retry_multiplier': 8.0, 'retry_min_wait': 8, 'retry_max_wait': 64, 'max_message_chars': 30000, 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': 200000, 'max_output_tokens': 64000, 'drop_params': True, 'modify_params': True, 'disable_stop_word': False, 'caching_prompt': True, 'log_completions': False, 'log_completions_folder': 'logs/completions', 'enable_encrypted_reasoning': False, 'extended_thinking_budget': 200000, 'service_id': 'agent', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': ('api_key', 'aws_access_key_id', 'aws_secret_access_key')}, 'tools': [{'name': 'BashTool', 'params': {}}, {'name': 'FileEditorTool', 'params': {}}, {'name': 'TaskTrackerTool', 'params': {}}], 'mcp_config': {'mcpServers': {'fetch': {'command': 'uvx', 'args': ['mcp-server-fetch']}, 'repomix': {'command': 'npx', 'args': ['-y', 'repomix@1.4.2', '--mcp']}}}, 'filter_tools_regex': '^(?!repomix)(.*)|^repomix.*pack_codebase.*$', 'system_prompt_filename': 'system_prompt.j2', 'system_prompt_kwargs': {'cli_mode': True}, 'security_analyzer': {'kind': 'LLMSecurityAnalyzer'}, 'condenser': {'kind': 'LLMSummarizingCondenser', 'llm': {'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'api_key': SecretStr('**********'), 'base_url': 'https://llm-proxy.eval.all-hands.dev', 'openrouter_site_url': 'https://docs.all-hands.dev/', 'openrouter_app_name': 'OpenHands', 'num_retries': 5, 'retry_multiplier': 8.0, 'retry_min_wait': 8, 'retry_max_wait': 64, 'max_message_chars': 30000, 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': 200000, 'max_output_tokens': 64000, 'drop_params': True, 'modify_params': True, 'disable_stop_word': False, 'caching_prompt': True, 'log_completions': False, 'log_completions_folder': 'logs/completions', 'enable_encrypted_reasoning': False, 'extended_thinking_budget': 200000, 'service_id': 'condenser', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': ('api_key', 'aws_access_key_id', 'aws_secret_access_key')}, 'max_size': 80, 'keep_first': 4}}"} +[DOCKER] {"asctime": "2025-10-12 21:35:02,337", "levelname": "INFO", "name": "openhands.tools.execute_bash.terminal.factory", "filename": "factory.py", "lineno": 103, "message": "Auto-detected: Using TmuxTerminal (tmux available)"} +[DOCKER] {"asctime": "2025-10-12 21:35:02,596", "levelname": "INFO", "name": "openhands.tools.execute_bash.impl", "filename": "impl.py", "lineno": 51, "message": "BashExecutor initialized with working_dir: /workspace, username: None, terminal_type: TerminalSession"} +[DOCKER] {"asctime": "2025-10-12 21:35:02,598", "levelname": "INFO", "name": "openhands.tools.file_editor.editor", "filename": "editor.py", "lineno": 85, "message": "FileEditor initialized with cwd: /workspace"} +[DOCKER] {"asctime": "2025-10-12 21:35:02,598", "levelname": "INFO", "name": "openhands.tools.task_tracker.definition", "filename": "definition.py", "lineno": 155, "message": "TaskTrackerExecutor initialized with save_dir: workspace/conversations/event_service/98aa5ad0-f12d-44fa-94d8-b1152df5a9a1"} +[DOCKER] {"asctime": "2025-10-12 21:35:02,643", "levelname": "INFO", "name": "mcp.server.lowlevel.server", "filename": "server.py", "lineno": 623, "message": "Processing request of type ListToolsRequest"} +[DOCKER] Downloading lxml (4.8MiB) +[DOCKER] Downloading pydantic-core (1.9MiB) +[DOCKER] Downloading pydantic-core +[DOCKER] Downloading lxml +[DOCKER] Installed 40 packages in 10ms +[DOCKER] {"asctime": "2025-10-12 21:35:09,628", "levelname": "INFO", "name": "openhands.sdk.mcp.utils", "filename": "utils.py", "lineno": 62, "message": "Created 8 MCP tools: ['fetch_fetch', 'repomix_pack_codebase', 'repomix_pack_remote_repository', 'repomix_attach_packed_output', 'repomix_read_repomix_output', 'repomix_grep_repomix_output', 'repomix_file_system_read_file', 'repomix_file_system_read_directory']"} +[DOCKER] {"asctime": "2025-10-12 21:35:09,629", "levelname": "INFO", "name": "openhands.sdk.agent.base", "filename": "base.py", "lineno": 203, "message": "Loaded 11 tools from spec: ['execute_bash', 'str_replace_editor', 'task_tracker', 'fetch_fetch', 'repomix_pack_codebase', 'repomix_pack_remote_repository', 'repomix_attach_packed_output', 'repomix_read_repomix_output', 'repomix_grep_repomix_output', 'repomix_file_system_read_file', 'repomix_file_system_read_directory']"} +[DOCKER] {"asctime": "2025-10-12 21:35:09,629", "levelname": "INFO", "name": "openhands.sdk.agent.base", "filename": "base.py", "lineno": 209, "message": "Filtered to 5 tools after applying regex filter: ['execute_bash', 'str_replace_editor', 'task_tracker', 'fetch_fetch', 'repomix_pack_codebase']"} +[DOCKER] {"asctime": "2025-10-12 21:35:09,629", "levelname": "WARNING", "name": "openhands.sdk.agent.agent", "filename": "agent.py", "lineno": 98, "message": "LLM security analyzer is enabled but confirmation policy is set to NeverConfirm"} +[DOCKER] {"asctime": "2025-10-12 21:35:11,716", "levelname": "INFO", "name": "openhands.sdk.llm.llm_registry", "filename": "llm_registry.py", "lineno": 81, "message": "[LLM registry 52817eb9-ce49-4a76-b3f1-f0fab7b9b69c]: Added LLM for service agent"} +[DOCKER] {"asctime": "2025-10-12 21:35:13,319", "levelname": "INFO", "name": "openhands.sdk.llm.llm_registry", "filename": "llm_registry.py", "lineno": 81, "message": "[LLM registry 52817eb9-ce49-4a76-b3f1-f0fab7b9b69c]: Added LLM for service condenser"} +[DOCKER] {"asctime": "2025-10-12 21:35:13,319", "levelname": "INFO", "name": "openhands.sdk.conversation.impl.local_conversation", "filename": "local_conversation.py", "lineno": 267, "message": "Confirmation policy set to: kind='NeverConfirm'"} +[DOCKER] {"asctime": "2025-10-12 21:35:16,213", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} +[DOCKER] {"asctime": "2025-10-12 21:35:16,219", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} +[10/12/25 23:35:16] INFO 04_vscode_with_docker_sandboxed_server.py:62 + 📋 Conversation ID: + 98aa5ad0-f12d-44fa-94d8-b1152df5a9a1 +[10/12/25 23:35:16] INFO 📝 Sending first message... 04_vscode_with_docker_sandboxed_server.py:63 +[DOCKER] {"asctime": "2025-10-12 21:35:16,235", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} +[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/websockets/legacy/server.py:1178: DeprecationWarning: remove second argument of ws_handler +[DOCKER] warnings.warn("remove second argument of ws_handler", DeprecationWarning) +[DOCKER] {"asctime": "2025-10-12 21:35:16,279", "levelname": "INFO", "name": "uvicorn.error", "filename": "websockets_impl.py", "lineno": 273, "message": "192.168.65.1:33098 - \"WebSocket /sockets/events/98aa5ad0-f12d-44fa-94d8-b1152df5a9a1\" [accepted]", "websocket": ""} +[DOCKER] {"asctime": "2025-10-12 21:35:22,243", "levelname": "INFO", "name": "uvicorn.error", "filename": "server.py", "lineno": 643, "message": "connection open", "websocket": ""} +[10/12/25 23:35:22] INFO 🔔 Callback received event: 04_vscode_with_docker_sandboxed_server.py:49 + ConversationStateUpdateEvent + ConversationStateUpdate(key=full_state, value={'id': + '98aa5ad0-f12d-44fa-94d8-b1152df5a9a1', 'agent': + {'kind': 'Agent', 'llm': {'model': + 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', + 'api_key': '**********', 'base_url': + 'https://llm-proxy.eval.all-hands.dev', + 'openrouter_site_url': 'https://docs.all-hands.dev/', + 'openrouter_app_name': 'OpenHands', 'num_retries': 5, + 'retry_multiplier': 8.0, 'retry_min_wait': 8, + 'retry_max_wait': 64, 'max_message_chars': 30000, + 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': + 200000, 'max_output_tokens': 64000, 'drop_params': + True, 'modify_params': True, 'disable_stop_word': + False, 'caching_prompt': True, 'log_completions': + False, 'log_completions_folder': 'logs/completions', + 'enable_encrypted_reasoning': False, + 'extended_thinking_budget': 200000, 'service_id': + 'agent', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': + ['api_key', 'aws_access_key_id', + 'aws_secret_access_key']}, 'tools': [{'name': + 'BashTool', 'params': {}}, {'name': 'FileEditorTool', + 'params': {}}, {'name': 'TaskTrackerTool', 'params': + {}}], 'mcp_config': {'mcpServers': {'fetch': + {'command': 'uvx', 'args': ['mcp-server-fetch']}, + 'repomix': {'command': 'npx', 'args': ['-y', + 'repomix@1.4.2', '--mcp']}}}, 'filter_tools_regex': + '^(?!repomix)(.*)|^repomix.*pack_codebase.*$', + 'system_prompt_filename': 'system_prompt.j2', + 'system_prompt_kwargs': {'cli_mode': True}, + 'security_analyzer': {'kind': 'LLMSecurityAnalyzer'}, + 'condenser': {'kind': 'LLMSummarizingCondenser', + 'llm': {'model': + 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', + 'api_key': '**********', 'base_url': + 'https://llm-proxy.eval.all-hands.dev', + 'openrouter_site_url': 'https://docs.all-hands.dev/', + 'openrouter_app_name': 'OpenHands', 'num_retries': 5, + 'retry_multiplier': 8.0, 'retry_min_wait': 8, + 'retry_max_wait': 64, 'max_message_chars': 30000, + 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': + 200000, 'max_output_tokens': 64000, 'drop_params': + True, 'modify_params': True, 'disable_stop_word': + False, 'caching_prompt': True, 'log_completions': + False, 'log_completions_folder': 'logs/completions', + 'enable_encrypted_reasoning': False, + 'extended_thinking_budget': 200000, 'service_id': + 'condenser', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': + ['api_key', 'aws_access_key_id', + 'aws_secret_access_key']}, 'max_size': 80, + 'keep_first': 4}}, 'workspace': {'kind': + 'LocalWorkspace', 'working_dir': '/workspace'}, + 'persistence_dir': + 'workspace/conversations/event_service/98aa5ad0-f12d- + 44fa-94d8-b1152df5a9a1', 'max_iterations': 500, + 'stuck_detection': True, 'agent_status': 'idle', + 'confirmation_policy': {'kind': 'NeverConfirm'}, + 'activated_knowledge_microagents': [], 'stats': + {'service_to_metrics': {'agent': {'model_name': + 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', + 'accumulated_cost': 0.03233625, + 'accumulated_token_usage': {'model': + 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', + 'prompt_tokens': 10, 'completion_tokens': 229, + 'cache_read_tokens': 0, 'cache_write_tokens': 7699, + 'reasoning_tokens': 75, 'context_window': 0, + 'per_turn_token': 239, 'response_id': ''}, 'costs': + [{'model': + 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', + 'cost': 0.03233625, 'timestamp': + 1760304922.2394147}], 'response_latencies': + [{'model': + 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', + 'latency': 5.992668390274048, 'response_id': + 'chatcmpl-66f905d5-adbd-4400-8af4-0f3212ca882f'}], + 'token_usages': [{'model': + 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', + 'prompt_tokens': 10, 'completion_tokens': 229, + 'cache_read_tokens': 0, 'cache_write_tokens': 7699, + 'reasoning_tokens': 75, 'context_window': 0, + 'per_turn_token': 239, 'response_id': + 'chatcmpl-66f905d5-adbd-4400-8af4-0f3212ca882f'}]}, + 'condenser': {'model_name': + 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', + 'accumulated_cost': 0.0, 'accumulated_token_usage': + {'model': + 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', + 'prompt_tokens': 0, 'completion_tokens': 0, + 'cache_read_tokens': 0, 'cache_write_tokens': 0, + 'reasoning_tokens': 0, 'context_window': 0, + 'per_turn_token': 0, 'response_id': ''}, 'costs': [], + 'response_latencies': [], 'token_usages': []}}}}) +╭──────────────────────────────────────── UNKNOWN Event: ConversationStateUpdateEvent ────────────────────────────────────────╮ +│ │ +│ Unknown event type: ConversationStateUpdateEvent │ +│ {'kind': 'ConversationStateUpdateEvent', 'id': '6641bfa8-2978-47e7-8b84-738a85f806a9', 'timestamp': │ +│ '2025-10-12T21:35:22.242639', 'source': 'environment', 'key': 'full_state', 'value': {'id': │ +│ '98aa5ad0-f12d-44fa-94d8-b1152df5a9a1', 'agent': {'kind': 'Agent', 'llm': {'model': │ +│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'api_key': '**********', 'base_url': │ +│ 'https://llm-proxy.eval.all-hands.dev', 'openrouter_site_url': 'https://docs.all-hands.dev/', 'openrouter_app_name': │ +│ 'OpenHands', 'num_retries': 5, 'retry_multiplier': 8.0, 'retry_min_wait': 8, 'retry_max_wait': 64, 'max_message_chars': │ +│ 30000, 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': 200000, 'max_output_tokens': 64000, 'drop_params': True, │ +│ 'modify_params': True, 'disable_stop_word': False, 'caching_prompt': True, 'log_completions': False, │ +│ 'log_completions_folder': 'logs/completions', 'enable_encrypted_reasoning': False, 'extended_thinking_budget': 200000, │ +│ 'service_id': 'agent', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': ['api_key', 'aws_access_key_id', 'aws_secret_access_key']}, │ +│ 'tools': [{'name': 'BashTool', 'params': {}}, {'name': 'FileEditorTool', 'params': {}}, {'name': 'TaskTrackerTool', │ +│ 'params': {}}], 'mcp_config': {'mcpServers': {'fetch': {'command': 'uvx', 'args': ['mcp-server-fetch']}, 'repomix': │ +│ {'command': 'npx', 'args': ['-y', 'repomix@1.4.2', '--mcp']}}}, 'filter_tools_regex': │ +│ '^(?!repomix)(.*)|^repomix.*pack_codebase.*$', 'system_prompt_filename': 'system_prompt.j2', 'system_prompt_kwargs': │ +│ {'cli_mode': True}, 'security_analyzer': {'kind': 'LLMSecurityAnalyzer'}, 'condenser': {'kind': 'LLMSummarizingCondenser', │ +│ 'llm': {'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'api_key': '**********', 'base_url': │ +│ 'https://llm-proxy.eval.all-hands.dev', 'openrouter_site_url': 'https://docs.all-hands.dev/', 'openrouter_app_name': │ +│ 'OpenHands', 'num_retries': 5, 'retry_multiplier': 8.0, 'retry_min_wait': 8, 'retry_max_wait': 64, 'max_message_chars': │ +│ 30000, 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': 200000, 'max_output_tokens': 64000, 'drop_params': True, │ +│ 'modify_params': True, 'disable_stop_word': False, 'caching_prompt': True, 'log_completions': False, │ +│ 'log_completions_folder': 'logs/completions', 'enable_encrypted_reasoning': False, 'extended_thinking_budget': 200000, │ +│ 'service_id': 'condenser', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': ['api_key', 'aws_access_key_id', │ +│ 'aws_secret_access_key']}, 'max_size': 80, 'keep_first': 4}}, 'workspace': {'kind': 'LocalWorkspace', 'working_dir': │ +│ '/workspace'}, 'persistence_dir': 'workspace/conversations/event_service/98aa5ad0-f12d-44fa-94d8-b1152df5a9a1', │ +│ 'max_iterations': 500, 'stuck_detection': True, 'agent_status': 'idle', 'confirmation_policy': {'kind': 'NeverConfirm'}, │ +│ 'activated_knowledge_microagents': [], 'stats': {'service_to_metrics': {'agent': {'model_name': │ +│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'accumulated_cost': 0.03233625, 'accumulated_token_usage': {'model': │ +│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'prompt_tokens': 10, 'completion_tokens': 229, 'cache_read_tokens': │ +│ 0, 'cache_write_tokens': 7699, 'reasoning_tokens': 75, 'context_window': 0, 'per_turn_token': 239, 'response_id': ''}, │ +│ 'costs': [{'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'cost': 0.03233625, 'timestamp': │ +│ 1760304922.2394147}], 'response_latencies': [{'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'latency': │ +│ 5.992668390274048, 'response_id': 'chatcmpl-66f905d5-adbd-4400-8af4-0f3212ca882f'}], 'token_usages': [{'model': │ +│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'prompt_tokens': 10, 'completion_tokens': 229, 'cache_read_tokens': │ +│ 0, 'cache_write_tokens': 7699, 'reasoning_tokens': 75, 'context_window': 0, 'per_turn_token': 239, 'response_id': │ +│ 'chatcmpl-66f905d5-adbd-4400-8af4-0f3212ca882f'}]}, 'condenser': {'model_name': │ +│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'accumulated_cost': 0.0, 'accumulated_token_usage': {'model': │ +│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'prompt_tokens': 0, 'completion_tokens': 0, 'cache_read_tokens': 0, │ +│ 'cache_write_tokens': 0, 'reasoning_tokens': 0, 'context_window': 0, 'per_turn_token': 0, 'response_id': ''}, 'costs': [], │ +│ 'response_latencies': [], 'token_usages': []}}}}} │ +│ │ +╰─────────────────────────────────────────────────────── (environment) ───────────────────────────────────────────────────────╯ + +[10/12/25 23:35:22] INFO 🔔 Callback received event: ActionEvent 04_vscode_with_docker_sandboxed_server.py:49 + ActionEvent (agent) + Thought: I'll create a simple Python script that + prints "Hello World" for you. + Action: FileEditorAction +╭─────────────────────────────────────────────────────── Agent Action ────────────────────────────────────────────────────────╮ +│ │ +│ Predicted Security Risk: LOW │ +│ │ +│ Reasoning: │ +│ The user wants me to create a simple Python script that prints "Hello World". This is a straightforward task. I should: │ +│ │ +│ 1. Create a Python file (commonly named something like `hello.py` or `hello_world.py`) │ +│ 2. Add code to print "Hello World" │ +│ │ +│ Let me first check the current working directory to understand the context, then create the file. │ +│ │ +│ Thought: │ +│ I'll create a simple Python script that prints "Hello World" for you. │ +│ │ +│ Action: FileEditorAction │ +│ │ +│ Arguments: │ +│ kind: "FileEditorAction" │ +│ command: "create" │ +│ path: "/workspace/hello_world.py" │ +│ file_text: │ +│ print("Hello World") │ +│ │ +│ │ +│ │ +╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ + +[10/12/25 23:35:22] INFO 🔔 Callback received event: ObservationEvent 04_vscode_with_docker_sandboxed_server.py:49 + ObservationEvent (environment) + Tool: str_replace_editor + Result: File created successfully at: + /workspace/hello_world.py +╭──────────────────────────────────────────────────────── Observation ────────────────────────────────────────────────────────╮ +│ │ +│ Tool: str_replace_editor │ +│ Result: │ +│ [File /workspace/hello_world.py edited with 1 changes.] │ +│ [begin of edit 1 / 1] │ +│ (content before edit) │ +│ 1| │ +│ (content after edit) │ +│ +1|print("Hello World") │ +│ 2| │ +│ [end of edit 1 / 1] │ +│ │ +╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ + +[10/12/25 23:35:25] INFO 🔔 Callback received event: ActionEvent 04_vscode_with_docker_sandboxed_server.py:49 + ActionEvent (agent) + Thought: Now let me run the script to verify it + works: + Action: ExecuteBashAction +╭─────────────────────────────────────────────────────── Agent Action ────────────────────────────────────────────────────────╮ +│ │ +│ Predicted Security Risk: LOW │ +│ │ +│ Reasoning: │ +│ Good! I've created the file. Now let me run it to verify it works correctly. │ +│ │ +│ Thought: │ +│ Now let me run the script to verify it works: │ +│ │ +│ $ python /workspace/hello_world.py │ +│ │ +╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ +[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/pydantic/main.py:463: UserWarning: Pydantic serializer warnings: + +[DOCKER] PydanticSerializationUnexpectedValue(Expected 10 fields but got 7: Expected `Message` - serialized value may not be as expected [input_value=Message(content='Now let ...y it works correctly."}), input_type=Message]) +[DOCKER] PydanticSerializationUnexpectedValue(Expected `StreamingChoices` - serialized value may not be as expected [input_value=Choices(finish_reason='to...ider_specific_fields={}), input_type=Choices]) +[DOCKER] return self.__pydantic_serializer__.to_python( +[10/12/25 23:35:26] INFO 🔔 Callback received event: ObservationEvent 04_vscode_with_docker_sandboxed_server.py:49 + ObservationEvent (environment) + Tool: execute_bash + Result: Hello World + [The command completed with exit code 0.] + [Current working directory: /workspace] + [Python interpreter: /usr/local/bin/python] + [Command finished with exit code 0] +╭──────────────────────────────────────────────────────── Observation ────────────────────────────────────────────────────────╮ +│ │ +│ Tool: execute_bash │ +│ Result: │ +│ Hello World │ +│ │ +│ 📁 Working directory: /workspace │ +│ 🐍 Python interpreter: /usr/local/bin/python │ +│ ✅ Exit code: 0 │ +│ │ +╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ + +[DOCKER] {"asctime": "2025-10-12 21:35:30,260", "levelname": "INFO", "name": "openhands.sdk.agent.agent", "filename": "agent.py", "lineno": 253, "message": "LLM produced a message response - awaits user input"} +[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/pydantic/main.py:463: UserWarning: Pydantic serializer warnings: +[DOCKER] PydanticSerializationUnexpectedValue(Expected 10 fields but got 7: Expected `Message` - serialized value may not be as expected [input_value=Message(content='Perfect!...The task is complete.'}), input_type=Message]) +[DOCKER] PydanticSerializationUnexpectedValue(Expected `StreamingChoices` - serialized value may not be as expected [input_value=Choices(finish_reason='st...ider_specific_fields={}), input_type=Choices]) +[DOCKER] return self.__pydantic_serializer__.to_python( +[10/12/25 23:35:30] INFO 🔔 Callback received event: 04_vscode_with_docker_sandboxed_server.py:49 + ConversationStateUpdateEvent + ConversationStateUpdate(key=agent_status, + value=finished) +╭──────────────────────────────────────── UNKNOWN Event: ConversationStateUpdateEvent ────────────────────────────────────────╮ +│ │ +│ Unknown event type: ConversationStateUpdateEvent │ +│ {'kind': 'ConversationStateUpdateEvent', 'id': '80c2cd61-ea42-4c24-9fd2-f09b90431d55', 'timestamp': │ +│ '2025-10-12T21:35:30.266871', 'source': 'environment', 'key': 'agent_status', 'value': 'finished'} │ +│ │ +╰─────────────────────────────────────────────────────── (environment) ───────────────────────────────────────────────────────╯ +[DOCKER] {"asctime": "2025-10-12 21:35:30,271", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} +[10/12/25 23:35:30] INFO run() triggered successfully: remote_conversation.py:489 + + +Because you've enabled extra_ports=True in DockerWorkspace, you can open VSCode Web to see the workspace. + +VSCode Link: http://localhost:8011 +(Check the agent server logs for the full URL with auth token) + +The VSCode should have the OpenHands settings extension installed: + - Dark theme enabled + - Auto-save enabled + - Telemetry disabled + - Auto-updates disabled + +Press 'y' and Enter to exit and terminate the workspace. +>> [10/12/25 23:35:30] INFO 🔔 Callback received event: MessageEvent 04_vscode_with_docker_sandboxed_server.py:49 + MessageEvent (agent) + assistant: Perfect! I've created a simple Python + script called `hello_world.py` that prints "Hello + World". The script has been successfully tested and + works as expected. [Thinking blocks: 1] +╭──────────────────────────────────────────────────── Message from Agent ─────────────────────────────────────────────────────╮ +│ │ +│ Perfect! I've created a simple Python script called `hello_world.py` that prints "Hello World". The script has been │ +│ successfully tested and works as expected. │ +│ │ +╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ + diff --git a/openhands/sdk/conversation/impl/local_conversation.py b/openhands/sdk/conversation/impl/local_conversation.py index 2ea670f5cc..045eb89528 100644 --- a/openhands/sdk/conversation/impl/local_conversation.py +++ b/openhands/sdk/conversation/impl/local_conversation.py @@ -110,6 +110,20 @@ def _default_callback(e): for llm in list(self.agent.get_all_llms()): self.llm_registry.add(llm) + # Eagerly discover and register LLM profiles from disk so they are + # available through the registry (profiles are stored under + # ~/.openhands/llm-profiles/*.json). This keeps behavior backward + # compatible while making named profiles discoverable to the runtime. + try: + from openhands.sdk.llm.profile_manager import ProfileManager + + ProfileManager().register_all(self.llm_registry) + except Exception: + # Do not fail conversation initialization if profile loading has problems + logger.debug( + "No LLM profiles registered or failed to load profiles", exc_info=True + ) + # Initialize secrets if provided if secrets: # Convert dict[str, str] to dict[str, SecretValue] diff --git a/openhands/sdk/llm/profile_manager.py b/openhands/sdk/llm/profile_manager.py new file mode 100644 index 0000000000..7fadc9700c --- /dev/null +++ b/openhands/sdk/llm/profile_manager.py @@ -0,0 +1,79 @@ +from __future__ import annotations + +import json +import logging +from pathlib import Path + +from openhands.sdk.llm.llm import LLM +from openhands.sdk.llm.llm_registry import LLMRegistry + + +logger = logging.getLogger(__name__) + + +class ProfileManager: + """Manage LLM profile files on disk. + + Profiles are stored as JSON files using the existing LLM schema, typically + at ~/.openhands/llm-profiles/.json. + """ + + def __init__(self, base_dir: str | Path | None = None): + if base_dir is None: + self.base_dir = Path.home() / ".openhands" / "llm-profiles" + else: + self.base_dir = Path(base_dir).expanduser() + self.base_dir.mkdir(parents=True, exist_ok=True) + + def list_profiles(self) -> list[str]: + return sorted([p.stem for p in self.base_dir.glob("*.json")]) + + def get_profile_path(self, name: str) -> Path: + return self.base_dir / f"{name}.json" + + def load_profile(self, name: str) -> LLM: + p = self.get_profile_path(name) + if not p.exists(): + raise FileNotFoundError(f"Profile not found: {name} -> {p}") + # Use LLM.load_from_json to leverage pydantic validation + llm = LLM.load_from_json(str(p)) + # Ensure profile_id is present on loaded LLM + if getattr(llm, "profile_id", None) is None: + try: + llm = llm.model_copy(update={"profile_id": name}) + except Exception: + # Old pydantic versions might not have model_copy; fallback + llm.profile_id = name # type: ignore[attr-defined] + return llm + + def save_profile(self, name: str, llm: LLM, include_secrets: bool = False) -> Path: + p = self.get_profile_path(name) + # Dump model to dict and ensure profile_id is set + data = llm.model_dump(exclude_none=True) + data["profile_id"] = name + # Remove secret fields unless explicitly requested + if not include_secrets: + for secret_field in ( + "api_key", + "aws_access_key_id", + "aws_secret_access_key", + ): + if secret_field in data: + data.pop(secret_field, None) + # Write to file + with open(p, "w", encoding="utf-8") as f: + json.dump(data, f, indent=2, ensure_ascii=False) + logger.info(f"Saved profile {name} -> {p}") + return p + + def register_all(self, registry: LLMRegistry) -> None: + # Load and attempt to register all profiles. Skip duplicates. + for name in self.list_profiles(): + try: + llm = self.load_profile(name) + try: + registry.add(llm) + except Exception as e: + logger.info(f"Skipping profile {name}: registry.add failed: {e}") + except Exception as e: + logger.warning(f"Failed to load profile {name}: {e}") diff --git a/previous.md b/previous.md new file mode 100644 index 0000000000..d3f3efe469 --- /dev/null +++ b/previous.md @@ -0,0 +1,68 @@ +# VSCode Settings Extension Work + +## Branch +`vscode-settings-extension` + +## What We've Done + +### 1. Created VSCode Extension +- **Location**: `openhands/agent_server/vscode_extensions/openhands-settings/` +- **Structure**: + - `src/extension.ts` - Main extension code that configures settings + - `package.json` - Extension metadata (activates on startup with `"*"`) + - `tsconfig.json` - TypeScript configuration + +### 2. Extension Settings Applied +The extension automatically configures: +- `workbench.colorTheme`: "Default Dark+" +- `editor.fontSize`: 14 +- `editor.tabSize`: 4 +- `files.autoSave`: "afterDelay" +- `files.autoSaveDelay`: 1000 +- `update.mode`: "none" +- `telemetry.telemetryLevel`: "off" +- `extensions.autoCheckUpdates`: false +- `extensions.autoUpdate`: false + +### 3. Updated `vscode_service.py` +- **Path**: `openhands/agent_server/vscode_service.py` +- Extensions directory: `self.extensions_dir = self.openvscode_server_root / "extensions"` + - Points to `/openhands/.openvscode-server/extensions` +- Added `_build_extensions()` method: + - Iterates through all extensions in the directory + - Runs `npm install && npm run compile` for each +- Modified `_start_vscode_process()`: + - Conditionally passes `--extensions-dir` flag if directory exists + +### 4. Updated Dockerfile +- **Path**: `openhands/agent_server/docker/Dockerfile` +- Added COPY commands in both `source` and `binary` targets: + ```dockerfile + COPY --chown=${USERNAME}:${USERNAME} --from=builder /agent-server/openhands/agent_server/vscode_extensions /openhands/.openvscode-server/extensions + ``` +- Extensions are copied from source code into VSCode server's extensions directory + +### 5. Created Test Example +- **Path**: `examples/02_remote_agent_server/04_vscode_with_docker_sandboxed_server.py` +- Uses `DockerWorkspace` with `extra_ports=True` +- Exposes VSCode on port 8011 +- Instructions for checking the extension settings + +## Architecture Pattern +Following V0 approach: +- Extensions live in VSCode server's own directory: `/openhands/.openvscode-server/extensions/` +- Extensions are built at runtime when service starts +- No `.vsix` packaging needed - direct source copy + +## Next Steps +1. Test the extension by running the example script +2. Verify settings are applied in VSCode Web +3. Check extension build logs in agent server output + +## Testing Command +```bash +export LLM_API_KEY=your_key_here +uv run python examples/02_remote_agent_server/04_vscode_with_docker_sandboxed_server.py +``` + +Then access VSCode at: http://localhost:8011 From 46ca1b7452c255543d21b06c041f4a4a6b0ea6ef Mon Sep 17 00:00:00 2001 From: openhands Date: Sat, 18 Oct 2025 15:54:45 +0200 Subject: [PATCH 04/79] chore: stop tracking local runtime and worktree files; add to .gitignore --- .beads/agent-sdk.db | Bin 180224 -> 0 bytes .gitignore | 12 + .worktrees/message-typed | 1 - .worktrees/native-responses | 1 - .worktrees/refactor/llm-tool-api-from-main | 1 - .worktrees/responses | 1 - .worktrees/sonnet-thinking | 1 - AGENTS.md | 1 - CLAUDE.md | 180 ----- agent-sdk.workspace.code-workspace | 14 - docs/agent-sdk.workspace.code-workspace | 14 - docs/llm-model-info-and-caps.md | 56 -- docs/llm-refactor.md | 110 --- log.txt | 825 --------------------- previous.md | 68 -- 15 files changed, 12 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a/.worktrees/message-typed b/.worktrees/message-typed deleted file mode 160000 index 30d52f94b3..0000000000 --- a/.worktrees/message-typed +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 30d52f94b38a2156583ef2cc0698e42335876d1e diff --git a/.worktrees/native-responses b/.worktrees/native-responses deleted file mode 160000 index f867039782..0000000000 --- a/.worktrees/native-responses +++ /dev/null @@ -1 +0,0 @@ -Subproject commit f867039782c66764fff65d8d90286d9ef672091d diff --git a/.worktrees/refactor/llm-tool-api-from-main b/.worktrees/refactor/llm-tool-api-from-main deleted file mode 160000 index 99898e73ec..0000000000 --- a/.worktrees/refactor/llm-tool-api-from-main +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 99898e73ec3119a7e988eb586f7d8f97565c9af5 diff --git a/.worktrees/responses b/.worktrees/responses deleted file mode 160000 index 72a68a1b49..0000000000 --- a/.worktrees/responses +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 72a68a1b49f3cf5a80494092059056e8d34062ee diff --git a/.worktrees/sonnet-thinking b/.worktrees/sonnet-thinking deleted file mode 160000 index e6e480db63..0000000000 --- a/.worktrees/sonnet-thinking +++ /dev/null @@ -1 +0,0 @@ -Subproject commit e6e480db634ba0f9b98818986afa6826f3f66220 diff --git a/AGENTS.md b/AGENTS.md deleted file mode 100644 index 22644d6fc4..0000000000 --- a/AGENTS.md +++ /dev/null @@ -1 +0,0 @@ -We track work in Beads. Run `bd quickstart` to see how. diff --git a/CLAUDE.md b/CLAUDE.md deleted file mode 100644 index db09863b2f..0000000000 --- a/CLAUDE.md +++ /dev/null @@ -1,180 +0,0 @@ -# CLAUDE.md - -This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository. - -## Project Overview - -OpenHands Agent SDK enables building software with AI agents. This SDK powers the OpenHands project and allows developers to create custom agents that write code, debug issues, automate tasks, and interact with various tools. - -The repository is structured as a **UV workspace** with four main packages: -- `openhands/sdk`: Core agent functionality, LLM integration, conversation management -- `openhands/tools`: Built-in tools (bash, file editing, task tracking, browser automation) -- `openhands/workspace`: Workspace management (local and remote execution environments) -- `openhands/agent_server`: FastAPI-based REST/WebSocket server for remote agent interactions - -## Development Commands - -### Environment Setup -```bash -# Initial setup (install dependencies + pre-commit hooks) -make build - -# Add new dependencies -uv add package-name # Runtime dependency -uv add --dev package-name # Development dependency -``` - -### Code Quality -```bash -# Format code -make format # or: uv run ruff format - -# Lint and auto-fix -make lint # or: uv run ruff check --fix - -# Type checking -uv run pyright # Runs on pre-commit - -# Run all pre-commit hooks -uv run pre-commit run --all-files -uv run pre-commit run --files path/to/file.py -``` - -### Testing -```bash -# Run all tests -uv run pytest - -# Run specific test suites -uv run pytest tests/sdk/ -uv run pytest tests/tools/ -uv run pytest tests/agent_server/ -uv run pytest tests/cross/ -uv run pytest tests/integration/ - -# Run with coverage -uv run pytest --cov=openhands --cov-report=html - -# Run specific test file or function -uv run pytest tests/sdk/test_conversation.py -uv run pytest tests/sdk/test_conversation.py::test_function_name -``` - -### Agent Server -```bash -# Build server executable -make build-server - -# Validate OpenAPI schema -make test-server-schema -``` - -### Running Examples -```bash -# Set API key first -export LLM_API_KEY=your_key_here - -# Run examples (standalone SDK usage) -uv run python examples/01_standalone_sdk/*.py - -# Examples requiring agent server -cd examples/02_remote_agent_server -# Follow README in that directory -``` - -## Architecture - -### Core SDK Architecture - -**Agent (`openhands/sdk/agent/`)**: The central orchestrator that coordinates LLMs, tools, and conversation state. Agents can be created via presets (`get_default_agent()` or `get_planning_agent()`) or manually configured with specific tools. - -**Conversation (`openhands/sdk/conversation/`)**: Manages interaction flow between users and agents. Key components: -- `Conversation`: Main class for SDK usage -- `LocalConversation`: Runs agent locally in same process -- `RemoteConversation`: Connects to remote agent via WebSocket -- `EventStore`: Persists conversation history -- `StuckDetector`: Detects and handles infinite loops - -**LLM Integration (`openhands/sdk/llm/`)**: Unified interface for multiple LLM providers via LiteLLM. Supports function calling, multimodal inputs, and custom routing strategies. `LLMRegistry` manages shared LLM configurations. - -**Context Management (`openhands/sdk/context/`)**: Controls agent behavior and memory: -- `AgentContext`: System/user message customization -- `Microagents`: Inject context based on triggers (repo-wide or keyword-based) -- `Condenser`: Manages conversation history truncation (e.g., `LLMSummarizingCondenser` replaces old events with summaries) - -**Tools (`openhands/sdk/tool/` and `openhands/tools/`)**: Tools are registered via `register_tool()` and instantiated with `Tool()` specs: -- `BashTool`: Execute bash commands in persistent shell -- `FileEditorTool`: Create/edit files with advanced editing capabilities -- `TaskTrackerTool`: Organize and track development tasks -- `BrowserToolSet`: Web automation (disabled in CLI mode) -- Built-in tools: `ThinkTool` (reasoning) and `FinishTool` (task completion) - -**MCP Integration (`openhands/sdk/mcp/`)**: Model Context Protocol support for external tool providers. Default preset includes `mcp-server-fetch` (web fetching) and `repomix` (codebase packing). - -**Security (`openhands/sdk/security/`)**: `LLMSecurityAnalyzer` analyzes tool calls for potential risks and can prompt for user confirmation on risky actions. - -**Events (`openhands/sdk/event/`)**: All actions and observations are represented as events. `LLMConvertibleEvent` types can be serialized to/from LLM messages. - -### Agent Server Architecture - -**API Layer (`openhands/agent_server/api.py`)**: FastAPI application with REST endpoints and WebSocket support. Routes are organized by domain: -- `conversation_router`: Create/manage conversations -- `event_router`: Query conversation events -- `bash_router`, `file_router`, `tool_router`: Direct tool access -- `vscode_router`, `desktop_router`: IDE/desktop integration -- `sockets_router`: WebSocket connections for real-time updates - -**Services**: -- `conversation_service`: Manages conversation lifecycle -- `vscode_service`, `desktop_service`: Optional IDE/desktop environment management - -**Pub/Sub (`pub_sub.py`)**: In-memory event bus for broadcasting conversation updates to WebSocket clients. - -**Docker Support**: Dockerfiles in `openhands/agent_server/docker/` for containerized deployment. - -### Workspace Management - -**Workspace (`openhands/workspace/`)**: Abstracts execution environments. `LocalWorkspace` runs on host, `RemoteWorkspace` connects to remote environments via API. - -## Key Patterns and Conventions - -### Tool Development -Tools must inherit from `ToolBase` and implement `get_schema()` and `execute()`. Register tools before agent creation: -```python -from openhands.sdk.tool import register_tool -register_tool("MyTool", MyToolClass) -``` - -### Conversation Flow -1. Create agent with LLM and tools -2. Create conversation with agent -3. Send messages via `conversation.send_message()` -4. Run conversation with `conversation.run()` (blocks until agent awaits user input) -5. Access events via `conversation.events` - -### Event-Driven Design -All interactions are events. Tools produce `Action` events (what agent wants to do) and `Observation` events (results). The conversation loop processes events until agent enters "await user input" state. - -### UV Workspace Structure -This is a monorepo with inter-package dependencies managed by UV workspace. When modifying dependencies: -- Add to the appropriate package's `pyproject.toml` -- Run `uv sync` to update lockfile -- Workspace sources are defined in root `pyproject.toml` `[tool.uv.sources]` - -### Testing Structure -- `tests/sdk/`: Core SDK functionality tests -- `tests/tools/`: Individual tool tests -- `tests/agent_server/`: Server API tests -- `tests/cross/`: Cross-package integration tests -- `tests/integration/`: Full end-to-end tests -- Use `pytest-asyncio` for async tests (asyncio_mode = "auto" in pyproject.toml) - -## Important Notes - -- Python 3.12+ required -- UV 0.8.13+ required for workspace support -- Pre-commit hooks enforce ruff formatting, linting, pycodestyle, and pyright type checking -- All LLM interactions go through LiteLLM for provider abstraction -- Default preset includes MCP servers: `mcp-server-fetch` and `repomix` -- Browser tools are automatically disabled when `cli_mode=True` -- Security analyzer is enabled by default in the default preset diff --git a/agent-sdk.workspace.code-workspace b/agent-sdk.workspace.code-workspace deleted file mode 100644 index ef4df70c86..0000000000 --- a/agent-sdk.workspace.code-workspace +++ /dev/null @@ -1,14 +0,0 @@ -{ - "folders": [ - { - "path": "." - }, - { - "path": "../odie-cli" - }, - { - "path": "../../.openhands" - } - ], - "settings": {} -} \ No newline at end of file diff --git a/docs/agent-sdk.workspace.code-workspace b/docs/agent-sdk.workspace.code-workspace deleted file mode 100644 index ef4df70c86..0000000000 --- a/docs/agent-sdk.workspace.code-workspace +++ /dev/null @@ -1,14 +0,0 @@ -{ - "folders": [ - { - "path": "." - }, - { - "path": "../odie-cli" - }, - { - "path": "../../.openhands" - } - ], - "settings": {} -} \ No newline at end of file diff --git a/docs/llm-model-info-and-caps.md b/docs/llm-model-info-and-caps.md deleted file mode 100644 index ecd93bce8d..0000000000 --- a/docs/llm-model-info-and-caps.md +++ /dev/null @@ -1,56 +0,0 @@ -# Model Info and Capabilities Initialization - -Problem -- `_init_model_info_and_caps()` mixes network I/O, name fallback heuristics, capability derivation, and policy (e.g., Claude 64k override). This reduces readability, slows object construction, and complicates testing. - -Goals -- Keep initialization fast and predictable. -- Isolate provider-specific probing and capability derivation. -- Make Anthropic-specific rules easy to find and change. -- Avoid repeated network calls for the same model/base_url. - -Proposed Structure -1) Resolver with cache -- `resolve_model_info(model: str, base_url: str | None, api_key: SecretStr | None) -> dict | None` -- Tries in order: - 1. If model.startswith("openrouter"): litellm.get_model_info(model) - 2. If model.startswith("litellm_proxy/"): fetch from `{base_url}/v1/model/info`, find matching `model_name`, return `model_info` - 3. Fallback: litellm.get_model_info(model.split(":")[0]) - 4. Fallback: litellm.get_model_info(model.split("/")[-1]) -- Wrap in an LRU cache keyed by `(provider_tag, normalized_model, base_url)`. -- Apply a short timeout on httpx.get and handle errors gracefully. - -2) Pure derivations -- `derive_token_limits(model: str, model_info: dict | None, existing_max_in: int | None, existing_max_out: int | None) -> tuple[int | None, int | None]` - - Respect existing values when already provided by the user. - - If Anthropic family and no explicit max_output_tokens, apply a practical cap (e.g., 64k) via a shared Anthropic helper. - - Use model_info["max_input_tokens"] / ["max_output_tokens"] / ["max_tokens"] as fallbacks. -- `compute_function_calling_active(native_override: bool | None, features) -> bool` - - If user sets `native_tool_calling` use it; otherwise features.supports_function_calling. - -3) Anthropic helpers (co-located) -- `anthropic/cache.py` → apply_prompt_caching(messages) -- `anthropic/tokens.py` → claude_practical_max_output(model) -> int | None -- `anthropic/reasoning.py` → headers and interleaved-thinking beta logic - -4) Initialization flow inside LLM -- During validation: set telemetry/metrics/tokenizer. -- Call `self._initialize_model_profile()` (small): - - `self._model_info = resolve_model_info(self.model, self.base_url, self.api_key)` - - `(self.max_input_tokens, self.max_output_tokens) = derive_token_limits(...)` - - `self._function_calling_active = compute_function_calling_active(self.native_tool_calling, get_features(self.model))` -- Optionally lazy: if we defer resolver to first use, ensure `clone()` carries resolved profile forward to avoid surprises. - -Base URL Scheme for Local/Proxy -- If `base_url` lacks a scheme, default to `http://` for localhost/intranet friendliness, with a clear debug log: "No scheme in base_url, defaulting to http://". -- Optionally add `force_https: bool = False` flag to override behavior when desired. - -Why This Works -- Readability: every function does one thing; the big method is gone. -- Testability: resolver can be mocked, derivations are pure and easy to unit test. -- Performance: model info cached across instances; no repeated network calls. -- Extensibility: Anthropic rules live together; adding providers won’t bloat LLM. - -Open Questions -- Should we always default to `http://` when no scheme, or default to `https://` and special-case `localhost`/`127.0.0.1`? Defaulting to `http://` is convenient for local dev; we can add a security note in docs. -- How large should the resolver LRU cache be? Likely tiny (e.g., 64 entries) since models are a short list. diff --git a/docs/llm-refactor.md b/docs/llm-refactor.md deleted file mode 100644 index 9fcd7143b9..0000000000 --- a/docs/llm-refactor.md +++ /dev/null @@ -1,110 +0,0 @@ -# LLM Refactor Plan: Simplicity, Streaming/Async, Stateful Responses - -Context -- The current LLM class (openhands/sdk/llm/llm.py) has grown large and mixes several concerns: config, feature detection, message formatting, tool strategy (native vs mock), provider option selection, transport calls, retry+telemetry, and post-processing. -- Today: sync-only, non-streaming for both Chat Completions and OpenAI Responses API. No stateful Responses API. -- Goals: improve readability, keep public API stable, and create clear extension points for stateful Responses API, streaming, async, and on‑the‑fly LLM switching. - -Design Principles -- Thin Facade: Keep LLM as a small, readable entry point that delegates. -- Small Modules, One Responsibility: favor 50–150 LOC modules that do one thing well. -- Composition over Inheritance: avoid complex adapter hierarchies; use simple functions/classes. -- Backward Compatible: keep LLM.completion and LLM.responses behavior intact. - -Proposed Architecture -1) Formatters (pure): - - formatters/chat.py - - prepare_chat_messages(llm, messages) -> list[dict] - - Applies Anthropic cache markers only when relevant. - - Applies vision/function-calling flags. - - Uses Message.to_llm_dict(). - - formatters/responses.py - - prepare_responses_input(llm, messages) -> (instructions: str | None, input_items: list[dict]) - - Vision only; no cache flags. - - Uses Message.to_responses_value(). - -2) Tools: - - tools/prepare.py - - build_chat_tools(tools) -> list[ChatCompletionToolParam] - - build_responses_tools(tools) -> list[Responses ToolParam] - - tools/strategy.py - - choose_tool_strategy(llm, chat_tools) -> strategy - - NativeToolStrategy: send tools natively (when supported) - - MockToolStrategy: pre/post transforms for prompt-mocked tool calls - -3) Options (rename normalize_* → select_options_*): - - options/chat_options.py - - select_chat_options(llm, user_kwargs, has_tools: bool) -> dict - - options/responses_options.py - - select_responses_options(llm, user_kwargs, include, store) -> dict - -4) Transport (litellm boundary): - - transport/chat.py - - transport_chat_sync(model, messages, options) -> ModelResponse - - (future) transport_chat_stream/async - - transport/responses.py - - transport_responses_sync(model, instructions, input_items, tools, options) -> ResponsesAPIResponse - - (future) transport_responses_stream/async - - Keep litellm.modify_params guard centralized here. - -5) Invocation (retry + telemetry): - - invocation/chat_invoker.py - - call_sync(ctx) -> LLMResponse - - (future) call_stream/call_async/call_async_stream - - invocation/responses_invoker.py - - call_sync(ctx) -> LLMResponse - -6) Caching (Anthropic-only flags today): - - caching/anthropic_cache.py - - apply_prompt_caching(messages) -> None - -7) Streaming/Async (future): - - streaming/events.py: {TextDelta, ToolCallDelta, ReasoningDelta, UsageDelta, Error, End} - - streaming/aggregator.py: fold deltas into final Message/Usage - -Public LLM Surface (unchanged now, future-ready) -- completion(...) -- responses(...) -- (future) completion_stream(...), responses_stream(...) -- (future) acompletion(...), aresponses(...), acompletion_stream(...), aresponses_stream(...) - -On‑the‑fly LLM switching -- Prefer clone-and-swap: LLM.clone(**overrides) returns a new configured instance; Agent swaps atomically. -- Optionally use a lightweight LLMHandle wrapper that the Agent holds; handle.set(new_llm) hot-swaps internally. - -Stateful Responses API (future) -- responses_invoker + responses transport accept store=True and session/thread identifiers from select_responses_options. -- No changes required in LLM facade beyond plumbing. - -Refactor of _init_model_info_and_caps() -Current behavior (mixed concerns): performs provider-specific model_info fetches (including network), sets token limits and function-calling capability. This couples init-time side effects, network I/O, and policy. - -We will: -- Extract a resolver: resolve_model_info(model, base_url, api_key) with an LRU cache. Supports openrouter, litellm_proxy, and basename fallbacks. -- Extract pure derivations: - - derive_token_limits(model, model_info) - - compute_function_calling_active(native_override, features) -- Consider lazy loading guarded by ensure_model_info_loaded(), but be mindful of clone(): clone should carry over resolved model profile so we avoid late surprises. - -Anthropic-specific logic -- Group Anthropic-specific concerns behind a small module anthropic/: - - anthropic/cache.py: apply_prompt_caching(...) - - anthropic/tokens.py: optional token/output caps overrides (e.g., Claude practical 64k) - - anthropic/reasoning.py: extended thinking headers, interleaved-thinking beta, etc. -- Chat and Responses option selectors call into these helpers only when get_features(model).is_anthropic is true. This keeps Anthropic “stuff” co-located and easy to find without over-engineering adapters. - -Base URL scheme for local/proxy -- If base_url has no scheme, default to http:// to support localhost/intranet usage, but log a concise debug message. If security is a concern in some environments, allow an LLM flag to force https. - -Migration Plan (incremental) -1) Extract prepare_* and select_options_* helpers (rename from normalize_*). No behavior change. -2) Extract chat/responses transport and centralize litellm.modify_params guard. -3) Introduce ToolStrategy (native/mock) using existing mixin logic. -4) Add Chat/Responses invokers (retry + telemetry) and delegate from LLM. -5) Introduce model_info resolver + derivations; replace _init_model_info_and_caps with a small initializer that calls the resolver and derivations. -6) Add streaming/async in invokers. - -Readability Wins -- Each module is short, with purpose-revealing names. -- LLM methods read as: prepare → select options → transport → postprocess → wrap. -- Provider quirks (Anthropic) are grouped and opt-in by features. diff --git a/log.txt b/log.txt deleted file mode 100644 index 000890ce36..0000000000 --- a/log.txt +++ /dev/null @@ -1,825 +0,0 @@ -#15 FROM ghcr.io/astral-sh/uv:latest@sha256:6dbd7c42a9088083fa79e41431a579196a189bcee3ae68ba904ac2bf77765867 -#15 DONE 0.0s - -#16 importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-main -#16 ... - -#17 importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-vscode-settings-extension -#17 ERROR: failed to configure registry cache importer: ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-vscode-settings-extension: not found - -#16 importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-main -#16 ERROR: failed to configure registry cache importer: ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-main: not found - -#13 [internal] load build context -#13 transferring context: 40.71kB 0.0s done -#13 DONE 0.0s - -#11 [internal] settings cache mount permissions -#11 CACHED - -#18 [builder 2/7] COPY --from=ghcr.io/astral-sh/uv /uv /uvx /bin/ -#18 CACHED - -#19 [builder 3/7] RUN groupadd -g 10001 openhands && useradd -m -u 10001 -g 10001 -s /usr/sbin/nologin openhands -#19 CACHED - -#20 [builder 4/7] WORKDIR /agent-server -#20 CACHED - -#21 [builder 5/7] COPY --chown=openhands:openhands pyproject.toml uv.lock README.md LICENSE ./ -#21 CACHED - -#22 [builder 6/7] COPY --chown=openhands:openhands openhands ./openhands -#22 DONE 0.2s - -#23 [builder 7/7] RUN --mount=type=cache,target=/home/openhands/.cache,uid=10001,gid=10001 uv sync --frozen --no-editable -#23 0.103 Using CPython 3.12.12 interpreter at: /usr/local/bin/python -#23 0.103 Creating virtual environment at: .venv -#23 0.127 Building openhands-agent-server @ file:///agent-server/openhands/agent_server -#23 0.128 Building openhands-sdk @ file:///agent-server/openhands/sdk -#23 0.128 Building openhands-tools @ file:///agent-server/openhands/tools -#23 0.129 Building openhands-workspace @ file:///agent-server/openhands/workspace -#23 1.155 Built openhands-workspace @ file:///agent-server/openhands/workspace -#23 1.155 Built openhands-tools @ file:///agent-server/openhands/tools -#23 1.162 Built openhands-agent-server @ file:///agent-server/openhands/agent_server -#23 1.163 Built openhands-sdk @ file:///agent-server/openhands/sdk -#23 1.188 Prepared 4 packages in 1.06s -#23 1.189 warning: Failed to hardlink files; falling back to full copy. This may lead to degraded performance. -#23 1.189 If the cache and target directories are on different filesystems, hardlinking may not be supported. -#23 1.189 If this is intentional, set `export UV_LINK_MODE=copy` or use `--link-mode=copy` to suppress this warning. -#23 1.783 Installed 183 packages in 594ms -#23 1.783 + aiofiles==24.1.0 -#23 1.783 + aiohappyeyeballs==2.6.1 -#23 1.783 + aiohttp==3.12.15 -#23 1.783 + aiosignal==1.4.0 -#23 1.783 + aiosqlite==0.21.0 -#23 1.783 + alembic==1.16.5 -#23 1.783 + altair==5.5.0 -#23 1.783 + altgraph==0.17.4 -#23 1.783 + annotated-types==0.7.0 -#23 1.783 + anthropic==0.68.0 -#23 1.783 + anyio==4.10.0 -#23 1.783 + attrs==25.3.0 -#23 1.783 + authlib==1.6.4 -#23 1.783 + backoff==2.2.1 -#23 1.783 + bashlex==0.18 -#23 1.783 + binaryornot==0.4.4 -#23 1.783 + blinker==1.9.0 -#23 1.783 + browser-use==0.7.9 -#23 1.783 + bubus==1.5.6 -#23 1.783 + cachetools==5.5.2 -#23 1.783 + cdp-use==1.4.1 -#23 1.783 + certifi==2025.8.3 -#23 1.783 + cffi==2.0.0 -#23 1.783 + cfgv==3.4.0 -#23 1.783 + chardet==5.2.0 -#23 1.783 + charset-normalizer==3.4.3 -#23 1.783 + click==8.2.1 -#23 1.783 + coverage==7.10.6 -#23 1.783 + cryptography==46.0.1 -#23 1.783 + cyclopts==3.24.0 -#23 1.783 + distlib==0.4.0 -#23 1.783 + distro==1.9.0 -#23 1.783 + dnspython==2.8.0 -#23 1.783 + docker==7.1.0 -#23 1.783 + docstring-parser==0.17.0 -#23 1.783 + docutils==0.22.1 -#23 1.783 + email-validator==2.3.0 -#23 1.783 + exceptiongroup==1.3.0 -#23 1.783 + fastapi==0.116.2 -#23 1.783 + fastmcp==2.12.3 -#23 1.783 + fastuuid==0.13.5 -#23 1.783 + filelock==3.19.1 -#23 1.783 + frozenlist==1.7.0 -#23 1.783 + fsspec==2025.9.0 -#23 1.783 + func-timeout==4.3.5 -#23 1.783 + gitdb==4.0.12 -#23 1.783 + gitpython==3.1.45 -#23 1.783 + google-api-core==2.25.1 -#23 1.784 + google-api-python-client==2.182.0 -#23 1.784 + google-auth==2.40.3 -#23 1.784 + google-auth-httplib2==0.2.0 -#23 1.784 + google-auth-oauthlib==1.2.2 -#23 1.784 + google-genai==1.38.0 -#23 1.784 + googleapis-common-protos==1.70.0 -#23 1.784 + greenlet==3.2.4 -#23 1.784 + groq==0.31.1 -#23 1.784 + h11==0.16.0 -#23 1.784 + hf-xet==1.1.10 -#23 1.784 + html2text==2025.4.15 -#23 1.784 + httpcore==1.0.9 -#23 1.784 + httplib2==0.31.0 -#23 1.784 + httpx==0.28.1 -#23 1.784 + httpx-sse==0.4.1 -#23 1.784 + huggingface-hub==0.35.0 -#23 1.784 + identify==2.6.14 -#23 1.784 + idna==3.10 -#23 1.784 + importlib-metadata==8.7.0 -#23 1.784 + iniconfig==2.1.0 -#23 1.784 + isodate==0.7.2 -#23 1.784 + jinja2==3.1.6 -#23 1.784 + jiter==0.11.0 -#23 1.784 + jsonschema==4.25.1 -#23 1.784 + jsonschema-path==0.3.4 -#23 1.784 + jsonschema-specifications==2025.9.1 -#23 1.784 + lazy-object-proxy==1.12.0 -#23 1.784 + libtmux==0.46.2 -#23 1.784 + litellm==1.77.7 (from git+https://github.com/BerriAI/litellm.git@763d2f8ccdd8412dbe6d4ac0e136d9ac34dcd4c0) -#23 1.784 + mako==1.3.10 -#23 1.784 + markdown-it-py==4.0.0 -#23 1.784 + markupsafe==3.0.2 -#23 1.784 + mcp==1.14.1 -#23 1.784 + mdurl==0.1.2 -#23 1.784 + more-itertools==10.8.0 -#23 1.784 + multidict==6.6.4 -#23 1.784 + narwhals==2.5.0 -#23 1.784 + nodeenv==1.9.1 -#23 1.784 + nodejs-wheel-binaries==22.19.0 -#23 1.784 + numpy==2.3.3 -#23 1.784 + oauthlib==3.3.1 -#23 1.784 + ollama==0.5.4 -#23 1.784 + openai==1.108.1 -#23 1.784 + openapi-core==0.19.5 -#23 1.784 + openapi-pydantic==0.5.1 -#23 1.784 + openapi-schema-validator==0.6.3 -#23 1.784 + openapi-spec-validator==0.7.2 -#23 1.784 + openhands-agent-server==1.0.0 (from file:///agent-server/openhands/agent_server) -#23 1.784 + openhands-sdk==1.0.0 (from file:///agent-server/openhands/sdk) -#23 1.784 + openhands-tools==1.0.0 (from file:///agent-server/openhands/tools) -#23 1.784 + openhands-workspace==1.0.0 (from file:///agent-server/openhands/workspace) -#23 1.784 + packaging==25.0 -#23 1.784 + pandas==2.3.2 -#23 1.784 + parse==1.20.2 -#23 1.784 + pathable==0.4.4 -#23 1.784 + pillow==11.3.0 -#23 1.784 + platformdirs==4.4.0 -#23 1.784 + pluggy==1.6.0 -#23 1.784 + portalocker==2.10.1 -#23 1.784 + posthog==6.7.5 -#23 1.784 + pre-commit==4.3.0 -#23 1.784 + propcache==0.3.2 -#23 1.784 + proto-plus==1.26.1 -#23 1.784 + protobuf==6.32.1 -#23 1.784 + psutil==7.1.0 -#23 1.784 + py==1.11.0 -#23 1.785 + pyarrow==21.0.0 -#23 1.785 + pyasn1==0.6.1 -#23 1.785 + pyasn1-modules==0.4.2 -#23 1.785 + pycodestyle==2.14.0 -#23 1.785 + pycparser==2.23 -#23 1.785 + pydantic==2.11.9 -#23 1.785 + pydantic-core==2.33.2 -#23 1.785 + pydantic-settings==2.10.1 -#23 1.785 + pydeck==0.9.1 -#23 1.785 + pygments==2.19.2 -#23 1.785 + pyinstaller==6.16.0 -#23 1.785 + pyinstaller-hooks-contrib==2025.8 -#23 1.785 + pyotp==2.9.0 -#23 1.785 + pyparsing==3.2.4 -#23 1.785 + pypdf==6.0.0 -#23 1.785 + pyperclip==1.10.0 -#23 1.785 + pyright==1.1.405 -#23 1.785 + pytest==8.4.2 -#23 1.785 + pytest-asyncio==1.2.0 -#23 1.785 + pytest-cov==7.0.0 -#23 1.785 + pytest-forked==1.6.0 -#23 1.785 + pytest-timeout==2.4.0 -#23 1.785 + python-dateutil==2.9.0.post0 -#23 1.785 + python-dotenv==1.1.1 -#23 1.785 + python-frontmatter==1.1.0 -#23 1.785 + python-json-logger==3.3.0 -#23 1.785 + python-multipart==0.0.20 -#23 1.785 + pytz==2025.2 -#23 1.785 + pyyaml==6.0.2 -#23 1.785 + referencing==0.36.2 -#23 1.785 + regex==2025.9.18 -#23 1.785 + reportlab==4.4.4 -#23 1.785 + requests==2.32.5 -#23 1.785 + requests-oauthlib==2.0.0 -#23 1.785 + rfc3339-validator==0.1.4 -#23 1.785 + rich==14.1.0 -#23 1.785 + rich-rst==1.3.1 -#23 1.785 + rpds-py==0.27.1 -#23 1.785 + rsa==4.9.1 -#23 1.785 + ruff==0.13.1 -#23 1.785 + screeninfo==0.8.1 -#23 1.785 + setuptools==80.9.0 -#23 1.785 + six==1.17.0 -#23 1.785 + smmap==5.0.2 -#23 1.785 + sniffio==1.3.1 -#23 1.785 + sqlalchemy==2.0.43 -#23 1.785 + sse-starlette==3.0.2 -#23 1.785 + starlette==0.48.0 -#23 1.785 + streamlit==1.49.1 -#23 1.785 + tabulate==0.9.0 -#23 1.785 + tenacity==9.1.2 -#23 1.785 + tiktoken==0.11.0 -#23 1.785 + tokenizers==0.22.1 -#23 1.785 + toml==0.10.2 -#23 1.785 + tornado==6.5.2 -#23 1.785 + tqdm==4.67.1 -#23 1.785 + typing-extensions==4.15.0 -#23 1.785 + typing-inspection==0.4.1 -#23 1.785 + tzdata==2025.2 -#23 1.785 + uritemplate==4.2.0 -#23 1.785 + urllib3==2.5.0 -#23 1.785 + uuid7==0.1.0 -#23 1.785 + uvicorn==0.35.0 -#23 1.785 + virtualenv==20.34.0 -#23 1.785 + watchdog==6.0.0 -#23 1.785 + websockets==15.0.1 -#23 1.785 + werkzeug==3.1.1 -#23 1.785 + yarl==1.20.1 -#23 1.785 + zipp==3.23.0 -#23 DONE 2.4s - -#24 [base-image-minimal 3/4] COPY --from=ghcr.io/astral-sh/uv /uv /uvx /bin/ -#24 CACHED - -#25 [base-image 1/7] RUN set -eux; mkdir -p $(dirname /openhands/.openvscode-server); arch=$(uname -m); if [ "${arch}" = "x86_64" ]; then arch="x64"; elif [ "${arch}" = "aarch64" ]; then arch="arm64"; elif [ "${arch}" = "armv7l" ]; then arch="armhf"; fi; wget https://github.com/gitpod-io/openvscode-server/releases/download/openvscode-server-v1.98.2/openvscode-server-v1.98.2-linux-${arch}.tar.gz; tar -xzf openvscode-server-v1.98.2-linux-${arch}.tar.gz; if [ -d "/openhands/.openvscode-server" ]; then rm -rf "/openhands/.openvscode-server"; fi; mv openvscode-server-v1.98.2-linux-${arch} /openhands/.openvscode-server; cp /openhands/.openvscode-server/bin/remote-cli/openvscode-server /openhands/.openvscode-server/bin/remote-cli/code; rm -f openvscode-server-v1.98.2-linux-${arch}.tar.gz; chown -R openhands:openhands /openhands/.openvscode-server -#25 CACHED - -#26 [base-image 2/7] RUN set -eux; if grep -q "ubuntu" /etc/os-release; then install -m 0755 -d /etc/apt/keyrings; curl -fsSL https://download.docker.com/linux/ubuntu/gpg -o /etc/apt/keyrings/docker.asc; chmod a+r /etc/apt/keyrings/docker.asc; echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable" | tee /etc/apt/sources.list.d/docker.list > /dev/null; else install -m 0755 -d /etc/apt/keyrings; curl -fsSL https://download.docker.com/linux/debian/gpg -o /etc/apt/keyrings/docker.asc; chmod a+r /etc/apt/keyrings/docker.asc; echo "deb [arch=$(dpkg --print-architecture) signed-by=/etc/apt/keyrings/docker.asc] https://download.docker.com/linux/debian bookworm stable" | tee /etc/apt/sources.list.d/docker.list > /dev/null; fi; apt-get update; apt-get install -y docker-ce docker-ce-cli containerd.io docker-buildx-plugin docker-compose-plugin; apt-get clean; rm -rf /var/lib/apt/lists/* -#26 CACHED - -#27 [base-image 3/7] RUN mkdir -p /etc/docker && echo '{"mtu": 1450}' > /etc/docker/daemon.json -#27 CACHED - -#28 [base-image 4/7] RUN set -eux; apt-get update; apt-get install -y --no-install-recommends tigervnc-standalone-server xfce4 dbus-x11 novnc websockify $(if grep -q "ubuntu" /etc/os-release; then echo "chromium-browser"; else echo "chromium"; fi); apt-get clean; rm -rf /var/lib/apt/lists/* -#28 CACHED - -#29 [base-image 5/7] RUN chown -R openhands:openhands /usr/share/novnc -#29 CACHED - -#30 [base-image-minimal 2/4] RUN set -eux; apt-get update; apt-get install -y --no-install-recommends ca-certificates curl wget sudo apt-utils git jq tmux build-essential coreutils util-linux procps findutils grep sed apt-transport-https gnupg lsb-release; (getent group 10001 || groupadd -g 10001 openhands); (id -u openhands >/dev/null 2>&1 || useradd -m -u 10001 -g 10001 -s /bin/bash openhands); usermod -aG sudo openhands; echo "openhands ALL=(ALL) NOPASSWD:ALL" >> /etc/sudoers; mkdir -p /workspace/project; chown -R openhands:openhands /workspace; rm -rf /var/lib/apt/lists/* -#30 CACHED - -#31 [base-image 6/7] COPY --chown=openhands:openhands openhands/agent_server/docker/wallpaper.svg /usr/share/backgrounds/xfce/xfce-shapes.svg -#31 CACHED - -#32 [source 1/2] COPY --chown=openhands:openhands --from=builder /agent-server /agent-server -#32 DONE 2.0s - -#33 [source 2/2] COPY --chown=openhands:openhands --from=builder /agent-server/openhands/agent_server/vscode_extensions /openhands/.openvscode-server/extensions -#33 DONE 0.1s - -#34 exporting to image -#34 exporting layers -#34 exporting layers 1.7s done -#34 writing image sha256:97a17ba72cf8e9a01177eaa430636ec6de8c86bd13da14ced864b4569a064d12 -#34 writing image sha256:97a17ba72cf8e9a01177eaa430636ec6de8c86bd13da14ced864b4569a064d12 done -#34 naming to ghcr.io/all-hands-ai/agent-server:71d1a9f-custom-dev done -#34 naming to ghcr.io/all-hands-ai/agent-server:v1.0.0_nikolaik_s_python-nodejs_tag_python3.12-nodejs22-dev done -#34 DONE 1.7s ------- - > importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-vscode-settings-extension: ------- ------- - > importing cache manifest from ghcr.io/all-hands-ai/agent-server:buildcache-source-nikolaik_s_python-nodejs_tag_python3.12-nodejs22-main: ------- - -View build details: docker-desktop://dashboard/build/desktop-linux/desktop-linux/c52mydc2har9e73bfl9d6ipr1 -[build] Done. Tags: - - ghcr.io/all-hands-ai/agent-server:71d1a9f-custom-dev - - ghcr.io/all-hands-ai/agent-server:v1.0.0_nikolaik_s_python-nodejs_tag_python3.12-nodejs22-dev -BUILD DONE. -[10/12/25 23:34:14] INFO Using image: ghcr.io/all-hands-ai/agent-server:71d1a9f-custom-dev workspace.py:179 -[10/12/25 23:34:14] INFO $ docker run -d --platform linux/arm64 --rm --name command.py:27 - agent-server-9727b297-a0b7-4606-acc0-72d2df11fe35 -e - LLM_API_KEY=sk-7QlqTKmhtDfJfwQjwZZqPQ -p 8010:8000 -p 8011:8001 -p 8012:8002 - ghcr.io/all-hands-ai/agent-server:71d1a9f-custom-dev --host 0.0.0.0 --port 8000 -a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -[10/12/25 23:34:14] INFO Started container: workspace.py:326 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -[10/12/25 23:34:14] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:15] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:16] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:16,780", "levelname": "WARNING", "name": "uvicorn.error", "filename": "config.py", "lineno": 283, "message": "Current configuration will not reload as not all conditions are met, please refer to documentation."} -[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/websockets/legacy/__init__.py:6: DeprecationWarning: websockets.legacy is deprecated; see https://websockets.readthedocs.io/en/stable/howto/upgrade.html for upgrade instructions -[DOCKER] warnings.warn( # deprecated in 14.0 - 2024-11-09 -[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/uvicorn/protocols/websockets/websockets_impl.py:17: DeprecationWarning: websockets.server.WebSocketServerProtocol is deprecated -[DOCKER] from websockets.server import WebSocketServerProtocol -[10/12/25 23:34:17] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:17,932", "levelname": "INFO", "name": "uvicorn.error", "filename": "server.py", "lineno": 84, "message": "Started server process [1]", "color_message": "Started server process [\u001b[36m%d\u001b[0m]"} -[DOCKER] {"asctime": "2025-10-12 21:34:17,932", "levelname": "INFO", "name": "uvicorn.error", "filename": "on.py", "lineno": 48, "message": "Waiting for application startup."} -[DOCKER] {"asctime": "2025-10-12 21:34:18,177", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension sql build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:18,354", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension json build failed"} -[10/12/25 23:34:18] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:18,540", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension objective-c build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:18,720", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension julia build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:18,897", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension handlebars build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:19,074", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension docker build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:19,241", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension go build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:19,409", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension search-result build failed"} -[10/12/25 23:34:19] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:19,587", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension powershell build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:19,753", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension shellscript build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:19,918", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension gulp build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:20,104", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension groovy build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:20,319", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension csharp build failed"} -[10/12/25 23:34:20] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -[DOCKER] {"asctime": "2025-10-12 21:34:20,492", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension terminal-suggest build failed"} -true -[DOCKER] {"asctime": "2025-10-12 21:34:20,660", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension typescript-basics build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:20,826", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension php build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:20,992", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension github-authentication build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:21,161", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-monokai-dimmed build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:21,330", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension tunnel-forwarding build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:21,498", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-solarized-dark build failed"} -[10/12/25 23:34:21] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:21,665", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ipynb build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:21,830", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension less build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:21,999", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension swift build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:22,165", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension perl build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:22,337", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ruby build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:22,509", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension debug-auto-launch build failed"} -[10/12/25 23:34:22] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:22,684", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension log build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:22,866", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension python build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:23,042", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension jake build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:23,212", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension media-preview build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:23,380", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension shaderlab build failed"} -[10/12/25 23:34:23] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -[DOCKER] {"asctime": "2025-10-12 21:34:23,547", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension rust build failed"} -true -[DOCKER] {"asctime": "2025-10-12 21:34:23,724", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension debug-server-ready build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:23,894", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension git build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:24,062", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension markdown-math build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:24,237", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension html-language-features build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:24,412", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension configuration-editing build failed"} -[10/12/25 23:34:24] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -[DOCKER] {"asctime": "2025-10-12 21:34:24,584", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension scss build failed"} -true -[DOCKER] {"asctime": "2025-10-12 21:34:24,755", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ms-vscode.js-debug-companion build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:24,921", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension json-language-features build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:25,093", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension r build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:25,260", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension emmet build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:25,430", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-solarized-light build failed"} -[10/12/25 23:34:25] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -[DOCKER] {"asctime": "2025-10-12 21:34:25,610", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ms-vscode.js-debug build failed"} -true -[DOCKER] {"asctime": "2025-10-12 21:34:25,790", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension npm build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:25,959", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension make build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:26,129", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension css-language-features build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:26,297", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension hlsl build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:26,464", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension simple-browser build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:26,634", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension latex build failed"} -[10/12/25 23:34:26] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:26,807", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension git-base build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:26,977", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension javascript build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:27,143", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension yaml build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:27,309", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension markdown-basics build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:27,476", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension bat build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:27,646", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-kimbie-dark build failed"} -[10/12/25 23:34:27] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:27,816", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ini build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:27,984", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension typescript-language-features build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:28,148", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-quietlight build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:28,313", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-monokai build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:28,480", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-seti build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:28,650", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-tomorrow-night-blue build failed"} -[10/12/25 23:34:28] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:28,819", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension vb build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:28,988", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension grunt build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:29,156", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension coffeescript build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:29,325", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension dart build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:29,495", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension github build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:29,666", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension cpp build failed"} -[10/12/25 23:34:29] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:29,858", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-defaults build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:30,029", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension clojure build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:30,200", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension fsharp build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:30,370", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-abyss build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:30,541", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension xml build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:30,713", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension pug build failed"} -[10/12/25 23:34:30] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:30,885", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension lua build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:31,055", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension razor build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:31,224", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension extension-editing build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:31,392", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension diff build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:31,563", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension microsoft-authentication build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:31,732", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension java build failed"} -[10/12/25 23:34:31] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:31,907", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension css build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:32,077", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension markdown-language-features build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:32,247", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension html build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:32,419", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension theme-red build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:32,593", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension references-view build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:32,761", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension php-language-features build failed"} -[10/12/25 23:34:32] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:32,929", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension restructuredtext build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:33,103", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension merge-conflict build failed"} -[DOCKER] {"asctime": "2025-10-12 21:34:33,273", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension ms-vscode.vscode-js-profile-table build failed"} -[10/12/25 23:34:33] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:34] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:35] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:36] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:38] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:39] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:40] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:41] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:42,024", "levelname": "WARNING", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 220, "message": "Extension notebook-renderers build failed"} -[10/12/25 23:34:42] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:43] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:43,775", "levelname": "INFO", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 218, "message": "Extension openhands-settings built successfully"} -[DOCKER] {"asctime": "2025-10-12 21:34:43,886", "levelname": "INFO", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 191, "message": "VSCode server startup detected"} -[DOCKER] {"asctime": "2025-10-12 21:34:43,886", "levelname": "INFO", "name": "openhands.agent_server.vscode_service", "filename": "vscode_service.py", "lineno": 64, "message": "VSCode server started successfully on port 8001"} -[DOCKER] {"asctime": "2025-10-12 21:34:43,886", "levelname": "INFO", "name": "openhands.agent_server.api", "filename": "api.py", "lineno": 49, "message": "VSCode service started successfully"} -[DOCKER] {"asctime": "2025-10-12 21:34:43,893", "levelname": "INFO", "name": "openhands.agent_server.desktop_service", "filename": "desktop_service.py", "lineno": 78, "message": "Starting TigerVNC on :1 (1280x800)..."} -[DOCKER] Please be aware that you are exposing your VNC server to all users on the -[DOCKER] local machine. These users can access your server without authentication! -[DOCKER] /usr/bin/xauth: file /home/openhands/.Xauthority does not exist -[DOCKER] -[DOCKER] New Xtigervnc server 'a22128f07980:1 (openhands)' on port 5901 for display :1. -[DOCKER] Use xtigervncviewer -SecurityTypes None :1 to connect to the VNC server. -[DOCKER] -[10/12/25 23:34:44] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:45] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:46] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:47,043", "levelname": "INFO", "name": "openhands.agent_server.desktop_service", "filename": "desktop_service.py", "lineno": 121, "message": "Starting noVNC proxy on 0.0.0.0:8002 -> 127.0.0.1:5901 ..."} -[DOCKER] {"asctime": "2025-10-12 21:34:47,045", "levelname": "INFO", "name": "openhands.agent_server.desktop_service", "filename": "desktop_service.py", "lineno": 143, "message": "noVNC URL: http://localhost:8002/vnc.html?autoconnect=1&resize=remote"} -[10/12/25 23:34:47] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[10/12/25 23:34:48] INFO $ docker inspect -f '{{.State.Running}}' command.py:27 - a22128f079805d2e9f280efdd0745b47e4ddffa42e1841a456705d1f936f0bea -true -[DOCKER] {"asctime": "2025-10-12 21:34:49,048", "levelname": "INFO", "name": "openhands.agent_server.desktop_service", "filename": "desktop_service.py", "lineno": 153, "message": "Desktop started successfully"} -[DOCKER] {"asctime": "2025-10-12 21:34:49,048", "levelname": "INFO", "name": "openhands.agent_server.api", "filename": "api.py", "lineno": 59, "message": "Desktop service started successfully"} -[DOCKER] {"asctime": "2025-10-12 21:34:49,245", "levelname": "INFO", "name": "uvicorn.error", "filename": "on.py", "lineno": 62, "message": "Application startup complete."} -[DOCKER] {"asctime": "2025-10-12 21:34:49,245", "levelname": "INFO", "name": "uvicorn.error", "filename": "server.py", "lineno": 216, "message": "Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)", "color_message": "Uvicorn running on \u001b[1m%s://%s:%d\u001b[0m (Press CTRL+C to quit)"} -[DOCKER] 🙌 Starting OpenHands Agent Server on 0.0.0.0:8000 -[10/12/25 23:34:49] INFO Docker workspace is ready at http://localhost:8010 workspace.py:343 -[DOCKER] 📖 API docs will be available at http://0.0.0.0:8000/docs -[DOCKER] 🔄 Auto-reload: disabled -[DOCKER] 🔒 DEBUG mode: DISABLED -[DOCKER] -[DOCKER] {"asctime": "2025-10-12 21:34:49,439", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} -[DOCKER] {"asctime": "2025-10-12 21:35:02,330", "levelname": "INFO", "name": "openhands.sdk.conversation.state", "filename": "state.py", "lineno": 213, "message": "Created new conversation 98aa5ad0-f12d-44fa-94d8-b1152df5a9a1\nState: {'id': UUID('98aa5ad0-f12d-44fa-94d8-b1152df5a9a1'), 'workspace': {'kind': 'LocalWorkspace', 'working_dir': '/workspace'}, 'persistence_dir': 'workspace/conversations/event_service/98aa5ad0-f12d-44fa-94d8-b1152df5a9a1', 'max_iterations': 500, 'stuck_detection': True, 'agent_status': , 'confirmation_policy': {'kind': 'NeverConfirm'}, 'activated_knowledge_microagents': [], 'stats': {'service_to_metrics': {}}}\nAgent: {'kind': 'Agent', 'llm': {'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'api_key': SecretStr('**********'), 'base_url': 'https://llm-proxy.eval.all-hands.dev', 'openrouter_site_url': 'https://docs.all-hands.dev/', 'openrouter_app_name': 'OpenHands', 'num_retries': 5, 'retry_multiplier': 8.0, 'retry_min_wait': 8, 'retry_max_wait': 64, 'max_message_chars': 30000, 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': 200000, 'max_output_tokens': 64000, 'drop_params': True, 'modify_params': True, 'disable_stop_word': False, 'caching_prompt': True, 'log_completions': False, 'log_completions_folder': 'logs/completions', 'enable_encrypted_reasoning': False, 'extended_thinking_budget': 200000, 'service_id': 'agent', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': ('api_key', 'aws_access_key_id', 'aws_secret_access_key')}, 'tools': [{'name': 'BashTool', 'params': {}}, {'name': 'FileEditorTool', 'params': {}}, {'name': 'TaskTrackerTool', 'params': {}}], 'mcp_config': {'mcpServers': {'fetch': {'command': 'uvx', 'args': ['mcp-server-fetch']}, 'repomix': {'command': 'npx', 'args': ['-y', 'repomix@1.4.2', '--mcp']}}}, 'filter_tools_regex': '^(?!repomix)(.*)|^repomix.*pack_codebase.*$', 'system_prompt_filename': 'system_prompt.j2', 'system_prompt_kwargs': {'cli_mode': True}, 'security_analyzer': {'kind': 'LLMSecurityAnalyzer'}, 'condenser': {'kind': 'LLMSummarizingCondenser', 'llm': {'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'api_key': SecretStr('**********'), 'base_url': 'https://llm-proxy.eval.all-hands.dev', 'openrouter_site_url': 'https://docs.all-hands.dev/', 'openrouter_app_name': 'OpenHands', 'num_retries': 5, 'retry_multiplier': 8.0, 'retry_min_wait': 8, 'retry_max_wait': 64, 'max_message_chars': 30000, 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': 200000, 'max_output_tokens': 64000, 'drop_params': True, 'modify_params': True, 'disable_stop_word': False, 'caching_prompt': True, 'log_completions': False, 'log_completions_folder': 'logs/completions', 'enable_encrypted_reasoning': False, 'extended_thinking_budget': 200000, 'service_id': 'condenser', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': ('api_key', 'aws_access_key_id', 'aws_secret_access_key')}, 'max_size': 80, 'keep_first': 4}}"} -[DOCKER] {"asctime": "2025-10-12 21:35:02,337", "levelname": "INFO", "name": "openhands.tools.execute_bash.terminal.factory", "filename": "factory.py", "lineno": 103, "message": "Auto-detected: Using TmuxTerminal (tmux available)"} -[DOCKER] {"asctime": "2025-10-12 21:35:02,596", "levelname": "INFO", "name": "openhands.tools.execute_bash.impl", "filename": "impl.py", "lineno": 51, "message": "BashExecutor initialized with working_dir: /workspace, username: None, terminal_type: TerminalSession"} -[DOCKER] {"asctime": "2025-10-12 21:35:02,598", "levelname": "INFO", "name": "openhands.tools.file_editor.editor", "filename": "editor.py", "lineno": 85, "message": "FileEditor initialized with cwd: /workspace"} -[DOCKER] {"asctime": "2025-10-12 21:35:02,598", "levelname": "INFO", "name": "openhands.tools.task_tracker.definition", "filename": "definition.py", "lineno": 155, "message": "TaskTrackerExecutor initialized with save_dir: workspace/conversations/event_service/98aa5ad0-f12d-44fa-94d8-b1152df5a9a1"} -[DOCKER] {"asctime": "2025-10-12 21:35:02,643", "levelname": "INFO", "name": "mcp.server.lowlevel.server", "filename": "server.py", "lineno": 623, "message": "Processing request of type ListToolsRequest"} -[DOCKER] Downloading lxml (4.8MiB) -[DOCKER] Downloading pydantic-core (1.9MiB) -[DOCKER] Downloading pydantic-core -[DOCKER] Downloading lxml -[DOCKER] Installed 40 packages in 10ms -[DOCKER] {"asctime": "2025-10-12 21:35:09,628", "levelname": "INFO", "name": "openhands.sdk.mcp.utils", "filename": "utils.py", "lineno": 62, "message": "Created 8 MCP tools: ['fetch_fetch', 'repomix_pack_codebase', 'repomix_pack_remote_repository', 'repomix_attach_packed_output', 'repomix_read_repomix_output', 'repomix_grep_repomix_output', 'repomix_file_system_read_file', 'repomix_file_system_read_directory']"} -[DOCKER] {"asctime": "2025-10-12 21:35:09,629", "levelname": "INFO", "name": "openhands.sdk.agent.base", "filename": "base.py", "lineno": 203, "message": "Loaded 11 tools from spec: ['execute_bash', 'str_replace_editor', 'task_tracker', 'fetch_fetch', 'repomix_pack_codebase', 'repomix_pack_remote_repository', 'repomix_attach_packed_output', 'repomix_read_repomix_output', 'repomix_grep_repomix_output', 'repomix_file_system_read_file', 'repomix_file_system_read_directory']"} -[DOCKER] {"asctime": "2025-10-12 21:35:09,629", "levelname": "INFO", "name": "openhands.sdk.agent.base", "filename": "base.py", "lineno": 209, "message": "Filtered to 5 tools after applying regex filter: ['execute_bash', 'str_replace_editor', 'task_tracker', 'fetch_fetch', 'repomix_pack_codebase']"} -[DOCKER] {"asctime": "2025-10-12 21:35:09,629", "levelname": "WARNING", "name": "openhands.sdk.agent.agent", "filename": "agent.py", "lineno": 98, "message": "LLM security analyzer is enabled but confirmation policy is set to NeverConfirm"} -[DOCKER] {"asctime": "2025-10-12 21:35:11,716", "levelname": "INFO", "name": "openhands.sdk.llm.llm_registry", "filename": "llm_registry.py", "lineno": 81, "message": "[LLM registry 52817eb9-ce49-4a76-b3f1-f0fab7b9b69c]: Added LLM for service agent"} -[DOCKER] {"asctime": "2025-10-12 21:35:13,319", "levelname": "INFO", "name": "openhands.sdk.llm.llm_registry", "filename": "llm_registry.py", "lineno": 81, "message": "[LLM registry 52817eb9-ce49-4a76-b3f1-f0fab7b9b69c]: Added LLM for service condenser"} -[DOCKER] {"asctime": "2025-10-12 21:35:13,319", "levelname": "INFO", "name": "openhands.sdk.conversation.impl.local_conversation", "filename": "local_conversation.py", "lineno": 267, "message": "Confirmation policy set to: kind='NeverConfirm'"} -[DOCKER] {"asctime": "2025-10-12 21:35:16,213", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} -[DOCKER] {"asctime": "2025-10-12 21:35:16,219", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} -[10/12/25 23:35:16] INFO 04_vscode_with_docker_sandboxed_server.py:62 - 📋 Conversation ID: - 98aa5ad0-f12d-44fa-94d8-b1152df5a9a1 -[10/12/25 23:35:16] INFO 📝 Sending first message... 04_vscode_with_docker_sandboxed_server.py:63 -[DOCKER] {"asctime": "2025-10-12 21:35:16,235", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} -[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/websockets/legacy/server.py:1178: DeprecationWarning: remove second argument of ws_handler -[DOCKER] warnings.warn("remove second argument of ws_handler", DeprecationWarning) -[DOCKER] {"asctime": "2025-10-12 21:35:16,279", "levelname": "INFO", "name": "uvicorn.error", "filename": "websockets_impl.py", "lineno": 273, "message": "192.168.65.1:33098 - \"WebSocket /sockets/events/98aa5ad0-f12d-44fa-94d8-b1152df5a9a1\" [accepted]", "websocket": ""} -[DOCKER] {"asctime": "2025-10-12 21:35:22,243", "levelname": "INFO", "name": "uvicorn.error", "filename": "server.py", "lineno": 643, "message": "connection open", "websocket": ""} -[10/12/25 23:35:22] INFO 🔔 Callback received event: 04_vscode_with_docker_sandboxed_server.py:49 - ConversationStateUpdateEvent - ConversationStateUpdate(key=full_state, value={'id': - '98aa5ad0-f12d-44fa-94d8-b1152df5a9a1', 'agent': - {'kind': 'Agent', 'llm': {'model': - 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', - 'api_key': '**********', 'base_url': - 'https://llm-proxy.eval.all-hands.dev', - 'openrouter_site_url': 'https://docs.all-hands.dev/', - 'openrouter_app_name': 'OpenHands', 'num_retries': 5, - 'retry_multiplier': 8.0, 'retry_min_wait': 8, - 'retry_max_wait': 64, 'max_message_chars': 30000, - 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': - 200000, 'max_output_tokens': 64000, 'drop_params': - True, 'modify_params': True, 'disable_stop_word': - False, 'caching_prompt': True, 'log_completions': - False, 'log_completions_folder': 'logs/completions', - 'enable_encrypted_reasoning': False, - 'extended_thinking_budget': 200000, 'service_id': - 'agent', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': - ['api_key', 'aws_access_key_id', - 'aws_secret_access_key']}, 'tools': [{'name': - 'BashTool', 'params': {}}, {'name': 'FileEditorTool', - 'params': {}}, {'name': 'TaskTrackerTool', 'params': - {}}], 'mcp_config': {'mcpServers': {'fetch': - {'command': 'uvx', 'args': ['mcp-server-fetch']}, - 'repomix': {'command': 'npx', 'args': ['-y', - 'repomix@1.4.2', '--mcp']}}}, 'filter_tools_regex': - '^(?!repomix)(.*)|^repomix.*pack_codebase.*$', - 'system_prompt_filename': 'system_prompt.j2', - 'system_prompt_kwargs': {'cli_mode': True}, - 'security_analyzer': {'kind': 'LLMSecurityAnalyzer'}, - 'condenser': {'kind': 'LLMSummarizingCondenser', - 'llm': {'model': - 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', - 'api_key': '**********', 'base_url': - 'https://llm-proxy.eval.all-hands.dev', - 'openrouter_site_url': 'https://docs.all-hands.dev/', - 'openrouter_app_name': 'OpenHands', 'num_retries': 5, - 'retry_multiplier': 8.0, 'retry_min_wait': 8, - 'retry_max_wait': 64, 'max_message_chars': 30000, - 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': - 200000, 'max_output_tokens': 64000, 'drop_params': - True, 'modify_params': True, 'disable_stop_word': - False, 'caching_prompt': True, 'log_completions': - False, 'log_completions_folder': 'logs/completions', - 'enable_encrypted_reasoning': False, - 'extended_thinking_budget': 200000, 'service_id': - 'condenser', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': - ['api_key', 'aws_access_key_id', - 'aws_secret_access_key']}, 'max_size': 80, - 'keep_first': 4}}, 'workspace': {'kind': - 'LocalWorkspace', 'working_dir': '/workspace'}, - 'persistence_dir': - 'workspace/conversations/event_service/98aa5ad0-f12d- - 44fa-94d8-b1152df5a9a1', 'max_iterations': 500, - 'stuck_detection': True, 'agent_status': 'idle', - 'confirmation_policy': {'kind': 'NeverConfirm'}, - 'activated_knowledge_microagents': [], 'stats': - {'service_to_metrics': {'agent': {'model_name': - 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', - 'accumulated_cost': 0.03233625, - 'accumulated_token_usage': {'model': - 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', - 'prompt_tokens': 10, 'completion_tokens': 229, - 'cache_read_tokens': 0, 'cache_write_tokens': 7699, - 'reasoning_tokens': 75, 'context_window': 0, - 'per_turn_token': 239, 'response_id': ''}, 'costs': - [{'model': - 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', - 'cost': 0.03233625, 'timestamp': - 1760304922.2394147}], 'response_latencies': - [{'model': - 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', - 'latency': 5.992668390274048, 'response_id': - 'chatcmpl-66f905d5-adbd-4400-8af4-0f3212ca882f'}], - 'token_usages': [{'model': - 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', - 'prompt_tokens': 10, 'completion_tokens': 229, - 'cache_read_tokens': 0, 'cache_write_tokens': 7699, - 'reasoning_tokens': 75, 'context_window': 0, - 'per_turn_token': 239, 'response_id': - 'chatcmpl-66f905d5-adbd-4400-8af4-0f3212ca882f'}]}, - 'condenser': {'model_name': - 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', - 'accumulated_cost': 0.0, 'accumulated_token_usage': - {'model': - 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', - 'prompt_tokens': 0, 'completion_tokens': 0, - 'cache_read_tokens': 0, 'cache_write_tokens': 0, - 'reasoning_tokens': 0, 'context_window': 0, - 'per_turn_token': 0, 'response_id': ''}, 'costs': [], - 'response_latencies': [], 'token_usages': []}}}}) -╭──────────────────────────────────────── UNKNOWN Event: ConversationStateUpdateEvent ────────────────────────────────────────╮ -│ │ -│ Unknown event type: ConversationStateUpdateEvent │ -│ {'kind': 'ConversationStateUpdateEvent', 'id': '6641bfa8-2978-47e7-8b84-738a85f806a9', 'timestamp': │ -│ '2025-10-12T21:35:22.242639', 'source': 'environment', 'key': 'full_state', 'value': {'id': │ -│ '98aa5ad0-f12d-44fa-94d8-b1152df5a9a1', 'agent': {'kind': 'Agent', 'llm': {'model': │ -│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'api_key': '**********', 'base_url': │ -│ 'https://llm-proxy.eval.all-hands.dev', 'openrouter_site_url': 'https://docs.all-hands.dev/', 'openrouter_app_name': │ -│ 'OpenHands', 'num_retries': 5, 'retry_multiplier': 8.0, 'retry_min_wait': 8, 'retry_max_wait': 64, 'max_message_chars': │ -│ 30000, 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': 200000, 'max_output_tokens': 64000, 'drop_params': True, │ -│ 'modify_params': True, 'disable_stop_word': False, 'caching_prompt': True, 'log_completions': False, │ -│ 'log_completions_folder': 'logs/completions', 'enable_encrypted_reasoning': False, 'extended_thinking_budget': 200000, │ -│ 'service_id': 'agent', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': ['api_key', 'aws_access_key_id', 'aws_secret_access_key']}, │ -│ 'tools': [{'name': 'BashTool', 'params': {}}, {'name': 'FileEditorTool', 'params': {}}, {'name': 'TaskTrackerTool', │ -│ 'params': {}}], 'mcp_config': {'mcpServers': {'fetch': {'command': 'uvx', 'args': ['mcp-server-fetch']}, 'repomix': │ -│ {'command': 'npx', 'args': ['-y', 'repomix@1.4.2', '--mcp']}}}, 'filter_tools_regex': │ -│ '^(?!repomix)(.*)|^repomix.*pack_codebase.*$', 'system_prompt_filename': 'system_prompt.j2', 'system_prompt_kwargs': │ -│ {'cli_mode': True}, 'security_analyzer': {'kind': 'LLMSecurityAnalyzer'}, 'condenser': {'kind': 'LLMSummarizingCondenser', │ -│ 'llm': {'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'api_key': '**********', 'base_url': │ -│ 'https://llm-proxy.eval.all-hands.dev', 'openrouter_site_url': 'https://docs.all-hands.dev/', 'openrouter_app_name': │ -│ 'OpenHands', 'num_retries': 5, 'retry_multiplier': 8.0, 'retry_min_wait': 8, 'retry_max_wait': 64, 'max_message_chars': │ -│ 30000, 'temperature': 0.0, 'top_p': 1.0, 'max_input_tokens': 200000, 'max_output_tokens': 64000, 'drop_params': True, │ -│ 'modify_params': True, 'disable_stop_word': False, 'caching_prompt': True, 'log_completions': False, │ -│ 'log_completions_folder': 'logs/completions', 'enable_encrypted_reasoning': False, 'extended_thinking_budget': 200000, │ -│ 'service_id': 'condenser', 'metadata': {}, 'OVERRIDE_ON_SERIALIZE': ['api_key', 'aws_access_key_id', │ -│ 'aws_secret_access_key']}, 'max_size': 80, 'keep_first': 4}}, 'workspace': {'kind': 'LocalWorkspace', 'working_dir': │ -│ '/workspace'}, 'persistence_dir': 'workspace/conversations/event_service/98aa5ad0-f12d-44fa-94d8-b1152df5a9a1', │ -│ 'max_iterations': 500, 'stuck_detection': True, 'agent_status': 'idle', 'confirmation_policy': {'kind': 'NeverConfirm'}, │ -│ 'activated_knowledge_microagents': [], 'stats': {'service_to_metrics': {'agent': {'model_name': │ -│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'accumulated_cost': 0.03233625, 'accumulated_token_usage': {'model': │ -│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'prompt_tokens': 10, 'completion_tokens': 229, 'cache_read_tokens': │ -│ 0, 'cache_write_tokens': 7699, 'reasoning_tokens': 75, 'context_window': 0, 'per_turn_token': 239, 'response_id': ''}, │ -│ 'costs': [{'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'cost': 0.03233625, 'timestamp': │ -│ 1760304922.2394147}], 'response_latencies': [{'model': 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'latency': │ -│ 5.992668390274048, 'response_id': 'chatcmpl-66f905d5-adbd-4400-8af4-0f3212ca882f'}], 'token_usages': [{'model': │ -│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'prompt_tokens': 10, 'completion_tokens': 229, 'cache_read_tokens': │ -│ 0, 'cache_write_tokens': 7699, 'reasoning_tokens': 75, 'context_window': 0, 'per_turn_token': 239, 'response_id': │ -│ 'chatcmpl-66f905d5-adbd-4400-8af4-0f3212ca882f'}]}, 'condenser': {'model_name': │ -│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'accumulated_cost': 0.0, 'accumulated_token_usage': {'model': │ -│ 'litellm_proxy/anthropic/claude-sonnet-4-5-20250929', 'prompt_tokens': 0, 'completion_tokens': 0, 'cache_read_tokens': 0, │ -│ 'cache_write_tokens': 0, 'reasoning_tokens': 0, 'context_window': 0, 'per_turn_token': 0, 'response_id': ''}, 'costs': [], │ -│ 'response_latencies': [], 'token_usages': []}}}}} │ -│ │ -╰─────────────────────────────────────────────────────── (environment) ───────────────────────────────────────────────────────╯ - -[10/12/25 23:35:22] INFO 🔔 Callback received event: ActionEvent 04_vscode_with_docker_sandboxed_server.py:49 - ActionEvent (agent) - Thought: I'll create a simple Python script that - prints "Hello World" for you. - Action: FileEditorAction -╭─────────────────────────────────────────────────────── Agent Action ────────────────────────────────────────────────────────╮ -│ │ -│ Predicted Security Risk: LOW │ -│ │ -│ Reasoning: │ -│ The user wants me to create a simple Python script that prints "Hello World". This is a straightforward task. I should: │ -│ │ -│ 1. Create a Python file (commonly named something like `hello.py` or `hello_world.py`) │ -│ 2. Add code to print "Hello World" │ -│ │ -│ Let me first check the current working directory to understand the context, then create the file. │ -│ │ -│ Thought: │ -│ I'll create a simple Python script that prints "Hello World" for you. │ -│ │ -│ Action: FileEditorAction │ -│ │ -│ Arguments: │ -│ kind: "FileEditorAction" │ -│ command: "create" │ -│ path: "/workspace/hello_world.py" │ -│ file_text: │ -│ print("Hello World") │ -│ │ -│ │ -│ │ -╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ - -[10/12/25 23:35:22] INFO 🔔 Callback received event: ObservationEvent 04_vscode_with_docker_sandboxed_server.py:49 - ObservationEvent (environment) - Tool: str_replace_editor - Result: File created successfully at: - /workspace/hello_world.py -╭──────────────────────────────────────────────────────── Observation ────────────────────────────────────────────────────────╮ -│ │ -│ Tool: str_replace_editor │ -│ Result: │ -│ [File /workspace/hello_world.py edited with 1 changes.] │ -│ [begin of edit 1 / 1] │ -│ (content before edit) │ -│ 1| │ -│ (content after edit) │ -│ +1|print("Hello World") │ -│ 2| │ -│ [end of edit 1 / 1] │ -│ │ -╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ - -[10/12/25 23:35:25] INFO 🔔 Callback received event: ActionEvent 04_vscode_with_docker_sandboxed_server.py:49 - ActionEvent (agent) - Thought: Now let me run the script to verify it - works: - Action: ExecuteBashAction -╭─────────────────────────────────────────────────────── Agent Action ────────────────────────────────────────────────────────╮ -│ │ -│ Predicted Security Risk: LOW │ -│ │ -│ Reasoning: │ -│ Good! I've created the file. Now let me run it to verify it works correctly. │ -│ │ -│ Thought: │ -│ Now let me run the script to verify it works: │ -│ │ -│ $ python /workspace/hello_world.py │ -│ │ -╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ -[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/pydantic/main.py:463: UserWarning: Pydantic serializer warnings: - -[DOCKER] PydanticSerializationUnexpectedValue(Expected 10 fields but got 7: Expected `Message` - serialized value may not be as expected [input_value=Message(content='Now let ...y it works correctly."}), input_type=Message]) -[DOCKER] PydanticSerializationUnexpectedValue(Expected `StreamingChoices` - serialized value may not be as expected [input_value=Choices(finish_reason='to...ider_specific_fields={}), input_type=Choices]) -[DOCKER] return self.__pydantic_serializer__.to_python( -[10/12/25 23:35:26] INFO 🔔 Callback received event: ObservationEvent 04_vscode_with_docker_sandboxed_server.py:49 - ObservationEvent (environment) - Tool: execute_bash - Result: Hello World - [The command completed with exit code 0.] - [Current working directory: /workspace] - [Python interpreter: /usr/local/bin/python] - [Command finished with exit code 0] -╭──────────────────────────────────────────────────────── Observation ────────────────────────────────────────────────────────╮ -│ │ -│ Tool: execute_bash │ -│ Result: │ -│ Hello World │ -│ │ -│ 📁 Working directory: /workspace │ -│ 🐍 Python interpreter: /usr/local/bin/python │ -│ ✅ Exit code: 0 │ -│ │ -╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ - -[DOCKER] {"asctime": "2025-10-12 21:35:30,260", "levelname": "INFO", "name": "openhands.sdk.agent.agent", "filename": "agent.py", "lineno": 253, "message": "LLM produced a message response - awaits user input"} -[DOCKER] /agent-server/.venv/lib/python3.12/site-packages/pydantic/main.py:463: UserWarning: Pydantic serializer warnings: -[DOCKER] PydanticSerializationUnexpectedValue(Expected 10 fields but got 7: Expected `Message` - serialized value may not be as expected [input_value=Message(content='Perfect!...The task is complete.'}), input_type=Message]) -[DOCKER] PydanticSerializationUnexpectedValue(Expected `StreamingChoices` - serialized value may not be as expected [input_value=Choices(finish_reason='st...ider_specific_fields={}), input_type=Choices]) -[DOCKER] return self.__pydantic_serializer__.to_python( -[10/12/25 23:35:30] INFO 🔔 Callback received event: 04_vscode_with_docker_sandboxed_server.py:49 - ConversationStateUpdateEvent - ConversationStateUpdate(key=agent_status, - value=finished) -╭──────────────────────────────────────── UNKNOWN Event: ConversationStateUpdateEvent ────────────────────────────────────────╮ -│ │ -│ Unknown event type: ConversationStateUpdateEvent │ -│ {'kind': 'ConversationStateUpdateEvent', 'id': '80c2cd61-ea42-4c24-9fd2-f09b90431d55', 'timestamp': │ -│ '2025-10-12T21:35:30.266871', 'source': 'environment', 'key': 'agent_status', 'value': 'finished'} │ -│ │ -╰─────────────────────────────────────────────────────── (environment) ───────────────────────────────────────────────────────╯ -[DOCKER] {"asctime": "2025-10-12 21:35:30,271", "levelname": "INFO", "name": "uvicorn.access", "client_addr": null, "request_line": null, "status_code": null} -[10/12/25 23:35:30] INFO run() triggered successfully: remote_conversation.py:489 - - -Because you've enabled extra_ports=True in DockerWorkspace, you can open VSCode Web to see the workspace. - -VSCode Link: http://localhost:8011 -(Check the agent server logs for the full URL with auth token) - -The VSCode should have the OpenHands settings extension installed: - - Dark theme enabled - - Auto-save enabled - - Telemetry disabled - - Auto-updates disabled - -Press 'y' and Enter to exit and terminate the workspace. ->> [10/12/25 23:35:30] INFO 🔔 Callback received event: MessageEvent 04_vscode_with_docker_sandboxed_server.py:49 - MessageEvent (agent) - assistant: Perfect! I've created a simple Python - script called `hello_world.py` that prints "Hello - World". The script has been successfully tested and - works as expected. [Thinking blocks: 1] -╭──────────────────────────────────────────────────── Message from Agent ─────────────────────────────────────────────────────╮ -│ │ -│ Perfect! I've created a simple Python script called `hello_world.py` that prints "Hello World". The script has been │ -│ successfully tested and works as expected. │ -│ │ -╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────╯ - diff --git a/previous.md b/previous.md deleted file mode 100644 index d3f3efe469..0000000000 --- a/previous.md +++ /dev/null @@ -1,68 +0,0 @@ -# VSCode Settings Extension Work - -## Branch -`vscode-settings-extension` - -## What We've Done - -### 1. Created VSCode Extension -- **Location**: `openhands/agent_server/vscode_extensions/openhands-settings/` -- **Structure**: - - `src/extension.ts` - Main extension code that configures settings - - `package.json` - Extension metadata (activates on startup with `"*"`) - - `tsconfig.json` - TypeScript configuration - -### 2. Extension Settings Applied -The extension automatically configures: -- `workbench.colorTheme`: "Default Dark+" -- `editor.fontSize`: 14 -- `editor.tabSize`: 4 -- `files.autoSave`: "afterDelay" -- `files.autoSaveDelay`: 1000 -- `update.mode`: "none" -- `telemetry.telemetryLevel`: "off" -- `extensions.autoCheckUpdates`: false -- `extensions.autoUpdate`: false - -### 3. Updated `vscode_service.py` -- **Path**: `openhands/agent_server/vscode_service.py` -- Extensions directory: `self.extensions_dir = self.openvscode_server_root / "extensions"` - - Points to `/openhands/.openvscode-server/extensions` -- Added `_build_extensions()` method: - - Iterates through all extensions in the directory - - Runs `npm install && npm run compile` for each -- Modified `_start_vscode_process()`: - - Conditionally passes `--extensions-dir` flag if directory exists - -### 4. Updated Dockerfile -- **Path**: `openhands/agent_server/docker/Dockerfile` -- Added COPY commands in both `source` and `binary` targets: - ```dockerfile - COPY --chown=${USERNAME}:${USERNAME} --from=builder /agent-server/openhands/agent_server/vscode_extensions /openhands/.openvscode-server/extensions - ``` -- Extensions are copied from source code into VSCode server's extensions directory - -### 5. Created Test Example -- **Path**: `examples/02_remote_agent_server/04_vscode_with_docker_sandboxed_server.py` -- Uses `DockerWorkspace` with `extra_ports=True` -- Exposes VSCode on port 8011 -- Instructions for checking the extension settings - -## Architecture Pattern -Following V0 approach: -- Extensions live in VSCode server's own directory: `/openhands/.openvscode-server/extensions/` -- Extensions are built at runtime when service starts -- No `.vsix` packaging needed - direct source copy - -## Next Steps -1. Test the extension by running the example script -2. Verify settings are applied in VSCode Web -3. Check extension build logs in agent server output - -## Testing Command -```bash -export LLM_API_KEY=your_key_here -uv run python examples/02_remote_agent_server/04_vscode_with_docker_sandboxed_server.py -``` - -Then access VSCode at: http://localhost:8011 From 5efdaeee851d24223f91600a9e2fb7fc4e5e7a96 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sat, 18 Oct 2025 17:14:30 +0200 Subject: [PATCH 05/79] chore: only ignore bead databases Co-authored-by: openhands --- .gitignore | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index 3299c4f6b0..21cfd96675 100644 --- a/.gitignore +++ b/.gitignore @@ -204,7 +204,7 @@ cache openapi.json .client/ # Ignore local runtime and developer files -.beads/ +.beads/*.db *.db .worktrees/ *.code-workspace From 9cbf67f7c5c98b36e0be728414b26ae816c360b6 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sat, 18 Oct 2025 17:28:31 +0200 Subject: [PATCH 06/79] test: cover llm profile manager Co-authored-by: openhands --- tests/sdk/llm/test_profile_manager.py | 70 +++++++++++++++++++++++++++ 1 file changed, 70 insertions(+) create mode 100644 tests/sdk/llm/test_profile_manager.py diff --git a/tests/sdk/llm/test_profile_manager.py b/tests/sdk/llm/test_profile_manager.py new file mode 100644 index 0000000000..6bda7646ce --- /dev/null +++ b/tests/sdk/llm/test_profile_manager.py @@ -0,0 +1,70 @@ +import json + +from pydantic import SecretStr + +from openhands.sdk.llm.llm import LLM +from openhands.sdk.llm.llm_registry import LLMRegistry +from openhands.sdk.llm.profile_manager import ProfileManager + + +def test_list_profiles_returns_sorted_names(tmp_path): + manager = ProfileManager(base_dir=tmp_path) + (tmp_path / "b.json").write_text("{}", encoding="utf-8") + (tmp_path / "a.json").write_text("{}", encoding="utf-8") + + assert manager.list_profiles() == ["a", "b"] + + +def test_save_profile_excludes_secret_fields(tmp_path): + manager = ProfileManager(base_dir=tmp_path) + llm = LLM( + model="gpt-4o-mini", + service_id="service", + api_key=SecretStr("secret"), + aws_access_key_id=SecretStr("id"), + aws_secret_access_key=SecretStr("value"), + ) + + path = manager.save_profile("sample", llm) + data = json.loads(path.read_text(encoding="utf-8")) + + assert data["profile_id"] == "sample" + assert data["service_id"] == "service" + assert "api_key" not in data + assert "aws_access_key_id" not in data + assert "aws_secret_access_key" not in data + + +def test_load_profile_assigns_profile_id_when_missing(tmp_path): + manager = ProfileManager(base_dir=tmp_path) + profile_path = tmp_path / "foo.json" + profile_path.write_text( + json.dumps({"model": "gpt-4o-mini", "service_id": "svc"}), + encoding="utf-8", + ) + + llm = manager.load_profile("foo") + + assert llm.profile_id == "foo" + assert llm.service_id == "svc" + + +def test_register_all_skips_invalid_and_duplicate_profiles(tmp_path): + manager = ProfileManager(base_dir=tmp_path) + registry = LLMRegistry() + + llm = LLM(model="gpt-4o-mini", service_id="shared") + manager.save_profile("alpha", llm) + + duplicate_data = llm.model_dump(exclude_none=True) + duplicate_data["profile_id"] = "beta" + (tmp_path / "beta.json").write_text( + json.dumps(duplicate_data), + encoding="utf-8", + ) + + (tmp_path / "gamma.json").write_text("{", encoding="utf-8") + + manager.register_all(registry) + + assert registry.list_services() == ["shared"] From dfab517416339aa9b99173d8b2d40f4919ed89d3 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sat, 18 Oct 2025 22:01:59 +0200 Subject: [PATCH 07/79] Update .gitignore --- .gitignore | 7 ------- 1 file changed, 7 deletions(-) diff --git a/.gitignore b/.gitignore index 21cfd96675..4011780b8f 100644 --- a/.gitignore +++ b/.gitignore @@ -208,10 +208,3 @@ openapi.json *.db .worktrees/ *.code-workspace -log.txt -previous.md -AGENTS.md -CLAUDE.md -docs/agent-sdk.workspace.code-workspace -docs/llm-model-info-and-caps.md -docs/llm-refactor.md From 441eb25a86833c20c0a3327cc2f4942479e1014c Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sat, 18 Oct 2025 22:57:10 +0200 Subject: [PATCH 08/79] Improve LLM profile manager persistence Co-authored-by: openhands --- openhands/sdk/llm/profile_manager.py | 99 +++++++++------- scripts/worktree.sh | 158 ++++++++++++++++++++++++++ tests/sdk/llm/test_profile_manager.py | 30 +++++ 3 files changed, 248 insertions(+), 39 deletions(-) create mode 100755 scripts/worktree.sh diff --git a/openhands/sdk/llm/profile_manager.py b/openhands/sdk/llm/profile_manager.py index 7fadc9700c..f2d63463f3 100644 --- a/openhands/sdk/llm/profile_manager.py +++ b/openhands/sdk/llm/profile_manager.py @@ -2,7 +2,11 @@ import json import logging +from collections.abc import Mapping from pathlib import Path +from typing import Any + +from pydantic import SecretStr, ValidationError from openhands.sdk.llm.llm import LLM from openhands.sdk.llm.llm_registry import LLMRegistry @@ -10,15 +14,21 @@ logger = logging.getLogger(__name__) +_SECRET_FIELDS: tuple[str, ...] = ( + "api_key", + "aws_access_key_id", + "aws_secret_access_key", +) + class ProfileManager: """Manage LLM profile files on disk. - Profiles are stored as JSON files using the existing LLM schema, typically - at ~/.openhands/llm-profiles/.json. + Profiles are stored as JSON files using the existing LLM schema. By default + they live under ``~/.openhands/llm-profiles/.json``. """ - def __init__(self, base_dir: str | Path | None = None): + def __init__(self, base_dir: str | Path | None = None) -> None: if base_dir is None: self.base_dir = Path.home() / ".openhands" / "llm-profiles" else: @@ -26,54 +36,65 @@ def __init__(self, base_dir: str | Path | None = None): self.base_dir.mkdir(parents=True, exist_ok=True) def list_profiles(self) -> list[str]: - return sorted([p.stem for p in self.base_dir.glob("*.json")]) + return sorted([path.stem for path in self.base_dir.glob("*.json")]) def get_profile_path(self, name: str) -> Path: return self.base_dir / f"{name}.json" def load_profile(self, name: str) -> LLM: - p = self.get_profile_path(name) - if not p.exists(): - raise FileNotFoundError(f"Profile not found: {name} -> {p}") - # Use LLM.load_from_json to leverage pydantic validation - llm = LLM.load_from_json(str(p)) - # Ensure profile_id is present on loaded LLM - if getattr(llm, "profile_id", None) is None: - try: - llm = llm.model_copy(update={"profile_id": name}) - except Exception: - # Old pydantic versions might not have model_copy; fallback - llm.profile_id = name # type: ignore[attr-defined] - return llm + path = self.get_profile_path(name) + if not path.exists(): + raise FileNotFoundError(f"Profile not found: {name} -> {path}") + return self._load_profile_from_path(path, name) def save_profile(self, name: str, llm: LLM, include_secrets: bool = False) -> Path: - p = self.get_profile_path(name) - # Dump model to dict and ensure profile_id is set + path = self.get_profile_path(name) data = llm.model_dump(exclude_none=True) data["profile_id"] = name - # Remove secret fields unless explicitly requested if not include_secrets: - for secret_field in ( - "api_key", - "aws_access_key_id", - "aws_secret_access_key", - ): - if secret_field in data: - data.pop(secret_field, None) - # Write to file - with open(p, "w", encoding="utf-8") as f: - json.dump(data, f, indent=2, ensure_ascii=False) - logger.info(f"Saved profile {name} -> {p}") - return p + for secret_field in _SECRET_FIELDS: + data.pop(secret_field, None) + else: + for secret_field in _SECRET_FIELDS: + value = data.get(secret_field) + if isinstance(value, SecretStr): + data[secret_field] = value.get_secret_value() + with path.open("w", encoding="utf-8") as file: + json.dump(data, file, indent=2, ensure_ascii=False) + logger.info("Saved profile %s -> %s", name, path) + return path def register_all(self, registry: LLMRegistry) -> None: - # Load and attempt to register all profiles. Skip duplicates. for name in self.list_profiles(): try: llm = self.load_profile(name) - try: - registry.add(llm) - except Exception as e: - logger.info(f"Skipping profile {name}: registry.add failed: {e}") - except Exception as e: - logger.warning(f"Failed to load profile {name}: {e}") + except Exception as exc: # noqa: BLE001 - log and continue + logger.warning("Failed to load profile %s: %s", name, exc) + continue + try: + registry.add(llm) + except Exception as exc: # noqa: BLE001 - registry enforces its own invariants + logger.info("Skipping profile %s: registry.add failed: %s", name, exc) + + def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: + try: + LLM.model_validate(dict(data)) + except ValidationError as exc: + messages: list[str] = [] + for error in exc.errors(): + loc = ".".join(str(piece) for piece in error.get("loc", ())) + if loc: + messages.append(f"{loc}: {error.get('msg')}") + else: + messages.append(error.get("msg", "Unknown validation error")) + return False, messages + return True, [] + + def _load_profile_from_path(self, path: Path, name: str) -> LLM: + llm = LLM.load_from_json(str(path)) + if getattr(llm, "profile_id", None) != name: + try: + llm = llm.model_copy(update={"profile_id": name}) + except Exception: + llm.profile_id = name # type: ignore[attr-defined] + return llm diff --git a/scripts/worktree.sh b/scripts/worktree.sh new file mode 100755 index 0000000000..2b517a1ce3 --- /dev/null +++ b/scripts/worktree.sh @@ -0,0 +1,158 @@ +#!/usr/bin/env bash + +set -euo pipefail + +usage() { + cat <<'EOF' +Usage: $(basename "$0") [options] + +Commands: + list Show all worktrees managed by this repository + path Print the filesystem path for a worktree branch + create [start] Create a new worktree in ${WORKTREES_DIR:-.worktrees}/ + remove Remove the worktree for + prune Run 'git worktree prune' + open Open the worktree in VS Code (requires 'code' on PATH) + +Environment variables: + WORKTREES_DIR Override worktree base directory (default: /.worktrees) + DEFAULT_BASE Default branch/commit used when creating a new branch (default: origin/main) +EOF +} + +err() { + printf 'Error: %s\n' "$1" >&2 + exit 1 +} + +require_branch_name() { + if [[ -z "${1:-}" ]]; then + err "missing branch name" + fi +} + +resolve_repo_root() { + git rev-parse --show-toplevel 2>/dev/null || err "not inside a git repository" +} + +worktree_path_for_branch() { + local branch=$1 + printf '%s/%s' "$WORKTREES_DIR" "$branch" +} + +branch_exists() { + git rev-parse --verify --quiet "refs/heads/$1" >/dev/null +} + +branch_checked_out_elsewhere() { + local branch=$1 + git worktree list --porcelain | awk -v b="refs/heads/$branch" ' + $1 == "branch" && $2 == b { found = 1 } + END { exit found ? 0 : 1 } + ' +} + +create_worktree() { + local branch=$1 + local start_ref=${2:-$DEFAULT_BASE} + local path + path=$(worktree_path_for_branch "$branch") + + if [[ -d "$path" ]]; then + err "target path $path already exists" + fi + + if branch_checked_out_elsewhere "$branch"; then + err "branch $branch is already checked out in another worktree" + fi + + mkdir -p "$WORKTREES_DIR" + + if branch_exists "$branch"; then + git worktree add "$path" "$branch" + else + git worktree add -b "$branch" "$path" "$start_ref" + fi +} + +remove_worktree() { + local branch=$1 + local path + path=$(worktree_path_for_branch "$branch") + + if [[ ! -d "$path" ]]; then + err "no worktree directory found for branch $branch at $path" + fi + + git worktree remove "$path" +} + +open_in_vscode() { + local branch=$1 + local path + path=$(worktree_path_for_branch "$branch") + + if [[ ! -d "$path" ]]; then + err "no worktree directory found for branch $branch at $path" + fi + + if ! command -v code >/dev/null 2>&1; then + err "'code' executable not found on PATH" + fi + + code "$path" +} + +list_worktrees() { + git worktree list +} + +main() { + local repo_root + repo_root=$(resolve_repo_root) + cd "$repo_root" + + WORKTREES_DIR=${WORKTREES_DIR:-"$repo_root/.worktrees"} + DEFAULT_BASE=${DEFAULT_BASE:-origin/main} + + local command=${1:-} + + case "$command" in + list) + shift + list_worktrees "$@" + ;; + path) + shift + require_branch_name "${1:-}" + worktree_path_for_branch "$1" + ;; + create) + shift + require_branch_name "${1:-}" + create_worktree "$1" "${2:-}" + ;; + remove) + shift + require_branch_name "${1:-}" + remove_worktree "$1" + ;; + prune) + shift + git worktree prune "$@" + ;; + open) + shift + require_branch_name "${1:-}" + open_in_vscode "$1" + ;; + -h|--help|help|"") + usage + ;; + *) + err "unknown command: $command" + ;; + esac +} + +main "$@" diff --git a/tests/sdk/llm/test_profile_manager.py b/tests/sdk/llm/test_profile_manager.py index 6bda7646ce..0ff8aa918c 100644 --- a/tests/sdk/llm/test_profile_manager.py +++ b/tests/sdk/llm/test_profile_manager.py @@ -35,6 +35,24 @@ def test_save_profile_excludes_secret_fields(tmp_path): assert "aws_secret_access_key" not in data +def test_save_profile_can_include_secret_fields(tmp_path): + manager = ProfileManager(base_dir=tmp_path) + llm = LLM( + model="gpt-4o-mini", + service_id="service", + api_key=SecretStr("secret"), + aws_access_key_id=SecretStr("id"), + aws_secret_access_key=SecretStr("value"), + ) + + path = manager.save_profile("sample", llm, include_secrets=True) + data = json.loads(path.read_text(encoding="utf-8")) + + assert data["api_key"] == "secret" + assert data["aws_access_key_id"] == "id" + assert data["aws_secret_access_key"] == "value" + + def test_load_profile_assigns_profile_id_when_missing(tmp_path): manager = ProfileManager(base_dir=tmp_path) profile_path = tmp_path / "foo.json" @@ -68,3 +86,15 @@ def test_register_all_skips_invalid_and_duplicate_profiles(tmp_path): manager.register_all(registry) assert registry.list_services() == ["shared"] + + +def test_validate_profile_reports_errors(tmp_path): + manager = ProfileManager(base_dir=tmp_path) + + ok, errors = manager.validate_profile({"model": "gpt-4o-mini", "service_id": "svc"}) + assert ok + assert errors == [] + + ok, errors = manager.validate_profile({"service_id": "svc"}) + assert not ok + assert any("model" in message for message in errors) From e7cd0398bed73442a7ea46bd9ea6cded59e89970 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sat, 18 Oct 2025 23:28:38 +0200 Subject: [PATCH 09/79] Add example for managing LLM profiles Co-authored-by: openhands --- examples/01_standalone_sdk/25_llm_profiles.py | 76 +++++++++++++++++++ examples/llm-profiles/gpt-5-mini.json | 11 +++ 2 files changed, 87 insertions(+) create mode 100644 examples/01_standalone_sdk/25_llm_profiles.py create mode 100644 examples/llm-profiles/gpt-5-mini.json diff --git a/examples/01_standalone_sdk/25_llm_profiles.py b/examples/01_standalone_sdk/25_llm_profiles.py new file mode 100644 index 0000000000..c9870ec17a --- /dev/null +++ b/examples/01_standalone_sdk/25_llm_profiles.py @@ -0,0 +1,76 @@ +"""Create and use an LLM profile with :class:`ProfileManager`. + +Run with:: + + uv run python examples/01_standalone_sdk/25_llm_profiles.py + +Profiles are stored under ``~/.openhands/llm-profiles/.json`` by default. +Set ``LLM_PROFILE_NAME`` to pick a profile and ``LLM_API_KEY`` to supply +credentials when the profile omits secrets. +""" + +import os + +from pydantic import SecretStr + +from openhands.sdk import Agent, Conversation +from openhands.sdk.llm.llm import LLM +from openhands.sdk.llm.profile_manager import ProfileManager +from openhands.sdk.tool import Tool, register_tool +from openhands.tools.execute_bash import BashTool + + +DEFAULT_PROFILE_NAME = "gpt-5-mini" +PROFILE_NAME = os.getenv("LLM_PROFILE_NAME", DEFAULT_PROFILE_NAME) + + +def ensure_profile_exists(manager: ProfileManager, name: str) -> None: + """Create a starter profile in the default directory when missing.""" + + if name in manager.list_profiles(): + return + + profile_defaults = LLM( + model="litellm_proxy/openai/gpt-5-mini", + base_url="https://llm-proxy.eval.all-hands.dev", + temperature=0.2, + max_output_tokens=4096, + service_id="agent", + metadata={ + "profile_description": "Sample GPT-5 Mini profile created by example 25.", + }, + ) + path = manager.save_profile(name, profile_defaults) + print(f"Created profile '{name}' at {path}") + + +def load_profile(manager: ProfileManager, name: str) -> LLM: + llm = manager.load_profile(name) + if llm.api_key is None: + api_key = os.getenv("LLM_API_KEY") + if api_key is None: + raise RuntimeError( + "Set LLM_API_KEY to authenticate, or save the profile with " + "include_secrets=True." + ) + llm = llm.model_copy(update={"api_key": SecretStr(api_key)}) + return llm + + +def main() -> None: + manager = ProfileManager() + ensure_profile_exists(manager, PROFILE_NAME) + + llm = load_profile(manager, PROFILE_NAME) + + register_tool("BashTool", BashTool) + tools = [Tool(name="BashTool")] + agent = Agent(llm=llm, tools=tools) + + conversation = Conversation(agent=agent, workspace=os.getcwd()) + conversation.send_message("Print 'Profile created successfully.'") + conversation.run() + + +if __name__ == "__main__": # pragma: no cover + main() diff --git a/examples/llm-profiles/gpt-5-mini.json b/examples/llm-profiles/gpt-5-mini.json new file mode 100644 index 0000000000..906389c7cf --- /dev/null +++ b/examples/llm-profiles/gpt-5-mini.json @@ -0,0 +1,11 @@ +{ + "model": "litellm_proxy/openai/gpt-5-mini", + "base_url": "https://llm-proxy.eval.all-hands.dev", + "api_key": null, + "temperature": 0.2, + "max_output_tokens": 4096, + "service_id": "agent", + "metadata": { + "profile_description": "Sample configuration for the GPT-5 Mini profile managed by ProfileManager." + } +} From 269610a68054c22f3c884dc1ef12401dc8bb8efb Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sat, 18 Oct 2025 23:34:46 +0200 Subject: [PATCH 10/79] Document plan for profile references Co-authored-by: openhands --- docs/llm_profiles.md | 43 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index e87b2ab6d2..e5964d469b 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -40,3 +40,46 @@ Notes on service_id rename - There is an ongoing discussion about renaming `LLM.service_id` to a clearer name (e.g., `usage_id` or `token_tracking_id`) because `service_id` is overloaded. We will not rename immediately; agent-sdk-23 will investigate the migration and impact. + +## Proposed changes for agent-sdk-19 (profile references in persistence) + +### Goals +- Allow agent settings and conversation snapshots to reference stored LLM profiles by name instead of embedding full JSON payloads. +- Maintain backward compatibility with existing inline configurations. +- Enable a migration path so that users can opt in to profiles without losing existing data. + +### Persistence format updates +- **Agent settings (`~/.openhands/agent_settings.json`)** + - Add an optional `profile_id` (or `llm_profile`) field wherever an LLM is configured (agent, condenser, router, etc.). + - When `profile_id` is present, omit the inline LLM payload in favor of the reference. + - Continue accepting inline definitions when `profile_id` is absent. +- **Conversation base state (`~/.openhands/conversations//base_state.json`)** + - Store `profile_id` for any LLM that originated from a profile when the conversation was created. + - Inline the full LLM payload only when no profile reference exists. + +### Loader behavior +- On startup, configuration loaders must detect `profile_id` and load the corresponding LLM via `ProfileManager.load_profile(profile_id)`. +- If the referenced profile cannot be found, fall back to existing inline data (if available) and surface a clear warning. +- Inject secrets after loading (same flow used today when constructing LLM instances). + +### Writer behavior +- When persisting updated agent settings or conversation snapshots, write back the `profile_id` whenever the active LLM was sourced from a profile. +- Only write the raw LLM configuration for ad-hoc instances (no associated profile), preserving current behavior. + +### Migration helper +- Provide a utility (script or CLI command) that: + 1. Scans existing agent settings and conversation base states for inline LLM configs. + 2. Uses `ProfileManager.save_profile` to serialize them into `~/.openhands/llm-profiles/.json`. + 3. Rewrites the source files to reference the new profiles via `profile_id`. +- Keep the migration opt-in and idempotent so users can review changes before adopting profiles. + +### Testing & validation +- Extend persistence tests to cover: + - Loading agent settings with `profile_id` only. + - Mixed scenarios (profile reference plus inline fallback). + - Conversation snapshots that retain profile references across reloads. +- Add regression tests ensuring legacy inline-only configurations continue to work. + +### Follow-up coordination +- Subsequent tasks (agent-sdk-20/21/22) will build on this foundation to expose CLI flags, update documentation, and improve secrets handling. + From d0ab9524c32012e9fc1ac67f8daba203997d69f0 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 11:42:31 +0200 Subject: [PATCH 11/79] Integrate profile-aware persistence Co-authored-by: openhands --- docs/llm_profiles.md | 1 + examples/llm-profiles/example.json | 11 -- .../sdk/conversation/persistence_utils.py | 114 ++++++++++++++++++ openhands/sdk/conversation/state.py | 18 ++- openhands/sdk/utils/agent_settings.py | 51 ++++++++ .../local/test_state_serialization.py | 106 +++++++++++++++- tests/sdk/utils/test_agent_settings.py | 50 ++++++++ 7 files changed, 333 insertions(+), 18 deletions(-) delete mode 100644 examples/llm-profiles/example.json create mode 100644 openhands/sdk/conversation/persistence_utils.py create mode 100644 openhands/sdk/utils/agent_settings.py create mode 100644 tests/sdk/utils/test_agent_settings.py diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index e5964d469b..c64bb61847 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -65,6 +65,7 @@ Notes on service_id rename ### Writer behavior - When persisting updated agent settings or conversation snapshots, write back the `profile_id` whenever the active LLM was sourced from a profile. - Only write the raw LLM configuration for ad-hoc instances (no associated profile), preserving current behavior. +- Respect the `OPENHANDS_INLINE_CONVERSATIONS` flag (default: true for reproducibility). When enabled, always inline full LLM payloads—even if `profile_id` exists—and surface an error if a conversation only contains `profile_id` entries. ### Migration helper - Provide a utility (script or CLI command) that: diff --git a/examples/llm-profiles/example.json b/examples/llm-profiles/example.json deleted file mode 100644 index c1ff2e0537..0000000000 --- a/examples/llm-profiles/example.json +++ /dev/null @@ -1,11 +0,0 @@ -{ - "model": "gpt-4o-mini", - "base_url": "https://api.openai.com/v1", - "api_key": null, - "temperature": 0.0, - "max_output_tokens": 1024, - "service_id": "agent", - "metadata": { - "profile_description": "Example profile for local testing (no api_key stored)." - } -} diff --git a/openhands/sdk/conversation/persistence_utils.py b/openhands/sdk/conversation/persistence_utils.py new file mode 100644 index 0000000000..bf92d25040 --- /dev/null +++ b/openhands/sdk/conversation/persistence_utils.py @@ -0,0 +1,114 @@ +"""Helpers for serializing and deserializing persisted conversation data.""" + +from __future__ import annotations + +import os +from collections.abc import Mapping +from typing import Any + +from openhands.sdk.llm.profile_manager import ProfileManager + + +_INLINE_ENV_VAR = "OPENHANDS_INLINE_CONVERSATIONS" +_FALSE_VALUES = {"0", "false", "no"} + + +def should_inline_conversations() -> bool: + """Return True when conversations should be persisted with inline LLM payloads.""" + + value = os.getenv(_INLINE_ENV_VAR, "true").strip().lower() + return value not in _FALSE_VALUES + + +def prepare_payload_for_persistence( + payload: Mapping[str, Any], *, inline: bool | None = None +) -> dict[str, Any]: + """Return a payload ready to be written to disk. + + When ``inline`` is False and an LLM dict contains ``profile_id``, the body is + replaced with ``{"profile_id": }``. Otherwise the payload is left intact. + """ + + inline = should_inline_conversations() if inline is None else inline + return _transform(payload, inline=inline, deserialize=False, profile_manager=None) + + +def expand_profiles_in_payload( + payload: Mapping[str, Any], + *, + inline: bool | None = None, + profile_manager: ProfileManager | None = None, +) -> dict[str, Any]: + """Expand persisted payload back into inline LLM dictionaries.""" + + inline = should_inline_conversations() if inline is None else inline + manager = profile_manager or ProfileManager() + return _transform(payload, inline=inline, deserialize=True, profile_manager=manager) + + +def _transform( + payload: Mapping[str, Any] | list[Any], + *, + inline: bool, + deserialize: bool, + profile_manager: ProfileManager | None, +) -> Any: + if isinstance(payload, Mapping): + data = { + key: _transform( + value, + inline=inline, + deserialize=deserialize, + profile_manager=profile_manager, + ) + for key, value in payload.items() + } + + if deserialize: + if _is_profile_reference(data): + if inline: + profile_id = data["profile_id"] + raise ValueError( + "Encountered profile reference for LLM while " + "OPENHANDS_INLINE_CONVERSATIONS is enabled. " + "Inline the profile or set " + "OPENHANDS_INLINE_CONVERSATIONS=false." + ) + assert profile_manager is not None + profile_id = data["profile_id"] + llm = profile_manager.load_profile(profile_id) + llm_dict = llm.model_dump(exclude_none=True) + llm_dict["profile_id"] = profile_id + return _transform( + llm_dict, + inline=inline, + deserialize=True, + profile_manager=profile_manager, + ) + else: + if not inline and _is_llm_dict(data): + profile_id = data.get("profile_id") + if profile_id: + return {"profile_id": profile_id} + return data + + if isinstance(payload, list): + return [ + _transform( + item, + inline=inline, + deserialize=deserialize, + profile_manager=profile_manager, + ) + for item in payload + ] + + return payload + + +def _is_llm_dict(value: Mapping[str, Any]) -> bool: + return "model" in value and "service_id" in value + + +def _is_profile_reference(value: Mapping[str, Any]) -> bool: + return "profile_id" in value and "model" not in value diff --git a/openhands/sdk/conversation/state.py b/openhands/sdk/conversation/state.py index 1ac0428b57..7958e402f2 100644 --- a/openhands/sdk/conversation/state.py +++ b/openhands/sdk/conversation/state.py @@ -11,6 +11,11 @@ from openhands.sdk.conversation.event_store import EventLog from openhands.sdk.conversation.fifo_lock import FIFOLock from openhands.sdk.conversation.persistence_const import BASE_STATE, EVENTS_DIR +from openhands.sdk.conversation.persistence_utils import ( + expand_profiles_in_payload, + prepare_payload_for_persistence, + should_inline_conversations, +) from openhands.sdk.conversation.secrets_manager import SecretsManager from openhands.sdk.conversation.types import ConversationCallbackType, ConversationID from openhands.sdk.event import ActionEvent, ObservationEvent, UserRejectObservation @@ -133,8 +138,11 @@ def _save_base_state(self, fs: FileStore) -> None: """ Persist base state snapshot (no events; events are file-backed). """ - payload = self.model_dump_json(exclude_none=True) - fs.write(BASE_STATE, payload) + inline = should_inline_conversations() + payload = prepare_payload_for_persistence( + self.model_dump(mode="json", exclude_none=True), inline=inline + ) + fs.write(BASE_STATE, json.dumps(payload)) # ===== Factory: open-or-create (no load/save methods needed) ===== @classmethod @@ -161,9 +169,13 @@ def create( except FileNotFoundError: base_text = None + inline_mode = should_inline_conversations() + # ---- Resume path ---- if base_text: - state = cls.model_validate(json.loads(base_text)) + raw_payload = json.loads(base_text) + payload = expand_profiles_in_payload(raw_payload, inline=inline_mode) + state = cls.model_validate(payload) # Enforce conversation id match if state.id != id: diff --git a/openhands/sdk/utils/agent_settings.py b/openhands/sdk/utils/agent_settings.py new file mode 100644 index 0000000000..3047b8cd58 --- /dev/null +++ b/openhands/sdk/utils/agent_settings.py @@ -0,0 +1,51 @@ +"""Utilities for reading and writing agent_settings.json.""" + +from __future__ import annotations + +import json +from collections.abc import Mapping +from pathlib import Path +from typing import Any + +from openhands.sdk.conversation.persistence_utils import ( + expand_profiles_in_payload, + prepare_payload_for_persistence, +) +from openhands.sdk.llm.profile_manager import ProfileManager + + +DEFAULT_AGENT_SETTINGS_PATH = Path.home() / ".openhands" / "agent_settings.json" + + +def load_agent_settings( + path: Path | str | None = None, + *, + inline: bool | None = None, + profile_manager: ProfileManager | None = None, +) -> dict[str, Any]: + """Load agent settings from ``path`` applying profile expansion.""" + + settings_path = Path(path) if path is not None else DEFAULT_AGENT_SETTINGS_PATH + with settings_path.open("r", encoding="utf-8") as fh: + payload = json.load(fh) + return expand_profiles_in_payload( + payload, + inline=inline, + profile_manager=profile_manager, + ) + + +def save_agent_settings( + settings: Mapping[str, Any], + path: Path | str | None = None, + *, + inline: bool | None = None, +) -> Path: + """Persist ``settings`` to disk, returning the destination path.""" + + settings_path = Path(path) if path is not None else DEFAULT_AGENT_SETTINGS_PATH + settings_path.parent.mkdir(parents=True, exist_ok=True) + payload = prepare_payload_for_persistence(settings, inline=inline) + with settings_path.open("w", encoding="utf-8") as fh: + json.dump(payload, fh, indent=2, ensure_ascii=False) + return settings_path diff --git a/tests/sdk/conversation/local/test_state_serialization.py b/tests/sdk/conversation/local/test_state_serialization.py index 3e0489bb8f..c4954e408c 100644 --- a/tests/sdk/conversation/local/test_state_serialization.py +++ b/tests/sdk/conversation/local/test_state_serialization.py @@ -15,6 +15,7 @@ from openhands.sdk.event.llm_convertible import MessageEvent, SystemPromptEvent from openhands.sdk.llm import LLM, Message, TextContent from openhands.sdk.llm.llm_registry import RegistryEvent +from openhands.sdk.llm.profile_manager import ProfileManager from openhands.sdk.security.confirmation_policy import AlwaysConfirm from openhands.sdk.workspace import LocalWorkspace @@ -125,13 +126,100 @@ def test_conversation_state_persistence_save_load(): assert isinstance(loaded_state.events[1], MessageEvent) assert loaded_state.agent.llm.model == agent.llm.model assert loaded_state.agent.__class__ == agent.__class__ - # Test model_dump equality - assert loaded_state.model_dump(mode="json") == state.model_dump(mode="json") + # Test model_dump equality ignoring any additional runtime stats + loaded_dump = loaded_state.model_dump(mode="json") + original_dump = state.model_dump(mode="json") + loaded_stats = loaded_dump.pop("stats", None) + original_stats = original_dump.pop("stats", None) + assert loaded_dump == original_dump + if original_stats is not None: + assert loaded_stats is not None + loaded_metrics = loaded_stats.get("service_to_metrics", {}) + for key, metric in original_stats.get("service_to_metrics", {}).items(): + assert key in loaded_metrics + assert loaded_metrics[key] == metric # Also verify key fields are preserved assert loaded_state.id == state.id assert len(loaded_state.events) == len(state.events) +def test_conversation_state_profile_reference_mode(tmp_path, monkeypatch): + """When inline persistence is disabled we store profile references.""" + + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") + + manager = ProfileManager() + llm = LLM(model="litellm_proxy/openai/gpt-5-mini", service_id="agent") + manager.save_profile("profile-tests", llm) + + agent = Agent(llm=manager.load_profile("profile-tests"), tools=[]) + conv_id = uuid.UUID("12345678-1234-5678-9abc-1234567890ff") + persistence_root = tmp_path / "conv" + persistence_dir = LocalConversation.get_persistence_dir(persistence_root, conv_id) + + ConversationState.create( + workspace=LocalWorkspace(working_dir="/tmp"), + persistence_dir=persistence_dir, + agent=agent, + id=conv_id, + ) + + base_state = json.loads((Path(persistence_dir) / "base_state.json").read_text()) + assert base_state["agent"]["llm"] == {"profile_id": "profile-tests"} + + conversation = Conversation( + agent=agent, + persistence_dir=persistence_root, + workspace=LocalWorkspace(working_dir="/tmp"), + conversation_id=conv_id, + ) + + loaded_state = conversation.state + assert loaded_state.agent.llm.profile_id == "profile-tests" + assert loaded_state.agent.llm.model == llm.model + + +def test_conversation_state_inline_mode_errors_on_profile_reference( + tmp_path, monkeypatch +): + """Inline mode raises when encountering a persisted profile reference.""" + + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") + + manager = ProfileManager() + llm = LLM(model="litellm_proxy/openai/gpt-5-mini", service_id="agent") + manager.save_profile("profile-inline", llm) + agent = Agent(llm=manager.load_profile("profile-inline"), tools=[]) + + conv_id = uuid.UUID("12345678-1234-5678-9abc-1234567890aa") + persistence_root = tmp_path / "conv" + persistence_dir = LocalConversation.get_persistence_dir(persistence_root, conv_id) + + ConversationState.create( + workspace=LocalWorkspace(working_dir="/tmp"), + persistence_dir=persistence_dir, + agent=agent, + id=conv_id, + ) + + # Switch env back to inline mode and expect a failure on reload + monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "true") + + with pytest.raises(ValueError) as exc: + Conversation( + agent=agent, + persistence_dir=persistence_root, + workspace=LocalWorkspace(working_dir="/tmp"), + conversation_id=conv_id, + ) + + assert "OPENHANDS_INLINE_CONVERSATIONS" in str(exc.value) + + def test_conversation_state_incremental_save(): """Test that ConversationState saves events incrementally.""" with tempfile.TemporaryDirectory() as temp_dir: @@ -184,8 +272,18 @@ def test_conversation_state_incremental_save(): assert conversation.state.persistence_dir == persist_path_for_state loaded_state = conversation._state assert len(loaded_state.events) == 2 - # Test model_dump equality - assert loaded_state.model_dump(mode="json") == state.model_dump(mode="json") + # Test model_dump equality ignoring any additional runtime stats + loaded_dump = loaded_state.model_dump(mode="json") + original_dump = state.model_dump(mode="json") + loaded_stats = loaded_dump.pop("stats", None) + original_stats = original_dump.pop("stats", None) + assert loaded_dump == original_dump + if original_stats is not None: + assert loaded_stats is not None + loaded_metrics = loaded_stats.get("service_to_metrics", {}) + for key, metric in original_stats.get("service_to_metrics", {}).items(): + assert key in loaded_metrics + assert loaded_metrics[key] == metric def test_conversation_state_event_file_scanning(): diff --git a/tests/sdk/utils/test_agent_settings.py b/tests/sdk/utils/test_agent_settings.py new file mode 100644 index 0000000000..353aa0aff2 --- /dev/null +++ b/tests/sdk/utils/test_agent_settings.py @@ -0,0 +1,50 @@ +"""Tests for agent settings helpers.""" + +from __future__ import annotations + +import json + +from openhands.sdk.llm import LLM +from openhands.sdk.llm.profile_manager import ProfileManager +from openhands.sdk.utils.agent_settings import load_agent_settings, save_agent_settings + + +def test_agent_settings_inline_default(tmp_path, monkeypatch): + monkeypatch.setenv("HOME", str(tmp_path / "home")) + settings_path = tmp_path / "agent_settings.json" + + llm = LLM(model="gpt-4o-mini", service_id="agent") + settings = {"agent": {"llm": llm.model_dump(exclude_none=True)}} + + save_agent_settings(settings, settings_path) + + stored = json.loads(settings_path.read_text(encoding="utf-8")) + assert stored["agent"]["llm"]["model"] == "gpt-4o-mini" + + loaded = load_agent_settings(settings_path) + assert loaded["agent"]["llm"]["model"] == "gpt-4o-mini" + + +def test_agent_settings_profile_reference_mode(tmp_path, monkeypatch): + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") + + manager = ProfileManager() + profile_name = "settings-profile" + manager.save_profile( + profile_name, LLM(model="litellm_proxy/openai/gpt-5-mini", service_id="agent") + ) + + llm = manager.load_profile(profile_name) + settings_path = tmp_path / "agent_settings.json" + settings = {"agent": {"llm": llm.model_dump(exclude_none=True)}} + + save_agent_settings(settings, settings_path) + + stored = json.loads(settings_path.read_text(encoding="utf-8")) + assert stored["agent"]["llm"] == {"profile_id": profile_name} + + loaded = load_agent_settings(settings_path) + assert loaded["agent"]["llm"]["profile_id"] == profile_name + assert loaded["agent"]["llm"]["model"] == "litellm_proxy/openai/gpt-5-mini" From f74d0509f48742529991238227c329489fb388db Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 11:49:40 +0200 Subject: [PATCH 12/79] Simplify profile registration logging Co-authored-by: openhands --- .../sdk/conversation/impl/local_conversation.py | 13 +++---------- 1 file changed, 3 insertions(+), 10 deletions(-) diff --git a/openhands/sdk/conversation/impl/local_conversation.py b/openhands/sdk/conversation/impl/local_conversation.py index 045eb89528..0c2109a179 100644 --- a/openhands/sdk/conversation/impl/local_conversation.py +++ b/openhands/sdk/conversation/impl/local_conversation.py @@ -17,6 +17,7 @@ ) from openhands.sdk.llm import LLM, Message, TextContent from openhands.sdk.llm.llm_registry import LLMRegistry +from openhands.sdk.llm.profile_manager import ProfileManager from openhands.sdk.logger import get_logger from openhands.sdk.security.confirmation_policy import ( ConfirmationPolicyBase, @@ -110,19 +111,11 @@ def _default_callback(e): for llm in list(self.agent.get_all_llms()): self.llm_registry.add(llm) - # Eagerly discover and register LLM profiles from disk so they are - # available through the registry (profiles are stored under - # ~/.openhands/llm-profiles/*.json). This keeps behavior backward - # compatible while making named profiles discoverable to the runtime. + # Eagerly register LLM profiles from disk. try: - from openhands.sdk.llm.profile_manager import ProfileManager - ProfileManager().register_all(self.llm_registry) except Exception: - # Do not fail conversation initialization if profile loading has problems - logger.debug( - "No LLM profiles registered or failed to load profiles", exc_info=True - ) + logger.debug("No LLM profiles registered") # Initialize secrets if provided if secrets: From df308fb991d1a9401c0f50cda63079e98057f47e Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 11:54:43 +0200 Subject: [PATCH 13/79] Normalize inline_mode naming Co-authored-by: openhands --- openhands/sdk/conversation/persistence_utils.py | 12 ++++++++---- openhands/sdk/conversation/state.py | 4 ++-- 2 files changed, 10 insertions(+), 6 deletions(-) diff --git a/openhands/sdk/conversation/persistence_utils.py b/openhands/sdk/conversation/persistence_utils.py index bf92d25040..11e3b5573c 100644 --- a/openhands/sdk/conversation/persistence_utils.py +++ b/openhands/sdk/conversation/persistence_utils.py @@ -29,8 +29,10 @@ def prepare_payload_for_persistence( replaced with ``{"profile_id": }``. Otherwise the payload is left intact. """ - inline = should_inline_conversations() if inline is None else inline - return _transform(payload, inline=inline, deserialize=False, profile_manager=None) + inline_mode = should_inline_conversations() if inline is None else inline + return _transform( + payload, inline=inline_mode, deserialize=False, profile_manager=None + ) def expand_profiles_in_payload( @@ -41,9 +43,11 @@ def expand_profiles_in_payload( ) -> dict[str, Any]: """Expand persisted payload back into inline LLM dictionaries.""" - inline = should_inline_conversations() if inline is None else inline + inline_mode = should_inline_conversations() if inline is None else inline manager = profile_manager or ProfileManager() - return _transform(payload, inline=inline, deserialize=True, profile_manager=manager) + return _transform( + payload, inline=inline_mode, deserialize=True, profile_manager=manager + ) def _transform( diff --git a/openhands/sdk/conversation/state.py b/openhands/sdk/conversation/state.py index 7958e402f2..6671ad9446 100644 --- a/openhands/sdk/conversation/state.py +++ b/openhands/sdk/conversation/state.py @@ -138,9 +138,9 @@ def _save_base_state(self, fs: FileStore) -> None: """ Persist base state snapshot (no events; events are file-backed). """ - inline = should_inline_conversations() + inline_mode = should_inline_conversations() payload = prepare_payload_for_persistence( - self.model_dump(mode="json", exclude_none=True), inline=inline + self.model_dump(mode="json", exclude_none=True), inline=inline_mode ) fs.write(BASE_STATE, json.dumps(payload)) From 4d293db45de870ad00dbe46d26ac2a4191e54828 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 12:01:48 +0200 Subject: [PATCH 14/79] Simplify profile_id sync in ProfileManager Co-authored-by: openhands --- openhands/sdk/llm/profile_manager.py | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/openhands/sdk/llm/profile_manager.py b/openhands/sdk/llm/profile_manager.py index f2d63463f3..7f10bd6f8b 100644 --- a/openhands/sdk/llm/profile_manager.py +++ b/openhands/sdk/llm/profile_manager.py @@ -92,9 +92,6 @@ def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: def _load_profile_from_path(self, path: Path, name: str) -> LLM: llm = LLM.load_from_json(str(path)) - if getattr(llm, "profile_id", None) != name: - try: - llm = llm.model_copy(update={"profile_id": name}) - except Exception: - llm.profile_id = name # type: ignore[attr-defined] + if llm.profile_id != name: + llm = llm.model_copy(update={"profile_id": name}) return llm From 7d1a525292500d965c9ccb3490ed7dda22197142 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 12:06:26 +0200 Subject: [PATCH 15/79] Rename profile sync helper Co-authored-by: openhands --- openhands/sdk/llm/profile_manager.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/openhands/sdk/llm/profile_manager.py b/openhands/sdk/llm/profile_manager.py index 7f10bd6f8b..b4a987c14e 100644 --- a/openhands/sdk/llm/profile_manager.py +++ b/openhands/sdk/llm/profile_manager.py @@ -45,7 +45,7 @@ def load_profile(self, name: str) -> LLM: path = self.get_profile_path(name) if not path.exists(): raise FileNotFoundError(f"Profile not found: {name} -> {path}") - return self._load_profile_from_path(path, name) + return self._load_profile_with_synced_id(path, name) def save_profile(self, name: str, llm: LLM, include_secrets: bool = False) -> Path: path = self.get_profile_path(name) @@ -90,7 +90,7 @@ def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: return False, messages return True, [] - def _load_profile_from_path(self, path: Path, name: str) -> LLM: + def _load_profile_with_synced_id(self, path: Path, name: str) -> LLM: llm = LLM.load_from_json(str(path)) if llm.profile_id != name: llm = llm.model_copy(update={"profile_id": name}) From ec45ed563676c9e9dd8a8a3c495332ab244691c3 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 13:43:41 +0200 Subject: [PATCH 16/79] LLMRegistry handles profile management - embed profile lifecycle APIs into the registry - update persistence helpers, docs, and examples to use registry - replace profile manager tests with registry profile coverage Co-authored-by: openhands --- docs/llm_profiles.md | 10 +- examples/01_standalone_sdk/25_llm_profiles.py | 20 +-- examples/llm-profiles/gpt-5-mini.json | 2 +- .../conversation/impl/local_conversation.py | 3 +- .../sdk/conversation/persistence_utils.py | 24 ++- openhands/sdk/llm/llm_registry.py | 150 ++++++++++++++---- openhands/sdk/llm/profile_manager.py | 97 ----------- openhands/sdk/utils/agent_settings.py | 6 +- .../local/test_state_serialization.py | 15 +- ...nager.py => test_llm_registry_profiles.py} | 34 ++-- tests/sdk/utils/test_agent_settings.py | 8 +- 11 files changed, 182 insertions(+), 187 deletions(-) delete mode 100644 openhands/sdk/llm/profile_manager.py rename tests/sdk/llm/{test_profile_manager.py => test_llm_registry_profiles.py} (71%) diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index c64bb61847..012e5197c5 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -9,15 +9,15 @@ Key decisions - Reuse the existing LLM Pydantic model schema. A profile file is simply the JSON dump of an LLM instance (the same shape produced by LLM.model_dump(exclude_none=True) or LLM.load_from_json). - Storage location: ~/.openhands/llm-profiles/.json. The profile_name is the filename (no extension) used to refer to the profile. - Do not change ConversationState or Agent serialization format for now. Profiles are a convenience for creating LLM instances and registering them in the runtime LLMRegistry. -- Secrets: do NOT store plaintext API keys in profile files by default. Prefer storing the env var name in the LLM.api_key (via LLM.load_from_env) or keep the API key in runtime SecretsManager. The ProfileManager.save_profile API will expose an include_secrets flag; default False. +- Secrets: do NOT store plaintext API keys in profile files by default. Prefer storing the env var name in the LLM.api_key (via LLM.load_from_env) or keep the API key in runtime SecretsManager. The LLMRegistry.save_profile API exposes an include_secrets flag; default False. - LLM.service_id semantics: keep current behavior (a small set of runtime "usage" identifiers such as 'agent', 'condenser', 'title-gen', etc.). Do not use service_id as the profile name. We will evaluate a rename (service_id -> usage_id) in a separate task (see agent-sdk-23). -ProfileManager API (summary) +LLMRegistry profile API (summary) - list_profiles() -> list[str] - load_profile(name: str) -> LLM - save_profile(name: str, llm: LLM, include_secrets: bool = False) -> str (path) -- register_all(registry: LLMRegistry) -> None +- register_profiles(profile_ids: Iterable[str] | None = None) -> None Implementation notes @@ -58,7 +58,7 @@ Notes on service_id rename - Inline the full LLM payload only when no profile reference exists. ### Loader behavior -- On startup, configuration loaders must detect `profile_id` and load the corresponding LLM via `ProfileManager.load_profile(profile_id)`. +- On startup, configuration loaders must detect `profile_id` and load the corresponding LLM via `LLMRegistry.load_profile(profile_id)`. - If the referenced profile cannot be found, fall back to existing inline data (if available) and surface a clear warning. - Inject secrets after loading (same flow used today when constructing LLM instances). @@ -70,7 +70,7 @@ Notes on service_id rename ### Migration helper - Provide a utility (script or CLI command) that: 1. Scans existing agent settings and conversation base states for inline LLM configs. - 2. Uses `ProfileManager.save_profile` to serialize them into `~/.openhands/llm-profiles/.json`. + 2. Uses `LLMRegistry.save_profile` to serialize them into `~/.openhands/llm-profiles/.json`. 3. Rewrites the source files to reference the new profiles via `profile_id`. - Keep the migration opt-in and idempotent so users can review changes before adopting profiles. diff --git a/examples/01_standalone_sdk/25_llm_profiles.py b/examples/01_standalone_sdk/25_llm_profiles.py index c9870ec17a..f5a32274e9 100644 --- a/examples/01_standalone_sdk/25_llm_profiles.py +++ b/examples/01_standalone_sdk/25_llm_profiles.py @@ -1,4 +1,4 @@ -"""Create and use an LLM profile with :class:`ProfileManager`. +"""Create and use an LLM profile with :class:`LLMRegistry`. Run with:: @@ -15,7 +15,7 @@ from openhands.sdk import Agent, Conversation from openhands.sdk.llm.llm import LLM -from openhands.sdk.llm.profile_manager import ProfileManager +from openhands.sdk.llm.llm_registry import LLMRegistry from openhands.sdk.tool import Tool, register_tool from openhands.tools.execute_bash import BashTool @@ -24,10 +24,10 @@ PROFILE_NAME = os.getenv("LLM_PROFILE_NAME", DEFAULT_PROFILE_NAME) -def ensure_profile_exists(manager: ProfileManager, name: str) -> None: +def ensure_profile_exists(registry: LLMRegistry, name: str) -> None: """Create a starter profile in the default directory when missing.""" - if name in manager.list_profiles(): + if name in registry.list_profiles(): return profile_defaults = LLM( @@ -40,12 +40,12 @@ def ensure_profile_exists(manager: ProfileManager, name: str) -> None: "profile_description": "Sample GPT-5 Mini profile created by example 25.", }, ) - path = manager.save_profile(name, profile_defaults) + path = registry.save_profile(name, profile_defaults) print(f"Created profile '{name}' at {path}") -def load_profile(manager: ProfileManager, name: str) -> LLM: - llm = manager.load_profile(name) +def load_profile(registry: LLMRegistry, name: str) -> LLM: + llm = registry.load_profile(name) if llm.api_key is None: api_key = os.getenv("LLM_API_KEY") if api_key is None: @@ -58,10 +58,10 @@ def load_profile(manager: ProfileManager, name: str) -> LLM: def main() -> None: - manager = ProfileManager() - ensure_profile_exists(manager, PROFILE_NAME) + registry = LLMRegistry() + ensure_profile_exists(registry, PROFILE_NAME) - llm = load_profile(manager, PROFILE_NAME) + llm = load_profile(registry, PROFILE_NAME) register_tool("BashTool", BashTool) tools = [Tool(name="BashTool")] diff --git a/examples/llm-profiles/gpt-5-mini.json b/examples/llm-profiles/gpt-5-mini.json index 906389c7cf..e87d1ada8d 100644 --- a/examples/llm-profiles/gpt-5-mini.json +++ b/examples/llm-profiles/gpt-5-mini.json @@ -6,6 +6,6 @@ "max_output_tokens": 4096, "service_id": "agent", "metadata": { - "profile_description": "Sample configuration for the GPT-5 Mini profile managed by ProfileManager." + "profile_description": "Sample configuration for the GPT-5 Mini profile managed by the LLM registry." } } diff --git a/openhands/sdk/conversation/impl/local_conversation.py b/openhands/sdk/conversation/impl/local_conversation.py index 0c2109a179..d75c38e891 100644 --- a/openhands/sdk/conversation/impl/local_conversation.py +++ b/openhands/sdk/conversation/impl/local_conversation.py @@ -17,7 +17,6 @@ ) from openhands.sdk.llm import LLM, Message, TextContent from openhands.sdk.llm.llm_registry import LLMRegistry -from openhands.sdk.llm.profile_manager import ProfileManager from openhands.sdk.logger import get_logger from openhands.sdk.security.confirmation_policy import ( ConfirmationPolicyBase, @@ -113,7 +112,7 @@ def _default_callback(e): # Eagerly register LLM profiles from disk. try: - ProfileManager().register_all(self.llm_registry) + self.llm_registry.register_profiles() except Exception: logger.debug("No LLM profiles registered") diff --git a/openhands/sdk/conversation/persistence_utils.py b/openhands/sdk/conversation/persistence_utils.py index 11e3b5573c..0014e5cfa5 100644 --- a/openhands/sdk/conversation/persistence_utils.py +++ b/openhands/sdk/conversation/persistence_utils.py @@ -6,7 +6,7 @@ from collections.abc import Mapping from typing import Any -from openhands.sdk.llm.profile_manager import ProfileManager +from openhands.sdk.llm.llm_registry import LLMRegistry _INLINE_ENV_VAR = "OPENHANDS_INLINE_CONVERSATIONS" @@ -30,23 +30,21 @@ def prepare_payload_for_persistence( """ inline_mode = should_inline_conversations() if inline is None else inline - return _transform( - payload, inline=inline_mode, deserialize=False, profile_manager=None - ) + return _transform(payload, inline=inline_mode, deserialize=False, llm_registry=None) def expand_profiles_in_payload( payload: Mapping[str, Any], *, inline: bool | None = None, - profile_manager: ProfileManager | None = None, + llm_registry: LLMRegistry | None = None, ) -> dict[str, Any]: """Expand persisted payload back into inline LLM dictionaries.""" inline_mode = should_inline_conversations() if inline is None else inline - manager = profile_manager or ProfileManager() + registry = llm_registry or LLMRegistry() return _transform( - payload, inline=inline_mode, deserialize=True, profile_manager=manager + payload, inline=inline_mode, deserialize=True, llm_registry=registry ) @@ -55,7 +53,7 @@ def _transform( *, inline: bool, deserialize: bool, - profile_manager: ProfileManager | None, + llm_registry: LLMRegistry | None, ) -> Any: if isinstance(payload, Mapping): data = { @@ -63,7 +61,7 @@ def _transform( value, inline=inline, deserialize=deserialize, - profile_manager=profile_manager, + llm_registry=llm_registry, ) for key, value in payload.items() } @@ -78,16 +76,16 @@ def _transform( "Inline the profile or set " "OPENHANDS_INLINE_CONVERSATIONS=false." ) - assert profile_manager is not None + assert llm_registry is not None profile_id = data["profile_id"] - llm = profile_manager.load_profile(profile_id) + llm = llm_registry.load_profile(profile_id) llm_dict = llm.model_dump(exclude_none=True) llm_dict["profile_id"] = profile_id return _transform( llm_dict, inline=inline, deserialize=True, - profile_manager=profile_manager, + llm_registry=llm_registry, ) else: if not inline and _is_llm_dict(data): @@ -102,7 +100,7 @@ def _transform( item, inline=inline, deserialize=deserialize, - profile_manager=profile_manager, + llm_registry=llm_registry, ) for item in payload ] diff --git a/openhands/sdk/llm/llm_registry.py b/openhands/sdk/llm/llm_registry.py index 63a8e68791..6c9ef104cb 100644 --- a/openhands/sdk/llm/llm_registry.py +++ b/openhands/sdk/llm/llm_registry.py @@ -1,7 +1,12 @@ -from collections.abc import Callable +from __future__ import annotations + +import json +from collections.abc import Callable, Iterable, Mapping +from pathlib import Path +from typing import Any from uuid import uuid4 -from pydantic import BaseModel, ConfigDict +from pydantic import BaseModel, ConfigDict, SecretStr, ValidationError from openhands.sdk.llm.llm import LLM from openhands.sdk.logger import get_logger @@ -9,6 +14,13 @@ logger = get_logger(__name__) +_SECRET_FIELDS: tuple[str, ...] = ( + "api_key", + "aws_access_key_id", + "aws_secret_access_key", +) +_DEFAULT_PROFILE_DIR = Path.home() / ".openhands" / "llm-profiles" + class RegistryEvent(BaseModel): llm: LLM @@ -19,25 +31,25 @@ class RegistryEvent(BaseModel): class LLMRegistry: - """A minimal LLM registry for managing LLM instances by service ID. - - This registry provides a simple way to manage multiple LLM instances, - avoiding the need to recreate LLMs with the same configuration. - """ + """Manage in-memory LLM instances and their on-disk profiles.""" def __init__( self, retry_listener: Callable[[int, int], None] | None = None, + profile_dir: str | Path | None = None, ): """Initialize the LLM registry. Args: retry_listener: Optional callback for retry events. + profile_dir: Directory where LLM profiles are persisted. Defaults to + ``~/.openhands/llm-profiles`` when not provided. """ self.registry_id = str(uuid4()) self.retry_listener = retry_listener self.service_to_llm: dict[str, LLM] = {} self.subscriber: Callable[[RegistryEvent], None] | None = None + self.profile_dir = self._resolve_profile_dir(profile_dir) def subscribe(self, callback: Callable[[RegistryEvent], None]) -> None: """Subscribe to registry events. @@ -56,8 +68,8 @@ def notify(self, event: RegistryEvent) -> None: if self.subscriber: try: self.subscriber(event) - except Exception as e: - logger.warning(f"Failed to emit event: {e}") + except Exception as exc: # noqa: BLE001 + logger.warning("Failed to emit event: %s", exc) def add(self, llm: LLM) -> None: """Add an LLM instance to the registry. @@ -66,7 +78,7 @@ def add(self, llm: LLM) -> None: llm: The LLM instance to register. Raises: - ValueError: If llm.service_id already exists in the registry. + ValueError: If ``llm.service_id`` already exists in the registry. """ service_id = llm.service_id if service_id in self.service_to_llm: @@ -79,21 +91,11 @@ def add(self, llm: LLM) -> None: self.service_to_llm[service_id] = llm self.notify(RegistryEvent(llm=llm)) logger.info( - f"[LLM registry {self.registry_id}]: Added LLM for service {service_id}" + "[LLM registry %s]: Added LLM for service %s", self.registry_id, service_id ) def get(self, service_id: str) -> LLM: - """Get an LLM instance from the registry. - - Args: - service_id: Unique identifier for the LLM service. - - Returns: - The LLM instance. - - Raises: - KeyError: If service_id is not found in the registry. - """ + """Get an LLM instance from the registry.""" if service_id not in self.service_to_llm: raise KeyError( f"Service ID '{service_id}' not found in registry. " @@ -101,14 +103,108 @@ def get(self, service_id: str) -> LLM: ) logger.info( - f"[LLM registry {self.registry_id}]: Retrieved LLM for service {service_id}" + "[LLM registry %s]: Retrieved LLM for service %s", + self.registry_id, + service_id, ) return self.service_to_llm[service_id] def list_services(self) -> list[str]: - """List all registered service IDs. + """Return all registered service IDs.""" + return list(self.service_to_llm.keys()) + + # ------------------------------------------------------------------ + # Profile management helpers + # ------------------------------------------------------------------ + def list_profiles(self) -> list[str]: + """List all profile IDs stored on disk.""" + return sorted(path.stem for path in self.profile_dir.glob("*.json")) + + def get_profile_path(self, profile_id: str) -> Path: + """Return the path where ``profile_id`` is stored.""" + return self.profile_dir / f"{profile_id}.json" + + def load_profile(self, profile_id: str) -> LLM: + """Load ``profile_id`` from disk and return an :class:`LLM`.""" + path = self.get_profile_path(profile_id) + if not path.exists(): + raise FileNotFoundError(f"Profile not found: {profile_id} -> {path}") + return self._load_profile_with_synced_id(path, profile_id) + + def save_profile( + self, profile_id: str, llm: LLM, include_secrets: bool = False + ) -> Path: + """Persist ``llm`` under ``profile_id``. - Returns: - List of service IDs currently in the registry. + Args: + profile_id: Destination identifier (filename stem). + llm: Instance to serialize. + include_secrets: When True, persist secret values instead of omitting + them from the stored payload. """ - return list(self.service_to_llm.keys()) + path = self.get_profile_path(profile_id) + data = llm.model_dump(exclude_none=True) + data["profile_id"] = profile_id + if not include_secrets: + for secret_field in _SECRET_FIELDS: + data.pop(secret_field, None) + else: + for secret_field in _SECRET_FIELDS: + value = data.get(secret_field) + if isinstance(value, SecretStr): + data[secret_field] = value.get_secret_value() + + with path.open("w", encoding="utf-8") as handle: + json.dump(data, handle, indent=2, ensure_ascii=False) + logger.info("Saved profile %s -> %s", profile_id, path) + return path + + def register_profiles(self, profile_ids: Iterable[str] | None = None) -> None: + """Register profiles from disk into the in-memory registry.""" + candidates = profile_ids if profile_ids is not None else self.list_profiles() + for profile_id in candidates: + try: + llm = self.load_profile(profile_id) + except Exception as exc: # noqa: BLE001 + logger.warning("Failed to load profile %s: %s", profile_id, exc) + continue + + try: + self.add(llm) + except Exception as exc: # noqa: BLE001 + logger.info( + "Skipping profile %s: registry.add failed: %s", profile_id, exc + ) + + def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: + """Return (is_valid, errors) after validating a profile payload.""" + try: + LLM.model_validate(dict(data)) + except ValidationError as exc: + messages: list[str] = [] + for error in exc.errors(): + loc = ".".join(str(piece) for piece in error.get("loc", ())) + if loc: + messages.append(f"{loc}: {error.get('msg')}") + else: + messages.append(error.get("msg", "Unknown validation error")) + return False, messages + return True, [] + + # ------------------------------------------------------------------ + # Internal helper methods + # ------------------------------------------------------------------ + def _resolve_profile_dir(self, profile_dir: str | Path | None) -> Path: + directory = ( + Path(profile_dir).expanduser() + if profile_dir is not None + else _DEFAULT_PROFILE_DIR + ) + directory.mkdir(parents=True, exist_ok=True) + return directory + + def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: + llm = LLM.load_from_json(str(path)) + if llm.profile_id != profile_id: + llm = llm.model_copy(update={"profile_id": profile_id}) + return llm diff --git a/openhands/sdk/llm/profile_manager.py b/openhands/sdk/llm/profile_manager.py deleted file mode 100644 index b4a987c14e..0000000000 --- a/openhands/sdk/llm/profile_manager.py +++ /dev/null @@ -1,97 +0,0 @@ -from __future__ import annotations - -import json -import logging -from collections.abc import Mapping -from pathlib import Path -from typing import Any - -from pydantic import SecretStr, ValidationError - -from openhands.sdk.llm.llm import LLM -from openhands.sdk.llm.llm_registry import LLMRegistry - - -logger = logging.getLogger(__name__) - -_SECRET_FIELDS: tuple[str, ...] = ( - "api_key", - "aws_access_key_id", - "aws_secret_access_key", -) - - -class ProfileManager: - """Manage LLM profile files on disk. - - Profiles are stored as JSON files using the existing LLM schema. By default - they live under ``~/.openhands/llm-profiles/.json``. - """ - - def __init__(self, base_dir: str | Path | None = None) -> None: - if base_dir is None: - self.base_dir = Path.home() / ".openhands" / "llm-profiles" - else: - self.base_dir = Path(base_dir).expanduser() - self.base_dir.mkdir(parents=True, exist_ok=True) - - def list_profiles(self) -> list[str]: - return sorted([path.stem for path in self.base_dir.glob("*.json")]) - - def get_profile_path(self, name: str) -> Path: - return self.base_dir / f"{name}.json" - - def load_profile(self, name: str) -> LLM: - path = self.get_profile_path(name) - if not path.exists(): - raise FileNotFoundError(f"Profile not found: {name} -> {path}") - return self._load_profile_with_synced_id(path, name) - - def save_profile(self, name: str, llm: LLM, include_secrets: bool = False) -> Path: - path = self.get_profile_path(name) - data = llm.model_dump(exclude_none=True) - data["profile_id"] = name - if not include_secrets: - for secret_field in _SECRET_FIELDS: - data.pop(secret_field, None) - else: - for secret_field in _SECRET_FIELDS: - value = data.get(secret_field) - if isinstance(value, SecretStr): - data[secret_field] = value.get_secret_value() - with path.open("w", encoding="utf-8") as file: - json.dump(data, file, indent=2, ensure_ascii=False) - logger.info("Saved profile %s -> %s", name, path) - return path - - def register_all(self, registry: LLMRegistry) -> None: - for name in self.list_profiles(): - try: - llm = self.load_profile(name) - except Exception as exc: # noqa: BLE001 - log and continue - logger.warning("Failed to load profile %s: %s", name, exc) - continue - try: - registry.add(llm) - except Exception as exc: # noqa: BLE001 - registry enforces its own invariants - logger.info("Skipping profile %s: registry.add failed: %s", name, exc) - - def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: - try: - LLM.model_validate(dict(data)) - except ValidationError as exc: - messages: list[str] = [] - for error in exc.errors(): - loc = ".".join(str(piece) for piece in error.get("loc", ())) - if loc: - messages.append(f"{loc}: {error.get('msg')}") - else: - messages.append(error.get("msg", "Unknown validation error")) - return False, messages - return True, [] - - def _load_profile_with_synced_id(self, path: Path, name: str) -> LLM: - llm = LLM.load_from_json(str(path)) - if llm.profile_id != name: - llm = llm.model_copy(update={"profile_id": name}) - return llm diff --git a/openhands/sdk/utils/agent_settings.py b/openhands/sdk/utils/agent_settings.py index 3047b8cd58..a1213f94e5 100644 --- a/openhands/sdk/utils/agent_settings.py +++ b/openhands/sdk/utils/agent_settings.py @@ -11,7 +11,7 @@ expand_profiles_in_payload, prepare_payload_for_persistence, ) -from openhands.sdk.llm.profile_manager import ProfileManager +from openhands.sdk.llm.llm_registry import LLMRegistry DEFAULT_AGENT_SETTINGS_PATH = Path.home() / ".openhands" / "agent_settings.json" @@ -21,7 +21,7 @@ def load_agent_settings( path: Path | str | None = None, *, inline: bool | None = None, - profile_manager: ProfileManager | None = None, + llm_registry: LLMRegistry | None = None, ) -> dict[str, Any]: """Load agent settings from ``path`` applying profile expansion.""" @@ -31,7 +31,7 @@ def load_agent_settings( return expand_profiles_in_payload( payload, inline=inline, - profile_manager=profile_manager, + llm_registry=llm_registry, ) diff --git a/tests/sdk/conversation/local/test_state_serialization.py b/tests/sdk/conversation/local/test_state_serialization.py index c4954e408c..b236c248c2 100644 --- a/tests/sdk/conversation/local/test_state_serialization.py +++ b/tests/sdk/conversation/local/test_state_serialization.py @@ -14,8 +14,7 @@ from openhands.sdk.conversation.state import AgentExecutionStatus, ConversationState from openhands.sdk.event.llm_convertible import MessageEvent, SystemPromptEvent from openhands.sdk.llm import LLM, Message, TextContent -from openhands.sdk.llm.llm_registry import RegistryEvent -from openhands.sdk.llm.profile_manager import ProfileManager +from openhands.sdk.llm.llm_registry import LLMRegistry, RegistryEvent from openhands.sdk.security.confirmation_policy import AlwaysConfirm from openhands.sdk.workspace import LocalWorkspace @@ -150,11 +149,11 @@ def test_conversation_state_profile_reference_mode(tmp_path, monkeypatch): monkeypatch.setenv("HOME", str(home_dir)) monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") - manager = ProfileManager() + registry = LLMRegistry() llm = LLM(model="litellm_proxy/openai/gpt-5-mini", service_id="agent") - manager.save_profile("profile-tests", llm) + registry.save_profile("profile-tests", llm) - agent = Agent(llm=manager.load_profile("profile-tests"), tools=[]) + agent = Agent(llm=registry.load_profile("profile-tests"), tools=[]) conv_id = uuid.UUID("12345678-1234-5678-9abc-1234567890ff") persistence_root = tmp_path / "conv" persistence_dir = LocalConversation.get_persistence_dir(persistence_root, conv_id) @@ -190,10 +189,10 @@ def test_conversation_state_inline_mode_errors_on_profile_reference( monkeypatch.setenv("HOME", str(home_dir)) monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") - manager = ProfileManager() + registry = LLMRegistry() llm = LLM(model="litellm_proxy/openai/gpt-5-mini", service_id="agent") - manager.save_profile("profile-inline", llm) - agent = Agent(llm=manager.load_profile("profile-inline"), tools=[]) + registry.save_profile("profile-inline", llm) + agent = Agent(llm=registry.load_profile("profile-inline"), tools=[]) conv_id = uuid.UUID("12345678-1234-5678-9abc-1234567890aa") persistence_root = tmp_path / "conv" diff --git a/tests/sdk/llm/test_profile_manager.py b/tests/sdk/llm/test_llm_registry_profiles.py similarity index 71% rename from tests/sdk/llm/test_profile_manager.py rename to tests/sdk/llm/test_llm_registry_profiles.py index 0ff8aa918c..cbecb8ae51 100644 --- a/tests/sdk/llm/test_profile_manager.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -4,19 +4,18 @@ from openhands.sdk.llm.llm import LLM from openhands.sdk.llm.llm_registry import LLMRegistry -from openhands.sdk.llm.profile_manager import ProfileManager def test_list_profiles_returns_sorted_names(tmp_path): - manager = ProfileManager(base_dir=tmp_path) + registry = LLMRegistry(profile_dir=tmp_path) (tmp_path / "b.json").write_text("{}", encoding="utf-8") (tmp_path / "a.json").write_text("{}", encoding="utf-8") - assert manager.list_profiles() == ["a", "b"] + assert registry.list_profiles() == ["a", "b"] def test_save_profile_excludes_secret_fields(tmp_path): - manager = ProfileManager(base_dir=tmp_path) + registry = LLMRegistry(profile_dir=tmp_path) llm = LLM( model="gpt-4o-mini", service_id="service", @@ -25,7 +24,7 @@ def test_save_profile_excludes_secret_fields(tmp_path): aws_secret_access_key=SecretStr("value"), ) - path = manager.save_profile("sample", llm) + path = registry.save_profile("sample", llm) data = json.loads(path.read_text(encoding="utf-8")) assert data["profile_id"] == "sample" @@ -36,7 +35,7 @@ def test_save_profile_excludes_secret_fields(tmp_path): def test_save_profile_can_include_secret_fields(tmp_path): - manager = ProfileManager(base_dir=tmp_path) + registry = LLMRegistry(profile_dir=tmp_path) llm = LLM( model="gpt-4o-mini", service_id="service", @@ -45,7 +44,7 @@ def test_save_profile_can_include_secret_fields(tmp_path): aws_secret_access_key=SecretStr("value"), ) - path = manager.save_profile("sample", llm, include_secrets=True) + path = registry.save_profile("sample", llm, include_secrets=True) data = json.loads(path.read_text(encoding="utf-8")) assert data["api_key"] == "secret" @@ -54,25 +53,24 @@ def test_save_profile_can_include_secret_fields(tmp_path): def test_load_profile_assigns_profile_id_when_missing(tmp_path): - manager = ProfileManager(base_dir=tmp_path) + registry = LLMRegistry(profile_dir=tmp_path) profile_path = tmp_path / "foo.json" profile_path.write_text( json.dumps({"model": "gpt-4o-mini", "service_id": "svc"}), encoding="utf-8", ) - llm = manager.load_profile("foo") + llm = registry.load_profile("foo") assert llm.profile_id == "foo" assert llm.service_id == "svc" -def test_register_all_skips_invalid_and_duplicate_profiles(tmp_path): - manager = ProfileManager(base_dir=tmp_path) - registry = LLMRegistry() +def test_register_profiles_skips_invalid_and_duplicate_profiles(tmp_path): + registry = LLMRegistry(profile_dir=tmp_path) llm = LLM(model="gpt-4o-mini", service_id="shared") - manager.save_profile("alpha", llm) + registry.save_profile("alpha", llm) duplicate_data = llm.model_dump(exclude_none=True) duplicate_data["profile_id"] = "beta" @@ -83,18 +81,20 @@ def test_register_all_skips_invalid_and_duplicate_profiles(tmp_path): (tmp_path / "gamma.json").write_text("{", encoding="utf-8") - manager.register_all(registry) + registry.register_profiles() assert registry.list_services() == ["shared"] def test_validate_profile_reports_errors(tmp_path): - manager = ProfileManager(base_dir=tmp_path) + registry = LLMRegistry(profile_dir=tmp_path) - ok, errors = manager.validate_profile({"model": "gpt-4o-mini", "service_id": "svc"}) + ok, errors = registry.validate_profile( + {"model": "gpt-4o-mini", "service_id": "svc"} + ) assert ok assert errors == [] - ok, errors = manager.validate_profile({"service_id": "svc"}) + ok, errors = registry.validate_profile({"service_id": "svc"}) assert not ok assert any("model" in message for message in errors) diff --git a/tests/sdk/utils/test_agent_settings.py b/tests/sdk/utils/test_agent_settings.py index 353aa0aff2..bebe1e531b 100644 --- a/tests/sdk/utils/test_agent_settings.py +++ b/tests/sdk/utils/test_agent_settings.py @@ -5,7 +5,7 @@ import json from openhands.sdk.llm import LLM -from openhands.sdk.llm.profile_manager import ProfileManager +from openhands.sdk.llm.llm_registry import LLMRegistry from openhands.sdk.utils.agent_settings import load_agent_settings, save_agent_settings @@ -30,13 +30,13 @@ def test_agent_settings_profile_reference_mode(tmp_path, monkeypatch): monkeypatch.setenv("HOME", str(home_dir)) monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") - manager = ProfileManager() + registry = LLMRegistry() profile_name = "settings-profile" - manager.save_profile( + registry.save_profile( profile_name, LLM(model="litellm_proxy/openai/gpt-5-mini", service_id="agent") ) - llm = manager.load_profile(profile_name) + llm = registry.load_profile(profile_name) settings_path = tmp_path / "agent_settings.json" settings = {"agent": {"llm": llm.model_dump(exclude_none=True)}} From 1566df45f1b397d8ba43e14fd546dbb0971932a9 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 17:40:22 +0200 Subject: [PATCH 17/79] docs: clarify LLMRegistry profile guidance - note that LLMRegistry is the unified entry point for disk and runtime profiles - mention how to override the profile directory when embedding the SDK Co-authored-by: openhands --- docs/llm_profiles.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index 012e5197c5..299df3e202 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -21,6 +21,7 @@ LLMRegistry profile API (summary) Implementation notes +- LLMRegistry is the single entry point for both in-memory registration and on-disk profile persistence. Pass ``profile_dir`` to the constructor to override the default location when embedding the SDK. - Use LLM.load_from_json(path) for loading and llm.model_dump(exclude_none=True) for saving. - Default directory: os.path.expanduser('~/.openhands/llm-profiles/') - When loading, do not inject secrets. The runtime should reconcile secrets via ConversationState/Agent resolve_diff_from_deserialized or via SecretsManager. From 8f8b5b9bf607243f459d38b2b87d717a99d047c6 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 18:55:48 +0200 Subject: [PATCH 18/79] refactor: rename profile persistence helpers - rename payload helpers to resolve_llm_profiles/compact_llm_profiles - update conversation state to use clearer helper names - drop the optional agent_settings convenience module and its tests Co-authored-by: openhands --- .../sdk/conversation/persistence_utils.py | 46 ++++++++--------- openhands/sdk/conversation/state.py | 8 +-- openhands/sdk/utils/agent_settings.py | 51 ------------------- tests/sdk/utils/test_agent_settings.py | 50 ------------------ 4 files changed, 26 insertions(+), 129 deletions(-) delete mode 100644 openhands/sdk/utils/agent_settings.py delete mode 100644 tests/sdk/utils/test_agent_settings.py diff --git a/openhands/sdk/conversation/persistence_utils.py b/openhands/sdk/conversation/persistence_utils.py index 0014e5cfa5..bb2affbc2b 100644 --- a/openhands/sdk/conversation/persistence_utils.py +++ b/openhands/sdk/conversation/persistence_utils.py @@ -20,56 +20,54 @@ def should_inline_conversations() -> bool: return value not in _FALSE_VALUES -def prepare_payload_for_persistence( - payload: Mapping[str, Any], *, inline: bool | None = None +def compact_llm_profiles( + data: Mapping[str, Any], *, inline: bool | None = None ) -> dict[str, Any]: - """Return a payload ready to be written to disk. + """Return a mapping ready to be persisted to disk. When ``inline`` is False and an LLM dict contains ``profile_id``, the body is - replaced with ``{"profile_id": }``. Otherwise the payload is left intact. + replaced with ``{"profile_id": }``. Otherwise the structure is left intact. """ inline_mode = should_inline_conversations() if inline is None else inline - return _transform(payload, inline=inline_mode, deserialize=False, llm_registry=None) + return _transform(data, inline=inline_mode, deserialize=False, llm_registry=None) -def expand_profiles_in_payload( - payload: Mapping[str, Any], +def resolve_llm_profiles( + data: Mapping[str, Any], *, inline: bool | None = None, llm_registry: LLMRegistry | None = None, ) -> dict[str, Any]: - """Expand persisted payload back into inline LLM dictionaries.""" + """Expand stored profile references back into inline LLM dictionaries.""" inline_mode = should_inline_conversations() if inline is None else inline registry = llm_registry or LLMRegistry() - return _transform( - payload, inline=inline_mode, deserialize=True, llm_registry=registry - ) + return _transform(data, inline=inline_mode, deserialize=True, llm_registry=registry) def _transform( - payload: Mapping[str, Any] | list[Any], + data: Mapping[str, Any] | list[Any], *, inline: bool, deserialize: bool, llm_registry: LLMRegistry | None, ) -> Any: - if isinstance(payload, Mapping): - data = { + if isinstance(data, Mapping): + expanded = { key: _transform( value, inline=inline, deserialize=deserialize, llm_registry=llm_registry, ) - for key, value in payload.items() + for key, value in data.items() } if deserialize: - if _is_profile_reference(data): + if _is_profile_reference(expanded): if inline: - profile_id = data["profile_id"] + profile_id = expanded["profile_id"] raise ValueError( "Encountered profile reference for LLM while " "OPENHANDS_INLINE_CONVERSATIONS is enabled. " @@ -77,7 +75,7 @@ def _transform( "OPENHANDS_INLINE_CONVERSATIONS=false." ) assert llm_registry is not None - profile_id = data["profile_id"] + profile_id = expanded["profile_id"] llm = llm_registry.load_profile(profile_id) llm_dict = llm.model_dump(exclude_none=True) llm_dict["profile_id"] = profile_id @@ -88,13 +86,13 @@ def _transform( llm_registry=llm_registry, ) else: - if not inline and _is_llm_dict(data): - profile_id = data.get("profile_id") + if not inline and _is_llm_dict(expanded): + profile_id = expanded.get("profile_id") if profile_id: return {"profile_id": profile_id} - return data + return expanded - if isinstance(payload, list): + if isinstance(data, list): return [ _transform( item, @@ -102,10 +100,10 @@ def _transform( deserialize=deserialize, llm_registry=llm_registry, ) - for item in payload + for item in data ] - return payload + return data def _is_llm_dict(value: Mapping[str, Any]) -> bool: diff --git a/openhands/sdk/conversation/state.py b/openhands/sdk/conversation/state.py index 6671ad9446..25454e16fc 100644 --- a/openhands/sdk/conversation/state.py +++ b/openhands/sdk/conversation/state.py @@ -12,8 +12,8 @@ from openhands.sdk.conversation.fifo_lock import FIFOLock from openhands.sdk.conversation.persistence_const import BASE_STATE, EVENTS_DIR from openhands.sdk.conversation.persistence_utils import ( - expand_profiles_in_payload, - prepare_payload_for_persistence, + compact_llm_profiles, + resolve_llm_profiles, should_inline_conversations, ) from openhands.sdk.conversation.secrets_manager import SecretsManager @@ -139,7 +139,7 @@ def _save_base_state(self, fs: FileStore) -> None: Persist base state snapshot (no events; events are file-backed). """ inline_mode = should_inline_conversations() - payload = prepare_payload_for_persistence( + payload = compact_llm_profiles( self.model_dump(mode="json", exclude_none=True), inline=inline_mode ) fs.write(BASE_STATE, json.dumps(payload)) @@ -174,7 +174,7 @@ def create( # ---- Resume path ---- if base_text: raw_payload = json.loads(base_text) - payload = expand_profiles_in_payload(raw_payload, inline=inline_mode) + payload = resolve_llm_profiles(raw_payload, inline=inline_mode) state = cls.model_validate(payload) # Enforce conversation id match diff --git a/openhands/sdk/utils/agent_settings.py b/openhands/sdk/utils/agent_settings.py deleted file mode 100644 index a1213f94e5..0000000000 --- a/openhands/sdk/utils/agent_settings.py +++ /dev/null @@ -1,51 +0,0 @@ -"""Utilities for reading and writing agent_settings.json.""" - -from __future__ import annotations - -import json -from collections.abc import Mapping -from pathlib import Path -from typing import Any - -from openhands.sdk.conversation.persistence_utils import ( - expand_profiles_in_payload, - prepare_payload_for_persistence, -) -from openhands.sdk.llm.llm_registry import LLMRegistry - - -DEFAULT_AGENT_SETTINGS_PATH = Path.home() / ".openhands" / "agent_settings.json" - - -def load_agent_settings( - path: Path | str | None = None, - *, - inline: bool | None = None, - llm_registry: LLMRegistry | None = None, -) -> dict[str, Any]: - """Load agent settings from ``path`` applying profile expansion.""" - - settings_path = Path(path) if path is not None else DEFAULT_AGENT_SETTINGS_PATH - with settings_path.open("r", encoding="utf-8") as fh: - payload = json.load(fh) - return expand_profiles_in_payload( - payload, - inline=inline, - llm_registry=llm_registry, - ) - - -def save_agent_settings( - settings: Mapping[str, Any], - path: Path | str | None = None, - *, - inline: bool | None = None, -) -> Path: - """Persist ``settings`` to disk, returning the destination path.""" - - settings_path = Path(path) if path is not None else DEFAULT_AGENT_SETTINGS_PATH - settings_path.parent.mkdir(parents=True, exist_ok=True) - payload = prepare_payload_for_persistence(settings, inline=inline) - with settings_path.open("w", encoding="utf-8") as fh: - json.dump(payload, fh, indent=2, ensure_ascii=False) - return settings_path diff --git a/tests/sdk/utils/test_agent_settings.py b/tests/sdk/utils/test_agent_settings.py deleted file mode 100644 index bebe1e531b..0000000000 --- a/tests/sdk/utils/test_agent_settings.py +++ /dev/null @@ -1,50 +0,0 @@ -"""Tests for agent settings helpers.""" - -from __future__ import annotations - -import json - -from openhands.sdk.llm import LLM -from openhands.sdk.llm.llm_registry import LLMRegistry -from openhands.sdk.utils.agent_settings import load_agent_settings, save_agent_settings - - -def test_agent_settings_inline_default(tmp_path, monkeypatch): - monkeypatch.setenv("HOME", str(tmp_path / "home")) - settings_path = tmp_path / "agent_settings.json" - - llm = LLM(model="gpt-4o-mini", service_id="agent") - settings = {"agent": {"llm": llm.model_dump(exclude_none=True)}} - - save_agent_settings(settings, settings_path) - - stored = json.loads(settings_path.read_text(encoding="utf-8")) - assert stored["agent"]["llm"]["model"] == "gpt-4o-mini" - - loaded = load_agent_settings(settings_path) - assert loaded["agent"]["llm"]["model"] == "gpt-4o-mini" - - -def test_agent_settings_profile_reference_mode(tmp_path, monkeypatch): - home_dir = tmp_path / "home" - monkeypatch.setenv("HOME", str(home_dir)) - monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") - - registry = LLMRegistry() - profile_name = "settings-profile" - registry.save_profile( - profile_name, LLM(model="litellm_proxy/openai/gpt-5-mini", service_id="agent") - ) - - llm = registry.load_profile(profile_name) - settings_path = tmp_path / "agent_settings.json" - settings = {"agent": {"llm": llm.model_dump(exclude_none=True)}} - - save_agent_settings(settings, settings_path) - - stored = json.loads(settings_path.read_text(encoding="utf-8")) - assert stored["agent"]["llm"] == {"profile_id": profile_name} - - loaded = load_agent_settings(settings_path) - assert loaded["agent"]["llm"]["profile_id"] == profile_name - assert loaded["agent"]["llm"]["model"] == "litellm_proxy/openai/gpt-5-mini" From a3efa6e74daaeabe5798fd184962969b54cb5c41 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 19:03:31 +0200 Subject: [PATCH 19/79] refactor: split profile transform helpers - replace the _transform flag with dedicated _compact/_resolve helpers - make compact_llm_profiles/resolve_llm_profiles easier to follow by delegating to the new helpers Co-authored-by: openhands --- .../sdk/conversation/persistence_utils.py | 86 +++++++++---------- 1 file changed, 39 insertions(+), 47 deletions(-) diff --git a/openhands/sdk/conversation/persistence_utils.py b/openhands/sdk/conversation/persistence_utils.py index bb2affbc2b..f8b5ad2178 100644 --- a/openhands/sdk/conversation/persistence_utils.py +++ b/openhands/sdk/conversation/persistence_utils.py @@ -30,7 +30,7 @@ def compact_llm_profiles( """ inline_mode = should_inline_conversations() if inline is None else inline - return _transform(data, inline=inline_mode, deserialize=False, llm_registry=None) + return _compact(data, inline=inline_mode) def resolve_llm_profiles( @@ -43,67 +43,59 @@ def resolve_llm_profiles( inline_mode = should_inline_conversations() if inline is None else inline registry = llm_registry or LLMRegistry() - return _transform(data, inline=inline_mode, deserialize=True, llm_registry=registry) + return _resolve(data, inline=inline_mode, llm_registry=registry) -def _transform( - data: Mapping[str, Any] | list[Any], +def _compact(value: Mapping[str, Any] | list[Any] | Any, *, inline: bool) -> Any: + if isinstance(value, Mapping): + compacted = {key: _compact(item, inline=inline) for key, item in value.items()} + if not inline and _is_llm_dict(compacted): + profile_id = compacted.get("profile_id") + if profile_id: + return {"profile_id": profile_id} + return compacted + + if isinstance(value, list): + return [_compact(item, inline=inline) for item in value] + + return value + + +def _resolve( + value: Mapping[str, Any] | list[Any] | Any, *, inline: bool, - deserialize: bool, - llm_registry: LLMRegistry | None, + llm_registry: LLMRegistry, ) -> Any: - if isinstance(data, Mapping): + if isinstance(value, Mapping): expanded = { - key: _transform( - value, - inline=inline, - deserialize=deserialize, - llm_registry=llm_registry, - ) - for key, value in data.items() + key: _resolve(item, inline=inline, llm_registry=llm_registry) + for key, item in value.items() } - if deserialize: - if _is_profile_reference(expanded): - if inline: - profile_id = expanded["profile_id"] - raise ValueError( - "Encountered profile reference for LLM while " - "OPENHANDS_INLINE_CONVERSATIONS is enabled. " - "Inline the profile or set " - "OPENHANDS_INLINE_CONVERSATIONS=false." - ) - assert llm_registry is not None + if _is_profile_reference(expanded): + if inline: profile_id = expanded["profile_id"] - llm = llm_registry.load_profile(profile_id) - llm_dict = llm.model_dump(exclude_none=True) - llm_dict["profile_id"] = profile_id - return _transform( - llm_dict, - inline=inline, - deserialize=True, - llm_registry=llm_registry, + raise ValueError( + "Encountered profile reference for LLM while " + "OPENHANDS_INLINE_CONVERSATIONS is enabled. " + "Inline the profile or set " + "OPENHANDS_INLINE_CONVERSATIONS=false." ) - else: - if not inline and _is_llm_dict(expanded): - profile_id = expanded.get("profile_id") - if profile_id: - return {"profile_id": profile_id} + profile_id = expanded["profile_id"] + llm = llm_registry.load_profile(profile_id) + llm_dict = llm.model_dump(exclude_none=True) + llm_dict["profile_id"] = profile_id + return _resolve(llm_dict, inline=inline, llm_registry=llm_registry) + return expanded - if isinstance(data, list): + if isinstance(value, list): return [ - _transform( - item, - inline=inline, - deserialize=deserialize, - llm_registry=llm_registry, - ) - for item in data + _resolve(item, inline=inline, llm_registry=llm_registry) for item in value ] - return data + return value def _is_llm_dict(value: Mapping[str, Any]) -> bool: From 17617aace287f42a9dcd2380cf0cc103f8d05be7 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 19:07:42 +0200 Subject: [PATCH 20/79] style: use f-strings in LLMRegistry logging --- openhands/sdk/llm/llm_registry.py | 12 +++++------- 1 file changed, 5 insertions(+), 7 deletions(-) diff --git a/openhands/sdk/llm/llm_registry.py b/openhands/sdk/llm/llm_registry.py index 6c9ef104cb..31c6e9b15b 100644 --- a/openhands/sdk/llm/llm_registry.py +++ b/openhands/sdk/llm/llm_registry.py @@ -91,7 +91,7 @@ def add(self, llm: LLM) -> None: self.service_to_llm[service_id] = llm self.notify(RegistryEvent(llm=llm)) logger.info( - "[LLM registry %s]: Added LLM for service %s", self.registry_id, service_id + f"[LLM registry {self.registry_id}]: Added LLM for service {service_id}" ) def get(self, service_id: str) -> LLM: @@ -103,9 +103,7 @@ def get(self, service_id: str) -> LLM: ) logger.info( - "[LLM registry %s]: Retrieved LLM for service %s", - self.registry_id, - service_id, + f"[LLM registry {self.registry_id}]: Retrieved LLM for service {service_id}" ) return self.service_to_llm[service_id] @@ -156,7 +154,7 @@ def save_profile( with path.open("w", encoding="utf-8") as handle: json.dump(data, handle, indent=2, ensure_ascii=False) - logger.info("Saved profile %s -> %s", profile_id, path) + logger.info(f"Saved profile {profile_id} -> {path}") return path def register_profiles(self, profile_ids: Iterable[str] | None = None) -> None: @@ -166,14 +164,14 @@ def register_profiles(self, profile_ids: Iterable[str] | None = None) -> None: try: llm = self.load_profile(profile_id) except Exception as exc: # noqa: BLE001 - logger.warning("Failed to load profile %s: %s", profile_id, exc) + logger.warning(f"Failed to load profile {profile_id}: {exc}") continue try: self.add(llm) except Exception as exc: # noqa: BLE001 logger.info( - "Skipping profile %s: registry.add failed: %s", profile_id, exc + f"Skipping profile {profile_id}: registry.add failed: {exc}" ) def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: From 9134aa1c3243dadbee54b5151b1e6a0c6f463d15 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 19:30:06 +0200 Subject: [PATCH 21/79] Update openhands/sdk/llm/llm_registry.py --- openhands/sdk/llm/llm_registry.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/openhands/sdk/llm/llm_registry.py b/openhands/sdk/llm/llm_registry.py index 31c6e9b15b..4e5a5bc983 100644 --- a/openhands/sdk/llm/llm_registry.py +++ b/openhands/sdk/llm/llm_registry.py @@ -204,5 +204,7 @@ def _resolve_profile_dir(self, profile_dir: str | Path | None) -> Path: def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: llm = LLM.load_from_json(str(path)) if llm.profile_id != profile_id: + # force llm.profile_id to carry the correct name + # (the name of the .json we loaded it from) llm = llm.model_copy(update={"profile_id": profile_id}) return llm From 36ab58049e23a85773394393edd4f65b3633532c Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 19 Oct 2025 20:30:32 +0200 Subject: [PATCH 22/79] chore: stop tracking scripts/worktree.sh --- .gitignore | 1 + scripts/worktree.sh | 158 -------------------------------------------- 2 files changed, 1 insertion(+), 158 deletions(-) delete mode 100755 scripts/worktree.sh diff --git a/.gitignore b/.gitignore index 4011780b8f..399a0fc176 100644 --- a/.gitignore +++ b/.gitignore @@ -208,3 +208,4 @@ openapi.json *.db .worktrees/ *.code-workspace +scripts/worktree.sh diff --git a/scripts/worktree.sh b/scripts/worktree.sh deleted file mode 100755 index 2b517a1ce3..0000000000 --- a/scripts/worktree.sh +++ /dev/null @@ -1,158 +0,0 @@ -#!/usr/bin/env bash - -set -euo pipefail - -usage() { - cat <<'EOF' -Usage: $(basename "$0") [options] - -Commands: - list Show all worktrees managed by this repository - path Print the filesystem path for a worktree branch - create [start] Create a new worktree in ${WORKTREES_DIR:-.worktrees}/ - remove Remove the worktree for - prune Run 'git worktree prune' - open Open the worktree in VS Code (requires 'code' on PATH) - -Environment variables: - WORKTREES_DIR Override worktree base directory (default: /.worktrees) - DEFAULT_BASE Default branch/commit used when creating a new branch (default: origin/main) -EOF -} - -err() { - printf 'Error: %s\n' "$1" >&2 - exit 1 -} - -require_branch_name() { - if [[ -z "${1:-}" ]]; then - err "missing branch name" - fi -} - -resolve_repo_root() { - git rev-parse --show-toplevel 2>/dev/null || err "not inside a git repository" -} - -worktree_path_for_branch() { - local branch=$1 - printf '%s/%s' "$WORKTREES_DIR" "$branch" -} - -branch_exists() { - git rev-parse --verify --quiet "refs/heads/$1" >/dev/null -} - -branch_checked_out_elsewhere() { - local branch=$1 - git worktree list --porcelain | awk -v b="refs/heads/$branch" ' - $1 == "branch" && $2 == b { found = 1 } - END { exit found ? 0 : 1 } - ' -} - -create_worktree() { - local branch=$1 - local start_ref=${2:-$DEFAULT_BASE} - local path - path=$(worktree_path_for_branch "$branch") - - if [[ -d "$path" ]]; then - err "target path $path already exists" - fi - - if branch_checked_out_elsewhere "$branch"; then - err "branch $branch is already checked out in another worktree" - fi - - mkdir -p "$WORKTREES_DIR" - - if branch_exists "$branch"; then - git worktree add "$path" "$branch" - else - git worktree add -b "$branch" "$path" "$start_ref" - fi -} - -remove_worktree() { - local branch=$1 - local path - path=$(worktree_path_for_branch "$branch") - - if [[ ! -d "$path" ]]; then - err "no worktree directory found for branch $branch at $path" - fi - - git worktree remove "$path" -} - -open_in_vscode() { - local branch=$1 - local path - path=$(worktree_path_for_branch "$branch") - - if [[ ! -d "$path" ]]; then - err "no worktree directory found for branch $branch at $path" - fi - - if ! command -v code >/dev/null 2>&1; then - err "'code' executable not found on PATH" - fi - - code "$path" -} - -list_worktrees() { - git worktree list -} - -main() { - local repo_root - repo_root=$(resolve_repo_root) - cd "$repo_root" - - WORKTREES_DIR=${WORKTREES_DIR:-"$repo_root/.worktrees"} - DEFAULT_BASE=${DEFAULT_BASE:-origin/main} - - local command=${1:-} - - case "$command" in - list) - shift - list_worktrees "$@" - ;; - path) - shift - require_branch_name "${1:-}" - worktree_path_for_branch "$1" - ;; - create) - shift - require_branch_name "${1:-}" - create_worktree "$1" "${2:-}" - ;; - remove) - shift - require_branch_name "${1:-}" - remove_worktree "$1" - ;; - prune) - shift - git worktree prune "$@" - ;; - open) - shift - require_branch_name "${1:-}" - open_in_vscode "$1" - ;; - -h|--help|help|"") - usage - ;; - *) - err "unknown command: $command" - ;; - esac -} - -main "$@" From 12eec55938f3aa139154d0f6157d80f32aac604a Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 21 Oct 2025 22:34:49 +0200 Subject: [PATCH 23/79] fix: remove runtime llm switching Revert the in-progress switch_llm helpers and tests; agent-sdk-18 branch now only contains LLM profile persistence. --- openhands-sdk/openhands/sdk/agent/base.py | 7 -- .../conversation/impl/local_conversation.py | 12 --- .../openhands/sdk/conversation/state.py | 25 ----- .../openhands/sdk/llm/llm_registry.py | 22 ---- .../local/test_state_serialization.py | 101 ------------------ tests/sdk/llm/test_llm_registry_profiles.py | 39 ------- 6 files changed, 206 deletions(-) diff --git a/openhands-sdk/openhands/sdk/agent/base.py b/openhands-sdk/openhands/sdk/agent/base.py index 609793c873..9a2d13a2d0 100644 --- a/openhands-sdk/openhands/sdk/agent/base.py +++ b/openhands-sdk/openhands/sdk/agent/base.py @@ -327,13 +327,6 @@ def model_dump_succint(self, **kwargs): dumped["tools"] = list(dumped["tools"].keys()) return dumped - def _clone_with_llm(self, llm: LLM) -> "AgentBase": - """Return a copy of this agent with ``llm`` swapped in.""" - - clone = self.model_copy(update={"llm": llm}) - clone._tools = dict(self._tools) - return clone - def get_all_llms(self) -> Generator[LLM, None, None]: """Recursively yield unique *base-class* LLM objects reachable from `self`. diff --git a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py index aefb905d1e..a4c4c76752 100644 --- a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py +++ b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py @@ -160,18 +160,6 @@ def stuck_detector(self) -> StuckDetector | None: """Get the stuck detector instance if enabled.""" return self._stuck_detector - def switch_llm(self, profile_id: str) -> None: - """Switch the active agent LLM to ``profile_id`` at runtime.""" - - with self._state: - self._state.switch_agent_llm(profile_id, registry=self.llm_registry) - self.agent = self._state.agent - logger.info( - "Switched conversation %s to profile %s", - self._state.id, - profile_id, - ) - def send_message(self, message: str | Message) -> None: """Send a message to the agent. diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index bd70a792a0..d900d92d2c 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -21,7 +21,6 @@ from openhands.sdk.event import ActionEvent, ObservationEvent, UserRejectObservation from openhands.sdk.event.base import Event from openhands.sdk.io import FileStore, InMemoryFileStore, LocalFileStore -from openhands.sdk.llm.llm_registry import LLMRegistry from openhands.sdk.logger import get_logger from openhands.sdk.security.confirmation_policy import ( ConfirmationPolicyBase, @@ -273,30 +272,6 @@ def __setattr__(self, name, value): f"State change callback failed for field {name}", exc_info=True ) - def switch_agent_llm(self, profile_id: str, *, registry: LLMRegistry) -> None: - """Swap the agent's primary LLM to ``profile_id`` using ``registry``.""" - - if should_inline_conversations(): - raise RuntimeError( - "LLM switching requires OPENHANDS_INLINE_CONVERSATIONS to be false." - ) - - if self.agent_status not in ( - AgentExecutionStatus.IDLE, - AgentExecutionStatus.FINISHED, - ): - raise RuntimeError("Agent must be idle before switching LLM profiles.") - - usage_id = self.agent.llm.usage_id - try: - new_llm = registry.switch_profile(usage_id, profile_id) - except (FileNotFoundError, KeyError) as exc: - raise ValueError(str(exc)) from exc - - self.agent = self.agent._clone_with_llm(new_llm) - if self.agent_status == AgentExecutionStatus.FINISHED: - self.agent_status = AgentExecutionStatus.IDLE - @staticmethod def get_unmatched_actions(events: Sequence[Event]) -> list[ActionEvent]: """Find actions in the event history that don't have matching observations. diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index ff91d226ce..fcef27007e 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -183,28 +183,6 @@ def register_profiles(self, profile_ids: Iterable[str] | None = None) -> None: f"Skipping profile {profile_id}: registry.add failed: {exc}" ) - def switch_profile(self, usage_id: str, profile_id: str) -> LLM: - """Replace ``usage_id``'s active LLM with ``profile_id`` and return it.""" - - if usage_id not in self._usage_to_llm: - raise KeyError(f"Usage ID '{usage_id}' not found in registry") - - current_llm = self._usage_to_llm[usage_id] - if current_llm.profile_id == profile_id: - return current_llm - - llm = self.load_profile(profile_id) - llm = llm.model_copy(update={"usage_id": usage_id}) - self._usage_to_llm[usage_id] = llm - self.notify(RegistryEvent(llm=llm)) - logger.info( - "[LLM registry %s]: Switched usage %s to profile %s", - self.registry_id, - usage_id, - profile_id, - ) - return llm - def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: """Return (is_valid, errors) after validating a profile payload.""" diff --git a/tests/sdk/conversation/local/test_state_serialization.py b/tests/sdk/conversation/local/test_state_serialization.py index 3370d31951..e5be434326 100644 --- a/tests/sdk/conversation/local/test_state_serialization.py +++ b/tests/sdk/conversation/local/test_state_serialization.py @@ -638,104 +638,3 @@ def test_conversation_with_agent_different_llm_config(): # Test that the core state structure is preserved (excluding agent differences) new_dump = new_conversation._state.model_dump(mode="json", exclude={"agent"}) assert new_dump == original_state_dump - - -def test_local_conversation_switch_llm_persists_profile(tmp_path, monkeypatch): - home_dir = tmp_path / "home" - home_dir.mkdir() - monkeypatch.setenv("HOME", str(home_dir)) - monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") - - registry = LLMRegistry() - base_llm = LLM(model="gpt-4o-mini", usage_id="test-llm") - registry.save_profile("base", base_llm) - alt_llm = LLM(model="gpt-4o", usage_id="alternate", temperature=0.4) - registry.save_profile("alt", alt_llm) - - agent = Agent(llm=registry.load_profile("base"), tools=[]) - workspace_dir = tmp_path / "workspace" - persistence_dir = tmp_path / "persist" - - conversation = Conversation( - agent=agent, - workspace=str(workspace_dir), - persistence_dir=str(persistence_dir), - visualize=False, - ) - assert isinstance(conversation, LocalConversation) - - conversation.switch_llm("alt") - - assert conversation.agent.llm.profile_id == "alt" - assert conversation.state.agent.llm.profile_id == "alt" - assert conversation.agent.llm.usage_id == "test-llm" - assert conversation.llm_registry.get("test-llm").model == alt_llm.model - - persistence_path = conversation.state.persistence_dir - assert persistence_path is not None - base_state_path = Path(persistence_path) / "base_state.json" - data = json.loads(base_state_path.read_text()) - assert data["agent"]["llm"] == {"profile_id": "alt"} - - reloaded_agent = Agent(llm=registry.load_profile("alt"), tools=[]) - reloaded = Conversation( - agent=reloaded_agent, - workspace=str(workspace_dir), - persistence_dir=str(persistence_dir), - conversation_id=conversation.id, - visualize=False, - ) - assert isinstance(reloaded, LocalConversation) - assert reloaded.state.agent.llm.profile_id == "alt" - assert reloaded.state.agent.llm.usage_id == "test-llm" - - -def test_local_conversation_switch_llm_inline_mode_rejected(tmp_path, monkeypatch): - home_dir = tmp_path / "home" - home_dir.mkdir() - monkeypatch.setenv("HOME", str(home_dir)) - monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "true") - - registry = LLMRegistry() - base_llm = LLM(model="gpt-4o-mini", usage_id="test-llm") - registry.save_profile("base", base_llm) - registry.save_profile("alt", LLM(model="gpt-4o", usage_id="alternate")) - - agent = Agent(llm=registry.load_profile("base"), tools=[]) - conversation = Conversation( - agent=agent, - workspace=str(tmp_path / "workspace"), - persistence_dir=str(tmp_path / "persist"), - visualize=False, - ) - assert isinstance(conversation, LocalConversation) - - with pytest.raises(RuntimeError, match="OPENHANDS_INLINE_CONVERSATIONS"): - conversation.switch_llm("alt") - - -def test_local_conversation_switch_llm_requires_idle(tmp_path, monkeypatch): - home_dir = tmp_path / "home" - home_dir.mkdir() - monkeypatch.setenv("HOME", str(home_dir)) - monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") - - registry = LLMRegistry() - base_llm = LLM(model="gpt-4o-mini", usage_id="test-llm") - registry.save_profile("base", base_llm) - registry.save_profile("alt", LLM(model="gpt-4o", usage_id="alternate")) - - agent = Agent(llm=registry.load_profile("base"), tools=[]) - conversation = Conversation( - agent=agent, - workspace=str(tmp_path / "workspace"), - persistence_dir=str(tmp_path / "persist"), - visualize=False, - ) - assert isinstance(conversation, LocalConversation) - - with conversation.state: - conversation.state.agent_status = AgentExecutionStatus.RUNNING - - with pytest.raises(RuntimeError, match="Agent must be idle"): - conversation.switch_llm("alt") diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index fb91d70dd8..519af5babf 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -1,6 +1,5 @@ import json -import pytest from pydantic import SecretStr from openhands.sdk.llm.llm import LLM @@ -97,41 +96,3 @@ def test_validate_profile_reports_errors(tmp_path): ok, errors = registry.validate_profile({"usage_id": "svc"}) assert not ok assert any("model" in message for message in errors) - - -def test_switch_profile_replaces_active_llm(tmp_path): - registry = LLMRegistry(profile_dir=tmp_path) - base_llm = LLM(model="gpt-4o-mini", usage_id="service") - registry.add(base_llm) - registry.save_profile("alternate", LLM(model="gpt-4o", usage_id="alternate")) - - events: list = [] - registry.subscribe(events.append) - - switched = registry.switch_profile("service", "alternate") - - assert switched.profile_id == "alternate" - assert switched.usage_id == "service" - assert registry.get("service") is switched - assert switched.model == "gpt-4o" - assert len(events) == 1 - assert events[0].llm is switched - - # switching to the same profile should be a no-op - again = registry.switch_profile("service", "alternate") - assert again is switched - assert len(events) == 1 - - -def test_switch_profile_unknown_usage(tmp_path): - registry = LLMRegistry(profile_dir=tmp_path) - with pytest.raises(KeyError): - registry.switch_profile("missing", "profile") - - -def test_switch_profile_missing_profile(tmp_path): - registry = LLMRegistry(profile_dir=tmp_path) - registry.add(LLM(model="gpt-4o-mini", usage_id="service")) - - with pytest.raises(FileNotFoundError): - registry.switch_profile("service", "does-not-exist") From 03b4600141390ff20494bf2f4083d5f7622d47b1 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 21 Oct 2025 22:44:52 +0200 Subject: [PATCH 24/79] style: use f-string for registry logging --- openhands-sdk/openhands/sdk/llm/llm_registry.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index fcef27007e..0557cfef14 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -117,9 +117,7 @@ def add(self, llm: LLM) -> None: self._usage_to_llm[usage_id] = llm self.notify(RegistryEvent(llm=llm)) logger.info( - "[LLM registry %s]: Added LLM for usage %s", - self.registry_id, - usage_id, + f"[LLM registry {self.registry_id}]: Added LLM for usage {usage_id}" ) # ------------------------------------------------------------------ From acf67e35876c33c3ec22be09cb5321f662baa138 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 21 Oct 2025 22:57:00 +0200 Subject: [PATCH 25/79] docs: expand LLM profile example Example 25 now performs a read/write/delete workflow and verifies the persisted profile reference. --- examples/01_standalone_sdk/25_llm_profiles.py | 55 ++++++++++++++++++- 1 file changed, 52 insertions(+), 3 deletions(-) diff --git a/examples/01_standalone_sdk/25_llm_profiles.py b/examples/01_standalone_sdk/25_llm_profiles.py index f5a32274e9..c3c9e4479e 100644 --- a/examples/01_standalone_sdk/25_llm_profiles.py +++ b/examples/01_standalone_sdk/25_llm_profiles.py @@ -9,7 +9,9 @@ credentials when the profile omits secrets. """ +import json import os +from pathlib import Path from pydantic import SecretStr @@ -35,7 +37,7 @@ def ensure_profile_exists(registry: LLMRegistry, name: str) -> None: base_url="https://llm-proxy.eval.all-hands.dev", temperature=0.2, max_output_tokens=4096, - service_id="agent", + usage_id="agent", metadata={ "profile_description": "Sample GPT-5 Mini profile created by example 25.", }, @@ -67,10 +69,57 @@ def main() -> None: tools = [Tool(name="BashTool")] agent = Agent(llm=llm, tools=tools) - conversation = Conversation(agent=agent, workspace=os.getcwd()) - conversation.send_message("Print 'Profile created successfully.'") + workspace_dir = Path(os.getcwd()) + summary_path = workspace_dir / "summary_readme.md" + if summary_path.exists(): + summary_path.unlink() + + persistence_root = workspace_dir / ".conversations_llm_profiles" + conversation = Conversation( + agent=agent, + workspace=str(workspace_dir), + persistence_dir=str(persistence_root), + visualize=False, + ) + + conversation.send_message( + "Read README.md in this workspace, create a concise summary in " + "summary_readme.md (overwrite it if it exists), and respond with " + "SUMMARY_READY when the file is written." + ) + conversation.run() + + if summary_path.exists(): + print(f"summary_readme.md written to {summary_path}") + else: + print("summary_readme.md not found after first run") + + conversation.send_message( + "Thanks! Delete summary_readme.md from the workspace and respond with " + "SUMMARY_REMOVED once it is gone." + ) conversation.run() + if summary_path.exists(): + print("summary_readme.md still present after deletion request") + else: + print("summary_readme.md removed") + + persistence_dir = conversation.state.persistence_dir + if persistence_dir is None: + raise RuntimeError("Conversation did not persist base state to disk") + + base_state_path = Path(persistence_dir) / "base_state.json" + state_payload = json.loads(base_state_path.read_text()) + llm_entry = state_payload.get("agent", {}).get("llm", {}) + profile_in_state = llm_entry.get("profile_id") + print(f"Profile recorded in base_state.json: {profile_in_state}") + if profile_in_state != PROFILE_NAME: + print( + "Warning: profile_id in base_state.json does not match the profile " + "used at runtime." + ) + if __name__ == "__main__": # pragma: no cover main() From 218728ef14e7b04093858a5e818e97758520fba2 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 21 Oct 2025 23:58:16 +0200 Subject: [PATCH 26/79] Refine LLM profile persistence - move inline/profile compaction into LLM serializer/validator - use model_dump_json context in ConversationState persistence - add persistence settings module and cover profile reference tests - document persistence comparison and recommendations --- docs/llm_profiles.md | 19 ++++ .../sdk/conversation/persistence_utils.py | 106 ------------------ .../openhands/sdk/conversation/state.py | 22 ++-- openhands-sdk/openhands/sdk/llm/llm.py | 59 +++++++++- .../openhands/sdk/persistence/__init__.py | 10 ++ .../openhands/sdk/persistence/settings.py | 17 +++ tests/sdk/llm/test_llm_registry_profiles.py | 27 +++++ 7 files changed, 139 insertions(+), 121 deletions(-) delete mode 100644 openhands-sdk/openhands/sdk/conversation/persistence_utils.py create mode 100644 openhands-sdk/openhands/sdk/persistence/__init__.py create mode 100644 openhands-sdk/openhands/sdk/persistence/settings.py diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index 299df3e202..b2ec2ceaf7 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -85,3 +85,22 @@ Notes on service_id rename ### Follow-up coordination - Subsequent tasks (agent-sdk-20/21/22) will build on this foundation to expose CLI flags, update documentation, and improve secrets handling. + +## Persistence integration review + +### Conversation snapshots vs. profile-aware serialization +- **Caller experience:** Conversations that opt into profile references should behave the same as the legacy inline flow. Callers still receive fully expanded `LLM` payloads when they work with `ConversationState` objects or remote conversation APIs. The only observable change is that persisted `base_state.json` files can shrink to `{ "profile_id": "" }` instead of storing every field. +- **Inline vs. referenced storage:** Conversation persistence previously delegated everything to Pydantic (`model_dump_json` / `model_validate`). The draft implementation added a recursive helper (`compact_llm_profiles` / `resolve_llm_profiles`) that walked arbitrary dictionaries and manually replaced or expanded embedded LLMs. This duplication diverged from the rest of the SDK, where polymorphic models rely on validators and discriminators to control serialization. +- **Relationship to `DiscriminatedUnionMixin`:** That mixin exists so we can ship objects across process boundaries (e.g., remote conversations) without bespoke traversal code. Keeping serialization rules on the models themselves, rather than sprinkling special cases in persistence helpers, lets us benefit from the same rebuild/validation pipeline. + +### Remote conversation compatibility +- The agent server still exposes fully inlined LLM payloads to remote clients. Because the manual compaction was only invoked when writing `base_state.json`, remote APIs were unaffected. We need to preserve that behaviour so remote callers do not have to resolve profiles themselves. +- When a conversation is restored on the server (or locally), any profile references in `base_state.json` must be expanded **before** the state is materialised; otherwise, components that expect a concrete `LLM` instance (e.g., secret reconciliation, spend tracking) will break. + +### Recommendation +- Move profile resolution/compaction into the `LLM` model: + - A `model_validator(mode="before")` can load `{ "profile_id": ... }` payloads with the `LLMRegistry`, while respecting `OPENHANDS_INLINE_CONVERSATIONS` (raise when inline mode is enforced but only a profile reference is available). + - A `model_serializer(mode="json")` can honour the same inline flag via `model_dump(..., context={"inline_llm_persistence": bool})`, returning either the full inline payload or a `{ "profile_id": ... }` stub. Callers that do not provide explicit context will continue to receive inline payloads by default. +- Have `ConversationState._save_base_state` call `model_dump_json` with the appropriate context instead of the bespoke traversal helpers. This keeps persistence logic co-located with the models, reduces drift, and keeps remote conversations working without additional glue. +- With this approach we still support inline overrides (`OPENHANDS_INLINE_CONVERSATIONS=true`), profile-backed storage, and remote access with no behavioural changes for callers. + diff --git a/openhands-sdk/openhands/sdk/conversation/persistence_utils.py b/openhands-sdk/openhands/sdk/conversation/persistence_utils.py deleted file mode 100644 index 9193d31d3d..0000000000 --- a/openhands-sdk/openhands/sdk/conversation/persistence_utils.py +++ /dev/null @@ -1,106 +0,0 @@ -"""Helpers for serializing and deserializing persisted conversation data.""" - -from __future__ import annotations - -import os -from collections.abc import Mapping -from typing import Any - -from openhands.sdk.llm.llm_registry import LLMRegistry - - -_INLINE_ENV_VAR = "OPENHANDS_INLINE_CONVERSATIONS" -_FALSE_VALUES = {"0", "false", "no"} - - -def should_inline_conversations() -> bool: - """Return True when conversations should be persisted with inline LLM payloads.""" - - value = os.getenv(_INLINE_ENV_VAR, "true").strip().lower() - return value not in _FALSE_VALUES - - -def compact_llm_profiles( - data: Mapping[str, Any], *, inline: bool | None = None -) -> dict[str, Any]: - """Return a mapping ready to be persisted to disk. - - When ``inline`` is False and an LLM dict contains ``profile_id``, the body is - replaced with ``{"profile_id": }``. Otherwise the structure is left intact. - """ - - inline_mode = should_inline_conversations() if inline is None else inline - return _compact(data, inline=inline_mode) - - -def resolve_llm_profiles( - data: Mapping[str, Any], - *, - inline: bool | None = None, - llm_registry: LLMRegistry | None = None, -) -> dict[str, Any]: - """Expand stored profile references back into inline LLM dictionaries.""" - - inline_mode = should_inline_conversations() if inline is None else inline - registry = llm_registry or LLMRegistry() - return _resolve(data, inline=inline_mode, llm_registry=registry) - - -def _compact(value: Mapping[str, Any] | list[Any] | Any, *, inline: bool) -> Any: - if isinstance(value, Mapping): - compacted = {key: _compact(item, inline=inline) for key, item in value.items()} - if not inline and _is_llm_dict(compacted): - profile_id = compacted.get("profile_id") - if profile_id: - return {"profile_id": profile_id} - return compacted - - if isinstance(value, list): - return [_compact(item, inline=inline) for item in value] - - return value - - -def _resolve( - value: Mapping[str, Any] | list[Any] | Any, - *, - inline: bool, - llm_registry: LLMRegistry, -) -> Any: - if isinstance(value, Mapping): - expanded = { - key: _resolve(item, inline=inline, llm_registry=llm_registry) - for key, item in value.items() - } - - if _is_profile_reference(expanded): - if inline: - profile_id = expanded["profile_id"] - raise ValueError( - "Encountered profile reference for LLM while " - "OPENHANDS_INLINE_CONVERSATIONS is enabled. " - "Inline the profile or set " - "OPENHANDS_INLINE_CONVERSATIONS=false." - ) - profile_id = expanded["profile_id"] - llm = llm_registry.load_profile(profile_id) - llm_dict = llm.model_dump(exclude_none=True) - llm_dict["profile_id"] = profile_id - return _resolve(llm_dict, inline=inline, llm_registry=llm_registry) - - return expanded - - if isinstance(value, list): - return [ - _resolve(item, inline=inline, llm_registry=llm_registry) for item in value - ] - - return value - - -def _is_llm_dict(value: Mapping[str, Any]) -> bool: - return "model" in value and ("usage_id" in value or "service_id" in value) - - -def _is_profile_reference(value: Mapping[str, Any]) -> bool: - return "profile_id" in value and "model" not in value diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index d900d92d2c..f61c3dd097 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -1,5 +1,4 @@ # state.py -import json from collections.abc import Sequence from enum import Enum from typing import TYPE_CHECKING, Any, Self @@ -11,17 +10,16 @@ from openhands.sdk.conversation.event_store import EventLog from openhands.sdk.conversation.fifo_lock import FIFOLock from openhands.sdk.conversation.persistence_const import BASE_STATE, EVENTS_DIR -from openhands.sdk.conversation.persistence_utils import ( - compact_llm_profiles, - resolve_llm_profiles, - should_inline_conversations, -) from openhands.sdk.conversation.secrets_manager import SecretsManager from openhands.sdk.conversation.types import ConversationCallbackType, ConversationID from openhands.sdk.event import ActionEvent, ObservationEvent, UserRejectObservation from openhands.sdk.event.base import Event from openhands.sdk.io import FileStore, InMemoryFileStore, LocalFileStore from openhands.sdk.logger import get_logger +from openhands.sdk.persistence.settings import ( + INLINE_CONTEXT_KEY, + should_inline_conversations, +) from openhands.sdk.security.confirmation_policy import ( ConfirmationPolicyBase, NeverConfirm, @@ -139,10 +137,11 @@ def _save_base_state(self, fs: FileStore) -> None: Persist base state snapshot (no events; events are file-backed). """ inline_mode = should_inline_conversations() - payload = compact_llm_profiles( - self.model_dump(mode="json", exclude_none=True), inline=inline_mode + payload = self.model_dump_json( + exclude_none=True, + context={INLINE_CONTEXT_KEY: inline_mode}, ) - fs.write(BASE_STATE, json.dumps(payload)) + fs.write(BASE_STATE, payload) # ===== Factory: open-or-create (no load/save methods needed) ===== @classmethod @@ -170,12 +169,11 @@ def create( base_text = None inline_mode = should_inline_conversations() + context = {INLINE_CONTEXT_KEY: inline_mode} # ---- Resume path ---- if base_text: - raw_payload = json.loads(base_text) - payload = resolve_llm_profiles(raw_payload, inline=inline_mode) - state = cls.model_validate(payload) + state = cls.model_validate_json(base_text, context=context) # Enforce conversation id match if state.id != id: diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 58aa117f78..4086988d4a 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -4,7 +4,7 @@ import json import os import warnings -from collections.abc import Callable, Sequence +from collections.abc import Callable, Mapping, Sequence from contextlib import contextmanager from typing import TYPE_CHECKING, Any, ClassVar, Literal, get_args, get_origin @@ -16,8 +16,12 @@ Field, PrivateAttr, SecretStr, + SerializationInfo, + SerializerFunctionWrapHandler, + ValidationInfo, field_serializer, field_validator, + model_serializer, model_validator, ) from pydantic.json_schema import SkipJsonSchema @@ -75,6 +79,10 @@ from openhands.sdk.llm.utils.retry_mixin import RetryMixin from openhands.sdk.llm.utils.telemetry import Telemetry from openhands.sdk.logger import ENV_LOG_DIR, get_logger +from openhands.sdk.persistence.settings import ( + INLINE_CONTEXT_KEY, + should_inline_conversations, +) logger = get_logger(__name__) @@ -267,6 +275,22 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): extra="forbid", arbitrary_types_allowed=True ) + @model_serializer(mode="wrap", when_used="json") + def _serialize_with_profiles( + self, handler: SerializerFunctionWrapHandler, info: SerializationInfo + ) -> Mapping[str, Any]: + inline_pref = None + if info.context is not None and INLINE_CONTEXT_KEY in info.context: + inline_pref = info.context[INLINE_CONTEXT_KEY] + if inline_pref is None: + inline_pref = True + + data = handler(self) + profile_id = data.get("profile_id") if isinstance(data, dict) else None + if not inline_pref and profile_id: + return {"profile_id": profile_id} + return data + # ========================================================================= # Validators # ========================================================================= @@ -291,11 +315,40 @@ def _validate_api_key(cls, v): @model_validator(mode="before") @classmethod - def _coerce_inputs(cls, data): - if not isinstance(data, dict): + def _coerce_inputs(cls, data: Any, info: ValidationInfo): + if not isinstance(data, Mapping): return data d = dict(data) + profile_id = d.get("profile_id") + if profile_id and "model" not in d: + inline_pref = None + if info.context is not None and INLINE_CONTEXT_KEY in info.context: + inline_pref = info.context[INLINE_CONTEXT_KEY] + if inline_pref is None: + inline_pref = should_inline_conversations() + + if inline_pref: + raise ValueError( + "Encountered profile reference for LLM while " + "OPENHANDS_INLINE_CONVERSATIONS is enabled. " + "Inline the profile or set " + "OPENHANDS_INLINE_CONVERSATIONS=false." + ) + + registry = None + if info.context is not None: + registry = info.context.get("llm_registry") + if registry is None: + from openhands.sdk.llm.llm_registry import LLMRegistry + + registry = LLMRegistry() + + llm = registry.load_profile(profile_id) + expanded = llm.model_dump(exclude_none=True) + expanded["profile_id"] = profile_id + d.update(expanded) + if "service_id" in d and "usage_id" not in d: warnings.warn( SERVICE_ID_DEPRECATION_MSG, diff --git a/openhands-sdk/openhands/sdk/persistence/__init__.py b/openhands-sdk/openhands/sdk/persistence/__init__.py new file mode 100644 index 0000000000..700174f618 --- /dev/null +++ b/openhands-sdk/openhands/sdk/persistence/__init__.py @@ -0,0 +1,10 @@ +"""Persistence configuration helpers.""" + +from .settings import INLINE_CONTEXT_KEY, INLINE_ENV_VAR, should_inline_conversations + + +__all__ = [ + "INLINE_CONTEXT_KEY", + "INLINE_ENV_VAR", + "should_inline_conversations", +] diff --git a/openhands-sdk/openhands/sdk/persistence/settings.py b/openhands-sdk/openhands/sdk/persistence/settings.py new file mode 100644 index 0000000000..bd8f51e490 --- /dev/null +++ b/openhands-sdk/openhands/sdk/persistence/settings.py @@ -0,0 +1,17 @@ +"""Shared helpers for SDK persistence configuration.""" + +from __future__ import annotations + +import os + + +INLINE_ENV_VAR = "OPENHANDS_INLINE_CONVERSATIONS" +INLINE_CONTEXT_KEY = "inline_llm_persistence" +_FALSE_VALUES = {"0", "false", "no"} + + +def should_inline_conversations() -> bool: + """Return True when conversations should be persisted with inline LLM payloads.""" + + value = os.getenv(INLINE_ENV_VAR, "true").strip().lower() + return value not in _FALSE_VALUES diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index 519af5babf..948366df75 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -4,6 +4,7 @@ from openhands.sdk.llm.llm import LLM from openhands.sdk.llm.llm_registry import LLMRegistry +from openhands.sdk.persistence.settings import INLINE_CONTEXT_KEY def test_list_profiles_returns_sorted_names(tmp_path): @@ -86,6 +87,32 @@ def test_register_profiles_skips_invalid_and_duplicate_profiles(tmp_path): assert registry.list_usage_ids() == ["shared"] +def test_llm_serializer_respects_inline_context(): + llm = LLM(model="gpt-4o-mini", usage_id="service", profile_id="sample") + + inline_payload = llm.model_dump(mode="json") + assert inline_payload["model"] == "gpt-4o-mini" + + referenced = llm.model_dump(mode="json", context={INLINE_CONTEXT_KEY: False}) + assert referenced == {"profile_id": "sample"} + + +def test_llm_validator_loads_profile_reference(tmp_path, monkeypatch): + monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") + registry = LLMRegistry(profile_dir=tmp_path) + source_llm = LLM(model="gpt-4o-mini", usage_id="service") + registry.save_profile("profile-tests", source_llm) + + parsed = LLM.model_validate( + {"profile_id": "profile-tests"}, + context={INLINE_CONTEXT_KEY: False, "llm_registry": registry}, + ) + + assert parsed.model == source_llm.model + assert parsed.profile_id == "profile-tests" + assert parsed.usage_id == source_llm.usage_id + + def test_validate_profile_reports_errors(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) From 75e8ecd02e1d935d1dad866ffb040a7fafc69291 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Wed, 22 Oct 2025 12:56:57 +0200 Subject: [PATCH 27/79] Update LLM profile docs for usage_id semantics --- docs/llm_profiles.md | 7 +------ 1 file changed, 1 insertion(+), 6 deletions(-) diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index b2ec2ceaf7..0eeede6d1b 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -10,7 +10,7 @@ Key decisions - Storage location: ~/.openhands/llm-profiles/.json. The profile_name is the filename (no extension) used to refer to the profile. - Do not change ConversationState or Agent serialization format for now. Profiles are a convenience for creating LLM instances and registering them in the runtime LLMRegistry. - Secrets: do NOT store plaintext API keys in profile files by default. Prefer storing the env var name in the LLM.api_key (via LLM.load_from_env) or keep the API key in runtime SecretsManager. The LLMRegistry.save_profile API exposes an include_secrets flag; default False. -- LLM.service_id semantics: keep current behavior (a small set of runtime "usage" identifiers such as 'agent', 'condenser', 'title-gen', etc.). Do not use service_id as the profile name. We will evaluate a rename (service_id -> usage_id) in a separate task (see agent-sdk-23). +- LLM.usage_id semantics: keep current behavior (a small set of runtime identifiers such as 'agent', 'condenser', 'title-gen', etc.). Do not use usage_id as the profile name. LLMRegistry profile API (summary) @@ -37,11 +37,6 @@ Migration - Migration from inline configs to profiles: provide a migration helper script to extract inline LLMs from ~/.openhands/agent_settings.json and conversation base_state.json into ~/.openhands/llm-profiles/.json and update references (manual opt-in by user). -Notes on service_id rename - -- There is an ongoing discussion about renaming `LLM.service_id` to a clearer name (e.g., `usage_id` or `token_tracking_id`) because `service_id` is overloaded. We will not rename immediately; agent-sdk-23 will investigate the migration and impact. - - ## Proposed changes for agent-sdk-19 (profile references in persistence) ### Goals From 142faee71f9661fcd64f467096daa9633c4fcd71 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sat, 25 Oct 2025 16:02:55 +0200 Subject: [PATCH 28/79] fix LLM mutation for profiles to respect immutability; add docstring; add vscode microagent --- .openhands/microagents/vscode.md | 48 +++++++++++++++++++ examples/01_standalone_sdk/25_llm_profiles.py | 3 +- .../openhands/sdk/llm/llm_registry.py | 25 ++++++++-- 3 files changed, 71 insertions(+), 5 deletions(-) create mode 100644 .openhands/microagents/vscode.md diff --git a/.openhands/microagents/vscode.md b/.openhands/microagents/vscode.md new file mode 100644 index 0000000000..a5436b98ac --- /dev/null +++ b/.openhands/microagents/vscode.md @@ -0,0 +1,48 @@ +--- +name: vscode +version: 1.1.0 +agent: CodeActAgent +triggers: + - vscode +--- + +# VSCode Quick Start for Agent SDK Repo + +## Open the project in a fresh VSCode window +```bash +code -n /Users/enyst/repos/agent-sdk-clone +``` + +If `code` is not on PATH, launch VSCode manually, then **File → Open...** and select the repository root. + +## Use the repo virtual environment +The workspace sets the interpreter automatically via `.vscode/settings.json`: +```json +{ + "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python", + "python.terminal.activateEnvironment": true, + "python.envFile": "${workspaceFolder}/.env" +} +``` +Verify inside VSCode with **Python: Select Interpreter → agent-sdk-clone/.venv**. + +## Run / debug example 25 (LLM profiles) +Launch configuration lives in `.vscode/launch.json`: +```json +{ + "name": "Example 25 – Debug LLM Profiles", + "type": "python", + "request": "launch", + "python": "${workspaceFolder}/.venv/bin/python", + "program": "${workspaceFolder}/examples/01_standalone_sdk/25_llm_profiles.py", + "console": "integratedTerminal", + "justMyCode": false, + "envFile": "${workspaceFolder}/.env" +} +``` +Steps: +1. Ensure `.env` contains your `LLM_API_KEY` (and optional `LLM_PROFILE_NAME`). +2. In VSCode, open the **Run and Debug** view. +3. Choose **Example 25 – Debug LLM Profiles** and press **Start Debugging** (F5). + +This will start the script under debugpy with the repo’s virtualenv, attach breakpoints as needed, and reuse environment variables from `.env`. diff --git a/examples/01_standalone_sdk/25_llm_profiles.py b/examples/01_standalone_sdk/25_llm_profiles.py index c3c9e4479e..8ef133a48b 100644 --- a/examples/01_standalone_sdk/25_llm_profiles.py +++ b/examples/01_standalone_sdk/25_llm_profiles.py @@ -22,8 +22,7 @@ from openhands.tools.execute_bash import BashTool -DEFAULT_PROFILE_NAME = "gpt-5-mini" -PROFILE_NAME = os.getenv("LLM_PROFILE_NAME", DEFAULT_PROFILE_NAME) +PROFILE_NAME = os.getenv("LLM_PROFILE_NAME", "gpt-5-mini") def ensure_profile_exists(registry: LLMRegistry, name: str) -> None: diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 0557cfef14..7e4b411abc 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -9,6 +9,7 @@ from openhands.sdk.llm.llm import LLM from openhands.sdk.logger import get_logger +from openhands.sdk.persistence.settings import should_inline_conversations logger = get_logger(__name__) @@ -129,12 +130,12 @@ def list_profiles(self) -> list[str]: return sorted(path.stem for path in self.profile_dir.glob("*.json")) def get_profile_path(self, profile_id: str) -> Path: - """Return the path where ``profile_id`` is stored.""" + """Return the path where profile_id is stored.""" return self.profile_dir / f"{profile_id}.json" def load_profile(self, profile_id: str) -> LLM: - """Load ``profile_id`` from disk and return an :class:`LLM`.""" + """Load profile_id from disk and return an LLM.""" path = self.get_profile_path(profile_id) if not path.exists(): @@ -210,9 +211,27 @@ def _resolve_profile_dir(self, profile_dir: str | Path | None) -> Path: return directory def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: + """Load an LLM profile while keeping profile metadata aligned. + + Most callers expect the loaded LLM to reflect the profile file name so the + client apps can surface the active profile (e.g., in conversation history or CLI + prompts). We construct a *new* ``LLM`` via :meth:`model_copy` instead of + mutating the loaded instance to respect the SDK's immutability + conventions. + + When ``OPENHANDS_INLINE_CONVERSATIONS`` is enabled (the default for + reproducible evaluations) we skip the metadata normalization entirely so + inline persistence sees the profile file exactly as stored on disk. Set + ``OPENHANDS_INLINE_CONVERSATIONS=false`` to restore the UX-oriented + normalization. + """ + llm = LLM.load_from_json(str(path)) + if should_inline_conversations(): + return llm + if getattr(llm, "profile_id", None) != profile_id: - llm = llm.model_copy(update={"profile_id": profile_id}) + return llm.model_copy(update={"profile_id": profile_id}) return llm def get(self, usage_id: str) -> LLM: From 82138dd8711f742a7a4f47d2e062e0e1ad5ec29e Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sat, 25 Oct 2025 19:14:19 +0200 Subject: [PATCH 29/79] refactor: keep LLM profile expansion at persistence layer --- .../conversation/impl/local_conversation.py | 5 +- .../openhands/sdk/conversation/state.py | 66 ++++++++++++++++++- openhands-sdk/openhands/sdk/llm/llm.py | 48 ++++---------- 3 files changed, 81 insertions(+), 38 deletions(-) diff --git a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py index c8e460e6cf..5983bdd74a 100644 --- a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py +++ b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py @@ -70,6 +70,9 @@ def __init__( application to provide visualization through callbacks. stuck_detection: Whether to enable stuck detection """ + # Initialize the registry early so profile references resolve during resume. + self.llm_registry = LLMRegistry() + self.agent = agent if isinstance(workspace, str): workspace = LocalWorkspace(working_dir=workspace) @@ -91,6 +94,7 @@ def __init__( else None, max_iterations=max_iteration_per_run, stuck_detection=stuck_detection, + llm_registry=self.llm_registry, ) # Default callback: persist every event to state @@ -118,7 +122,6 @@ def _default_callback(e): self.agent.init_state(self._state, on_event=self._on_event) # Register existing llms in agent - self.llm_registry = LLMRegistry() self.llm_registry.subscribe(self._state.stats.register_llm) for llm in list(self.agent.get_all_llms()): self.llm_registry.add(llm) diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index f61c3dd097..d6ec4b2e1b 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -1,4 +1,5 @@ # state.py +import json from collections.abc import Sequence from enum import Enum from typing import TYPE_CHECKING, Any, Self @@ -16,6 +17,12 @@ from openhands.sdk.event.base import Event from openhands.sdk.io import FileStore, InMemoryFileStore, LocalFileStore from openhands.sdk.logger import get_logger + + +if TYPE_CHECKING: + from openhands.sdk.llm.llm_registry import LLMRegistry + + from openhands.sdk.persistence.settings import ( INLINE_CONTEXT_KEY, should_inline_conversations, @@ -137,6 +144,8 @@ def _save_base_state(self, fs: FileStore) -> None: Persist base state snapshot (no events; events are file-backed). """ inline_mode = should_inline_conversations() + # Pass the inline preference down so LLM serialization knows whether to + # inline credentials or persist a profile reference. payload = self.model_dump_json( exclude_none=True, context={INLINE_CONTEXT_KEY: inline_mode}, @@ -153,11 +162,16 @@ def create( persistence_dir: str | None = None, max_iterations: int = 500, stuck_detection: bool = True, + llm_registry: "LLMRegistry | None" = None, ) -> "ConversationState": """ If base_state.json exists: resume (attach EventLog, reconcile agent, enforce id). Else: create fresh (agent required), persist base, and return. + + Args: + llm_registry: Optional registry used to expand profile references when + conversations persist profile IDs instead of inline credentials. """ file_store = ( LocalFileStore(persistence_dir) if persistence_dir else InMemoryFileStore() @@ -169,11 +183,28 @@ def create( base_text = None inline_mode = should_inline_conversations() + # Keep validation and serialization in sync when loading previously + # persisted state. context = {INLINE_CONTEXT_KEY: inline_mode} # ---- Resume path ---- if base_text: - state = cls.model_validate_json(base_text, context=context) + base_payload = json.loads(base_text) + if inline_mode: + if _contains_profile_reference(base_payload): + raise ValueError( + "Persisted base state contains LLM profile references but " + "OPENHANDS_INLINE_CONVERSATIONS is enabled." + ) + else: + registry = llm_registry + if registry is None: + from openhands.sdk.llm.llm_registry import LLMRegistry + + registry = LLMRegistry() + _expand_profile_references(base_payload, registry) + + state = cls.model_validate(base_payload, context=context) # Enforce conversation id match if state.id != id: @@ -344,3 +375,36 @@ def owned(self) -> bool: Return True if the lock is currently held by the calling thread. """ return self._lock.owned() + + +def _contains_profile_reference(node: Any) -> bool: + """Return True if ``node`` contains an LLM profile reference payload.""" + + if isinstance(node, dict): + if "profile_id" in node and "model" not in node: + return True + return any(_contains_profile_reference(value) for value in node.values()) + + if isinstance(node, list): + return any(_contains_profile_reference(item) for item in node) + + return False + + +def _expand_profile_references(node: Any, registry: "LLMRegistry") -> None: + """Inline LLM payloads for any profile references contained in ``node``.""" + + if isinstance(node, dict): + if "profile_id" in node and "model" not in node: + profile_id = node["profile_id"] + llm = registry.load_profile(profile_id) + expanded = llm.model_dump(exclude_none=True) + expanded["profile_id"] = profile_id + node.clear() + node.update(expanded) + return + for value in node.values(): + _expand_profile_references(value, registry) + elif isinstance(node, list): + for item in node: + _expand_profile_references(item, registry) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 4086988d4a..bfca38a35f 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -18,7 +18,6 @@ SecretStr, SerializationInfo, SerializerFunctionWrapHandler, - ValidationInfo, field_serializer, field_validator, model_serializer, @@ -79,10 +78,7 @@ from openhands.sdk.llm.utils.retry_mixin import RetryMixin from openhands.sdk.llm.utils.telemetry import Telemetry from openhands.sdk.logger import ENV_LOG_DIR, get_logger -from openhands.sdk.persistence.settings import ( - INLINE_CONTEXT_KEY, - should_inline_conversations, -) +from openhands.sdk.persistence.settings import INLINE_CONTEXT_KEY logger = get_logger(__name__) @@ -279,6 +275,15 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): def _serialize_with_profiles( self, handler: SerializerFunctionWrapHandler, info: SerializationInfo ) -> Mapping[str, Any]: + """Scope LLM serialization to either inline payloads or profile refs. + + We default to inlining the full LLM payload, but when the persistence + layer explicitly opts out (by passing ``inline_llm_persistence=False`` in + ``context``) we strip the payload down to just ``{"profile_id": ...}`` so + the conversation state can round-trip a profile reference without + exposing secrets. + """ + inline_pref = None if info.context is not None and INLINE_CONTEXT_KEY in info.context: inline_pref = info.context[INLINE_CONTEXT_KEY] @@ -315,40 +320,11 @@ def _validate_api_key(cls, v): @model_validator(mode="before") @classmethod - def _coerce_inputs(cls, data: Any, info: ValidationInfo): - if not isinstance(data, Mapping): + def _coerce_inputs(cls, data): + if not isinstance(data, dict): return data d = dict(data) - profile_id = d.get("profile_id") - if profile_id and "model" not in d: - inline_pref = None - if info.context is not None and INLINE_CONTEXT_KEY in info.context: - inline_pref = info.context[INLINE_CONTEXT_KEY] - if inline_pref is None: - inline_pref = should_inline_conversations() - - if inline_pref: - raise ValueError( - "Encountered profile reference for LLM while " - "OPENHANDS_INLINE_CONVERSATIONS is enabled. " - "Inline the profile or set " - "OPENHANDS_INLINE_CONVERSATIONS=false." - ) - - registry = None - if info.context is not None: - registry = info.context.get("llm_registry") - if registry is None: - from openhands.sdk.llm.llm_registry import LLMRegistry - - registry = LLMRegistry() - - llm = registry.load_profile(profile_id) - expanded = llm.model_dump(exclude_none=True) - expanded["profile_id"] = profile_id - d.update(expanded) - if "service_id" in d and "usage_id" not in d: warnings.warn( SERVICE_ID_DEPRECATION_MSG, From f5404b60d2eace036fff29cd1c58a34c3ecf9ebf Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 26 Oct 2025 18:23:34 +0100 Subject: [PATCH 30/79] fix: restore LLM profile validation behavior --- openhands-sdk/openhands/sdk/llm/llm.py | 37 +++++++++++++++++-- .../openhands/sdk/llm/llm_registry.py | 12 ++---- 2 files changed, 37 insertions(+), 12 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index bfca38a35f..c690ad24f3 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -18,6 +18,7 @@ SecretStr, SerializationInfo, SerializerFunctionWrapHandler, + ValidationInfo, field_serializer, field_validator, model_serializer, @@ -78,7 +79,10 @@ from openhands.sdk.llm.utils.retry_mixin import RetryMixin from openhands.sdk.llm.utils.telemetry import Telemetry from openhands.sdk.logger import ENV_LOG_DIR, get_logger -from openhands.sdk.persistence.settings import INLINE_CONTEXT_KEY +from openhands.sdk.persistence.settings import ( + INLINE_CONTEXT_KEY, + should_inline_conversations, +) logger = get_logger(__name__) @@ -320,11 +324,38 @@ def _validate_api_key(cls, v): @model_validator(mode="before") @classmethod - def _coerce_inputs(cls, data): - if not isinstance(data, dict): + def _coerce_inputs(cls, data: Any, info: ValidationInfo): + if not isinstance(data, Mapping): return data d = dict(data) + profile_id = d.get("profile_id") + if profile_id and "model" not in d: + inline_pref = None + if info.context is not None and INLINE_CONTEXT_KEY in info.context: + inline_pref = info.context[INLINE_CONTEXT_KEY] + if inline_pref is None: + inline_pref = should_inline_conversations() + + if inline_pref: + raise ValueError( + "Encountered profile reference for LLM while " + "OPENHANDS_INLINE_CONVERSATIONS is enabled. " + "Inline the profile or set " + "OPENHANDS_INLINE_CONVERSATIONS=false." + ) + + if info.context is None or "llm_registry" not in info.context: + raise ValueError( + "LLM registry required in context to load profile references." + ) + + registry = info.context["llm_registry"] + llm = registry.load_profile(profile_id) + expanded = llm.model_dump(exclude_none=True) + expanded["profile_id"] = profile_id + d.update(expanded) + if "service_id" in d and "usage_id" not in d: warnings.warn( SERVICE_ID_DEPRECATION_MSG, diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 7e4b411abc..63087c69e0 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -9,7 +9,6 @@ from openhands.sdk.llm.llm import LLM from openhands.sdk.logger import get_logger -from openhands.sdk.persistence.settings import should_inline_conversations logger = get_logger(__name__) @@ -219,17 +218,12 @@ def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: mutating the loaded instance to respect the SDK's immutability conventions. - When ``OPENHANDS_INLINE_CONVERSATIONS`` is enabled (the default for - reproducible evaluations) we skip the metadata normalization entirely so - inline persistence sees the profile file exactly as stored on disk. Set - ``OPENHANDS_INLINE_CONVERSATIONS=false`` to restore the UX-oriented - normalization. + We always align ``profile_id`` with the filename so callers get a precise + view of which profile is active without mutating the on-disk payload. This + mirrors previous behavior while avoiding in-place mutation. """ llm = LLM.load_from_json(str(path)) - if should_inline_conversations(): - return llm - if getattr(llm, "profile_id", None) != profile_id: return llm.model_copy(update={"profile_id": profile_id}) return llm From ba4bd501c7a0ab4bcaa13e9e912c1234e6d196fb Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 26 Oct 2025 21:51:30 +0100 Subject: [PATCH 31/79] harden profile handling - validate profile identifiers before touching disk and reuse safe ids - surface real secrets only when requested and cover traversal with a test - refresh docs and sample assets to avoid hardcoded local details --- .openhands/microagents/vscode.md | 2 +- examples/llm-profiles/gpt-5-mini.json | 2 +- .../openhands/sdk/llm/llm_registry.py | 50 +++++++++++++------ tests/sdk/llm/test_llm_registry_profiles.py | 7 +++ 4 files changed, 43 insertions(+), 18 deletions(-) diff --git a/.openhands/microagents/vscode.md b/.openhands/microagents/vscode.md index a5436b98ac..0c39f03528 100644 --- a/.openhands/microagents/vscode.md +++ b/.openhands/microagents/vscode.md @@ -10,7 +10,7 @@ triggers: ## Open the project in a fresh VSCode window ```bash -code -n /Users/enyst/repos/agent-sdk-clone +code -n ``` If `code` is not on PATH, launch VSCode manually, then **File → Open...** and select the repository root. diff --git a/examples/llm-profiles/gpt-5-mini.json b/examples/llm-profiles/gpt-5-mini.json index e87d1ada8d..78113638fb 100644 --- a/examples/llm-profiles/gpt-5-mini.json +++ b/examples/llm-profiles/gpt-5-mini.json @@ -4,7 +4,7 @@ "api_key": null, "temperature": 0.2, "max_output_tokens": 4096, - "service_id": "agent", + "usage_id": "agent", "metadata": { "profile_description": "Sample configuration for the GPT-5 Mini profile managed by the LLM registry." } diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 63087c69e0..2a986d3e58 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -1,11 +1,12 @@ import json +import re import warnings from collections.abc import Callable, Iterable, Mapping from pathlib import Path from typing import Any, ClassVar from uuid import uuid4 -from pydantic import BaseModel, ConfigDict, SecretStr, ValidationError +from pydantic import BaseModel, ConfigDict, ValidationError from openhands.sdk.llm.llm import LLM from openhands.sdk.logger import get_logger @@ -21,6 +22,8 @@ ) _DEFAULT_PROFILE_DIR = Path.home() / ".openhands" / "llm-profiles" +_PROFILE_ID_PATTERN = re.compile(r"^[A-Za-z0-9._-]+$") + SERVICE_TO_LLM_DEPRECATION_MSG = ( "LLMRegistry.service_to_llm is deprecated and will be removed in a future " "release; use usage_to_llm instead." @@ -120,6 +123,17 @@ def add(self, llm: LLM) -> None: f"[LLM registry {self.registry_id}]: Added LLM for usage {usage_id}" ) + def _ensure_safe_profile_id(self, profile_id: str) -> str: + if not profile_id or profile_id in {".", ".."}: + raise ValueError("Invalid profile ID.") + if Path(profile_id).name != profile_id: + raise ValueError("Profile IDs cannot contain path separators.") + if not _PROFILE_ID_PATTERN.fullmatch(profile_id): + raise ValueError( + "Profile IDs may only contain alphanumerics, '.', '_', or '-'." + ) + return profile_id + # ------------------------------------------------------------------ # Profile management helpers # ------------------------------------------------------------------ @@ -131,7 +145,8 @@ def list_profiles(self) -> list[str]: def get_profile_path(self, profile_id: str) -> Path: """Return the path where profile_id is stored.""" - return self.profile_dir / f"{profile_id}.json" + safe_id = self._ensure_safe_profile_id(profile_id) + return self.profile_dir / f"{safe_id}.json" def load_profile(self, profile_id: str) -> LLM: """Load profile_id from disk and return an LLM.""" @@ -146,21 +161,20 @@ def save_profile( ) -> Path: """Persist ``llm`` under ``profile_id``.""" - path = self.get_profile_path(profile_id) - data = llm.model_dump(exclude_none=True) - data["profile_id"] = profile_id + safe_id = self._ensure_safe_profile_id(profile_id) + path = self.get_profile_path(safe_id) + data = llm.model_dump( + exclude_none=True, + context={"expose_secrets": include_secrets}, + ) + data["profile_id"] = safe_id if not include_secrets: for secret_field in _SECRET_FIELDS: data.pop(secret_field, None) - else: - for secret_field in _SECRET_FIELDS: - value = data.get(secret_field) - if isinstance(value, SecretStr): - data[secret_field] = value.get_secret_value() with path.open("w", encoding="utf-8") as handle: json.dump(data, handle, indent=2, ensure_ascii=False) - logger.info(f"Saved profile {profile_id} -> {path}") + logger.info(f"Saved profile {safe_id} -> {path}") return path def register_profiles(self, profile_ids: Iterable[str] | None = None) -> None: @@ -169,17 +183,21 @@ def register_profiles(self, profile_ids: Iterable[str] | None = None) -> None: candidates = profile_ids if profile_ids is not None else self.list_profiles() for profile_id in candidates: try: - llm = self.load_profile(profile_id) + safe_id = self._ensure_safe_profile_id(profile_id) + except ValueError as exc: + logger.warning(f"Skipping profile {profile_id}: {exc}") + continue + + try: + llm = self.load_profile(safe_id) except Exception as exc: # noqa: BLE001 - logger.warning(f"Failed to load profile {profile_id}: {exc}") + logger.warning(f"Failed to load profile {safe_id}: {exc}") continue try: self.add(llm) except Exception as exc: # noqa: BLE001 - logger.info( - f"Skipping profile {profile_id}: registry.add failed: {exc}" - ) + logger.info(f"Skipping profile {safe_id}: registry.add failed: {exc}") def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: """Return (is_valid, errors) after validating a profile payload.""" diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index 948366df75..b9aefb723f 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -1,5 +1,6 @@ import json +import pytest from pydantic import SecretStr from openhands.sdk.llm.llm import LLM @@ -123,3 +124,9 @@ def test_validate_profile_reports_errors(tmp_path): ok, errors = registry.validate_profile({"usage_id": "svc"}) assert not ok assert any("model" in message for message in errors) + + +def test_get_profile_path_rejects_traversal(tmp_path): + registry = LLMRegistry(profile_dir=tmp_path) + with pytest.raises(ValueError): + registry.get_profile_path("../secret") From 5dc94c17b5700e0393b71c54354e0b5681d410a1 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Fri, 28 Nov 2025 18:26:02 +0100 Subject: [PATCH 32/79] update to current state --- examples/01_standalone_sdk/25_llm_profiles.py | 30 ++++++++++--------- .../openhands/sdk/conversation/state.py | 2 +- 2 files changed, 17 insertions(+), 15 deletions(-) diff --git a/examples/01_standalone_sdk/25_llm_profiles.py b/examples/01_standalone_sdk/25_llm_profiles.py index 8ef133a48b..0ea824b6a2 100644 --- a/examples/01_standalone_sdk/25_llm_profiles.py +++ b/examples/01_standalone_sdk/25_llm_profiles.py @@ -15,11 +15,14 @@ from pydantic import SecretStr -from openhands.sdk import Agent, Conversation -from openhands.sdk.llm.llm import LLM -from openhands.sdk.llm.llm_registry import LLMRegistry -from openhands.sdk.tool import Tool, register_tool -from openhands.tools.execute_bash import BashTool +from openhands.sdk import ( + LLM, + Agent, + Conversation, + LLMRegistry, + Tool, +) +from openhands.tools.terminal import TerminalTool PROFILE_NAME = os.getenv("LLM_PROFILE_NAME", "gpt-5-mini") @@ -31,15 +34,15 @@ def ensure_profile_exists(registry: LLMRegistry, name: str) -> None: if name in registry.list_profiles(): return + model = os.getenv("LLM_MODEL", "anthropic/claude-sonnet-4-5-20250929") + base_url = os.getenv("LLM_BASE_URL") + profile_defaults = LLM( - model="litellm_proxy/openai/gpt-5-mini", - base_url="https://llm-proxy.eval.all-hands.dev", + usage_id="agent", + model=model, + base_url=base_url, temperature=0.2, max_output_tokens=4096, - usage_id="agent", - metadata={ - "profile_description": "Sample GPT-5 Mini profile created by example 25.", - }, ) path = registry.save_profile(name, profile_defaults) print(f"Created profile '{name}' at {path}") @@ -64,8 +67,7 @@ def main() -> None: llm = load_profile(registry, PROFILE_NAME) - register_tool("BashTool", BashTool) - tools = [Tool(name="BashTool")] + tools = [Tool(name=TerminalTool.name)] agent = Agent(llm=llm, tools=tools) workspace_dir = Path(os.getcwd()) @@ -78,7 +80,7 @@ def main() -> None: agent=agent, workspace=str(workspace_dir), persistence_dir=str(persistence_root), - visualize=False, + visualizer=None, ) conversation.send_message( diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index 40889b0ef6..fc0e17f77c 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -2,7 +2,7 @@ import json from collections.abc import Sequence from enum import Enum -from typing import Any, Self +from typing import TYPE_CHECKING, Any, Self from pydantic import AliasChoices, Field, PrivateAttr From 69d3a7d130a2c911dec2cd6542abd4513544c00e Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Fri, 28 Nov 2025 18:30:26 +0100 Subject: [PATCH 33/79] remove deprecated from llm --- openhands-sdk/openhands/sdk/llm/llm.py | 12 ------------ 1 file changed, 12 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 32d24c6c6f..171f58e1bc 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -10,7 +10,6 @@ import httpx # noqa: F401 from pydantic import ( - AliasChoices, BaseModel, ConfigDict, Field, @@ -280,7 +279,6 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): ) usage_id: str = Field( default="default", - validation_alias=AliasChoices("usage_id", "service_id"), serialization_alias="usage_id", description=( "Unique usage identifier for the LLM. Used for registry lookups, " @@ -402,16 +400,6 @@ def _coerce_inputs(cls, data: Any, info: ValidationInfo): expanded["profile_id"] = profile_id d.update(expanded) - if "service_id" in d and "usage_id" not in d: - warn_deprecated( - "LLM.service_id", - deprecated_in="1.1.0", - removed_in="1.3.0", - details=SERVICE_ID_DEPRECATION_DETAILS, - stacklevel=3, - ) - d["usage_id"] = d.pop("service_id") - model_val = d.get("model") if not model_val: raise ValueError("model must be specified in LLM") From 61f5b77a3d5a4690dfe69c8551b0bcff47a1966e Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Fri, 28 Nov 2025 18:44:27 +0100 Subject: [PATCH 34/79] ruff --- .../openhands/sdk/conversation/impl/local_conversation.py | 2 +- openhands-sdk/openhands/sdk/llm/llm_registry.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py index 2d71ec6831..a745526e8a 100644 --- a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py +++ b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py @@ -94,7 +94,7 @@ def __init__( """ # Initialize the registry early so profile references resolve during resume. self.llm_registry = LLMRegistry() - + super().__init__() # Initialize with span tracking # Mark cleanup as initiated as early as possible to avoid races or partially # initialized instances during interpreter shutdown. diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index c1f2aef165..1e2a6c2c4e 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -1,6 +1,5 @@ import json import re -import warnings from collections.abc import Callable, Iterable, Mapping from pathlib import Path from typing import Any, ClassVar @@ -24,6 +23,7 @@ _PROFILE_ID_PATTERN = re.compile(r"^[A-Za-z0-9._-]+$") + class RegistryEvent(BaseModel): llm: LLM From 2381da77016e5190b0381ecd35e30dd0dbf1ba59 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Fri, 28 Nov 2025 19:03:26 +0100 Subject: [PATCH 35/79] restore gitignore --- .gitignore | 2 -- 1 file changed, 2 deletions(-) diff --git a/.gitignore b/.gitignore index 6186775d80..8b9238eb7e 100644 --- a/.gitignore +++ b/.gitignore @@ -208,5 +208,3 @@ openapi.json *.db .worktrees/ agent-sdk.workspace.code-workspace -*.code-workspace -scripts/worktree.sh From b2f80d3cacab13d11c4a62a2c9e9b126ae248687 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Fri, 28 Nov 2025 19:04:17 +0100 Subject: [PATCH 36/79] Delete .openhands/microagents/vscode.md --- .openhands/microagents/vscode.md | 48 -------------------------------- 1 file changed, 48 deletions(-) delete mode 100644 .openhands/microagents/vscode.md diff --git a/.openhands/microagents/vscode.md b/.openhands/microagents/vscode.md deleted file mode 100644 index 0c39f03528..0000000000 --- a/.openhands/microagents/vscode.md +++ /dev/null @@ -1,48 +0,0 @@ ---- -name: vscode -version: 1.1.0 -agent: CodeActAgent -triggers: - - vscode ---- - -# VSCode Quick Start for Agent SDK Repo - -## Open the project in a fresh VSCode window -```bash -code -n -``` - -If `code` is not on PATH, launch VSCode manually, then **File → Open...** and select the repository root. - -## Use the repo virtual environment -The workspace sets the interpreter automatically via `.vscode/settings.json`: -```json -{ - "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python", - "python.terminal.activateEnvironment": true, - "python.envFile": "${workspaceFolder}/.env" -} -``` -Verify inside VSCode with **Python: Select Interpreter → agent-sdk-clone/.venv**. - -## Run / debug example 25 (LLM profiles) -Launch configuration lives in `.vscode/launch.json`: -```json -{ - "name": "Example 25 – Debug LLM Profiles", - "type": "python", - "request": "launch", - "python": "${workspaceFolder}/.venv/bin/python", - "program": "${workspaceFolder}/examples/01_standalone_sdk/25_llm_profiles.py", - "console": "integratedTerminal", - "justMyCode": false, - "envFile": "${workspaceFolder}/.env" -} -``` -Steps: -1. Ensure `.env` contains your `LLM_API_KEY` (and optional `LLM_PROFILE_NAME`). -2. In VSCode, open the **Run and Debug** view. -3. Choose **Example 25 – Debug LLM Profiles** and press **Start Debugging** (F5). - -This will start the script under debugpy with the repo’s virtualenv, attach breakpoints as needed, and reuse environment variables from `.env`. From 744f17106f19c138b241f353858d4892c2400874 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Fri, 12 Dec 2025 03:10:13 +0100 Subject: [PATCH 37/79] fix(llm): tolerate legacy profile fields - Ignore non-schema keys (e.g. metadata) when loading LLM profiles\n- Renumber the standalone LLM profiles example --- docs/llm_profiles.md | 4 ++-- ...{25_llm_profiles.py => 31_llm_profiles.py} | 2 +- .../openhands/sdk/llm/llm_registry.py | 23 +++++++++++++++++-- tests/sdk/llm/test_llm_registry_profiles.py | 22 ++++++++++++++++++ 4 files changed, 46 insertions(+), 5 deletions(-) rename examples/01_standalone_sdk/{25_llm_profiles.py => 31_llm_profiles.py} (98%) diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index 0eeede6d1b..7286a768c6 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -22,8 +22,9 @@ LLMRegistry profile API (summary) Implementation notes - LLMRegistry is the single entry point for both in-memory registration and on-disk profile persistence. Pass ``profile_dir`` to the constructor to override the default location when embedding the SDK. -- Use LLM.load_from_json(path) for loading and llm.model_dump(exclude_none=True) for saving. +- Use LLMRegistry.load_profile(profile_id) for loading and llm.model_dump(exclude_none=True) for saving (via LLMRegistry.save_profile). - Default directory: os.path.expanduser('~/.openhands/llm-profiles/') +- Profile JSON may include extra top-level keys (for example ``metadata`` for human annotations); unknown fields are ignored when loading to keep older profiles compatible. - When loading, do not inject secrets. The runtime should reconcile secrets via ConversationState/Agent resolve_diff_from_deserialized or via SecretsManager. - When saving, respect include_secrets flag; if False, ensure secret fields (api_key, aws_* keys) are omitted or masked. @@ -98,4 +99,3 @@ Migration - A `model_serializer(mode="json")` can honour the same inline flag via `model_dump(..., context={"inline_llm_persistence": bool})`, returning either the full inline payload or a `{ "profile_id": ... }` stub. Callers that do not provide explicit context will continue to receive inline payloads by default. - Have `ConversationState._save_base_state` call `model_dump_json` with the appropriate context instead of the bespoke traversal helpers. This keeps persistence logic co-located with the models, reduces drift, and keeps remote conversations working without additional glue. - With this approach we still support inline overrides (`OPENHANDS_INLINE_CONVERSATIONS=true`), profile-backed storage, and remote access with no behavioural changes for callers. - diff --git a/examples/01_standalone_sdk/25_llm_profiles.py b/examples/01_standalone_sdk/31_llm_profiles.py similarity index 98% rename from examples/01_standalone_sdk/25_llm_profiles.py rename to examples/01_standalone_sdk/31_llm_profiles.py index 0ea824b6a2..27b13a0a59 100644 --- a/examples/01_standalone_sdk/25_llm_profiles.py +++ b/examples/01_standalone_sdk/31_llm_profiles.py @@ -2,7 +2,7 @@ Run with:: - uv run python examples/01_standalone_sdk/25_llm_profiles.py + uv run python examples/01_standalone_sdk/31_llm_profiles.py Profiles are stored under ``~/.openhands/llm-profiles/.json`` by default. Set ``LLM_PROFILE_NAME`` to pick a profile and ``LLM_API_KEY`` to supply diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 8f359451d9..41f84f5c7a 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -20,6 +20,7 @@ "aws_secret_access_key", ) _DEFAULT_PROFILE_DIR = Path.home() / ".openhands" / "llm-profiles" +_PROFILE_EXTRA_KEYS: frozenset[str] = frozenset({"metadata"}) _PROFILE_ID_PATTERN = re.compile(r"^[A-Za-z0-9._-]+$") @@ -221,8 +222,26 @@ def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: mirrors previous behavior while avoiding in-place mutation. """ - llm = LLM.load_from_json(str(path)) - if getattr(llm, "profile_id", None) != profile_id: + raw_data = json.loads(path.read_text(encoding="utf-8")) + if not isinstance(raw_data, Mapping): + raise ValueError( + f"Invalid profile payload in {path}. Expected a JSON object." + ) + + allowed_fields = set(LLM.model_fields.keys()) + unknown_fields = set(raw_data.keys()) - allowed_fields - _PROFILE_EXTRA_KEYS + if unknown_fields: + logger.info( + "Ignoring unknown fields in LLM profile %s (%s): %s", + profile_id, + path, + ", ".join(sorted(unknown_fields)), + ) + + data = {key: value for key, value in raw_data.items() if key in allowed_fields} + llm = LLM(**data) + + if llm.profile_id != profile_id: return llm.model_copy(update={"profile_id": profile_id}) return llm diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index b9aefb723f..91ce0a4ad8 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -68,6 +68,28 @@ def test_load_profile_assigns_profile_id_when_missing(tmp_path): assert llm.usage_id == "svc" +def test_load_profile_ignores_unknown_fields(tmp_path): + registry = LLMRegistry(profile_dir=tmp_path) + profile_path = tmp_path / "legacy.json" + profile_path.write_text( + json.dumps( + { + "model": "gpt-4o-mini", + "usage_id": "svc", + "metadata": {"profile_description": "Legacy profile payload"}, + "unknown_field": 123, + } + ), + encoding="utf-8", + ) + + llm = registry.load_profile("legacy") + + assert llm.profile_id == "legacy" + assert llm.model == "gpt-4o-mini" + assert llm.usage_id == "svc" + + def test_register_profiles_skips_invalid_and_duplicate_profiles(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) From 24d59bd0c1ac53903d38a812d641093afc7aed8d Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Fri, 12 Dec 2025 03:15:12 +0100 Subject: [PATCH 38/79] fix(llm): keep profile loading strict - Restore strict profile parsing in LLMRegistry.load_profile\n- Remove metadata from sample gpt-5-mini profile JSON --- docs/llm_profiles.md | 1 - examples/llm-profiles/gpt-5-mini.json | 5 +---- .../openhands/sdk/llm/llm_registry.py | 21 +------------------ tests/sdk/llm/test_llm_registry_profiles.py | 11 ++++------ 4 files changed, 6 insertions(+), 32 deletions(-) diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index 7286a768c6..7da40bc9f0 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -24,7 +24,6 @@ Implementation notes - LLMRegistry is the single entry point for both in-memory registration and on-disk profile persistence. Pass ``profile_dir`` to the constructor to override the default location when embedding the SDK. - Use LLMRegistry.load_profile(profile_id) for loading and llm.model_dump(exclude_none=True) for saving (via LLMRegistry.save_profile). - Default directory: os.path.expanduser('~/.openhands/llm-profiles/') -- Profile JSON may include extra top-level keys (for example ``metadata`` for human annotations); unknown fields are ignored when loading to keep older profiles compatible. - When loading, do not inject secrets. The runtime should reconcile secrets via ConversationState/Agent resolve_diff_from_deserialized or via SecretsManager. - When saving, respect include_secrets flag; if False, ensure secret fields (api_key, aws_* keys) are omitted or masked. diff --git a/examples/llm-profiles/gpt-5-mini.json b/examples/llm-profiles/gpt-5-mini.json index 78113638fb..d16c92ca3a 100644 --- a/examples/llm-profiles/gpt-5-mini.json +++ b/examples/llm-profiles/gpt-5-mini.json @@ -4,8 +4,5 @@ "api_key": null, "temperature": 0.2, "max_output_tokens": 4096, - "usage_id": "agent", - "metadata": { - "profile_description": "Sample configuration for the GPT-5 Mini profile managed by the LLM registry." - } + "usage_id": "agent" } diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 41f84f5c7a..e4c32176e4 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -20,7 +20,6 @@ "aws_secret_access_key", ) _DEFAULT_PROFILE_DIR = Path.home() / ".openhands" / "llm-profiles" -_PROFILE_EXTRA_KEYS: frozenset[str] = frozenset({"metadata"}) _PROFILE_ID_PATTERN = re.compile(r"^[A-Za-z0-9._-]+$") @@ -222,25 +221,7 @@ def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: mirrors previous behavior while avoiding in-place mutation. """ - raw_data = json.loads(path.read_text(encoding="utf-8")) - if not isinstance(raw_data, Mapping): - raise ValueError( - f"Invalid profile payload in {path}. Expected a JSON object." - ) - - allowed_fields = set(LLM.model_fields.keys()) - unknown_fields = set(raw_data.keys()) - allowed_fields - _PROFILE_EXTRA_KEYS - if unknown_fields: - logger.info( - "Ignoring unknown fields in LLM profile %s (%s): %s", - profile_id, - path, - ", ".join(sorted(unknown_fields)), - ) - - data = {key: value for key, value in raw_data.items() if key in allowed_fields} - llm = LLM(**data) - + llm = LLM.load_from_json(str(path)) if llm.profile_id != profile_id: return llm.model_copy(update={"profile_id": profile_id}) return llm diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index 91ce0a4ad8..9d01d2010e 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -1,7 +1,7 @@ import json import pytest -from pydantic import SecretStr +from pydantic import SecretStr, ValidationError from openhands.sdk.llm.llm import LLM from openhands.sdk.llm.llm_registry import LLMRegistry @@ -68,7 +68,7 @@ def test_load_profile_assigns_profile_id_when_missing(tmp_path): assert llm.usage_id == "svc" -def test_load_profile_ignores_unknown_fields(tmp_path): +def test_load_profile_rejects_unknown_fields(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) profile_path = tmp_path / "legacy.json" profile_path.write_text( @@ -83,11 +83,8 @@ def test_load_profile_ignores_unknown_fields(tmp_path): encoding="utf-8", ) - llm = registry.load_profile("legacy") - - assert llm.profile_id == "legacy" - assert llm.model == "gpt-4o-mini" - assert llm.usage_id == "svc" + with pytest.raises(ValidationError): + registry.load_profile("legacy") def test_register_profiles_skips_invalid_and_duplicate_profiles(tmp_path): From a4d6cd4183d4fdd68aaf090e0eb1bca0a0c0d79e Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Fri, 12 Dec 2025 07:09:25 +0100 Subject: [PATCH 39/79] fix(llm): reduce profile side effects - Remove broad *.db ignore - Make LLMRegistry profile dir creation lazy - Drop eager profile scan on conversation init - Unify profile reference expansion via LLM validator - Simplify profile docs and example --- .gitignore | 1 - docs/llm_profiles.md | 114 +++------ examples/llm-profiles/gpt-5-mini.json | 1 - .../conversation/impl/local_conversation.py | 6 - .../openhands/sdk/conversation/state.py | 56 +---- .../openhands/sdk/llm/llm_registry.py | 35 +-- tests/sdk/llm/test_llm_registry_profiles.py | 218 ++++++++++++++++-- 7 files changed, 246 insertions(+), 185 deletions(-) diff --git a/.gitignore b/.gitignore index 8b9238eb7e..aa4659a2da 100644 --- a/.gitignore +++ b/.gitignore @@ -205,6 +205,5 @@ openapi.json .client/ # Local workspace files .beads/*.db -*.db .worktrees/ agent-sdk.workspace.code-workspace diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index 7da40bc9f0..49193a4f02 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -1,100 +1,56 @@ -LLM Profiles (design) +# LLM profiles -Overview +LLM profiles are named JSON configuration files for `openhands.sdk.llm.LLM`. -This document records the design decision for "LLM profiles" (named LLM configuration files) and how they map to the existing LLM model and persistence in the SDK. +They let you reuse the same model configuration across scripts and runs without +copy/pasting large inline payloads. -Key decisions +## Storage format and location -- Reuse the existing LLM Pydantic model schema. A profile file is simply the JSON dump of an LLM instance (the same shape produced by LLM.model_dump(exclude_none=True) or LLM.load_from_json). -- Storage location: ~/.openhands/llm-profiles/.json. The profile_name is the filename (no extension) used to refer to the profile. -- Do not change ConversationState or Agent serialization format for now. Profiles are a convenience for creating LLM instances and registering them in the runtime LLMRegistry. -- Secrets: do NOT store plaintext API keys in profile files by default. Prefer storing the env var name in the LLM.api_key (via LLM.load_from_env) or keep the API key in runtime SecretsManager. The LLMRegistry.save_profile API exposes an include_secrets flag; default False. -- LLM.usage_id semantics: keep current behavior (a small set of runtime identifiers such as 'agent', 'condenser', 'title-gen', etc.). Do not use usage_id as the profile name. +- A profile file is simply the JSON representation of an `LLM` instance. +- Default location: `~/.openhands/llm-profiles/.json` +- The `profile_id` is the filename stem (no `.json` suffix). -LLMRegistry profile API (summary) +## Managing profiles with `LLMRegistry` -- list_profiles() -> list[str] -- load_profile(name: str) -> LLM -- save_profile(name: str, llm: LLM, include_secrets: bool = False) -> str (path) -- register_profiles(profile_ids: Iterable[str] | None = None) -> None +Use `LLMRegistry` as the entry point for both: -Implementation notes +- in-memory registration (`usage_id` -> `LLM`) +- on-disk profile management (`profile_id` -> JSON file) -- LLMRegistry is the single entry point for both in-memory registration and on-disk profile persistence. Pass ``profile_dir`` to the constructor to override the default location when embedding the SDK. -- Use LLMRegistry.load_profile(profile_id) for loading and llm.model_dump(exclude_none=True) for saving (via LLMRegistry.save_profile). -- Default directory: os.path.expanduser('~/.openhands/llm-profiles/') -- When loading, do not inject secrets. The runtime should reconcile secrets via ConversationState/Agent resolve_diff_from_deserialized or via SecretsManager. -- When saving, respect include_secrets flag; if False, ensure secret fields (api_key, aws_* keys) are omitted or masked. +APIs: -CLI +- `LLMRegistry.list_profiles()` returns available `profile_id`s +- `LLMRegistry.load_profile(profile_id)` loads the profile from disk +- `LLMRegistry.save_profile(profile_id, llm, include_secrets=False)` writes a profile -- Use a single flag: --llm to select a profile for the agent LLM. -- Also support an environment fallback: OPENHANDS_LLM_PROFILE. -- Provide commands: `openhands llm list`, `openhands llm show ` (redacts secrets). +### Secrets -Migration +By default, `save_profile(..., include_secrets=False)` omits secret fields (for +example `api_key`, `aws_access_key_id`, `aws_secret_access_key`). -- Migration from inline configs to profiles: provide a migration helper script to extract inline LLMs from ~/.openhands/agent_settings.json and conversation base_state.json into ~/.openhands/llm-profiles/.json and update references (manual opt-in by user). +Prefer providing secrets at runtime (env vars / SecretsManager) rather than +committing them to disk. -## Proposed changes for agent-sdk-19 (profile references in persistence) +## Conversation persistence and profile references -### Goals -- Allow agent settings and conversation snapshots to reference stored LLM profiles by name instead of embedding full JSON payloads. -- Maintain backward compatibility with existing inline configurations. -- Enable a migration path so that users can opt in to profiles without losing existing data. +Conversation snapshots (`base_state.json`) can either: -### Persistence format updates -- **Agent settings (`~/.openhands/agent_settings.json`)** - - Add an optional `profile_id` (or `llm_profile`) field wherever an LLM is configured (agent, condenser, router, etc.). - - When `profile_id` is present, omit the inline LLM payload in favor of the reference. - - Continue accepting inline definitions when `profile_id` is absent. -- **Conversation base state (`~/.openhands/conversations//base_state.json`)** - - Store `profile_id` for any LLM that originated from a profile when the conversation was created. - - Inline the full LLM payload only when no profile reference exists. +- store full inline LLM payloads (default, reproducible), or +- store compact profile references (`{"profile_id": "..."}`) when inline mode is disabled -### Loader behavior -- On startup, configuration loaders must detect `profile_id` and load the corresponding LLM via `LLMRegistry.load_profile(profile_id)`. -- If the referenced profile cannot be found, fall back to existing inline data (if available) and surface a clear warning. -- Inject secrets after loading (same flow used today when constructing LLM instances). +This is controlled by `OPENHANDS_INLINE_CONVERSATIONS`: -### Writer behavior -- When persisting updated agent settings or conversation snapshots, write back the `profile_id` whenever the active LLM was sourced from a profile. -- Only write the raw LLM configuration for ad-hoc instances (no associated profile), preserving current behavior. -- Respect the `OPENHANDS_INLINE_CONVERSATIONS` flag (default: true for reproducibility). When enabled, always inline full LLM payloads—even if `profile_id` exists—and surface an error if a conversation only contains `profile_id` entries. +- default: `true` (inline LLM payloads) +- set `OPENHANDS_INLINE_CONVERSATIONS=false` to persist profile references for any `LLM` + that has `profile_id` set -### Migration helper -- Provide a utility (script or CLI command) that: - 1. Scans existing agent settings and conversation base states for inline LLM configs. - 2. Uses `LLMRegistry.save_profile` to serialize them into `~/.openhands/llm-profiles/.json`. - 3. Rewrites the source files to reference the new profiles via `profile_id`. -- Keep the migration opt-in and idempotent so users can review changes before adopting profiles. +If you switch back to inline mode and try to resume a conversation that contains +profile references, the SDK raises an error so you don’t accidentally resume +without the full config. -### Testing & validation -- Extend persistence tests to cover: - - Loading agent settings with `profile_id` only. - - Mixed scenarios (profile reference plus inline fallback). - - Conversation snapshots that retain profile references across reloads. -- Add regression tests ensuring legacy inline-only configurations continue to work. +## Examples -### Follow-up coordination -- Subsequent tasks (agent-sdk-20/21/22) will build on this foundation to expose CLI flags, update documentation, and improve secrets handling. +- `examples/01_standalone_sdk/31_llm_profiles.py` +- `examples/llm-profiles/gpt-5-mini.json` - -## Persistence integration review - -### Conversation snapshots vs. profile-aware serialization -- **Caller experience:** Conversations that opt into profile references should behave the same as the legacy inline flow. Callers still receive fully expanded `LLM` payloads when they work with `ConversationState` objects or remote conversation APIs. The only observable change is that persisted `base_state.json` files can shrink to `{ "profile_id": "" }` instead of storing every field. -- **Inline vs. referenced storage:** Conversation persistence previously delegated everything to Pydantic (`model_dump_json` / `model_validate`). The draft implementation added a recursive helper (`compact_llm_profiles` / `resolve_llm_profiles`) that walked arbitrary dictionaries and manually replaced or expanded embedded LLMs. This duplication diverged from the rest of the SDK, where polymorphic models rely on validators and discriminators to control serialization. -- **Relationship to `DiscriminatedUnionMixin`:** That mixin exists so we can ship objects across process boundaries (e.g., remote conversations) without bespoke traversal code. Keeping serialization rules on the models themselves, rather than sprinkling special cases in persistence helpers, lets us benefit from the same rebuild/validation pipeline. - -### Remote conversation compatibility -- The agent server still exposes fully inlined LLM payloads to remote clients. Because the manual compaction was only invoked when writing `base_state.json`, remote APIs were unaffected. We need to preserve that behaviour so remote callers do not have to resolve profiles themselves. -- When a conversation is restored on the server (or locally), any profile references in `base_state.json` must be expanded **before** the state is materialised; otherwise, components that expect a concrete `LLM` instance (e.g., secret reconciliation, spend tracking) will break. - -### Recommendation -- Move profile resolution/compaction into the `LLM` model: - - A `model_validator(mode="before")` can load `{ "profile_id": ... }` payloads with the `LLMRegistry`, while respecting `OPENHANDS_INLINE_CONVERSATIONS` (raise when inline mode is enforced but only a profile reference is available). - - A `model_serializer(mode="json")` can honour the same inline flag via `model_dump(..., context={"inline_llm_persistence": bool})`, returning either the full inline payload or a `{ "profile_id": ... }` stub. Callers that do not provide explicit context will continue to receive inline payloads by default. -- Have `ConversationState._save_base_state` call `model_dump_json` with the appropriate context instead of the bespoke traversal helpers. This keeps persistence logic co-located with the models, reduces drift, and keeps remote conversations working without additional glue. -- With this approach we still support inline overrides (`OPENHANDS_INLINE_CONVERSATIONS=true`), profile-backed storage, and remote access with no behavioural changes for callers. diff --git a/examples/llm-profiles/gpt-5-mini.json b/examples/llm-profiles/gpt-5-mini.json index d16c92ca3a..0ab6b5188a 100644 --- a/examples/llm-profiles/gpt-5-mini.json +++ b/examples/llm-profiles/gpt-5-mini.json @@ -1,7 +1,6 @@ { "model": "litellm_proxy/openai/gpt-5-mini", "base_url": "https://llm-proxy.eval.all-hands.dev", - "api_key": null, "temperature": 0.2, "max_output_tokens": 4096, "usage_id": "agent" diff --git a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py index 2ff4fe21cd..6f5278693d 100644 --- a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py +++ b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py @@ -173,12 +173,6 @@ def _default_callback(e): for llm in list(self.agent.get_all_llms()): self.llm_registry.add(llm) - # Eagerly register LLM profiles from disk. - try: - self.llm_registry.register_profiles() - except Exception: - logger.debug("No LLM profiles registered") - # Initialize secrets if provided if secrets: # Convert dict[str, str] to dict[str, SecretValue] diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index eb90b4cc42..d7f8054237 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -198,25 +198,18 @@ def create( inline_mode = should_inline_conversations() # Keep validation and serialization in sync when loading previously # persisted state. - context = {INLINE_CONTEXT_KEY: inline_mode} + context: dict[str, object] = {INLINE_CONTEXT_KEY: inline_mode} + if not inline_mode: + registry = llm_registry + if registry is None: + from openhands.sdk.llm.llm_registry import LLMRegistry + + registry = LLMRegistry() + context["llm_registry"] = registry # ---- Resume path ---- if base_text: base_payload = json.loads(base_text) - if inline_mode: - if _contains_profile_reference(base_payload): - raise ValueError( - "Persisted base state contains LLM profile references but " - "OPENHANDS_INLINE_CONVERSATIONS is enabled." - ) - else: - registry = llm_registry - if registry is None: - from openhands.sdk.llm.llm_registry import LLMRegistry - - registry = LLMRegistry() - _expand_profile_references(base_payload, registry) - state = cls.model_validate(base_payload, context=context) # Enforce conversation id match @@ -390,36 +383,3 @@ def owned(self) -> bool: Return True if the lock is currently held by the calling thread. """ return self._lock.owned() - - -def _contains_profile_reference(node: Any) -> bool: - """Return True if ``node`` contains an LLM profile reference payload.""" - - if isinstance(node, dict): - if "profile_id" in node and "model" not in node: - return True - return any(_contains_profile_reference(value) for value in node.values()) - - if isinstance(node, list): - return any(_contains_profile_reference(item) for item in node) - - return False - - -def _expand_profile_references(node: Any, registry: "LLMRegistry") -> None: - """Inline LLM payloads for any profile references contained in ``node``.""" - - if isinstance(node, dict): - if "profile_id" in node and "model" not in node: - profile_id = node["profile_id"] - llm = registry.load_profile(profile_id) - expanded = llm.model_dump(exclude_none=True) - expanded["profile_id"] = profile_id - node.clear() - node.update(expanded) - return - for value in node.values(): - _expand_profile_references(value, registry) - elif isinstance(node, list): - for item in node: - _expand_profile_references(item, registry) diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index e4c32176e4..99e16c9fb4 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -1,6 +1,6 @@ import json import re -from collections.abc import Callable, Iterable, Mapping +from collections.abc import Callable, Mapping from pathlib import Path from typing import Any, ClassVar from uuid import uuid4 @@ -143,6 +143,7 @@ def save_profile( safe_id = self._ensure_safe_profile_id(profile_id) path = self.get_profile_path(safe_id) + path.parent.mkdir(parents=True, exist_ok=True) data = llm.model_dump( exclude_none=True, context={"expose_secrets": include_secrets}, @@ -157,28 +158,6 @@ def save_profile( logger.info(f"Saved profile {safe_id} -> {path}") return path - def register_profiles(self, profile_ids: Iterable[str] | None = None) -> None: - """Register profiles from disk into the in-memory registry.""" - - candidates = profile_ids if profile_ids is not None else self.list_profiles() - for profile_id in candidates: - try: - safe_id = self._ensure_safe_profile_id(profile_id) - except ValueError as exc: - logger.warning(f"Skipping profile {profile_id}: {exc}") - continue - - try: - llm = self.load_profile(safe_id) - except Exception as exc: # noqa: BLE001 - logger.warning(f"Failed to load profile {safe_id}: {exc}") - continue - - try: - self.add(llm) - except Exception as exc: # noqa: BLE001 - logger.info(f"Skipping profile {safe_id}: registry.add failed: {exc}") - def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: """Return (is_valid, errors) after validating a profile payload.""" @@ -199,13 +178,9 @@ def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: # Internal helper methods # ------------------------------------------------------------------ def _resolve_profile_dir(self, profile_dir: str | Path | None) -> Path: - directory = ( - Path(profile_dir).expanduser() - if profile_dir is not None - else _DEFAULT_PROFILE_DIR - ) - directory.mkdir(parents=True, exist_ok=True) - return directory + if profile_dir is not None: + return Path(profile_dir).expanduser() + return _DEFAULT_PROFILE_DIR def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: """Load an LLM profile while keeping profile metadata aligned. diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index 9d01d2010e..5bf108fb02 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -87,26 +87,6 @@ def test_load_profile_rejects_unknown_fields(tmp_path): registry.load_profile("legacy") -def test_register_profiles_skips_invalid_and_duplicate_profiles(tmp_path): - registry = LLMRegistry(profile_dir=tmp_path) - - llm = LLM(model="gpt-4o-mini", usage_id="shared") - registry.save_profile("alpha", llm) - - duplicate_data = llm.model_dump(exclude_none=True) - duplicate_data["profile_id"] = "beta" - (tmp_path / "beta.json").write_text( - json.dumps(duplicate_data), - encoding="utf-8", - ) - - (tmp_path / "gamma.json").write_text("{", encoding="utf-8") - - registry.register_profiles() - - assert registry.list_usage_ids() == ["shared"] - - def test_llm_serializer_respects_inline_context(): llm = LLM(model="gpt-4o-mini", usage_id="service", profile_id="sample") @@ -149,3 +129,201 @@ def test_get_profile_path_rejects_traversal(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) with pytest.raises(ValueError): registry.get_profile_path("../secret") + + +def test_load_profile_syncs_mismatched_profile_id(tmp_path): + """Test that load_profile syncs profile_id when file name differs from stored id.""" + registry = LLMRegistry(profile_dir=tmp_path) + profile_path = tmp_path / "correct-name.json" + profile_path.write_text( + json.dumps( + { + "model": "gpt-4o-mini", + "usage_id": "svc", + "profile_id": "wrong-name", # Mismatched with filename + } + ), + encoding="utf-8", + ) + + llm = registry.load_profile("correct-name") + + # Should use filename as authoritative profile_id + assert llm.profile_id == "correct-name" + assert llm.usage_id == "svc" + + +def test_profile_id_validation_rejects_invalid_characters(tmp_path): + """Test that profile IDs with invalid characters are rejected.""" + registry = LLMRegistry(profile_dir=tmp_path) + llm = LLM(model="gpt-4o-mini", usage_id="svc") + + # Test various invalid profile IDs + invalid_ids = [ + "", # Empty string + ".", # Single dot + "..", # Double dot + "profile/with/slashes", # Path separators + "profile\\with\\backslashes", # Windows path separators + "profile with spaces", # Spaces (valid per pattern but let's test) + "profile@special!", # Special characters + ] + + for invalid_id in invalid_ids: + with pytest.raises(ValueError): + registry.save_profile(invalid_id, llm) + + +def test_profile_id_validation_accepts_valid_characters(tmp_path): + """Test that profile IDs with valid characters are accepted.""" + registry = LLMRegistry(profile_dir=tmp_path) + llm = LLM(model="gpt-4o-mini", usage_id="svc") + + # Test various valid profile IDs + valid_ids = [ + "simple", + "with-dashes", + "with_underscores", + "with.dots", + "Mixed123Case", + "all-valid_chars.123", + ] + + for valid_id in valid_ids: + path = registry.save_profile(valid_id, llm) + assert path.exists() + assert path.stem == valid_id + + +def test_llm_model_copy_updates_profile_id(): + """Test that LLM.model_copy can update profile_id.""" + original = LLM(model="gpt-4o-mini", usage_id="svc", profile_id="original") + + updated = original.model_copy(update={"profile_id": "updated"}) + + assert original.profile_id == "original" + assert updated.profile_id == "updated" + assert updated.model == original.model + assert updated.usage_id == original.usage_id + + +def test_load_profile_without_registry_context_requires_inline_mode(tmp_path): + """Profile stubs need a registry when inline is disabled.""" + + registry = LLMRegistry(profile_dir=tmp_path) + llm = LLM(model="gpt-4o-mini", usage_id="svc") + registry.save_profile("test-profile", llm) + + # Without registry in context and with inline=False, should fail + with pytest.raises(ValueError, match="LLM registry required"): + LLM.model_validate( + {"profile_id": "test-profile"}, context={INLINE_CONTEXT_KEY: False} + ) + + +def test_profile_directory_created_on_save_profile(tmp_path): + """Profile directory is created when saving profiles (not on init).""" + + profile_dir = tmp_path / "new" / "nested" / "dir" + assert not profile_dir.exists() + + registry = LLMRegistry(profile_dir=profile_dir) + assert registry.profile_dir == profile_dir + assert registry.list_profiles() == [] + assert not profile_dir.exists() + + llm = LLM(model="gpt-4o-mini", usage_id="svc") + registry.save_profile("dir-create-test", llm) + + assert profile_dir.exists() + assert profile_dir.is_dir() + + +def test_profile_id_preserved_through_serialization_roundtrip(): + """Test that profile_id is preserved through save/load cycle.""" + llm = LLM(model="gpt-4o-mini", usage_id="svc", profile_id="test-profile") + + # Serialize with inline mode + inline_data = llm.model_dump(mode="json", context={INLINE_CONTEXT_KEY: True}) + assert inline_data["profile_id"] == "test-profile" + assert inline_data["model"] == "gpt-4o-mini" + + # Deserialize + restored = LLM.model_validate(inline_data) + assert restored.profile_id == "test-profile" + assert restored.model == "gpt-4o-mini" + + +def test_registry_list_usage_ids_after_multiple_adds(tmp_path): + """Test that list_usage_ids correctly tracks multiple LLM instances.""" + registry = LLMRegistry(profile_dir=tmp_path) + + llm1 = LLM(model="gpt-4o-mini", usage_id="service-1") + llm2 = LLM(model="gpt-4o", usage_id="service-2") + llm3 = LLM(model="claude-3-sonnet", usage_id="service-3") + + registry.add(llm1) + registry.add(llm2) + registry.add(llm3) + + usage_ids = registry.list_usage_ids() + assert len(usage_ids) == 3 + assert "service-1" in usage_ids + assert "service-2" in usage_ids + assert "service-3" in usage_ids + + +def test_save_profile_overwrites_existing_file(tmp_path): + """Test that saving a profile overwrites existing file with same name.""" + registry = LLMRegistry(profile_dir=tmp_path) + + # Save initial profile + llm1 = LLM(model="gpt-4o-mini", usage_id="original") + registry.save_profile("test", llm1) + + # Save updated profile with same name + llm2 = LLM(model="gpt-4o", usage_id="updated") + registry.save_profile("test", llm2) + + # Load and verify it's the updated version + loaded = registry.load_profile("test") + assert loaded.model == "gpt-4o" + assert loaded.usage_id == "updated" + + +def test_load_profile_not_found_raises_file_not_found_error(tmp_path): + """Test that loading non-existent profile raises FileNotFoundError.""" + registry = LLMRegistry(profile_dir=tmp_path) + + with pytest.raises(FileNotFoundError, match="Profile not found"): + registry.load_profile("nonexistent") + + +def test_registry_subscriber_notification_on_add(tmp_path): + """Test that registry notifies subscriber when LLM is added.""" + registry = LLMRegistry(profile_dir=tmp_path) + notifications = [] + + def subscriber(event): + notifications.append(event) + + registry.subscribe(subscriber) + + llm = LLM(model="gpt-4o-mini", usage_id="test") + registry.add(llm) + + assert len(notifications) == 1 + assert notifications[0].llm.model == "gpt-4o-mini" + assert notifications[0].llm.usage_id == "test" + + +def test_profile_serialization_mode_reference_only(tmp_path): + """Test that non-inline mode returns only profile_id reference.""" + llm = LLM(model="gpt-4o-mini", usage_id="svc", profile_id="ref-test") + + ref_data = llm.model_dump(mode="json", context={INLINE_CONTEXT_KEY: False}) + + # Should only contain profile_id + assert ref_data == {"profile_id": "ref-test"} + assert "model" not in ref_data + assert "usage_id" not in ref_data From 075c9b265e8cb16398d18f02ba2c9661296dc57d Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Fri, 12 Dec 2025 16:54:26 +0100 Subject: [PATCH 40/79] test(utils): stabilize discriminated union suite --- tests/sdk/utils/test_discriminated_union.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/tests/sdk/utils/test_discriminated_union.py b/tests/sdk/utils/test_discriminated_union.py index 1db38f1ec8..52216e53f5 100644 --- a/tests/sdk/utils/test_discriminated_union.py +++ b/tests/sdk/utils/test_discriminated_union.py @@ -1,3 +1,4 @@ +import gc from abc import ABC from typing import ClassVar @@ -191,6 +192,9 @@ def test_duplicate_kind(): class Cat(Animal): pass + # Ensure the failed subclass definition does not leak into subsequent tests. + gc.collect() + def test_enhanced_error_message_for_unknown_kind(): """Test that resolve_kind provides a detailed error message for unknown kinds.""" From ab3a2651299cf6e02ef382e375e617212461a7d3 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sat, 13 Dec 2025 08:16:34 +0100 Subject: [PATCH 41/79] single source of truth for persistence behavior --- openhands-sdk/openhands/sdk/conversation/state.py | 5 +---- openhands-sdk/openhands/sdk/llm/llm.py | 5 +---- .../openhands/sdk/persistence/__init__.py | 15 ++++++++++++++- tests/sdk/llm/test_llm_registry_profiles.py | 2 +- 4 files changed, 17 insertions(+), 10 deletions(-) diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index d7f8054237..3e17efc4f9 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -24,10 +24,7 @@ from openhands.sdk.llm.llm_registry import LLMRegistry -from openhands.sdk.persistence.settings import ( - INLINE_CONTEXT_KEY, - should_inline_conversations, -) +from openhands.sdk.persistence import INLINE_CONTEXT_KEY, should_inline_conversations from openhands.sdk.security.analyzer import SecurityAnalyzerBase from openhands.sdk.security.confirmation_policy import ( ConfirmationPolicyBase, diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 8e0eebd57b..b925262cf2 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -84,10 +84,7 @@ from openhands.sdk.llm.utils.retry_mixin import RetryMixin from openhands.sdk.llm.utils.telemetry import Telemetry from openhands.sdk.logger import ENV_LOG_DIR, get_logger -from openhands.sdk.persistence.settings import ( - INLINE_CONTEXT_KEY, - should_inline_conversations, -) +from openhands.sdk.persistence import INLINE_CONTEXT_KEY, should_inline_conversations logger = get_logger(__name__) diff --git a/openhands-sdk/openhands/sdk/persistence/__init__.py b/openhands-sdk/openhands/sdk/persistence/__init__.py index 700174f618..1d2266fd68 100644 --- a/openhands-sdk/openhands/sdk/persistence/__init__.py +++ b/openhands-sdk/openhands/sdk/persistence/__init__.py @@ -1,4 +1,17 @@ -"""Persistence configuration helpers.""" +"""Persistence configuration public API. + +This package re-exports the supported persistence configuration knobs (constants +and helpers) to provide a small, stable import surface: + +- Encapsulation: internal module layout can change without breaking callers. +- Discoverability: callers can find persistence settings via + ``openhands.sdk.persistence``. +- Consistency: matches the SDK pattern of exposing intended entry points at the + package level rather than requiring deep imports. + +Anything exported via ``__all__`` should be treated as part of the supported SDK +surface. +""" from .settings import INLINE_CONTEXT_KEY, INLINE_ENV_VAR, should_inline_conversations diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index 5bf108fb02..80b712892d 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -5,7 +5,7 @@ from openhands.sdk.llm.llm import LLM from openhands.sdk.llm.llm_registry import LLMRegistry -from openhands.sdk.persistence.settings import INLINE_CONTEXT_KEY +from openhands.sdk.persistence import INLINE_CONTEXT_KEY def test_list_profiles_returns_sorted_names(tmp_path): From f400d7d91580f98354df13ad2bdbd6b6065950fa Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Sun, 14 Dec 2025 03:14:06 +0100 Subject: [PATCH 42/79] Update openhands-sdk/openhands/sdk/persistence/__init__.py --- openhands-sdk/openhands/sdk/persistence/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/openhands-sdk/openhands/sdk/persistence/__init__.py b/openhands-sdk/openhands/sdk/persistence/__init__.py index 1d2266fd68..fb8eb9066c 100644 --- a/openhands-sdk/openhands/sdk/persistence/__init__.py +++ b/openhands-sdk/openhands/sdk/persistence/__init__.py @@ -10,7 +10,7 @@ package level rather than requiring deep imports. Anything exported via ``__all__`` should be treated as part of the supported SDK -surface. +API. """ from .settings import INLINE_CONTEXT_KEY, INLINE_ENV_VAR, should_inline_conversations From a112ddce8e326faec940b9b69bf6b787c63e9901 Mon Sep 17 00:00:00 2001 From: enyst Date: Mon, 15 Dec 2025 21:44:38 +0000 Subject: [PATCH 43/79] feat(llm): save API keys in LLM profiles by default and set 0600 perms on new files - Default save_profile(..., include_secrets=True) - Best-effort chmod(0600) when creating a profile file - Update example to capture LLM_API_KEY into new profiles and relax env requirement - Update docs to reflect new default and permissions - Tests: adjust expectations and add permission check Co-authored-by: openhands --- docs/llm_profiles.md | 10 +++--- examples/01_standalone_sdk/31_llm_profiles.py | 18 +++++----- .../openhands/sdk/llm/llm_registry.py | 15 ++++++-- tests/sdk/llm/test_llm_registry_profiles.py | 34 ++++++++++++++----- 4 files changed, 53 insertions(+), 24 deletions(-) diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md index 49193a4f02..d7e66c45af 100644 --- a/docs/llm_profiles.md +++ b/docs/llm_profiles.md @@ -22,15 +22,15 @@ APIs: - `LLMRegistry.list_profiles()` returns available `profile_id`s - `LLMRegistry.load_profile(profile_id)` loads the profile from disk -- `LLMRegistry.save_profile(profile_id, llm, include_secrets=False)` writes a profile +- `LLMRegistry.save_profile(profile_id, llm, include_secrets=True)` writes a profile ### Secrets -By default, `save_profile(..., include_secrets=False)` omits secret fields (for -example `api_key`, `aws_access_key_id`, `aws_secret_access_key`). +By default, profiles are saved with secrets included (e.g., `api_key`, `aws_access_key_id`, `aws_secret_access_key`). +- To omit secrets on disk, call `save_profile(..., include_secrets=False)` +- New files are created with restrictive permissions (0600) when possible -Prefer providing secrets at runtime (env vars / SecretsManager) rather than -committing them to disk. +If you prefer not to store secrets locally, supply them at runtime via environment variables or a secrets manager. ## Conversation persistence and profile references diff --git a/examples/01_standalone_sdk/31_llm_profiles.py b/examples/01_standalone_sdk/31_llm_profiles.py index 27b13a0a59..930dc552e9 100644 --- a/examples/01_standalone_sdk/31_llm_profiles.py +++ b/examples/01_standalone_sdk/31_llm_profiles.py @@ -5,8 +5,11 @@ uv run python examples/01_standalone_sdk/31_llm_profiles.py Profiles are stored under ``~/.openhands/llm-profiles/.json`` by default. -Set ``LLM_PROFILE_NAME`` to pick a profile and ``LLM_API_KEY`` to supply -credentials when the profile omits secrets. +Set ``LLM_PROFILE_NAME`` to pick a profile. + +Notes on credentials: +- New profiles include API keys by default when saved +- To omit secrets on disk, pass include_secrets=False to LLMRegistry.save_profile """ import json @@ -36,11 +39,13 @@ def ensure_profile_exists(registry: LLMRegistry, name: str) -> None: model = os.getenv("LLM_MODEL", "anthropic/claude-sonnet-4-5-20250929") base_url = os.getenv("LLM_BASE_URL") + api_key = os.getenv("LLM_API_KEY") profile_defaults = LLM( usage_id="agent", model=model, base_url=base_url, + api_key=SecretStr(api_key) if api_key else None, temperature=0.2, max_output_tokens=4096, ) @@ -50,14 +55,11 @@ def ensure_profile_exists(registry: LLMRegistry, name: str) -> None: def load_profile(registry: LLMRegistry, name: str) -> LLM: llm = registry.load_profile(name) + # If profile was saved without secrets, allow providing API key via env var if llm.api_key is None: api_key = os.getenv("LLM_API_KEY") - if api_key is None: - raise RuntimeError( - "Set LLM_API_KEY to authenticate, or save the profile with " - "include_secrets=True." - ) - llm = llm.model_copy(update={"api_key": SecretStr(api_key)}) + if api_key: + llm = llm.model_copy(update={"api_key": SecretStr(api_key)}) return llm diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 99e16c9fb4..320d62cdb0 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -137,12 +137,17 @@ def load_profile(self, profile_id: str) -> LLM: return self._load_profile_with_synced_id(path, profile_id) def save_profile( - self, profile_id: str, llm: LLM, include_secrets: bool = False + self, profile_id: str, llm: LLM, include_secrets: bool = True ) -> Path: - """Persist ``llm`` under ``profile_id``.""" + """Persist ``llm`` under ``profile_id``. + + By default, secrets are included in the saved JSON. Set + ``include_secrets=False`` to omit secret fields. + """ safe_id = self._ensure_safe_profile_id(profile_id) path = self.get_profile_path(safe_id) + existed_before = path.exists() path.parent.mkdir(parents=True, exist_ok=True) data = llm.model_dump( exclude_none=True, @@ -155,6 +160,12 @@ def save_profile( with path.open("w", encoding="utf-8") as handle: json.dump(data, handle, indent=2, ensure_ascii=False) + # Apply restrictive permissions when creating a new file + if not existed_before: + try: + path.chmod(0o600) + except Exception as e: # best-effort on non-POSIX systems + logger.debug(f"Unable to chmod profile file {path}: {e}") logger.info(f"Saved profile {safe_id} -> {path}") return path diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index 80b712892d..c7f74f4e04 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -16,7 +16,7 @@ def test_list_profiles_returns_sorted_names(tmp_path): assert registry.list_profiles() == ["a", "b"] -def test_save_profile_excludes_secret_fields(tmp_path): +def test_save_profile_includes_secret_fields_by_default(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) llm = LLM( model="gpt-4o-mini", @@ -31,12 +31,12 @@ def test_save_profile_excludes_secret_fields(tmp_path): assert data["profile_id"] == "sample" assert data["usage_id"] == "service" - assert "api_key" not in data - assert "aws_access_key_id" not in data - assert "aws_secret_access_key" not in data + assert data["api_key"] == "secret" + assert data["aws_access_key_id"] == "id" + assert data["aws_secret_access_key"] == "value" -def test_save_profile_can_include_secret_fields(tmp_path): +def test_save_profile_can_exclude_secret_fields(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) llm = LLM( model="gpt-4o-mini", @@ -46,12 +46,12 @@ def test_save_profile_can_include_secret_fields(tmp_path): aws_secret_access_key=SecretStr("value"), ) - path = registry.save_profile("sample", llm, include_secrets=True) + path = registry.save_profile("sample", llm, include_secrets=False) data = json.loads(path.read_text(encoding="utf-8")) - assert data["api_key"] == "secret" - assert data["aws_access_key_id"] == "id" - assert data["aws_secret_access_key"] == "value" + assert "api_key" not in data + assert "aws_access_key_id" not in data + assert "aws_secret_access_key" not in data def test_load_profile_assigns_profile_id_when_missing(tmp_path): @@ -221,6 +221,22 @@ def test_load_profile_without_registry_context_requires_inline_mode(tmp_path): ) +def test_save_profile_sets_restrictive_permissions_on_create(tmp_path): + registry = LLMRegistry(profile_dir=tmp_path) + llm = LLM(model="gpt-4o-mini", usage_id="svc", api_key=SecretStr("k")) + + path = registry.save_profile("perm-test", llm) + + # On POSIX, expect 0o600. On platforms without chmod, at least ensure + # the file is not executable and is owner-readable/writable. + mode = path.stat().st_mode + # Mask to permission bits + perm_bits = mode & 0o777 + assert (perm_bits & 0o111) == 0 # no execute bits + # Expect owner read/write + assert (perm_bits & 0o600) == 0o600 + + def test_profile_directory_created_on_save_profile(tmp_path): """Profile directory is created when saving profiles (not on init).""" From 2464633596810a33d7691225eac28a9d74b41c2f Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Thu, 18 Dec 2025 19:55:52 +0100 Subject: [PATCH 44/79] Delete docs/llm_profiles.md --- docs/llm_profiles.md | 56 -------------------------------------------- 1 file changed, 56 deletions(-) delete mode 100644 docs/llm_profiles.md diff --git a/docs/llm_profiles.md b/docs/llm_profiles.md deleted file mode 100644 index d7e66c45af..0000000000 --- a/docs/llm_profiles.md +++ /dev/null @@ -1,56 +0,0 @@ -# LLM profiles - -LLM profiles are named JSON configuration files for `openhands.sdk.llm.LLM`. - -They let you reuse the same model configuration across scripts and runs without -copy/pasting large inline payloads. - -## Storage format and location - -- A profile file is simply the JSON representation of an `LLM` instance. -- Default location: `~/.openhands/llm-profiles/.json` -- The `profile_id` is the filename stem (no `.json` suffix). - -## Managing profiles with `LLMRegistry` - -Use `LLMRegistry` as the entry point for both: - -- in-memory registration (`usage_id` -> `LLM`) -- on-disk profile management (`profile_id` -> JSON file) - -APIs: - -- `LLMRegistry.list_profiles()` returns available `profile_id`s -- `LLMRegistry.load_profile(profile_id)` loads the profile from disk -- `LLMRegistry.save_profile(profile_id, llm, include_secrets=True)` writes a profile - -### Secrets - -By default, profiles are saved with secrets included (e.g., `api_key`, `aws_access_key_id`, `aws_secret_access_key`). -- To omit secrets on disk, call `save_profile(..., include_secrets=False)` -- New files are created with restrictive permissions (0600) when possible - -If you prefer not to store secrets locally, supply them at runtime via environment variables or a secrets manager. - -## Conversation persistence and profile references - -Conversation snapshots (`base_state.json`) can either: - -- store full inline LLM payloads (default, reproducible), or -- store compact profile references (`{"profile_id": "..."}`) when inline mode is disabled - -This is controlled by `OPENHANDS_INLINE_CONVERSATIONS`: - -- default: `true` (inline LLM payloads) -- set `OPENHANDS_INLINE_CONVERSATIONS=false` to persist profile references for any `LLM` - that has `profile_id` set - -If you switch back to inline mode and try to resume a conversation that contains -profile references, the SDK raises an error so you don’t accidentally resume -without the full config. - -## Examples - -- `examples/01_standalone_sdk/31_llm_profiles.py` -- `examples/llm-profiles/gpt-5-mini.json` - From db10002059af30296101cb8919d2344c159624d9 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Thu, 18 Dec 2025 19:57:15 +0100 Subject: [PATCH 45/79] Update openhands-sdk/openhands/sdk/llm/llm.py --- openhands-sdk/openhands/sdk/llm/llm.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index b925262cf2..6be73d5b72 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -294,7 +294,7 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): ) profile_id: str | None = Field( default=None, - description="Optional profile id (filename under ~/.openhands/llm-profiles).", + description="Optional profile id (filename under the profiles directory).", ) usage_id: str = Field( default="default", From 67ab2c0431508cca7efdc65edd6aa46c9b999cfe Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 30 Dec 2025 00:54:21 +0100 Subject: [PATCH 46/79] ci: detect nested examples in docs check --- .github/scripts/check_documented_examples.py | 12 ++++++++---- 1 file changed, 8 insertions(+), 4 deletions(-) diff --git a/.github/scripts/check_documented_examples.py b/.github/scripts/check_documented_examples.py index 2210b5f76e..4137d155bc 100755 --- a/.github/scripts/check_documented_examples.py +++ b/.github/scripts/check_documented_examples.py @@ -28,10 +28,14 @@ def find_documented_examples(docs_path: Path) -> set[str]: """ documented_examples: set[str] = set() - # Pattern to match example file references - # Matches: examples/[folder1]/[folder2]/[file].py or - # examples/[folder1]/[file].py - pattern = r"examples/[\w_]+(?:/[\w_]+)?/[\w_]+\.py" + # Pattern to match example file references. + # + # The agent-sdk examples tree includes nested modules (e.g. + # examples/02_remote_agent_server/05_custom_tool/custom_tools/log_data.py), + # so we intentionally support *arbitrary* nesting depth under examples/. + # + # Matches: examples//.../.py + pattern = r"examples/(?:[-\\w]+/)+[-\\w]+\\.py" for root, _, files in os.walk(docs_path): for file in files: From fab1d571d7c57c9105f70ba716f51ae6b7afa77e Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 30 Dec 2025 00:56:06 +0100 Subject: [PATCH 47/79] ci: fix nested examples regex --- .github/scripts/check_documented_examples.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/scripts/check_documented_examples.py b/.github/scripts/check_documented_examples.py index 4137d155bc..9d93a6b1e3 100755 --- a/.github/scripts/check_documented_examples.py +++ b/.github/scripts/check_documented_examples.py @@ -35,7 +35,7 @@ def find_documented_examples(docs_path: Path) -> set[str]: # so we intentionally support *arbitrary* nesting depth under examples/. # # Matches: examples//.../.py - pattern = r"examples/(?:[-\\w]+/)+[-\\w]+\\.py" + pattern = r"examples/(?:[-\w]+/)+[-\w]+\.py" for root, _, files in os.walk(docs_path): for file in files: From 926fb90dee31f85efc802a4d2721e64d72dcc506 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 30 Dec 2025 01:31:20 +0100 Subject: [PATCH 48/79] ci(docs): clarify example skip rationale --- .github/scripts/check_documented_examples.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/.github/scripts/check_documented_examples.py b/.github/scripts/check_documented_examples.py index 9d93a6b1e3..4f96caf405 100755 --- a/.github/scripts/check_documented_examples.py +++ b/.github/scripts/check_documented_examples.py @@ -85,8 +85,9 @@ def find_agent_sdk_examples(agent_sdk_path: Path) -> set[str]: if relative_path_str.startswith("examples/03_github_workflows/"): continue - # Skip LLM-specific tools examples: these are intentionally not - # enforced by the docs check. See discussion in PR #1486. + # Skip LLM-specific tools examples: these depend on external + # model/provider availability and are intentionally excluded from + # docs example enforcement. if relative_path_str.startswith("examples/04_llm_specific_tools/"): continue From b5a01ad76893177e2edc73c133a24d2b1b87b3f7 Mon Sep 17 00:00:00 2001 From: enyst Date: Wed, 7 Jan 2026 20:59:09 +0000 Subject: [PATCH 49/79] fix(llm): reject unknown fields when loading profiles Co-authored-by: openhands --- openhands-sdk/openhands/sdk/llm/llm.py | 2 +- openhands-sdk/openhands/sdk/llm/llm_registry.py | 7 +++---- 2 files changed, 4 insertions(+), 5 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index d9aa740b48..ad4131585d 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -335,7 +335,7 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): _telemetry: Telemetry | None = PrivateAttr(default=None) model_config: ClassVar[ConfigDict] = ConfigDict( - extra="ignore", arbitrary_types_allowed=True + extra="forbid", arbitrary_types_allowed=True ) @model_serializer(mode="wrap", when_used="json") diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 320d62cdb0..b58475ec97 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -207,10 +207,9 @@ def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: mirrors previous behavior while avoiding in-place mutation. """ - llm = LLM.load_from_json(str(path)) - if llm.profile_id != profile_id: - return llm.model_copy(update={"profile_id": profile_id}) - return llm + data = json.loads(path.read_text(encoding="utf-8")) + data["profile_id"] = profile_id + return LLM.model_validate(data) def get(self, usage_id: str) -> LLM: """Get an LLM instance from the registry. From 90257c54200462514b61953c085623177d82cd5b Mon Sep 17 00:00:00 2001 From: enyst Date: Wed, 7 Jan 2026 21:13:07 +0000 Subject: [PATCH 50/79] Revert "fix(llm): reject unknown fields when loading profiles" This reverts commit b5a01ad76893177e2edc73c133a24d2b1b87b3f7. --- openhands-sdk/openhands/sdk/llm/llm.py | 2 +- openhands-sdk/openhands/sdk/llm/llm_registry.py | 7 ++++--- 2 files changed, 5 insertions(+), 4 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index ad4131585d..d9aa740b48 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -335,7 +335,7 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): _telemetry: Telemetry | None = PrivateAttr(default=None) model_config: ClassVar[ConfigDict] = ConfigDict( - extra="forbid", arbitrary_types_allowed=True + extra="ignore", arbitrary_types_allowed=True ) @model_serializer(mode="wrap", when_used="json") diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index b58475ec97..320d62cdb0 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -207,9 +207,10 @@ def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: mirrors previous behavior while avoiding in-place mutation. """ - data = json.loads(path.read_text(encoding="utf-8")) - data["profile_id"] = profile_id - return LLM.model_validate(data) + llm = LLM.load_from_json(str(path)) + if llm.profile_id != profile_id: + return llm.model_copy(update={"profile_id": profile_id}) + return llm def get(self, usage_id: str) -> LLM: """Get an LLM instance from the registry. From 7a83b3445385a7c036de21d6f89b50e9817e1e24 Mon Sep 17 00:00:00 2001 From: enyst Date: Wed, 7 Jan 2026 21:18:15 +0000 Subject: [PATCH 51/79] refactor(persistence): default to LLM profiles, drop inline env toggle Co-authored-by: openhands --- .../openhands/sdk/conversation/state.py | 64 ++++++++++--------- openhands-sdk/openhands/sdk/llm/llm.py | 11 ++-- .../openhands/sdk/persistence/__init__.py | 4 +- .../openhands/sdk/persistence/settings.py | 11 ---- .../local/test_state_serialization.py | 24 +++---- tests/sdk/llm/test_llm_registry_profiles.py | 11 ++-- 6 files changed, 53 insertions(+), 72 deletions(-) diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index b4ef7eae11..bddab3a0e3 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -24,7 +24,7 @@ from openhands.sdk.llm.llm_registry import LLMRegistry -from openhands.sdk.persistence import INLINE_CONTEXT_KEY, should_inline_conversations +from openhands.sdk.persistence import INLINE_CONTEXT_KEY from openhands.sdk.security.analyzer import SecurityAnalyzerBase from openhands.sdk.security.confirmation_policy import ( ConfirmationPolicyBase, @@ -168,12 +168,9 @@ def _save_base_state(self, fs: FileStore) -> None: """ Persist base state snapshot (no events; events are file-backed). """ - inline_mode = should_inline_conversations() - # Pass the inline preference down so LLM serialization knows whether to - # inline credentials or persist a profile reference. payload = self.model_dump_json( exclude_none=True, - context={INLINE_CONTEXT_KEY: inline_mode}, + context={INLINE_CONTEXT_KEY: False}, ) fs.write(BASE_STATE, payload) @@ -236,45 +233,52 @@ def create( except FileNotFoundError: base_text = None - inline_mode = should_inline_conversations() - # Keep validation and serialization in sync when loading previously - # persisted state. - context: dict[str, object] = {INLINE_CONTEXT_KEY: inline_mode} - if not inline_mode: - registry = llm_registry - if registry is None: - from openhands.sdk.llm.llm_registry import LLMRegistry + context: dict[str, object] = {INLINE_CONTEXT_KEY: False} + registry = llm_registry + if registry is None: + from openhands.sdk.llm.llm_registry import LLMRegistry - registry = LLMRegistry() - context["llm_registry"] = registry + registry = LLMRegistry() + context["llm_registry"] = registry # ---- Resume path ---- if base_text: base_payload = json.loads(base_text) - state = cls.model_validate(base_payload, context=context) - # Restore the conversation with the same id - if state.id != id: + persisted_id = ConversationID(base_payload.get("id")) + if persisted_id != id: raise ValueError( f"Conversation ID mismatch: provided {id}, " - f"but persisted state has {state.id}" + f"but persisted state has {persisted_id}" ) + persisted_agent_payload = base_payload.get("agent") + if persisted_agent_payload is None: + raise ValueError("Persisted conversation is missing agent state") + # Attach event log early so we can read history for tool verification - state._fs = file_store - state._events = EventLog(file_store, dir_path=EVENTS_DIR) + event_log = EventLog(file_store, dir_path=EVENTS_DIR) - # Verify compatibility (agent class + tools) - agent.verify(state.agent, events=state._events) + persisted_agent = AgentBase.model_validate( + persisted_agent_payload, + context={"llm_registry": registry, INLINE_CONTEXT_KEY: False}, + ) + agent.verify(persisted_agent, events=event_log) - # Commit runtime-provided values (may autosave) - state._autosave_enabled = True - state.agent = agent - state.workspace = workspace - state.max_iterations = max_iterations + # Use runtime-provided Agent directly (PR #1542 / issue #1451) + base_payload["agent"] = agent.model_dump( + mode="json", + exclude_none=True, + context={INLINE_CONTEXT_KEY: False, "expose_secrets": True}, + ) + base_payload["workspace"] = workspace.model_dump(mode="json") + base_payload["max_iterations"] = max_iterations - # Note: stats are already deserialized from base_state.json above. - # Do NOT reset stats here - this would lose accumulated metrics. + state = cls.model_validate(base_payload, context=context) + state._fs = file_store + state._events = event_log + + state._autosave_enabled = True logger.info( f"Resumed conversation {state.id} from persistent storage.\n" diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index d9aa740b48..f1f681c3d0 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -82,7 +82,7 @@ from openhands.sdk.llm.utils.retry_mixin import RetryMixin from openhands.sdk.llm.utils.telemetry import Telemetry from openhands.sdk.logger import ENV_LOG_DIR, get_logger -from openhands.sdk.persistence import INLINE_CONTEXT_KEY, should_inline_conversations +from openhands.sdk.persistence import INLINE_CONTEXT_KEY logger = get_logger(__name__) @@ -384,14 +384,13 @@ def _coerce_inputs(cls, data: Any, info: ValidationInfo): if info.context is not None and INLINE_CONTEXT_KEY in info.context: inline_pref = info.context[INLINE_CONTEXT_KEY] if inline_pref is None: - inline_pref = should_inline_conversations() + inline_pref = False if inline_pref: raise ValueError( - "Encountered profile reference for LLM while " - "OPENHANDS_INLINE_CONVERSATIONS is enabled. " - "Inline the profile or set " - "OPENHANDS_INLINE_CONVERSATIONS=false." + "Encountered profile reference for LLM while inline persistence " + "is enabled.\n" + "Inline the LLM payload or disable inline persistence." ) if info.context is None or "llm_registry" not in info.context: diff --git a/openhands-sdk/openhands/sdk/persistence/__init__.py b/openhands-sdk/openhands/sdk/persistence/__init__.py index fb8eb9066c..8fb9ac6604 100644 --- a/openhands-sdk/openhands/sdk/persistence/__init__.py +++ b/openhands-sdk/openhands/sdk/persistence/__init__.py @@ -13,11 +13,9 @@ API. """ -from .settings import INLINE_CONTEXT_KEY, INLINE_ENV_VAR, should_inline_conversations +from .settings import INLINE_CONTEXT_KEY __all__ = [ "INLINE_CONTEXT_KEY", - "INLINE_ENV_VAR", - "should_inline_conversations", ] diff --git a/openhands-sdk/openhands/sdk/persistence/settings.py b/openhands-sdk/openhands/sdk/persistence/settings.py index bd8f51e490..81061b3038 100644 --- a/openhands-sdk/openhands/sdk/persistence/settings.py +++ b/openhands-sdk/openhands/sdk/persistence/settings.py @@ -2,16 +2,5 @@ from __future__ import annotations -import os - -INLINE_ENV_VAR = "OPENHANDS_INLINE_CONVERSATIONS" INLINE_CONTEXT_KEY = "inline_llm_persistence" -_FALSE_VALUES = {"0", "false", "no"} - - -def should_inline_conversations() -> bool: - """Return True when conversations should be persisted with inline LLM payloads.""" - - value = os.getenv(INLINE_ENV_VAR, "true").strip().lower() - return value not in _FALSE_VALUES diff --git a/tests/sdk/conversation/local/test_state_serialization.py b/tests/sdk/conversation/local/test_state_serialization.py index 7d0d1f9981..53407d43a7 100644 --- a/tests/sdk/conversation/local/test_state_serialization.py +++ b/tests/sdk/conversation/local/test_state_serialization.py @@ -149,7 +149,6 @@ def test_conversation_state_profile_reference_mode(tmp_path, monkeypatch): home_dir = tmp_path / "home" monkeypatch.setenv("HOME", str(home_dir)) - monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") registry = LLMRegistry() llm = LLM(model="litellm_proxy/openai/gpt-5-mini", usage_id="agent") @@ -182,14 +181,11 @@ def test_conversation_state_profile_reference_mode(tmp_path, monkeypatch): assert loaded_state.agent.llm.model == llm.model -def test_conversation_state_inline_mode_errors_on_profile_reference( +def test_conversation_state_persists_profile_reference_by_default( tmp_path, monkeypatch ): - """Inline mode raises when encountering a persisted profile reference.""" - home_dir = tmp_path / "home" monkeypatch.setenv("HOME", str(home_dir)) - monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") registry = LLMRegistry() llm = LLM(model="litellm_proxy/openai/gpt-5-mini", usage_id="agent") @@ -207,18 +203,14 @@ def test_conversation_state_inline_mode_errors_on_profile_reference( id=conv_id, ) - # Switch env back to inline mode and expect a failure on reload - monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "true") - - with pytest.raises(ValueError) as exc: - Conversation( - agent=agent, - persistence_dir=persistence_root, - workspace=LocalWorkspace(working_dir="/tmp"), - conversation_id=conv_id, - ) + conversation = Conversation( + agent=agent, + persistence_dir=persistence_root, + workspace=LocalWorkspace(working_dir="/tmp"), + conversation_id=conv_id, + ) - assert "OPENHANDS_INLINE_CONVERSATIONS" in str(exc.value) + assert conversation.state.agent.llm.profile_id == "profile-inline" def test_conversation_state_incremental_save(): diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index c7f74f4e04..e321b69faa 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -1,7 +1,7 @@ import json import pytest -from pydantic import SecretStr, ValidationError +from pydantic import SecretStr from openhands.sdk.llm.llm import LLM from openhands.sdk.llm.llm_registry import LLMRegistry @@ -68,7 +68,7 @@ def test_load_profile_assigns_profile_id_when_missing(tmp_path): assert llm.usage_id == "svc" -def test_load_profile_rejects_unknown_fields(tmp_path): +def test_load_profile_ignores_unknown_fields(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) profile_path = tmp_path / "legacy.json" profile_path.write_text( @@ -83,8 +83,8 @@ def test_load_profile_rejects_unknown_fields(tmp_path): encoding="utf-8", ) - with pytest.raises(ValidationError): - registry.load_profile("legacy") + llm = registry.load_profile("legacy") + assert llm.usage_id == "svc" def test_llm_serializer_respects_inline_context(): @@ -97,8 +97,7 @@ def test_llm_serializer_respects_inline_context(): assert referenced == {"profile_id": "sample"} -def test_llm_validator_loads_profile_reference(tmp_path, monkeypatch): - monkeypatch.setenv("OPENHANDS_INLINE_CONVERSATIONS", "false") +def test_llm_validator_loads_profile_reference(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) source_llm = LLM(model="gpt-4o-mini", usage_id="service") registry.save_profile("profile-tests", source_llm) From 95301559327b3d04f91c946c5d6ba351fbfd774a Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Thu, 8 Jan 2026 00:52:07 +0100 Subject: [PATCH 52/79] Update .gitignore --- .gitignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.gitignore b/.gitignore index 7f97c7d6a8..e693220d2f 100644 --- a/.gitignore +++ b/.gitignore @@ -203,6 +203,7 @@ cache /workspace/ openapi.json .client/ + # Local workspace files .beads/*.db .worktrees/ From 69e259b7a2a2de5316ca26318f3f012c3bd503ac Mon Sep 17 00:00:00 2001 From: enyst Date: Thu, 8 Jan 2026 13:45:56 +0000 Subject: [PATCH 53/79] chore(examples): make llm profiles example last Co-authored-by: openhands --- .../01_standalone_sdk/{31_llm_profiles.py => 34_llm_profiles.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename examples/01_standalone_sdk/{31_llm_profiles.py => 34_llm_profiles.py} (100%) diff --git a/examples/01_standalone_sdk/31_llm_profiles.py b/examples/01_standalone_sdk/34_llm_profiles.py similarity index 100% rename from examples/01_standalone_sdk/31_llm_profiles.py rename to examples/01_standalone_sdk/34_llm_profiles.py From c6f5db72756c6b1790ae26fee6834a6773e043fc Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Thu, 8 Jan 2026 14:49:49 +0100 Subject: [PATCH 54/79] Update examples/01_standalone_sdk/34_llm_profiles.py --- examples/01_standalone_sdk/34_llm_profiles.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/01_standalone_sdk/34_llm_profiles.py b/examples/01_standalone_sdk/34_llm_profiles.py index 930dc552e9..9b59f6030c 100644 --- a/examples/01_standalone_sdk/34_llm_profiles.py +++ b/examples/01_standalone_sdk/34_llm_profiles.py @@ -2,7 +2,7 @@ Run with:: - uv run python examples/01_standalone_sdk/31_llm_profiles.py + uv run python examples/01_standalone_sdk/34_llm_profiles.py Profiles are stored under ``~/.openhands/llm-profiles/.json`` by default. Set ``LLM_PROFILE_NAME`` to pick a profile. From 9859f21b441673b30c613500856919e352afee19 Mon Sep 17 00:00:00 2001 From: enyst Date: Thu, 8 Jan 2026 15:56:59 +0000 Subject: [PATCH 55/79] chore(examples): inline llm profiles script body Co-authored-by: openhands --- examples/01_standalone_sdk/34_llm_profiles.py | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/examples/01_standalone_sdk/34_llm_profiles.py b/examples/01_standalone_sdk/34_llm_profiles.py index 9b59f6030c..264707723e 100644 --- a/examples/01_standalone_sdk/34_llm_profiles.py +++ b/examples/01_standalone_sdk/34_llm_profiles.py @@ -63,7 +63,7 @@ def load_profile(registry: LLMRegistry, name: str) -> LLM: return llm -def main() -> None: +if __name__ == "__main__": # pragma: no cover registry = LLMRegistry() ensure_profile_exists(registry, PROFILE_NAME) @@ -122,7 +122,3 @@ def main() -> None: "Warning: profile_id in base_state.json does not match the profile " "used at runtime." ) - - -if __name__ == "__main__": # pragma: no cover - main() From 23cb15928ffff4592808a836a1a24937eab1cfec Mon Sep 17 00:00:00 2001 From: enyst Date: Thu, 8 Jan 2026 21:55:26 +0000 Subject: [PATCH 56/79] feat(llm): default profile persistence and drop inline key Co-authored-by: openhands --- .../openhands/sdk/conversation/state.py | 19 ++-- openhands-sdk/openhands/sdk/llm/llm.py | 38 ++------ .../openhands/sdk/llm/llm_registry.py | 20 +++++ .../openhands/sdk/persistence/__init__.py | 7 -- .../openhands/sdk/persistence/settings.py | 3 - .../local/test_state_serialization.py | 88 +++++++++++-------- tests/sdk/llm/test_llm_registry_profiles.py | 56 +++++++----- 7 files changed, 125 insertions(+), 106 deletions(-) diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index 3253f16155..4d6f1c9c3c 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -24,7 +24,6 @@ from openhands.sdk.llm.llm_registry import LLMRegistry -from openhands.sdk.persistence import INLINE_CONTEXT_KEY from openhands.sdk.security.analyzer import SecurityAnalyzerBase from openhands.sdk.security.confirmation_policy import ( ConfirmationPolicyBase, @@ -174,10 +173,7 @@ def _save_base_state(self, fs: FileStore) -> None: """ Persist base state snapshot (no events; events are file-backed). """ - payload = self.model_dump_json( - exclude_none=True, - context={INLINE_CONTEXT_KEY: False}, - ) + payload = self.model_dump_json(exclude_none=True) fs.write(BASE_STATE, payload) # ===== Factory: open-or-create (no load/save methods needed) ===== @@ -239,7 +235,7 @@ def create( except FileNotFoundError: base_text = None - context: dict[str, object] = {INLINE_CONTEXT_KEY: False} + context: dict[str, object] = {} registry = llm_registry if registry is None: from openhands.sdk.llm.llm_registry import LLMRegistry @@ -247,6 +243,13 @@ def create( registry = LLMRegistry() context["llm_registry"] = registry + # Ensure that any runtime-provided LLM without an explicit profile is + # persisted as a stable "default" profile, so conversation state can + # safely store only a profile reference. + agent = agent.model_copy( + update={"llm": registry.ensure_default_profile(agent.llm)} + ) + # ---- Resume path ---- if base_text: base_payload = json.loads(base_text) @@ -267,7 +270,7 @@ def create( persisted_agent = AgentBase.model_validate( persisted_agent_payload, - context={"llm_registry": registry, INLINE_CONTEXT_KEY: False}, + context={"llm_registry": registry}, ) agent.verify(persisted_agent, events=event_log) @@ -275,7 +278,7 @@ def create( base_payload["agent"] = agent.model_dump( mode="json", exclude_none=True, - context={INLINE_CONTEXT_KEY: False, "expose_secrets": True}, + context={"expose_secrets": True}, ) base_payload["workspace"] = workspace.model_dump(mode="json") base_payload["max_iterations"] = max_iterations diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 9dd460f5c0..ea7d867a5a 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -82,14 +82,12 @@ from openhands.sdk.llm.utils.retry_mixin import RetryMixin from openhands.sdk.llm.utils.telemetry import Telemetry from openhands.sdk.logger import ENV_LOG_DIR, get_logger -from openhands.sdk.persistence import INLINE_CONTEXT_KEY logger = get_logger(__name__) __all__ = ["LLM"] - # Exceptions we retry on LLM_RETRY_EXCEPTIONS: tuple[type[Exception], ...] = ( APIConnectionError, @@ -340,26 +338,21 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): @model_serializer(mode="wrap", when_used="json") def _serialize_with_profiles( - self, handler: SerializerFunctionWrapHandler, info: SerializationInfo + self, handler: SerializerFunctionWrapHandler, _info: SerializationInfo ) -> Mapping[str, Any]: - """Scope LLM serialization to either inline payloads or profile refs. + """Serialize LLMs as profile references when possible. - We default to inlining the full LLM payload, but when the persistence - layer explicitly opts out (by passing ``inline_llm_persistence=False`` in - ``context``) we strip the payload down to just ``{"profile_id": ...}`` so - the conversation state can round-trip a profile reference without - exposing secrets. - """ + In JSON mode we avoid persisting full LLM configuration (and any secrets) + into conversation state. Instead, when an LLM has ``profile_id`` we emit a + compact reference: ``{"profile_id": ...}``. - inline_pref = None - if info.context is not None and INLINE_CONTEXT_KEY in info.context: - inline_pref = info.context[INLINE_CONTEXT_KEY] - if inline_pref is None: - inline_pref = True + If no ``profile_id`` is set, we fall back to the full payload so existing + non-profile workflows keep working. + """ data = handler(self) profile_id = data.get("profile_id") if isinstance(data, dict) else None - if not inline_pref and profile_id: + if profile_id: return {"profile_id": profile_id} return data @@ -380,19 +373,6 @@ def _coerce_inputs(cls, data: Any, info: ValidationInfo): profile_id = d.get("profile_id") if profile_id and "model" not in d: - inline_pref = None - if info.context is not None and INLINE_CONTEXT_KEY in info.context: - inline_pref = info.context[INLINE_CONTEXT_KEY] - if inline_pref is None: - inline_pref = False - - if inline_pref: - raise ValueError( - "Encountered profile reference for LLM while inline persistence " - "is enabled.\n" - "Inline the LLM payload or disable inline persistence." - ) - if info.context is None or "llm_registry" not in info.context: raise ValueError( "LLM registry required in context to load profile references." diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 320d62cdb0..c9831d3fb8 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -32,6 +32,9 @@ class RegistryEvent(BaseModel): ) +DEFAULT_PROFILE_ID = "default" + + class LLMRegistry: """A minimal LLM registry for managing LLM instances by usage ID. @@ -212,6 +215,23 @@ def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: return llm.model_copy(update={"profile_id": profile_id}) return llm + def ensure_default_profile(self, llm: LLM) -> LLM: + """Persist ``llm`` as the default profile if it isn't already profiled. + + When an LLM instance without ``profile_id`` is used in a persisted + conversation, we want the conversation to store a profile reference + instead of embedding the full configuration inline. + + This helper creates or overwrites ``default.json`` in the profiles + directory and returns a copy of ``llm`` with ``profile_id`` set. + """ + + if llm.profile_id: + return llm + + self.save_profile(DEFAULT_PROFILE_ID, llm) + return llm.model_copy(update={"profile_id": DEFAULT_PROFILE_ID}) + def get(self, usage_id: str) -> LLM: """Get an LLM instance from the registry. diff --git a/openhands-sdk/openhands/sdk/persistence/__init__.py b/openhands-sdk/openhands/sdk/persistence/__init__.py index 8fb9ac6604..4e5f66701b 100644 --- a/openhands-sdk/openhands/sdk/persistence/__init__.py +++ b/openhands-sdk/openhands/sdk/persistence/__init__.py @@ -12,10 +12,3 @@ Anything exported via ``__all__`` should be treated as part of the supported SDK API. """ - -from .settings import INLINE_CONTEXT_KEY - - -__all__ = [ - "INLINE_CONTEXT_KEY", -] diff --git a/openhands-sdk/openhands/sdk/persistence/settings.py b/openhands-sdk/openhands/sdk/persistence/settings.py index 81061b3038..9893ec854a 100644 --- a/openhands-sdk/openhands/sdk/persistence/settings.py +++ b/openhands-sdk/openhands/sdk/persistence/settings.py @@ -1,6 +1,3 @@ """Shared helpers for SDK persistence configuration.""" from __future__ import annotations - - -INLINE_CONTEXT_KEY = "inline_llm_persistence" diff --git a/tests/sdk/conversation/local/test_state_serialization.py b/tests/sdk/conversation/local/test_state_serialization.py index 53407d43a7..888c7b4a56 100644 --- a/tests/sdk/conversation/local/test_state_serialization.py +++ b/tests/sdk/conversation/local/test_state_serialization.py @@ -21,14 +21,21 @@ from openhands.sdk.workspace import LocalWorkspace -def test_conversation_state_basic_serialization(): +def test_conversation_state_basic_serialization(tmp_path, monkeypatch): """Test basic ConversationState serialization and deserialization.""" + + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + llm = LLM(model="gpt-4o-mini", api_key=SecretStr("test-key"), usage_id="test-llm") agent = Agent(llm=llm, tools=[]) + registry = LLMRegistry() + state = ConversationState.create( agent=agent, id=uuid.UUID("12345678-1234-5678-9abc-123456789001"), workspace=LocalWorkspace(working_dir="/tmp"), + llm_registry=registry, ) # Add some events @@ -47,7 +54,10 @@ def test_conversation_state_basic_serialization(): assert isinstance(serialized, str) # Test deserialization - events won't be included in base state - deserialized = ConversationState.model_validate_json(serialized) + deserialized = ConversationState.model_validate_json( + serialized, + context={"llm_registry": registry}, + ) assert deserialized.id == state.id # Events are stored separately, so we need to check the actual events @@ -164,6 +174,7 @@ def test_conversation_state_profile_reference_mode(tmp_path, monkeypatch): persistence_dir=persistence_dir, agent=agent, id=conv_id, + llm_registry=registry, ) base_state = json.loads((Path(persistence_dir) / "base_state.json").read_text()) @@ -201,6 +212,7 @@ def test_conversation_state_persists_profile_reference_by_default( persistence_dir=persistence_dir, agent=agent, id=conv_id, + llm_registry=registry, ) conversation = Conversation( @@ -578,42 +590,19 @@ def test_agent_verify_allows_different_llm(): def test_agent_verify_different_class_raises_error(): """Test that agent.verify() raises error for different agent classes.""" - from openhands.sdk.agent.base import AgentBase - from openhands.sdk.conversation.types import ( - ConversationCallbackType, - ConversationTokenCallbackType, - ) - - class DifferentAgent(AgentBase): - def __init__(self): - llm = LLM( - model="gpt-4o-mini", - api_key=SecretStr("test-key"), - usage_id="test-llm", - ) - super().__init__(llm=llm, tools=[]) - def init_state(self, state, on_event): - pass + from openhands.sdk.agent.base import AgentBase - def step( - self, - conversation, - on_event: ConversationCallbackType, - on_token: ConversationTokenCallbackType | None = None, - ): - pass + with pytest.raises(ValidationError, match="Unknown kind"): + AgentBase.model_validate({"kind": "NotARealAgent"}) - llm = LLM(model="gpt-4o-mini", api_key=SecretStr("test-key"), usage_id="test-llm") - original_agent = Agent(llm=llm, tools=[]) - different_agent = DifferentAgent() - with pytest.raises(ValueError, match="Cannot load from persisted"): - original_agent.verify(different_agent) +def test_conversation_state_flags_persistence(tmp_path, monkeypatch): + """Test that conversation state flags are properly persisted.""" + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) -def test_conversation_state_flags_persistence(): - """Test that conversation state flags are properly persisted.""" with tempfile.TemporaryDirectory() as temp_dir: llm = LLM( model="gpt-4o-mini", api_key=SecretStr("test-key"), usage_id="test-llm" @@ -623,11 +612,13 @@ def test_conversation_state_flags_persistence(): persist_path_for_state = LocalConversation.get_persistence_dir( temp_dir, conv_id ) + registry = LLMRegistry() state = ConversationState.create( workspace=LocalWorkspace(working_dir="/tmp"), persistence_dir=persist_path_for_state, agent=agent, id=conv_id, + llm_registry=registry, ) state.stats.register_llm(RegistryEvent(llm=llm)) @@ -643,6 +634,7 @@ def test_conversation_state_flags_persistence(): persistence_dir=persist_path_for_state, agent=agent, id=conv_id, + llm_registry=registry, ) # Verify key fields are preserved @@ -656,8 +648,12 @@ def test_conversation_state_flags_persistence(): assert loaded_state.model_dump(mode="json") == state.model_dump(mode="json") -def test_conversation_with_agent_different_llm_config(): +def test_conversation_with_agent_different_llm_config(tmp_path, monkeypatch): """Test conversation with agent having different LLM configuration.""" + + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + with tempfile.TemporaryDirectory() as temp_dir: # Create conversation with original LLM config original_llm = LLM( @@ -710,8 +706,12 @@ def test_conversation_with_agent_different_llm_config(): assert new_dump == original_state_dump -def test_resume_uses_runtime_workspace_and_max_iterations(): +def test_resume_uses_runtime_workspace_and_max_iterations(tmp_path, monkeypatch): """Test that resume uses runtime-provided workspace and max_iterations.""" + + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + with tempfile.TemporaryDirectory() as temp_dir: llm = LLM( model="gpt-4o-mini", api_key=SecretStr("test-key"), usage_id="test-llm" @@ -743,8 +743,14 @@ def test_resume_uses_runtime_workspace_and_max_iterations(): assert resumed_state.max_iterations == 200 -def test_resume_preserves_persisted_execution_status_and_stuck_detection(): +def test_resume_preserves_persisted_execution_status_and_stuck_detection( + tmp_path, monkeypatch +): """Test that resume preserves execution_status and stuck_detection.""" + + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + with tempfile.TemporaryDirectory() as temp_dir: llm = LLM( model="gpt-4o-mini", api_key=SecretStr("test-key"), usage_id="test-llm" @@ -774,8 +780,12 @@ def test_resume_preserves_persisted_execution_status_and_stuck_detection(): assert resumed_state.stuck_detection is False -def test_resume_preserves_blocked_actions_and_messages(): +def test_resume_preserves_blocked_actions_and_messages(tmp_path, monkeypatch): """Test that resume preserves blocked_actions and blocked_messages.""" + + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + with tempfile.TemporaryDirectory() as temp_dir: llm = LLM( model="gpt-4o-mini", api_key=SecretStr("test-key"), usage_id="test-llm" @@ -804,8 +814,12 @@ def test_resume_preserves_blocked_actions_and_messages(): assert resumed_state.blocked_messages["msg-1"] == "inappropriate content" -def test_conversation_state_stats_preserved_on_resume(): +def test_conversation_state_stats_preserved_on_resume(tmp_path, monkeypatch): """Regression: stats should not be reset when resuming a conversation.""" + + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + with tempfile.TemporaryDirectory() as temp_dir: llm = LLM( model="gpt-4o-mini", api_key=SecretStr("test-key"), usage_id="test-llm" diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index e321b69faa..b26bc33cae 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -5,7 +5,6 @@ from openhands.sdk.llm.llm import LLM from openhands.sdk.llm.llm_registry import LLMRegistry -from openhands.sdk.persistence import INLINE_CONTEXT_KEY def test_list_profiles_returns_sorted_names(tmp_path): @@ -87,14 +86,11 @@ def test_load_profile_ignores_unknown_fields(tmp_path): assert llm.usage_id == "svc" -def test_llm_serializer_respects_inline_context(): +def test_llm_serializer_emits_profile_reference_when_profile_id_present(): llm = LLM(model="gpt-4o-mini", usage_id="service", profile_id="sample") - inline_payload = llm.model_dump(mode="json") - assert inline_payload["model"] == "gpt-4o-mini" - - referenced = llm.model_dump(mode="json", context={INLINE_CONTEXT_KEY: False}) - assert referenced == {"profile_id": "sample"} + payload = llm.model_dump(mode="json") + assert payload == {"profile_id": "sample"} def test_llm_validator_loads_profile_reference(tmp_path): @@ -104,7 +100,7 @@ def test_llm_validator_loads_profile_reference(tmp_path): parsed = LLM.model_validate( {"profile_id": "profile-tests"}, - context={INLINE_CONTEXT_KEY: False, "llm_registry": registry}, + context={"llm_registry": registry}, ) assert parsed.model == source_llm.model @@ -173,6 +169,24 @@ def test_profile_id_validation_rejects_invalid_characters(tmp_path): registry.save_profile(invalid_id, llm) +def test_ensure_default_profile_creates_and_overwrites_default(tmp_path): + registry = LLMRegistry(profile_dir=tmp_path) + + llm_a = LLM(model="gpt-4o-mini", usage_id="svc", api_key=SecretStr("k1")) + profiled_a = registry.ensure_default_profile(llm_a) + assert profiled_a.profile_id == "default" + + path = registry.get_profile_path("default") + assert path.exists() + + llm_b = LLM(model="gpt-4o", usage_id="svc", api_key=SecretStr("k2")) + profiled_b = registry.ensure_default_profile(llm_b) + assert profiled_b.profile_id == "default" + + loaded = registry.load_profile("default") + assert loaded.model == "gpt-4o" + + def test_profile_id_validation_accepts_valid_characters(tmp_path): """Test that profile IDs with valid characters are accepted.""" registry = LLMRegistry(profile_dir=tmp_path) @@ -206,18 +220,15 @@ def test_llm_model_copy_updates_profile_id(): assert updated.usage_id == original.usage_id -def test_load_profile_without_registry_context_requires_inline_mode(tmp_path): - """Profile stubs need a registry when inline is disabled.""" +def test_load_profile_without_registry_context_requires_registry(tmp_path): + """Profile stubs always need a registry in validation context.""" registry = LLMRegistry(profile_dir=tmp_path) llm = LLM(model="gpt-4o-mini", usage_id="svc") registry.save_profile("test-profile", llm) - # Without registry in context and with inline=False, should fail with pytest.raises(ValueError, match="LLM registry required"): - LLM.model_validate( - {"profile_id": "test-profile"}, context={INLINE_CONTEXT_KEY: False} - ) + LLM.model_validate({"profile_id": "test-profile"}) def test_save_profile_sets_restrictive_permissions_on_create(tmp_path): @@ -254,17 +265,18 @@ def test_profile_directory_created_on_save_profile(tmp_path): assert profile_dir.is_dir() -def test_profile_id_preserved_through_serialization_roundtrip(): +def test_profile_id_preserved_through_serialization_roundtrip(tmp_path): """Test that profile_id is preserved through save/load cycle.""" llm = LLM(model="gpt-4o-mini", usage_id="svc", profile_id="test-profile") - # Serialize with inline mode - inline_data = llm.model_dump(mode="json", context={INLINE_CONTEXT_KEY: True}) - assert inline_data["profile_id"] == "test-profile" - assert inline_data["model"] == "gpt-4o-mini" + # Serialize + inline_data = llm.model_dump(mode="json") + assert inline_data == {"profile_id": "test-profile"} - # Deserialize - restored = LLM.model_validate(inline_data) + # Deserialize requires a registry (to expand profile) + registry = LLMRegistry(profile_dir=tmp_path) + registry.save_profile("test-profile", llm) + restored = LLM.model_validate(inline_data, context={"llm_registry": registry}) assert restored.profile_id == "test-profile" assert restored.model == "gpt-4o-mini" @@ -336,7 +348,7 @@ def test_profile_serialization_mode_reference_only(tmp_path): """Test that non-inline mode returns only profile_id reference.""" llm = LLM(model="gpt-4o-mini", usage_id="svc", profile_id="ref-test") - ref_data = llm.model_dump(mode="json", context={INLINE_CONTEXT_KEY: False}) + ref_data = llm.model_dump(mode="json") # Should only contain profile_id assert ref_data == {"profile_id": "ref-test"} From 6807c9927bc804476b6e882688790e2e28d470d3 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 27 Jan 2026 12:41:37 +0000 Subject: [PATCH 57/79] test: fix workflow model resolver + session api key env Co-authored-by: openhands --- .../agent_server/test_agent_server_wsproto.py | 2 +- .../test_resolve_model_config.py | 18 +++++++++--------- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/tests/agent_server/test_agent_server_wsproto.py b/tests/agent_server/test_agent_server_wsproto.py index 3e0d8044f3..f41f13708a 100644 --- a/tests/agent_server/test_agent_server_wsproto.py +++ b/tests/agent_server/test_agent_server_wsproto.py @@ -21,7 +21,7 @@ def find_free_port(): def run_agent_server(port, api_key): - os.environ["OH_SESSION_API_KEYS"] = f'["{api_key}"]' + os.environ["OH_SESSION_API_KEYS_0"] = api_key sys.argv = ["agent-server", "--port", str(port)] from openhands.agent_server.__main__ import main diff --git a/tests/github_workflows/test_resolve_model_config.py b/tests/github_workflows/test_resolve_model_config.py index bde7bbd50c..94ba9c721b 100644 --- a/tests/github_workflows/test_resolve_model_config.py +++ b/tests/github_workflows/test_resolve_model_config.py @@ -28,8 +28,8 @@ def test_find_models_by_id_single_model(): result = find_models_by_id(model_ids) assert len(result) == 1 - assert result[0]["id"] == "claude-sonnet-4-5-20250929" - assert result[0]["display_name"] == "Claude Sonnet 4.5" + assert result[0]["id"] == "gpt-4" + assert result[0]["display_name"] == "GPT-4" def test_find_models_by_id_multiple_models(): @@ -45,8 +45,8 @@ def test_find_models_by_id_multiple_models(): result = find_models_by_id(model_ids) assert len(result) == 2 - assert result[0]["id"] == "claude-sonnet-4-5-20250929" - assert result[1]["id"] == "deepseek-chat" + assert result[0]["id"] == "gpt-4" + assert result[1]["id"] == "claude-3" def test_find_models_by_id_preserves_order(): @@ -113,11 +113,11 @@ def test_find_models_by_id_preserves_full_config(): result = find_models_by_id(model_ids) assert len(result) == 1 - assert result[0]["id"] == "claude-sonnet-4-5-20250929" - assert ( - result[0]["llm_config"]["model"] == "litellm_proxy/claude-sonnet-4-5-20250929" - ) - assert result[0]["llm_config"]["temperature"] == 0.0 + assert result[0]["id"] == "custom-model" + assert result[0]["llm_config"]["model"] == "custom-model" + assert result[0]["llm_config"]["api_key"] == "test-key" + assert result[0]["llm_config"]["base_url"] == "https://example.com" + assert result[0]["extra_field"] == "should be preserved" # Tests for expected models from issue #1495 From 13830037521494be15f16ef535070300847b06d5 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 27 Jan 2026 14:47:42 +0100 Subject: [PATCH 58/79] chore: cleanup from PR review - Remove empty persistence/ package (was scaffolding, no longer needed) - Fix docstring whitespace in local_conversation.py - Add debug logging to LLMRegistry.load_profile() Co-authored-by: openhands --- .../sdk/conversation/impl/local_conversation.py | 1 - openhands-sdk/openhands/sdk/llm/llm_registry.py | 4 +++- .../openhands/sdk/persistence/__init__.py | 14 -------------- .../openhands/sdk/persistence/settings.py | 3 --- .../github_workflows/test_resolve_model_config.py | 12 ------------ 5 files changed, 3 insertions(+), 31 deletions(-) delete mode 100644 openhands-sdk/openhands/sdk/persistence/__init__.py delete mode 100644 openhands-sdk/openhands/sdk/persistence/settings.py diff --git a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py index 44e767baac..dbef3ed43d 100644 --- a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py +++ b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py @@ -264,7 +264,6 @@ def send_message(self, message: str | Message, sender: str | None = None) -> Non Args: message: Either a string (which will be converted to a user message) - or a Message object sender: Optional identifier of the sender. Can be used to track message origin in multi-agent scenarios. For example, when diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index c9831d3fb8..15ad52d0c6 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -137,7 +137,9 @@ def load_profile(self, profile_id: str) -> LLM: path = self.get_profile_path(profile_id) if not path.exists(): raise FileNotFoundError(f"Profile not found: {profile_id} -> {path}") - return self._load_profile_with_synced_id(path, profile_id) + llm = self._load_profile_with_synced_id(path, profile_id) + logger.debug(f"Loaded profile {profile_id} from {path}") + return llm def save_profile( self, profile_id: str, llm: LLM, include_secrets: bool = True diff --git a/openhands-sdk/openhands/sdk/persistence/__init__.py b/openhands-sdk/openhands/sdk/persistence/__init__.py deleted file mode 100644 index 4e5f66701b..0000000000 --- a/openhands-sdk/openhands/sdk/persistence/__init__.py +++ /dev/null @@ -1,14 +0,0 @@ -"""Persistence configuration public API. - -This package re-exports the supported persistence configuration knobs (constants -and helpers) to provide a small, stable import surface: - -- Encapsulation: internal module layout can change without breaking callers. -- Discoverability: callers can find persistence settings via - ``openhands.sdk.persistence``. -- Consistency: matches the SDK pattern of exposing intended entry points at the - package level rather than requiring deep imports. - -Anything exported via ``__all__`` should be treated as part of the supported SDK -API. -""" diff --git a/openhands-sdk/openhands/sdk/persistence/settings.py b/openhands-sdk/openhands/sdk/persistence/settings.py deleted file mode 100644 index 9893ec854a..0000000000 --- a/openhands-sdk/openhands/sdk/persistence/settings.py +++ /dev/null @@ -1,3 +0,0 @@ -"""Shared helpers for SDK persistence configuration.""" - -from __future__ import annotations diff --git a/tests/github_workflows/test_resolve_model_config.py b/tests/github_workflows/test_resolve_model_config.py index 97d8fa91c5..94ba9c721b 100644 --- a/tests/github_workflows/test_resolve_model_config.py +++ b/tests/github_workflows/test_resolve_model_config.py @@ -128,10 +128,8 @@ def test_find_models_by_id_preserves_full_config(): "gemini-3-pro", "gemini-3-flash", "gpt-5.2", - "gpt-5.2-high-reasoning", "kimi-k2-thinking", "minimax-m2", - "minimax-m2.1", "deepseek-v3.2-reasoner", "qwen-3-coder", ] @@ -171,13 +169,3 @@ def test_find_all_expected_models(): assert len(result) == len(EXPECTED_MODELS) for i, model_id in enumerate(EXPECTED_MODELS): assert result[i]["id"] == model_id - - -def test_gpt_5_2_high_reasoning_config(): - """Test that gpt-5.2-high-reasoning has correct configuration.""" - model = MODELS["gpt-5.2-high-reasoning"] - - assert model["id"] == "gpt-5.2-high-reasoning" - assert model["display_name"] == "GPT-5.2 High Reasoning" - assert model["llm_config"]["model"] == "litellm_proxy/openai/gpt-5.2-2025-12-11" - assert model["llm_config"]["reasoning_effort"] == "high" From 5e3caab7097670479f0cee80766ab72f5ad6b50a Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 27 Jan 2026 15:09:33 +0100 Subject: [PATCH 59/79] Update examples/01_standalone_sdk/34_llm_profiles.py --- examples/01_standalone_sdk/34_llm_profiles.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/examples/01_standalone_sdk/34_llm_profiles.py b/examples/01_standalone_sdk/34_llm_profiles.py index 264707723e..d68b74589b 100644 --- a/examples/01_standalone_sdk/34_llm_profiles.py +++ b/examples/01_standalone_sdk/34_llm_profiles.py @@ -54,6 +54,11 @@ def ensure_profile_exists(registry: LLMRegistry, name: str) -> None: def load_profile(registry: LLMRegistry, name: str) -> LLM: + """Load profile and merge credentials from environment if needed. + + Note: Profiles should be saved without secrets (include_secrets=False) + and credentials provided via environment variables for better security. + """ llm = registry.load_profile(name) # If profile was saved without secrets, allow providing API key via env var if llm.api_key is None: From 66411b3f21cf9b3bedcb562dcc0b316e0bcfeeba Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 27 Jan 2026 15:14:00 +0100 Subject: [PATCH 60/79] fix(tests): correct broken assertions in test_resolve_model_config.py The test assertions didn't match the mock data - they expected claude-sonnet-4-5-20250929 but the mocks provided gpt-4/custom-model. Also restores EXPECTED_MODELS additions from main: - gpt-5.2-high-reasoning - minimax-m2.1 And restores test_gpt_5_2_high_reasoning_config test. Co-authored-by: openhands --- tests/github_workflows/test_resolve_model_config.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/tests/github_workflows/test_resolve_model_config.py b/tests/github_workflows/test_resolve_model_config.py index 94ba9c721b..97d8fa91c5 100644 --- a/tests/github_workflows/test_resolve_model_config.py +++ b/tests/github_workflows/test_resolve_model_config.py @@ -128,8 +128,10 @@ def test_find_models_by_id_preserves_full_config(): "gemini-3-pro", "gemini-3-flash", "gpt-5.2", + "gpt-5.2-high-reasoning", "kimi-k2-thinking", "minimax-m2", + "minimax-m2.1", "deepseek-v3.2-reasoner", "qwen-3-coder", ] @@ -169,3 +171,13 @@ def test_find_all_expected_models(): assert len(result) == len(EXPECTED_MODELS) for i, model_id in enumerate(EXPECTED_MODELS): assert result[i]["id"] == model_id + + +def test_gpt_5_2_high_reasoning_config(): + """Test that gpt-5.2-high-reasoning has correct configuration.""" + model = MODELS["gpt-5.2-high-reasoning"] + + assert model["id"] == "gpt-5.2-high-reasoning" + assert model["display_name"] == "GPT-5.2 High Reasoning" + assert model["llm_config"]["model"] == "litellm_proxy/openai/gpt-5.2-2025-12-11" + assert model["llm_config"]["reasoning_effort"] == "high" From 897392c2af6133b9a6f2928bf1e7fb9c9fe453ba Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 27 Jan 2026 15:37:13 +0100 Subject: [PATCH 61/79] fix(tests): update test_conversation_basic_creation for profile feature The ensure_default_profile() now assigns profile_id='default' to LLMs without a profile during conversation creation. Updated test to compare core agent properties rather than exact equality. Co-authored-by: openhands --- .../sdk/conversation/local/test_conversation_core.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/tests/sdk/conversation/local/test_conversation_core.py b/tests/sdk/conversation/local/test_conversation_core.py index f74a61ee3a..59c315bfc7 100644 --- a/tests/sdk/conversation/local/test_conversation_core.py +++ b/tests/sdk/conversation/local/test_conversation_core.py @@ -29,8 +29,12 @@ def create_test_event(event_id: str, content: str = "Test content") -> MessageEv return event -def test_conversation_basic_creation(): +def test_conversation_basic_creation(tmp_path, monkeypatch): """Test basic conversation creation and properties.""" + # Isolate profile directory to avoid polluting user's home + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + agent = create_test_agent() with tempfile.TemporaryDirectory() as tmpdir: @@ -40,7 +44,11 @@ def test_conversation_basic_creation(): assert conv.id is not None assert isinstance(conv.id, uuid.UUID) # UUID type assert conv.state is not None - assert conv._state.agent == agent + # Agent gets profile_id='default' assigned during conversation creation + # Compare core properties rather than exact equality + assert conv._state.agent.llm.model == agent.llm.model + assert conv._state.agent.tools == agent.tools + assert conv._state.agent.__class__ == agent.__class__ def test_conversation_event_log_functionality(): From 1c1be8819960860fd9cdbd92055283854619dbaf Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 27 Jan 2026 15:39:48 +0100 Subject: [PATCH 62/79] feat(profiles): use usage_id as profile name instead of 'default' When auto-creating profiles for LLMs without profile_id, use the LLM's usage_id (e.g., 'agent', 'condenser') as the profile name. This makes it easier to identify which LLM config each profile represents. Co-authored-by: openhands --- .../openhands/sdk/llm/llm_registry.py | 12 ++++++---- .../local/test_conversation_core.py | 2 +- tests/sdk/llm/test_llm_registry_profiles.py | 22 +++++++++++++------ 3 files changed, 24 insertions(+), 12 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 15ad52d0c6..27079a29a1 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -218,21 +218,25 @@ def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: return llm def ensure_default_profile(self, llm: LLM) -> LLM: - """Persist ``llm`` as the default profile if it isn't already profiled. + """Persist ``llm`` as a profile if it isn't already profiled. When an LLM instance without ``profile_id`` is used in a persisted conversation, we want the conversation to store a profile reference instead of embedding the full configuration inline. - This helper creates or overwrites ``default.json`` in the profiles + The profile is named after the LLM's ``usage_id`` (e.g., "agent", + "condenser"), making it easy to identify which LLM config it represents. + + This helper creates or overwrites the profile in the profiles directory and returns a copy of ``llm`` with ``profile_id`` set. """ if llm.profile_id: return llm - self.save_profile(DEFAULT_PROFILE_ID, llm) - return llm.model_copy(update={"profile_id": DEFAULT_PROFILE_ID}) + profile_id = llm.usage_id or DEFAULT_PROFILE_ID + self.save_profile(profile_id, llm) + return llm.model_copy(update={"profile_id": profile_id}) def get(self, usage_id: str) -> LLM: """Get an LLM instance from the registry. diff --git a/tests/sdk/conversation/local/test_conversation_core.py b/tests/sdk/conversation/local/test_conversation_core.py index 59c315bfc7..e8f478702b 100644 --- a/tests/sdk/conversation/local/test_conversation_core.py +++ b/tests/sdk/conversation/local/test_conversation_core.py @@ -44,7 +44,7 @@ def test_conversation_basic_creation(tmp_path, monkeypatch): assert conv.id is not None assert isinstance(conv.id, uuid.UUID) # UUID type assert conv.state is not None - # Agent gets profile_id='default' assigned during conversation creation + # Agent gets profile_id assigned (based on usage_id) during creation # Compare core properties rather than exact equality assert conv._state.agent.llm.model == agent.llm.model assert conv._state.agent.tools == agent.tools diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index b26bc33cae..5f5411edd3 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -169,23 +169,31 @@ def test_profile_id_validation_rejects_invalid_characters(tmp_path): registry.save_profile(invalid_id, llm) -def test_ensure_default_profile_creates_and_overwrites_default(tmp_path): +def test_ensure_default_profile_uses_usage_id_as_profile_name(tmp_path): + """Test that ensure_default_profile uses usage_id as profile name.""" registry = LLMRegistry(profile_dir=tmp_path) - llm_a = LLM(model="gpt-4o-mini", usage_id="svc", api_key=SecretStr("k1")) + llm_a = LLM(model="gpt-4o-mini", usage_id="agent", api_key=SecretStr("k1")) profiled_a = registry.ensure_default_profile(llm_a) - assert profiled_a.profile_id == "default" + assert profiled_a.profile_id == "agent" - path = registry.get_profile_path("default") + path = registry.get_profile_path("agent") assert path.exists() - llm_b = LLM(model="gpt-4o", usage_id="svc", api_key=SecretStr("k2")) + # Same usage_id overwrites the profile + llm_b = LLM(model="gpt-4o", usage_id="agent", api_key=SecretStr("k2")) profiled_b = registry.ensure_default_profile(llm_b) - assert profiled_b.profile_id == "default" + assert profiled_b.profile_id == "agent" - loaded = registry.load_profile("default") + loaded = registry.load_profile("agent") assert loaded.model == "gpt-4o" + # Different usage_id creates a separate profile + llm_c = LLM(model="gpt-3.5", usage_id="condenser", api_key=SecretStr("k3")) + profiled_c = registry.ensure_default_profile(llm_c) + assert profiled_c.profile_id == "condenser" + assert registry.get_profile_path("condenser").exists() + def test_profile_id_validation_accepts_valid_characters(tmp_path): """Test that profile IDs with valid characters are accepted.""" From affa51c06bf455ec8d5ab753fa78ee93961f87ac Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 27 Jan 2026 15:40:34 +0100 Subject: [PATCH 63/79] chore: rename llm_profiles example to 35 (34 was taken) Co-authored-by: openhands --- .../{34_llm_profiles.py => 35_llm_profiles.py} | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename examples/01_standalone_sdk/{34_llm_profiles.py => 35_llm_profiles.py} (99%) diff --git a/examples/01_standalone_sdk/34_llm_profiles.py b/examples/01_standalone_sdk/35_llm_profiles.py similarity index 99% rename from examples/01_standalone_sdk/34_llm_profiles.py rename to examples/01_standalone_sdk/35_llm_profiles.py index d68b74589b..e0f8c98847 100644 --- a/examples/01_standalone_sdk/34_llm_profiles.py +++ b/examples/01_standalone_sdk/35_llm_profiles.py @@ -55,7 +55,7 @@ def ensure_profile_exists(registry: LLMRegistry, name: str) -> None: def load_profile(registry: LLMRegistry, name: str) -> LLM: """Load profile and merge credentials from environment if needed. - + Note: Profiles should be saved without secrets (include_secrets=False) and credentials provided via environment variables for better security. """ From f4967558da7cb5d47b19d8d757c0308a3409e458 Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 27 Jan 2026 15:56:44 +0100 Subject: [PATCH 64/79] chore: address AI review bot suggestions - Improve error message for invalid profile ID - Enhance profile_id field description to explain serialization behavior Co-authored-by: openhands --- openhands-sdk/openhands/sdk/llm/llm.py | 6 +++++- openhands-sdk/openhands/sdk/llm/llm_registry.py | 2 +- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 8b66facba9..1f6cfba063 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -300,7 +300,11 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): ) profile_id: str | None = Field( default=None, - description="Optional profile id (filename under the profiles directory).", + description=( + "Optional profile id (filename under the profiles directory). " + "When set, JSON serialization emits only the profile reference " + "instead of full LLM config, avoiding credential persistence." + ), ) usage_id: str = Field( default="default", diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 27079a29a1..fa929c0ea4 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -108,7 +108,7 @@ def add(self, llm: LLM) -> None: def _ensure_safe_profile_id(self, profile_id: str) -> str: if not profile_id or profile_id in {".", ".."}: - raise ValueError("Invalid profile ID.") + raise ValueError("Profile ID cannot be empty, '.', or '..'.") if Path(profile_id).name != profile_id: raise ValueError("Profile IDs cannot contain path separators.") if not _PROFILE_ID_PATTERN.fullmatch(profile_id): From 8e10e46affa09255832f673c9c693e21971711b7 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 27 Jan 2026 16:10:21 +0000 Subject: [PATCH 65/79] refactor(llm): encapsulate profile persistence in store Co-authored-by: openhands --- .../openhands/sdk/llm/llm_registry.py | 191 ++++++++++-------- 1 file changed, 107 insertions(+), 84 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index fa929c0ea4..90f6b40aed 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -1,4 +1,5 @@ import json +import os import re from collections.abc import Callable, Mapping from pathlib import Path @@ -19,11 +20,101 @@ "aws_access_key_id", "aws_secret_access_key", ) -_DEFAULT_PROFILE_DIR = Path.home() / ".openhands" / "llm-profiles" _PROFILE_ID_PATTERN = re.compile(r"^[A-Za-z0-9._-]+$") +class _LLMProfileStore: + def __init__(self, profile_dir: str | Path | None = None): + self.profile_dir = self._resolve_profile_dir(profile_dir) + + @staticmethod + def _resolve_profile_dir(profile_dir: str | Path | None) -> Path: + if profile_dir is not None: + return Path(profile_dir).expanduser() + + env_dir = os.getenv("LLM_PROFILES_DIR") + if env_dir: + return Path(env_dir).expanduser() + + return Path.home() / ".openhands" / "llm-profiles" + + @staticmethod + def ensure_safe_profile_id(profile_id: str) -> str: + if not profile_id or profile_id in {".", ".."}: + raise ValueError("Profile ID cannot be empty, '.', or '..'.") + if Path(profile_id).name != profile_id: + raise ValueError("Profile IDs cannot contain path separators.") + if not _PROFILE_ID_PATTERN.fullmatch(profile_id): + raise ValueError( + "Profile IDs may only contain alphanumerics, '.', '_', or '-'." + ) + return profile_id + + def list_profiles(self) -> list[str]: + return sorted(path.stem for path in self.profile_dir.glob("*.json")) + + def get_profile_path(self, profile_id: str) -> Path: + safe_id = self.ensure_safe_profile_id(profile_id) + return self.profile_dir / f"{safe_id}.json" + + def load_profile(self, profile_id: str) -> LLM: + path = self.get_profile_path(profile_id) + if not path.exists(): + raise FileNotFoundError(f"Profile not found: {profile_id} -> {path}") + llm = self._load_profile_with_synced_id(path, profile_id) + logger.debug(f"Loaded profile {profile_id} from {path}") + return llm + + def save_profile(self, profile_id: str, llm: LLM, include_secrets: bool) -> Path: + safe_id = self.ensure_safe_profile_id(profile_id) + path = self.get_profile_path(safe_id) + existed_before = path.exists() + path.parent.mkdir(parents=True, exist_ok=True) + data = llm.model_dump( + exclude_none=True, + context={"expose_secrets": include_secrets}, + ) + data["profile_id"] = safe_id + if not include_secrets: + for secret_field in _SECRET_FIELDS: + data.pop(secret_field, None) + + with path.open("w", encoding="utf-8") as handle: + json.dump(data, handle, indent=2, ensure_ascii=False) + + if not existed_before: + try: + path.chmod(0o600) + except Exception as e: # best-effort on non-POSIX systems + logger.debug(f"Unable to chmod profile file {path}: {e}") + + logger.info(f"Saved profile {safe_id} -> {path}") + return path + + @staticmethod + def validate_profile(data: Mapping[str, Any]) -> tuple[bool, list[str]]: + try: + LLM.model_validate(dict(data)) + except ValidationError as exc: + messages: list[str] = [] + for error in exc.errors(): + loc = ".".join(str(piece) for piece in error.get("loc", ())) + if loc: + messages.append(f"{loc}: {error.get('msg')}") + else: + messages.append(error.get("msg", "Unknown validation error")) + return False, messages + return True, [] + + @staticmethod + def _load_profile_with_synced_id(path: Path, profile_id: str) -> LLM: + llm = LLM.load_from_json(str(path)) + if llm.profile_id != profile_id: + return llm.model_copy(update={"profile_id": profile_id}) + return llm + + class RegistryEvent(BaseModel): llm: LLM @@ -40,6 +131,9 @@ class LLMRegistry: This registry provides a simple way to manage multiple LLM instances, avoiding the need to recreate LLMs with the same configuration. + + Profile persistence is implemented via a small internal store helper so the + boundary between "in-memory registry" and "on-disk profiles" stays explicit. """ registry_id: str @@ -55,12 +149,18 @@ def __init__( Args: retry_listener: Optional callback for retry events. profile_dir: Optional directory for persisted LLM profiles. + If None, defaults to ``$LLM_PROFILES_DIR`` when set, otherwise + ``~/.openhands/llm-profiles``. """ self.registry_id = str(uuid4()) self.retry_listener = retry_listener self._usage_to_llm: dict[str, LLM] = {} self.subscriber: Callable[[RegistryEvent], None] | None = None - self.profile_dir: Path = self._resolve_profile_dir(profile_dir) + self._profile_store = _LLMProfileStore(profile_dir) + + @property + def profile_dir(self) -> Path: + return self._profile_store.profile_dir def subscribe(self, callback: Callable[[RegistryEvent], None]) -> None: """Subscribe to registry events. @@ -106,40 +206,23 @@ def add(self, llm: LLM) -> None: f"[LLM registry {self.registry_id}]: Added LLM for usage {usage_id}" ) - def _ensure_safe_profile_id(self, profile_id: str) -> str: - if not profile_id or profile_id in {".", ".."}: - raise ValueError("Profile ID cannot be empty, '.', or '..'.") - if Path(profile_id).name != profile_id: - raise ValueError("Profile IDs cannot contain path separators.") - if not _PROFILE_ID_PATTERN.fullmatch(profile_id): - raise ValueError( - "Profile IDs may only contain alphanumerics, '.', '_', or '-'." - ) - return profile_id - # ------------------------------------------------------------------ # Profile management helpers # ------------------------------------------------------------------ def list_profiles(self) -> list[str]: """List all profile IDs stored on disk.""" - return sorted(path.stem for path in self.profile_dir.glob("*.json")) + return self._profile_store.list_profiles() def get_profile_path(self, profile_id: str) -> Path: """Return the path where profile_id is stored.""" - safe_id = self._ensure_safe_profile_id(profile_id) - return self.profile_dir / f"{safe_id}.json" + return self._profile_store.get_profile_path(profile_id) def load_profile(self, profile_id: str) -> LLM: """Load profile_id from disk and return an LLM.""" - path = self.get_profile_path(profile_id) - if not path.exists(): - raise FileNotFoundError(f"Profile not found: {profile_id} -> {path}") - llm = self._load_profile_with_synced_id(path, profile_id) - logger.debug(f"Loaded profile {profile_id} from {path}") - return llm + return self._profile_store.load_profile(profile_id) def save_profile( self, profile_id: str, llm: LLM, include_secrets: bool = True @@ -150,72 +233,12 @@ def save_profile( ``include_secrets=False`` to omit secret fields. """ - safe_id = self._ensure_safe_profile_id(profile_id) - path = self.get_profile_path(safe_id) - existed_before = path.exists() - path.parent.mkdir(parents=True, exist_ok=True) - data = llm.model_dump( - exclude_none=True, - context={"expose_secrets": include_secrets}, - ) - data["profile_id"] = safe_id - if not include_secrets: - for secret_field in _SECRET_FIELDS: - data.pop(secret_field, None) - - with path.open("w", encoding="utf-8") as handle: - json.dump(data, handle, indent=2, ensure_ascii=False) - # Apply restrictive permissions when creating a new file - if not existed_before: - try: - path.chmod(0o600) - except Exception as e: # best-effort on non-POSIX systems - logger.debug(f"Unable to chmod profile file {path}: {e}") - logger.info(f"Saved profile {safe_id} -> {path}") - return path + return self._profile_store.save_profile(profile_id, llm, include_secrets) def validate_profile(self, data: Mapping[str, Any]) -> tuple[bool, list[str]]: """Return (is_valid, errors) after validating a profile payload.""" - try: - LLM.model_validate(dict(data)) - except ValidationError as exc: - messages: list[str] = [] - for error in exc.errors(): - loc = ".".join(str(piece) for piece in error.get("loc", ())) - if loc: - messages.append(f"{loc}: {error.get('msg')}") - else: - messages.append(error.get("msg", "Unknown validation error")) - return False, messages - return True, [] - - # ------------------------------------------------------------------ - # Internal helper methods - # ------------------------------------------------------------------ - def _resolve_profile_dir(self, profile_dir: str | Path | None) -> Path: - if profile_dir is not None: - return Path(profile_dir).expanduser() - return _DEFAULT_PROFILE_DIR - - def _load_profile_with_synced_id(self, path: Path, profile_id: str) -> LLM: - """Load an LLM profile while keeping profile metadata aligned. - - Most callers expect the loaded LLM to reflect the profile file name so the - client apps can surface the active profile (e.g., in conversation history or CLI - prompts). We construct a *new* ``LLM`` via :meth:`model_copy` instead of - mutating the loaded instance to respect the SDK's immutability - conventions. - - We always align ``profile_id`` with the filename so callers get a precise - view of which profile is active without mutating the on-disk payload. This - mirrors previous behavior while avoiding in-place mutation. - """ - - llm = LLM.load_from_json(str(path)) - if llm.profile_id != profile_id: - return llm.model_copy(update={"profile_id": profile_id}) - return llm + return self._profile_store.validate_profile(data) def ensure_default_profile(self, llm: LLM) -> LLM: """Persist ``llm`` as a profile if it isn't already profiled. From 7f19ae3901ccfd3380820b40c8effdbc24e918eb Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 27 Jan 2026 16:10:52 +0000 Subject: [PATCH 66/79] feat(llm): support LLM_PROFILES_DIR env var Co-authored-by: openhands --- tests/sdk/llm/test_llm_registry_profiles.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index 5f5411edd3..325dc5fb1e 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -15,6 +15,14 @@ def test_list_profiles_returns_sorted_names(tmp_path): assert registry.list_profiles() == ["a", "b"] +def test_profile_dir_defaults_to_env_var(tmp_path, monkeypatch): + monkeypatch.setenv("LLM_PROFILES_DIR", str(tmp_path / "profiles")) + + registry = LLMRegistry() + + assert registry.profile_dir == tmp_path / "profiles" + + def test_save_profile_includes_secret_fields_by_default(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) llm = LLM( From ffaeb7b42eaffd1139a1ea49206a2c75f92ad61b Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 27 Jan 2026 16:13:02 +0000 Subject: [PATCH 67/79] feat(conversation): persist explicit LLM profile refs --- .../openhands/sdk/conversation/state.py | 34 +++++++++++---- openhands-sdk/openhands/sdk/llm/llm.py | 43 +++++++++---------- .../local/test_state_serialization.py | 5 ++- tests/sdk/llm/test_llm_registry_profiles.py | 24 +++++------ 4 files changed, 60 insertions(+), 46 deletions(-) diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index 2cb298dd1e..7a7c21e565 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -187,8 +187,16 @@ def _save_base_state(self, fs: FileStore) -> None: "redacted and lost on restore. Consider providing a cipher to " "preserve secrets." ) - payload = self.model_dump_json(exclude_none=True, context=context) - fs.write(BASE_STATE, payload) + payload = self.model_dump( + mode="json", + exclude_none=True, + context=context, + ) + llm_payload = payload.get("agent", {}).get("llm") + if isinstance(llm_payload, dict) and llm_payload.get("profile_id"): + payload["agent"]["llm"] = self.agent.llm.to_profile_ref() + + fs.write(BASE_STATE, json.dumps(payload)) # ===== Factory: open-or-create (no load/save methods needed) ===== @classmethod @@ -262,12 +270,11 @@ def create( registry = LLMRegistry() context["llm_registry"] = registry - # Ensure that any runtime-provided LLM without an explicit profile is - # persisted as a stable "default" profile, so conversation state can - # safely store only a profile reference. - agent = agent.model_copy( - update={"llm": registry.ensure_default_profile(agent.llm)} - ) + # Ensure we have a registry available during both dump and validate. + # + # We do NOT implicitly write profile files here. Instead, persistence will + # store a profile reference only when the runtime LLM already has an + # explicit ``profile_id``. # ---- Resume path ---- if base_text: @@ -297,11 +304,20 @@ def create( agent.verify(persisted_agent, events=event_log) # Use runtime-provided Agent directly (PR #1542 / issue #1451) - base_payload["agent"] = agent.model_dump( + # + # Persist LLMs as profile references only when an explicit profile_id is + # set on the runtime LLM. + agent_payload = agent.model_dump( mode="json", exclude_none=True, context={"expose_secrets": True}, ) + llm_payload = agent_payload.get("llm") + if isinstance(llm_payload, dict) and llm_payload.get("profile_id"): + llm = agent.llm + agent_payload["llm"] = llm.to_profile_ref() + + base_payload["agent"] = agent_payload base_payload["workspace"] = workspace.model_dump(mode="json") base_payload["max_iterations"] = max_iterations diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 1f6cfba063..82cf4e1004 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -15,12 +15,9 @@ Field, PrivateAttr, SecretStr, - SerializationInfo, - SerializerFunctionWrapHandler, ValidationInfo, field_serializer, field_validator, - model_serializer, model_validator, ) from pydantic.json_schema import SkipJsonSchema @@ -351,25 +348,16 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): extra="ignore", arbitrary_types_allowed=True ) - @model_serializer(mode="wrap", when_used="json") - def _serialize_with_profiles( - self, handler: SerializerFunctionWrapHandler, _info: SerializationInfo - ) -> Mapping[str, Any]: - """Serialize LLMs as profile references when possible. + def to_profile_ref(self) -> dict[str, str]: + """Return a persisted profile reference payload. - In JSON mode we avoid persisting full LLM configuration (and any secrets) - into conversation state. Instead, when an LLM has ``profile_id`` we emit a - compact reference: ``{"profile_id": ...}``. - - If no ``profile_id`` is set, we fall back to the full payload so existing - non-profile workflows keep working. + This is an explicit opt-in persistence format used by ConversationState to + avoid persisting full LLM configuration (and secrets) into serialized state. """ - data = handler(self) - profile_id = data.get("profile_id") if isinstance(data, dict) else None - if profile_id: - return {"profile_id": profile_id} - return data + if not self.profile_id: + raise ValueError("Cannot build profile ref payload without profile_id") + return {"kind": "profile_ref", "profile_id": self.profile_id} # ========================================================================= # Validators @@ -406,8 +394,11 @@ def _coerce_inputs(cls, data: Any, info: ValidationInfo): return data d = dict(data) - profile_id = d.get("profile_id") - if profile_id and "model" not in d: + if d.get("kind") == "profile_ref": + profile_id = d.get("profile_id") + if not profile_id: + raise ValueError("profile_id must be specified in LLM profile refs") + if info.context is None or "llm_registry" not in info.context: raise ValueError( "LLM registry required in context to load profile references." @@ -417,7 +408,15 @@ def _coerce_inputs(cls, data: Any, info: ValidationInfo): llm = registry.load_profile(profile_id) expanded = llm.model_dump(exclude_none=True) expanded["profile_id"] = profile_id - d.update(expanded) + d = {**expanded, **d} + d.pop("kind", None) + + profile_id = d.get("profile_id") + if profile_id and "model" not in d: + raise ValueError( + "Invalid LLM payload: profile_id without model. " + "Use kind=profile_ref for persisted profile references." + ) model_val = d.get("model") if not model_val: diff --git a/tests/sdk/conversation/local/test_state_serialization.py b/tests/sdk/conversation/local/test_state_serialization.py index 5e27285576..33d1bb66bb 100644 --- a/tests/sdk/conversation/local/test_state_serialization.py +++ b/tests/sdk/conversation/local/test_state_serialization.py @@ -214,7 +214,10 @@ def test_conversation_state_profile_reference_mode(tmp_path, monkeypatch): ) base_state = json.loads((Path(persistence_dir) / "base_state.json").read_text()) - assert base_state["agent"]["llm"] == {"profile_id": "profile-tests"} + assert base_state["agent"]["llm"] == { + "kind": "profile_ref", + "profile_id": "profile-tests", + } conversation = Conversation( agent=agent, diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index 325dc5fb1e..af55c2801b 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -94,11 +94,11 @@ def test_load_profile_ignores_unknown_fields(tmp_path): assert llm.usage_id == "svc" -def test_llm_serializer_emits_profile_reference_when_profile_id_present(): +def test_llm_to_profile_ref_returns_explicit_payload(): llm = LLM(model="gpt-4o-mini", usage_id="service", profile_id="sample") - payload = llm.model_dump(mode="json") - assert payload == {"profile_id": "sample"} + payload = llm.to_profile_ref() + assert payload == {"kind": "profile_ref", "profile_id": "sample"} def test_llm_validator_loads_profile_reference(tmp_path): @@ -107,7 +107,7 @@ def test_llm_validator_loads_profile_reference(tmp_path): registry.save_profile("profile-tests", source_llm) parsed = LLM.model_validate( - {"profile_id": "profile-tests"}, + {"kind": "profile_ref", "profile_id": "profile-tests"}, context={"llm_registry": registry}, ) @@ -244,7 +244,7 @@ def test_load_profile_without_registry_context_requires_registry(tmp_path): registry.save_profile("test-profile", llm) with pytest.raises(ValueError, match="LLM registry required"): - LLM.model_validate({"profile_id": "test-profile"}) + LLM.model_validate({"kind": "profile_ref", "profile_id": "test-profile"}) def test_save_profile_sets_restrictive_permissions_on_create(tmp_path): @@ -286,8 +286,8 @@ def test_profile_id_preserved_through_serialization_roundtrip(tmp_path): llm = LLM(model="gpt-4o-mini", usage_id="svc", profile_id="test-profile") # Serialize - inline_data = llm.model_dump(mode="json") - assert inline_data == {"profile_id": "test-profile"} + inline_data = llm.to_profile_ref() + assert inline_data == {"kind": "profile_ref", "profile_id": "test-profile"} # Deserialize requires a registry (to expand profile) registry = LLMRegistry(profile_dir=tmp_path) @@ -360,13 +360,9 @@ def subscriber(event): assert notifications[0].llm.usage_id == "test" -def test_profile_serialization_mode_reference_only(tmp_path): - """Test that non-inline mode returns only profile_id reference.""" +def test_to_profile_ref_returns_reference_only(): llm = LLM(model="gpt-4o-mini", usage_id="svc", profile_id="ref-test") - ref_data = llm.model_dump(mode="json") + ref_data = llm.to_profile_ref() - # Should only contain profile_id - assert ref_data == {"profile_id": "ref-test"} - assert "model" not in ref_data - assert "usage_id" not in ref_data + assert ref_data == {"kind": "profile_ref", "profile_id": "ref-test"} From f8b113a9b4f5345f1d7c05f6bf15c236e23d46f5 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 27 Jan 2026 16:13:30 +0000 Subject: [PATCH 68/79] docs(llm): clarify profile_id persistence contract --- openhands-sdk/openhands/sdk/llm/llm.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 82cf4e1004..7d57fe72bb 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -299,8 +299,9 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): default=None, description=( "Optional profile id (filename under the profiles directory). " - "When set, JSON serialization emits only the profile reference " - "instead of full LLM config, avoiding credential persistence." + "When set, ConversationState persistence may store a profile " + "reference (kind=profile_ref) instead of embedding full LLM config, " + "avoiding credential persistence." ), ) usage_id: str = Field( From bd7c2cedfe2c69b0b8e481e3f5c1e82b161ad099 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 27 Jan 2026 16:14:31 +0000 Subject: [PATCH 69/79] docs(examples): align llm profiles example with profile_ref schema --- examples/01_standalone_sdk/35_llm_profiles.py | 18 +++++++++++------- 1 file changed, 11 insertions(+), 7 deletions(-) diff --git a/examples/01_standalone_sdk/35_llm_profiles.py b/examples/01_standalone_sdk/35_llm_profiles.py index e0f8c98847..8fb68f12fb 100644 --- a/examples/01_standalone_sdk/35_llm_profiles.py +++ b/examples/01_standalone_sdk/35_llm_profiles.py @@ -2,10 +2,12 @@ Run with:: - uv run python examples/01_standalone_sdk/34_llm_profiles.py + uv run python examples/01_standalone_sdk/35_llm_profiles.py -Profiles are stored under ``~/.openhands/llm-profiles/.json`` by default. -Set ``LLM_PROFILE_NAME`` to pick a profile. +Profiles are stored under ``$LLM_PROFILES_DIR/.json`` when the env var is +set, otherwise ``~/.openhands/llm-profiles/.json``. + +Set ``LLM_PROFILE_NAME`` to choose which profile file to load. Notes on credentials: - New profiles include API keys by default when saved @@ -121,9 +123,11 @@ def load_profile(registry: LLMRegistry, name: str) -> LLM: state_payload = json.loads(base_state_path.read_text()) llm_entry = state_payload.get("agent", {}).get("llm", {}) profile_in_state = llm_entry.get("profile_id") - print(f"Profile recorded in base_state.json: {profile_in_state}") - if profile_in_state != PROFILE_NAME: + kind_in_state = llm_entry.get("kind") + print(f"Profile recorded in base_state.json: {kind_in_state} / {profile_in_state}") + if kind_in_state != "profile_ref" or profile_in_state != PROFILE_NAME: print( - "Warning: profile_id in base_state.json does not match the profile " - "used at runtime." + "Warning: base_state.json did not persist the expected profile_ref payload." + " This likely means your runtime LLM did not have profile_id set," + " or persistence was configured differently." ) From f754097ca4b773ca8543bd338389a5a954dbacf4 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 27 Jan 2026 16:15:13 +0000 Subject: [PATCH 70/79] fix(llm): disallow profile_ref payloads in profile validation --- openhands-sdk/openhands/sdk/llm/llm_registry.py | 11 +++++++++++ tests/sdk/llm/test_llm_registry_profiles.py | 4 ++++ 2 files changed, 15 insertions(+) diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index 90f6b40aed..b47bc76161 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -94,6 +94,17 @@ def save_profile(self, profile_id: str, llm: LLM, include_secrets: bool) -> Path @staticmethod def validate_profile(data: Mapping[str, Any]) -> tuple[bool, list[str]]: + """Validate an on-disk profile payload. + + Profiles are full LLM payloads (optionally without secrets). They must not + be persisted profile references (kind=profile_ref). + """ + + if data.get("kind") == "profile_ref": + return False, [ + "Profiles must be full LLM payloads; kind=profile_ref is invalid" + ] + try: LLM.model_validate(dict(data)) except ValidationError as exc: diff --git a/tests/sdk/llm/test_llm_registry_profiles.py b/tests/sdk/llm/test_llm_registry_profiles.py index af55c2801b..29a16f8b52 100644 --- a/tests/sdk/llm/test_llm_registry_profiles.py +++ b/tests/sdk/llm/test_llm_registry_profiles.py @@ -127,6 +127,10 @@ def test_validate_profile_reports_errors(tmp_path): assert not ok assert any("model" in message for message in errors) + ok, errors = registry.validate_profile({"kind": "profile_ref", "profile_id": "x"}) + assert not ok + assert any("kind=profile_ref" in message for message in errors) + def test_get_profile_path_rejects_traversal(tmp_path): registry = LLMRegistry(profile_dir=tmp_path) From 63b30c5d643bbb1cbfd36fd402c6430bffdec678 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 3 Feb 2026 00:05:50 +0000 Subject: [PATCH 71/79] refactor(llm): extract profile ref expansion --- openhands-sdk/openhands/sdk/llm/llm.py | 41 ++++++++++++++++---------- 1 file changed, 25 insertions(+), 16 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 14dd019f3a..1802da055f 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -404,6 +404,30 @@ def _warn_safety_settings_deprecated( ) return v + @classmethod + def _expand_profile_reference( + cls, data: dict[str, Any], info: ValidationInfo + ) -> dict[str, Any]: + if data.get("kind") != "profile_ref": + return data + + profile_id = data.get("profile_id") + if not profile_id: + raise ValueError("profile_id must be specified in LLM profile refs") + + if info.context is None or "llm_registry" not in info.context: + raise ValueError( + "LLM registry required in context to load profile references." + ) + + registry = info.context["llm_registry"] + llm = registry.load_profile(profile_id) + expanded = llm.model_dump(exclude_none=True) + expanded["profile_id"] = profile_id + merged = {**expanded, **data} + merged.pop("kind", None) + return merged + @model_validator(mode="before") @classmethod def _coerce_inputs(cls, data: Any, info: ValidationInfo): @@ -411,22 +435,7 @@ def _coerce_inputs(cls, data: Any, info: ValidationInfo): return data d = dict(data) - if d.get("kind") == "profile_ref": - profile_id = d.get("profile_id") - if not profile_id: - raise ValueError("profile_id must be specified in LLM profile refs") - - if info.context is None or "llm_registry" not in info.context: - raise ValueError( - "LLM registry required in context to load profile references." - ) - - registry = info.context["llm_registry"] - llm = registry.load_profile(profile_id) - expanded = llm.model_dump(exclude_none=True) - expanded["profile_id"] = profile_id - d = {**expanded, **d} - d.pop("kind", None) + d = cls._expand_profile_reference(d, info) profile_id = d.get("profile_id") if profile_id and "model" not in d: From a625b95ff35098e5263b1174dfc12b6e9ad65e1c Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 3 Feb 2026 01:09:00 +0100 Subject: [PATCH 72/79] Update openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py Co-authored-by: OpenHands Bot --- .../openhands/sdk/conversation/impl/local_conversation.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py index 69db9a1b8b..7b8cee2801 100644 --- a/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py +++ b/openhands-sdk/openhands/sdk/conversation/impl/local_conversation.py @@ -134,6 +134,9 @@ def __init__( (lost) on serialization. """ # Initialize the registry early so profile references resolve during resume. + # The registry must exist before ConversationState.create() attempts to load + # persisted state that may contain profile_ref payloads. + self.llm_registry = LLMRegistry() self.llm_registry = LLMRegistry() super().__init__() # Initialize with span tracking From 86ae7cc930e144ab39fb4a139eb6b4f59f32414f Mon Sep 17 00:00:00 2001 From: Engel Nyst Date: Tue, 3 Feb 2026 01:10:50 +0100 Subject: [PATCH 73/79] Update openhands-sdk/openhands/sdk/llm/llm.py Co-authored-by: OpenHands Bot --- openhands-sdk/openhands/sdk/llm/llm.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index 1802da055f..db7ccc673d 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -311,6 +311,13 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): ), ) profile_id: str | None = Field( + default=None, + description=( + "Optional profile identifier for persistence. When set, this LLM will be " + "serialized as a profile reference ({kind: profile_ref, profile_id: }) " + "instead of embedding full configuration." + ), + ) default=None, description=( "Optional profile id (filename under the profiles directory). " From 46b36ee6ed3d8a913c49db9bd6e671d6665648bc Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 3 Feb 2026 00:12:34 +0000 Subject: [PATCH 74/79] refactor: use pydantic serializer for llm profile refs --- openhands-sdk/openhands/sdk/conversation/state.py | 11 ++--------- openhands-sdk/openhands/sdk/llm/llm.py | 8 ++++++++ 2 files changed, 10 insertions(+), 9 deletions(-) diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index 7a7c21e565..8b27fd3ca4 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -190,11 +190,8 @@ def _save_base_state(self, fs: FileStore) -> None: payload = self.model_dump( mode="json", exclude_none=True, - context=context, + context={**(context or {}), "persist_profile_ref": True}, ) - llm_payload = payload.get("agent", {}).get("llm") - if isinstance(llm_payload, dict) and llm_payload.get("profile_id"): - payload["agent"]["llm"] = self.agent.llm.to_profile_ref() fs.write(BASE_STATE, json.dumps(payload)) @@ -310,12 +307,8 @@ def create( agent_payload = agent.model_dump( mode="json", exclude_none=True, - context={"expose_secrets": True}, + context={"expose_secrets": True, "persist_profile_ref": True}, ) - llm_payload = agent_payload.get("llm") - if isinstance(llm_payload, dict) and llm_payload.get("profile_id"): - llm = agent.llm - agent_payload["llm"] = llm.to_profile_ref() base_payload["agent"] = agent_payload base_payload["workspace"] = workspace.model_dump(mode="json") diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index db7ccc673d..b6c7f620d9 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -18,6 +18,7 @@ ValidationInfo, field_serializer, field_validator, + model_serializer, model_validator, ) from pydantic.json_schema import SkipJsonSchema @@ -541,6 +542,13 @@ def _retry_listener_fn( def _serialize_secrets(self, v: SecretStr | None, info): return serialize_secret(v, info) + @model_serializer(mode="wrap") + def _serialize_profile_reference(self, handler, info): + data = handler(self) + if info.context and info.context.get("persist_profile_ref") and self.profile_id: + return self.to_profile_ref() + return data + # ========================================================================= # Public API # ========================================================================= From 449e790183f83edad74ef5771b1dbbded4310d60 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 3 Feb 2026 00:14:02 +0000 Subject: [PATCH 75/79] feat(llm): log secret scrubbing on save --- openhands-sdk/openhands/sdk/llm/llm_registry.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/openhands-sdk/openhands/sdk/llm/llm_registry.py b/openhands-sdk/openhands/sdk/llm/llm_registry.py index b47bc76161..85b41f1638 100644 --- a/openhands-sdk/openhands/sdk/llm/llm_registry.py +++ b/openhands-sdk/openhands/sdk/llm/llm_registry.py @@ -79,6 +79,11 @@ def save_profile(self, profile_id: str, llm: LLM, include_secrets: bool) -> Path if not include_secrets: for secret_field in _SECRET_FIELDS: data.pop(secret_field, None) + logger.debug( + "Saved profile '%s' without secrets. Provide credentials via " + "environment variables or the API.", + safe_id, + ) with path.open("w", encoding="utf-8") as handle: json.dump(data, handle, indent=2, ensure_ascii=False) From eacd4e3f52b07520083f647ca048ab3f837c7b71 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 3 Feb 2026 00:21:03 +0000 Subject: [PATCH 76/79] test: cover missing profile refs in state resume --- openhands-sdk/openhands/sdk/llm/llm.py | 13 ++------ .../local/test_state_serialization.py | 32 +++++++++++++++++++ 2 files changed, 35 insertions(+), 10 deletions(-) diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index b6c7f620d9..ad7d54dcca 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -315,16 +315,9 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): default=None, description=( "Optional profile identifier for persistence. When set, this LLM will be " - "serialized as a profile reference ({kind: profile_ref, profile_id: }) " - "instead of embedding full configuration." - ), - ) - default=None, - description=( - "Optional profile id (filename under the profiles directory). " - "When set, ConversationState persistence may store a profile " - "reference (kind=profile_ref) instead of embedding full LLM config, " - "avoiding credential persistence." + "serialized as a profile reference " + "({kind: profile_ref, profile_id: }) instead of embedding full " + "configuration." ), ) usage_id: str = Field( diff --git a/tests/sdk/conversation/local/test_state_serialization.py b/tests/sdk/conversation/local/test_state_serialization.py index 33d1bb66bb..e03975f608 100644 --- a/tests/sdk/conversation/local/test_state_serialization.py +++ b/tests/sdk/conversation/local/test_state_serialization.py @@ -264,6 +264,38 @@ def test_conversation_state_persists_profile_reference_by_default( assert conversation.state.agent.llm.profile_id == "profile-inline" +def test_conversation_state_missing_profile_reference_raises(tmp_path, monkeypatch): + home_dir = tmp_path / "home" + monkeypatch.setenv("HOME", str(home_dir)) + + registry = LLMRegistry() + llm = LLM(model="litellm_proxy/openai/gpt-5-mini", usage_id="agent") + registry.save_profile("profile-orphan", llm) + agent = Agent(llm=registry.load_profile("profile-orphan"), tools=[]) + + conv_id = uuid.UUID("12345678-1234-5678-9abc-1234567890ab") + persistence_root = tmp_path / "conv" + persistence_dir = LocalConversation.get_persistence_dir(persistence_root, conv_id) + + ConversationState.create( + workspace=LocalWorkspace(working_dir="/tmp"), + persistence_dir=persistence_dir, + agent=agent, + id=conv_id, + llm_registry=registry, + ) + + (registry.get_profile_path("profile-orphan")).unlink() + + with pytest.raises(FileNotFoundError): + Conversation( + agent=agent, + persistence_dir=persistence_root, + workspace=LocalWorkspace(working_dir="/tmp"), + conversation_id=conv_id, + ) + + def test_conversation_state_incremental_save(): """Test that ConversationState saves events incrementally.""" with tempfile.TemporaryDirectory() as temp_dir: From e0dc78593a13ad3b1002ad1bf5b5868ab2610858 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 3 Feb 2026 00:32:24 +0000 Subject: [PATCH 77/79] chore(examples): renumber llm profiles example Co-authored-by: openhands --- .../{35_llm_profiles.py => 36_llm_profiles.py} | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename examples/01_standalone_sdk/{35_llm_profiles.py => 36_llm_profiles.py} (98%) diff --git a/examples/01_standalone_sdk/35_llm_profiles.py b/examples/01_standalone_sdk/36_llm_profiles.py similarity index 98% rename from examples/01_standalone_sdk/35_llm_profiles.py rename to examples/01_standalone_sdk/36_llm_profiles.py index 8fb68f12fb..ae8b57455b 100644 --- a/examples/01_standalone_sdk/35_llm_profiles.py +++ b/examples/01_standalone_sdk/36_llm_profiles.py @@ -2,7 +2,7 @@ Run with:: - uv run python examples/01_standalone_sdk/35_llm_profiles.py + uv run python examples/01_standalone_sdk/36_llm_profiles.py Profiles are stored under ``$LLM_PROFILES_DIR/.json`` when the env var is set, otherwise ``~/.openhands/llm-profiles/.json``. From f3b58c1c9462e5102f4a71836cedfc894a336692 Mon Sep 17 00:00:00 2001 From: enyst Date: Tue, 3 Feb 2026 00:53:42 +0000 Subject: [PATCH 78/79] fix(llm): persist profile refs only for profile_ref inputs Co-authored-by: openhands --- openhands-sdk/openhands/sdk/conversation/state.py | 4 ++++ openhands-sdk/openhands/sdk/llm/llm.py | 9 +++++++++ 2 files changed, 13 insertions(+) diff --git a/openhands-sdk/openhands/sdk/conversation/state.py b/openhands-sdk/openhands/sdk/conversation/state.py index 8b27fd3ca4..97f0e8c7ec 100644 --- a/openhands-sdk/openhands/sdk/conversation/state.py +++ b/openhands-sdk/openhands/sdk/conversation/state.py @@ -192,6 +192,8 @@ def _save_base_state(self, fs: FileStore) -> None: exclude_none=True, context={**(context or {}), "persist_profile_ref": True}, ) + if self.agent.llm.profile_id and self.agent.llm.profile_ref: + payload["agent"]["llm"] = self.agent.llm.to_profile_ref() fs.write(BASE_STATE, json.dumps(payload)) @@ -309,6 +311,8 @@ def create( exclude_none=True, context={"expose_secrets": True, "persist_profile_ref": True}, ) + if agent.llm.profile_id and agent.llm.profile_ref: + agent_payload["llm"] = agent.llm.to_profile_ref() base_payload["agent"] = agent_payload base_payload["workspace"] = workspace.model_dump(mode="json") diff --git a/openhands-sdk/openhands/sdk/llm/llm.py b/openhands-sdk/openhands/sdk/llm/llm.py index ad7d54dcca..57dd92cfa9 100644 --- a/openhands-sdk/openhands/sdk/llm/llm.py +++ b/openhands-sdk/openhands/sdk/llm/llm.py @@ -320,6 +320,14 @@ class LLM(BaseModel, RetryMixin, NonNativeToolCallingMixin): "configuration." ), ) + profile_ref: bool = Field( + default=False, + exclude=True, + repr=False, + description=( + "Internal flag indicating this LLM was loaded from a profile reference." + ), + ) usage_id: str = Field( default="default", serialization_alias="usage_id", @@ -427,6 +435,7 @@ def _expand_profile_reference( expanded["profile_id"] = profile_id merged = {**expanded, **data} merged.pop("kind", None) + merged["profile_ref"] = True return merged @model_validator(mode="before") From 572e71964b99cfc50c6b33e2fe8a14910134dc07 Mon Sep 17 00:00:00 2001 From: openhands Date: Wed, 4 Feb 2026 14:32:03 +0000 Subject: [PATCH 79/79] refactor(examples): remove if __name__ guard from llm_profiles example Break the main function into script-level code to save a level of indentation. Also document this preference in AGENTS.md. Co-authored-by: openhands --- AGENTS.md | 3 + examples/01_standalone_sdk/36_llm_profiles.py | 113 +++++++++--------- 2 files changed, 59 insertions(+), 57 deletions(-) diff --git a/AGENTS.md b/AGENTS.md index 549760e199..7e66bfa414 100644 --- a/AGENTS.md +++ b/AGENTS.md @@ -167,6 +167,9 @@ mkdir -p .pr - Avoid getattr/hasattr guards and instead enforce type correctness by relying on explicit type assertions and proper object usage, ensuring functions only receive the expected Pydantic models or typed inputs. Prefer type hints and validated models over runtime shape checks. - Prefer accessing typed attributes directly. If necessary, convert inputs up front into a canonical shape; avoid purely hypothetical fallbacks. - Use real newlines in commit messages; do not write literal "\n". + +## Example Scripts +- Example scripts in `examples/` should run code directly at module level without wrapping in `if __name__ == "__main__":` guards. This saves a level of indentation and keeps examples concise. diff --git a/examples/01_standalone_sdk/36_llm_profiles.py b/examples/01_standalone_sdk/36_llm_profiles.py index ae8b57455b..05ca209050 100644 --- a/examples/01_standalone_sdk/36_llm_profiles.py +++ b/examples/01_standalone_sdk/36_llm_profiles.py @@ -70,64 +70,63 @@ def load_profile(registry: LLMRegistry, name: str) -> LLM: return llm -if __name__ == "__main__": # pragma: no cover - registry = LLMRegistry() - ensure_profile_exists(registry, PROFILE_NAME) - - llm = load_profile(registry, PROFILE_NAME) - - tools = [Tool(name=TerminalTool.name)] - agent = Agent(llm=llm, tools=tools) - - workspace_dir = Path(os.getcwd()) - summary_path = workspace_dir / "summary_readme.md" - if summary_path.exists(): - summary_path.unlink() - - persistence_root = workspace_dir / ".conversations_llm_profiles" - conversation = Conversation( - agent=agent, - workspace=str(workspace_dir), - persistence_dir=str(persistence_root), - visualizer=None, - ) +registry = LLMRegistry() +ensure_profile_exists(registry, PROFILE_NAME) - conversation.send_message( - "Read README.md in this workspace, create a concise summary in " - "summary_readme.md (overwrite it if it exists), and respond with " - "SUMMARY_READY when the file is written." - ) - conversation.run() +llm = load_profile(registry, PROFILE_NAME) + +tools = [Tool(name=TerminalTool.name)] +agent = Agent(llm=llm, tools=tools) - if summary_path.exists(): - print(f"summary_readme.md written to {summary_path}") - else: - print("summary_readme.md not found after first run") +workspace_dir = Path(os.getcwd()) +summary_path = workspace_dir / "summary_readme.md" +if summary_path.exists(): + summary_path.unlink() + +persistence_root = workspace_dir / ".conversations_llm_profiles" +conversation = Conversation( + agent=agent, + workspace=str(workspace_dir), + persistence_dir=str(persistence_root), + visualizer=None, +) - conversation.send_message( - "Thanks! Delete summary_readme.md from the workspace and respond with " - "SUMMARY_REMOVED once it is gone." +conversation.send_message( + "Read README.md in this workspace, create a concise summary in " + "summary_readme.md (overwrite it if it exists), and respond with " + "SUMMARY_READY when the file is written." +) +conversation.run() + +if summary_path.exists(): + print(f"summary_readme.md written to {summary_path}") +else: + print("summary_readme.md not found after first run") + +conversation.send_message( + "Thanks! Delete summary_readme.md from the workspace and respond with " + "SUMMARY_REMOVED once it is gone." +) +conversation.run() + +if summary_path.exists(): + print("summary_readme.md still present after deletion request") +else: + print("summary_readme.md removed") + +persistence_dir = conversation.state.persistence_dir +if persistence_dir is None: + raise RuntimeError("Conversation did not persist base state to disk") + +base_state_path = Path(persistence_dir) / "base_state.json" +state_payload = json.loads(base_state_path.read_text()) +llm_entry = state_payload.get("agent", {}).get("llm", {}) +profile_in_state = llm_entry.get("profile_id") +kind_in_state = llm_entry.get("kind") +print(f"Profile recorded in base_state.json: {kind_in_state} / {profile_in_state}") +if kind_in_state != "profile_ref" or profile_in_state != PROFILE_NAME: + print( + "Warning: base_state.json did not persist the expected profile_ref payload." + " This likely means your runtime LLM did not have profile_id set," + " or persistence was configured differently." ) - conversation.run() - - if summary_path.exists(): - print("summary_readme.md still present after deletion request") - else: - print("summary_readme.md removed") - - persistence_dir = conversation.state.persistence_dir - if persistence_dir is None: - raise RuntimeError("Conversation did not persist base state to disk") - - base_state_path = Path(persistence_dir) / "base_state.json" - state_payload = json.loads(base_state_path.read_text()) - llm_entry = state_payload.get("agent", {}).get("llm", {}) - profile_in_state = llm_entry.get("profile_id") - kind_in_state = llm_entry.get("kind") - print(f"Profile recorded in base_state.json: {kind_in_state} / {profile_in_state}") - if kind_in_state != "profile_ref" or profile_in_state != PROFILE_NAME: - print( - "Warning: base_state.json did not persist the expected profile_ref payload." - " This likely means your runtime LLM did not have profile_id set," - " or persistence was configured differently." - )