diff --git a/hindsight-docs/docs/sdks/integrations/smolagents.md b/hindsight-docs/docs/sdks/integrations/smolagents.md new file mode 100644 index 000000000..3898bf208 --- /dev/null +++ b/hindsight-docs/docs/sdks/integrations/smolagents.md @@ -0,0 +1,183 @@ +--- +sidebar_position: 12 +--- + +# SmolAgents + +Persistent memory tools for [SmolAgents](https://github.com/huggingface/smolagents) agents via Hindsight. Give your agents long-term memory with retain, recall, and reflect — using SmolAgents' native Tool pattern. + +## Features + +- **Native Tool Subclasses** - Each tool extends SmolAgents' `Tool` base class +- **Memory Instructions** - Pre-recall memories for injection into agent system prompt +- **Three Memory Tools** - Retain (store), Recall (search), Reflect (synthesize) — include any combination +- **Factory Function** - Create all tools in one call with shared configuration +- **Simple Configuration** - Configure once globally, or pass a client directly + +## Installation + +```bash +pip install hindsight-smolagents +``` + +## Quick Start + +```python +from smolagents import CodeAgent, HfApiModel +from hindsight_smolagents import create_hindsight_tools + +tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", +) + +agent = CodeAgent( + tools=tools, + model=HfApiModel(), +) + +agent.run("Remember that I prefer dark mode") +agent.run("What are my preferences?") +``` + +The agent now has three tools it can call: + +- **`hindsight_retain`** — Store information to long-term memory +- **`hindsight_recall`** — Search long-term memory for relevant facts +- **`hindsight_reflect`** — Synthesize a reasoned answer from memories + +## With Memory Instructions + +Pre-recall relevant memories and inject them into the system prompt: + +```python +from hindsight_smolagents import create_hindsight_tools, memory_instructions + +tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", +) + +memories = memory_instructions( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", +) + +agent = CodeAgent( + tools=tools, + model=HfApiModel(), + system_prompt=f"You are a helpful assistant.\n\n{memories}", +) +``` + +## Individual Tools + +You can also use the tool classes directly: + +```python +from hindsight_smolagents import HindsightRetainTool, HindsightRecallTool + +agent = CodeAgent( + tools=[ + HindsightRetainTool( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + ), + HindsightRecallTool( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + ), + ], + model=HfApiModel(), +) +``` + +## Selecting Tools + +Include only the tools you need via the factory: + +```python +tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + enable_retain=True, + enable_recall=True, + enable_reflect=False, # Omit reflect +) +``` + +## Global Configuration + +Instead of passing connection details to every tool, configure once: + +```python +from hindsight_smolagents import configure, create_hindsight_tools + +configure( + hindsight_api_url="http://localhost:8888", + api_key="your-api-key", # Or set HINDSIGHT_API_KEY env var + budget="mid", # Recall budget: low/mid/high + max_tokens=4096, # Max tokens for recall results + tags=["env:prod"], # Tags for stored memories + recall_tags=["scope:global"], # Tags to filter recall + recall_tags_match="any", # Tag match mode: any/all/any_strict/all_strict +) + +# Now create tools without passing connection details +tools = create_hindsight_tools(bank_id="user-123") +``` + +## Configuration Reference + +### `create_hindsight_tools()` + +| Parameter | Default | Description | +|---|---|---| +| `bank_id` | *required* | Hindsight memory bank ID | +| `client` | `None` | Pre-configured Hindsight client | +| `hindsight_api_url` | `None` | API URL (used if no client provided) | +| `api_key` | `None` | API key (used if no client provided) | +| `budget` | `"mid"` | Recall/reflect budget level (low/mid/high) | +| `max_tokens` | `4096` | Maximum tokens for recall results | +| `tags` | `None` | Tags applied when storing memories | +| `recall_tags` | `None` | Tags to filter when searching | +| `recall_tags_match` | `"any"` | Tag matching mode | +| `enable_retain` | `True` | Include the retain (store) tool | +| `enable_recall` | `True` | Include the recall (search) tool | +| `enable_reflect` | `True` | Include the reflect (synthesize) tool | + +### `memory_instructions()` + +| Parameter | Default | Description | +|---|---|---| +| `bank_id` | *required* | Hindsight memory bank ID | +| `client` | `None` | Pre-configured Hindsight client | +| `hindsight_api_url` | `None` | API URL (used if no client provided) | +| `api_key` | `None` | API key (used if no client provided) | +| `query` | `"relevant context about the user"` | Recall query for memory injection | +| `budget` | `"low"` | Recall budget level | +| `max_results` | `5` | Maximum memories to inject | +| `max_tokens` | `4096` | Maximum tokens for recall results | +| `prefix` | `"Relevant memories:\n"` | Text prepended before memory list | +| `tags` | `None` | Tags to filter recall results | +| `tags_match` | `"any"` | Tag matching mode | + +### `configure()` + +| Parameter | Default | Description | +|---|---|---| +| `hindsight_api_url` | Production API | Hindsight API URL | +| `api_key` | `HINDSIGHT_API_KEY` env | API key for authentication | +| `budget` | `"mid"` | Default recall budget level | +| `max_tokens` | `4096` | Default max tokens for recall | +| `tags` | `None` | Default tags for retain operations | +| `recall_tags` | `None` | Default tags to filter recall | +| `recall_tags_match` | `"any"` | Default tag matching mode | +| `verbose` | `False` | Enable verbose logging | + +## Requirements + +- Python >= 3.10 +- smolagents +- hindsight-client >= 0.4.0 +- A running Hindsight API server diff --git a/hindsight-docs/static/img/icons/smolagents.png b/hindsight-docs/static/img/icons/smolagents.png new file mode 100644 index 000000000..6492417dc Binary files /dev/null and b/hindsight-docs/static/img/icons/smolagents.png differ diff --git a/hindsight-docs/versioned_docs/version-0.4/sdks/integrations/smolagents.md b/hindsight-docs/versioned_docs/version-0.4/sdks/integrations/smolagents.md new file mode 100644 index 000000000..3898bf208 --- /dev/null +++ b/hindsight-docs/versioned_docs/version-0.4/sdks/integrations/smolagents.md @@ -0,0 +1,183 @@ +--- +sidebar_position: 12 +--- + +# SmolAgents + +Persistent memory tools for [SmolAgents](https://github.com/huggingface/smolagents) agents via Hindsight. Give your agents long-term memory with retain, recall, and reflect — using SmolAgents' native Tool pattern. + +## Features + +- **Native Tool Subclasses** - Each tool extends SmolAgents' `Tool` base class +- **Memory Instructions** - Pre-recall memories for injection into agent system prompt +- **Three Memory Tools** - Retain (store), Recall (search), Reflect (synthesize) — include any combination +- **Factory Function** - Create all tools in one call with shared configuration +- **Simple Configuration** - Configure once globally, or pass a client directly + +## Installation + +```bash +pip install hindsight-smolagents +``` + +## Quick Start + +```python +from smolagents import CodeAgent, HfApiModel +from hindsight_smolagents import create_hindsight_tools + +tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", +) + +agent = CodeAgent( + tools=tools, + model=HfApiModel(), +) + +agent.run("Remember that I prefer dark mode") +agent.run("What are my preferences?") +``` + +The agent now has three tools it can call: + +- **`hindsight_retain`** — Store information to long-term memory +- **`hindsight_recall`** — Search long-term memory for relevant facts +- **`hindsight_reflect`** — Synthesize a reasoned answer from memories + +## With Memory Instructions + +Pre-recall relevant memories and inject them into the system prompt: + +```python +from hindsight_smolagents import create_hindsight_tools, memory_instructions + +tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", +) + +memories = memory_instructions( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", +) + +agent = CodeAgent( + tools=tools, + model=HfApiModel(), + system_prompt=f"You are a helpful assistant.\n\n{memories}", +) +``` + +## Individual Tools + +You can also use the tool classes directly: + +```python +from hindsight_smolagents import HindsightRetainTool, HindsightRecallTool + +agent = CodeAgent( + tools=[ + HindsightRetainTool( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + ), + HindsightRecallTool( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + ), + ], + model=HfApiModel(), +) +``` + +## Selecting Tools + +Include only the tools you need via the factory: + +```python +tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + enable_retain=True, + enable_recall=True, + enable_reflect=False, # Omit reflect +) +``` + +## Global Configuration + +Instead of passing connection details to every tool, configure once: + +```python +from hindsight_smolagents import configure, create_hindsight_tools + +configure( + hindsight_api_url="http://localhost:8888", + api_key="your-api-key", # Or set HINDSIGHT_API_KEY env var + budget="mid", # Recall budget: low/mid/high + max_tokens=4096, # Max tokens for recall results + tags=["env:prod"], # Tags for stored memories + recall_tags=["scope:global"], # Tags to filter recall + recall_tags_match="any", # Tag match mode: any/all/any_strict/all_strict +) + +# Now create tools without passing connection details +tools = create_hindsight_tools(bank_id="user-123") +``` + +## Configuration Reference + +### `create_hindsight_tools()` + +| Parameter | Default | Description | +|---|---|---| +| `bank_id` | *required* | Hindsight memory bank ID | +| `client` | `None` | Pre-configured Hindsight client | +| `hindsight_api_url` | `None` | API URL (used if no client provided) | +| `api_key` | `None` | API key (used if no client provided) | +| `budget` | `"mid"` | Recall/reflect budget level (low/mid/high) | +| `max_tokens` | `4096` | Maximum tokens for recall results | +| `tags` | `None` | Tags applied when storing memories | +| `recall_tags` | `None` | Tags to filter when searching | +| `recall_tags_match` | `"any"` | Tag matching mode | +| `enable_retain` | `True` | Include the retain (store) tool | +| `enable_recall` | `True` | Include the recall (search) tool | +| `enable_reflect` | `True` | Include the reflect (synthesize) tool | + +### `memory_instructions()` + +| Parameter | Default | Description | +|---|---|---| +| `bank_id` | *required* | Hindsight memory bank ID | +| `client` | `None` | Pre-configured Hindsight client | +| `hindsight_api_url` | `None` | API URL (used if no client provided) | +| `api_key` | `None` | API key (used if no client provided) | +| `query` | `"relevant context about the user"` | Recall query for memory injection | +| `budget` | `"low"` | Recall budget level | +| `max_results` | `5` | Maximum memories to inject | +| `max_tokens` | `4096` | Maximum tokens for recall results | +| `prefix` | `"Relevant memories:\n"` | Text prepended before memory list | +| `tags` | `None` | Tags to filter recall results | +| `tags_match` | `"any"` | Tag matching mode | + +### `configure()` + +| Parameter | Default | Description | +|---|---|---| +| `hindsight_api_url` | Production API | Hindsight API URL | +| `api_key` | `HINDSIGHT_API_KEY` env | API key for authentication | +| `budget` | `"mid"` | Default recall budget level | +| `max_tokens` | `4096` | Default max tokens for recall | +| `tags` | `None` | Default tags for retain operations | +| `recall_tags` | `None` | Default tags to filter recall | +| `recall_tags_match` | `"any"` | Default tag matching mode | +| `verbose` | `False` | Enable verbose logging | + +## Requirements + +- Python >= 3.10 +- smolagents +- hindsight-client >= 0.4.0 +- A running Hindsight API server diff --git a/hindsight-docs/versioned_sidebars/version-0.4-sidebars.json b/hindsight-docs/versioned_sidebars/version-0.4-sidebars.json index 1feded7b3..713ab53e9 100644 --- a/hindsight-docs/versioned_sidebars/version-0.4-sidebars.json +++ b/hindsight-docs/versioned_sidebars/version-0.4-sidebars.json @@ -291,6 +291,14 @@ "icon": "/img/icons/hermes.png" } }, + { + "type": "doc", + "id": "sdks/integrations/smolagents", + "label": "SmolAgents", + "customProps": { + "icon": "/img/icons/smolagents.png" + } + }, { "type": "doc", "id": "sdks/integrations/skills", diff --git a/hindsight-integrations/ai-sdk/package-lock.json b/hindsight-integrations/ai-sdk/package-lock.json index 14af1701f..e3dfaf293 100644 --- a/hindsight-integrations/ai-sdk/package-lock.json +++ b/hindsight-integrations/ai-sdk/package-lock.json @@ -1,12 +1,12 @@ { "name": "@vectorize-io/hindsight-ai-sdk", - "version": "0.4.18", + "version": "0.4.19", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "@vectorize-io/hindsight-ai-sdk", - "version": "0.4.18", + "version": "0.4.19", "license": "MIT", "devDependencies": { "@types/node": "^22.0.0", diff --git a/hindsight-integrations/chat/package-lock.json b/hindsight-integrations/chat/package-lock.json index d2759f9e3..cb9d2e7db 100644 --- a/hindsight-integrations/chat/package-lock.json +++ b/hindsight-integrations/chat/package-lock.json @@ -1,12 +1,12 @@ { "name": "@vectorize-io/hindsight-chat", - "version": "0.4.18", + 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a/hindsight-integrations/openclaw/package-lock.json +++ b/hindsight-integrations/openclaw/package-lock.json @@ -1,12 +1,12 @@ { "name": "@vectorize-io/hindsight-openclaw", - "version": "0.4.15", + "version": "0.4.19", "lockfileVersion": 3, "requires": true, "packages": { "": { "name": "@vectorize-io/hindsight-openclaw", - "version": "0.4.15", + "version": "0.4.19", "license": "MIT", "dependencies": { "node-fetch": "^3.3.2" diff --git a/hindsight-integrations/smolagents/README.md b/hindsight-integrations/smolagents/README.md new file mode 100644 index 000000000..7084e6cdd --- /dev/null +++ b/hindsight-integrations/smolagents/README.md @@ -0,0 +1,183 @@ +# hindsight-smolagents + +Persistent memory tools for [SmolAgents](https://github.com/huggingface/smolagents) agents via Hindsight. Give your agents long-term memory with retain, recall, and reflect — using SmolAgents' native Tool pattern. + +## Features + +- **Native Tool Subclasses** - Each tool extends SmolAgents' `Tool` base class +- **Memory Instructions** - Pre-recall memories for injection into agent system prompt +- **Three Memory Tools** - Retain (store), Recall (search), Reflect (synthesize) — include any combination +- **Factory Function** - Create all tools in one call with shared configuration +- **Simple Configuration** - Configure once globally, or pass a client directly + +## Installation + +```bash +pip install hindsight-smolagents +``` + +## Quick Start + +```python +from smolagents import CodeAgent, HfApiModel +from hindsight_smolagents import create_hindsight_tools + +tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", +) + +agent = CodeAgent( + tools=tools, + model=HfApiModel(), +) + +agent.run("Remember that I prefer dark mode") +agent.run("What are my preferences?") +``` + +The agent now has three tools it can call: + +- **`hindsight_retain`** — Store information to long-term memory +- **`hindsight_recall`** — Search long-term memory for relevant facts +- **`hindsight_reflect`** — Synthesize a reasoned answer from memories + +## With Memory Instructions + +Pre-recall relevant memories and inject them into the system prompt: + +```python +from hindsight_smolagents import create_hindsight_tools, memory_instructions + +tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", +) + +memories = memory_instructions( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", +) + +agent = CodeAgent( + tools=tools, + model=HfApiModel(), + system_prompt=f"You are a helpful assistant.\n\n{memories}", +) +``` + +## Individual Tools + +You can also use the tool classes directly: + +```python +from hindsight_smolagents import HindsightRetainTool, HindsightRecallTool + +agent = CodeAgent( + tools=[ + HindsightRetainTool( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + ), + HindsightRecallTool( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + ), + ], + model=HfApiModel(), +) +``` + +## Selecting Tools + +Include only the tools you need via the factory: + +```python +tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + enable_retain=True, + enable_recall=True, + enable_reflect=False, # Omit reflect +) +``` + +## Global Configuration + +Instead of passing connection details to every tool, configure once: + +```python +from hindsight_smolagents import configure, create_hindsight_tools + +configure( + hindsight_api_url="http://localhost:8888", + api_key="your-api-key", # Or set HINDSIGHT_API_KEY env var + budget="mid", # Recall budget: low/mid/high + max_tokens=4096, # Max tokens for recall results + tags=["env:prod"], # Tags for stored memories + recall_tags=["scope:global"], # Tags to filter recall + recall_tags_match="any", # Tag match mode: any/all/any_strict/all_strict +) + +# Now create tools without passing connection details +tools = create_hindsight_tools(bank_id="user-123") +``` + +## Configuration Reference + +### `create_hindsight_tools()` + +| Parameter | Default | Description | +|---|---|---| +| `bank_id` | *required* | Hindsight memory bank ID | +| `client` | `None` | Pre-configured Hindsight client | +| `hindsight_api_url` | `None` | API URL (used if no client provided) | +| `api_key` | `None` | API key (used if no client provided) | +| `budget` | `"mid"` | Recall/reflect budget level (low/mid/high) | +| `max_tokens` | `4096` | Maximum tokens for recall results | +| `tags` | `None` | Tags applied when storing memories | +| `recall_tags` | `None` | Tags to filter when searching | +| `recall_tags_match` | `"any"` | Tag matching mode | +| `enable_retain` | `True` | Include the retain (store) tool | +| `enable_recall` | `True` | Include the recall (search) tool | +| `enable_reflect` | `True` | Include the reflect (synthesize) tool | + +### `memory_instructions()` + +| Parameter | Default | Description | +|---|---|---| +| `bank_id` | *required* | Hindsight memory bank ID | +| `client` | `None` | Pre-configured Hindsight client | +| `hindsight_api_url` | `None` | API URL (used if no client provided) | +| `api_key` | `None` | API key (used if no client provided) | +| `query` | `"relevant context about the user"` | Recall query for memory injection | +| `budget` | `"low"` | Recall budget level | +| `max_results` | `5` | Maximum memories to inject | +| `max_tokens` | `4096` | Maximum tokens for recall results | +| `prefix` | `"Relevant memories:\n"` | Text prepended before memory list | +| `tags` | `None` | Tags to filter recall results | +| `tags_match` | `"any"` | Tag matching mode | + +### `configure()` + +| Parameter | Default | Description | +|---|---|---| +| `hindsight_api_url` | Production API | Hindsight API URL | +| `api_key` | `HINDSIGHT_API_KEY` env | API key for authentication | +| `budget` | `"mid"` | Default recall budget level | +| `max_tokens` | `4096` | Default max tokens for recall | +| `tags` | `None` | Default tags for retain operations | +| `recall_tags` | `None` | Default tags to filter recall | +| `recall_tags_match` | `"any"` | Default tag matching mode | +| `verbose` | `False` | Enable verbose logging | + +## Requirements + +- Python >= 3.10 +- smolagents +- hindsight-client >= 0.4.0 +- A running Hindsight API server + +## License + +MIT diff --git a/hindsight-integrations/smolagents/hindsight_smolagents/__init__.py b/hindsight-integrations/smolagents/hindsight_smolagents/__init__.py new file mode 100644 index 000000000..95f5c9c31 --- /dev/null +++ b/hindsight-integrations/smolagents/hindsight_smolagents/__init__.py @@ -0,0 +1,52 @@ +"""Hindsight-SmolAgents: Persistent memory tools for AI agents. + +Provides Hindsight-backed Tool subclasses for SmolAgents agents, +giving them long-term memory via retain, recall, and reflect tools. + +Basic usage:: + + from smolagents import CodeAgent, HfApiModel + from hindsight_smolagents import create_hindsight_tools + + tools = create_hindsight_tools( + bank_id="user-123", + hindsight_api_url="http://localhost:8888", + ) + + agent = CodeAgent( + tools=tools, + model=HfApiModel(), + ) + + agent.run("Remember that I prefer dark mode") +""" + +from .config import ( + HindsightSmolAgentsConfig, + configure, + get_config, + reset_config, +) +from .errors import HindsightError +from .tools import ( + HindsightRecallTool, + HindsightReflectTool, + HindsightRetainTool, + create_hindsight_tools, + memory_instructions, +) + +__version__ = "0.1.0" + +__all__ = [ + "configure", + "get_config", + "reset_config", + "HindsightSmolAgentsConfig", + "HindsightError", + "HindsightRetainTool", + "HindsightRecallTool", + "HindsightReflectTool", + "create_hindsight_tools", + "memory_instructions", +] diff --git a/hindsight-integrations/smolagents/hindsight_smolagents/config.py b/hindsight-integrations/smolagents/hindsight_smolagents/config.py new file mode 100644 index 000000000..0ae38a567 --- /dev/null +++ b/hindsight-integrations/smolagents/hindsight_smolagents/config.py @@ -0,0 +1,92 @@ +"""Global configuration for Hindsight-SmolAgents integration.""" + +from __future__ import annotations + +import os +from dataclasses import dataclass + +DEFAULT_HINDSIGHT_API_URL = "https://api.hindsight.vectorize.io" +HINDSIGHT_API_KEY_ENV = "HINDSIGHT_API_KEY" + + +@dataclass +class HindsightSmolAgentsConfig: + """Connection and default settings for the SmolAgents integration. + + Attributes: + hindsight_api_url: URL of the Hindsight API server. + api_key: API key for Hindsight authentication. + budget: Default recall budget level (low/mid/high). + max_tokens: Default maximum tokens for recall results. + tags: Default tags applied when storing memories. + recall_tags: Default tags to filter when searching memories. + recall_tags_match: Tag matching mode (any/all/any_strict/all_strict). + verbose: Enable verbose logging. + """ + + hindsight_api_url: str = DEFAULT_HINDSIGHT_API_URL + api_key: str | None = None + budget: str = "mid" + max_tokens: int = 4096 + tags: list[str] | None = None + recall_tags: list[str] | None = None + recall_tags_match: str = "any" + verbose: bool = False + + +_global_config: HindsightSmolAgentsConfig | None = None + + +def configure( + hindsight_api_url: str | None = None, + api_key: str | None = None, + budget: str = "mid", + max_tokens: int = 4096, + tags: list[str] | None = None, + recall_tags: list[str] | None = None, + recall_tags_match: str = "any", + verbose: bool = False, +) -> HindsightSmolAgentsConfig: + """Configure Hindsight connection and default settings. + + Args: + hindsight_api_url: Hindsight API URL (default: production). + api_key: API key. Falls back to HINDSIGHT_API_KEY env var. + budget: Default recall budget (low/mid/high). + max_tokens: Default max tokens for recall. + tags: Default tags for retain operations. + recall_tags: Default tags to filter recall/search. + recall_tags_match: Tag matching mode. + verbose: Enable verbose logging. + + Returns: + The configured HindsightSmolAgentsConfig. + """ + global _global_config + + resolved_url = hindsight_api_url or DEFAULT_HINDSIGHT_API_URL + resolved_key = api_key or os.environ.get(HINDSIGHT_API_KEY_ENV) + + _global_config = HindsightSmolAgentsConfig( + hindsight_api_url=resolved_url, + api_key=resolved_key, + budget=budget, + max_tokens=max_tokens, + tags=tags, + recall_tags=recall_tags, + recall_tags_match=recall_tags_match, + verbose=verbose, + ) + + return _global_config + + +def get_config() -> HindsightSmolAgentsConfig | None: + """Get the current global configuration.""" + return _global_config + + +def reset_config() -> None: + """Reset global configuration to None.""" + global _global_config + _global_config = None diff --git a/hindsight-integrations/smolagents/hindsight_smolagents/errors.py b/hindsight-integrations/smolagents/hindsight_smolagents/errors.py new file mode 100644 index 000000000..0c93d32df --- /dev/null +++ b/hindsight-integrations/smolagents/hindsight_smolagents/errors.py @@ -0,0 +1,7 @@ +"""Hindsight-SmolAgents error types.""" + + +class HindsightError(Exception): + """Exception raised when a Hindsight memory operation fails.""" + + pass diff --git a/hindsight-integrations/smolagents/hindsight_smolagents/tools.py b/hindsight-integrations/smolagents/hindsight_smolagents/tools.py new file mode 100644 index 000000000..a5ea422c6 --- /dev/null +++ b/hindsight-integrations/smolagents/hindsight_smolagents/tools.py @@ -0,0 +1,373 @@ +"""SmolAgents Tool subclasses for Hindsight memory operations. + +Provides three ``Tool`` subclasses (retain, recall, reflect) that give +SmolAgents agents persistent long-term memory via the Hindsight API. +""" + +from __future__ import annotations + +import logging +from typing import Any + +from hindsight_client import Hindsight +from smolagents import Tool + +from .config import get_config +from .errors import HindsightError + +logger = logging.getLogger(__name__) + + +def _resolve_client( + client: Hindsight | None, + hindsight_api_url: str | None, + api_key: str | None, +) -> Hindsight: + """Resolve a Hindsight client from explicit args or global config.""" + if client is not None: + return client + + config = get_config() + url = hindsight_api_url or (config.hindsight_api_url if config else None) + key = api_key or (config.api_key if config else None) + + if url is None: + raise HindsightError( + "No Hindsight API URL configured. " + "Pass client= or hindsight_api_url=, or call configure() first." + ) + + kwargs: dict[str, Any] = {"base_url": url, "timeout": 30.0} + if key: + kwargs["api_key"] = key + return Hindsight(**kwargs) + + +class HindsightRetainTool(Tool): + """Store information to long-term memory for later retrieval. + + Use this to save important facts, user preferences, decisions, + or any information that should be remembered across conversations. + """ + + name = "hindsight_retain" + description = ( + "Store information to long-term memory for later retrieval. " + "Use this to save important facts, user preferences, decisions, " + "or any information that should be remembered across conversations." + ) + inputs = { + "content": { + "type": "string", + "description": "The information to store in memory.", + }, + } + output_type = "string" + + def __init__( + self, + *, + bank_id: str, + client: Hindsight | None = None, + hindsight_api_url: str | None = None, + api_key: str | None = None, + tags: list[str] | None = None, + **kwargs: Any, + ): + super().__init__(**kwargs) + self._bank_id = bank_id + self._client = _resolve_client(client, hindsight_api_url, api_key) + self._created_banks: set[str] = set() + + config = get_config() + self._tags = tags if tags is not None else (config.tags if config else None) + + def _ensure_bank(self, bank_id: str) -> None: + """Create bank if not already created in this session.""" + if bank_id in self._created_banks: + return + try: + self._client.create_bank(bank_id=bank_id, name=bank_id) + self._created_banks.add(bank_id) + except Exception: + self._created_banks.add(bank_id) + + def forward(self, content: str) -> str: + try: + self._ensure_bank(self._bank_id) + + retain_kwargs: dict[str, Any] = { + "bank_id": self._bank_id, + "content": content, + } + if self._tags: + retain_kwargs["tags"] = self._tags + self._client.retain(**retain_kwargs) + return "Memory stored successfully." + except HindsightError: + raise + except Exception as e: + logger.error(f"Retain failed: {e}") + raise HindsightError(f"Retain failed: {e}") from e + + +class HindsightRecallTool(Tool): + """Search long-term memory for relevant information. + + Use this to find previously stored facts, preferences, or context. + Returns a numbered list of matching memories. + """ + + name = "hindsight_recall" + description = ( + "Search long-term memory for relevant information. " + "Use this to find previously stored facts, preferences, or context. " + "Returns a numbered list of matching memories." + ) + inputs = { + "query": { + "type": "string", + "description": "The search query to find relevant memories.", + }, + } + output_type = "string" + + def __init__( + self, + *, + bank_id: str, + client: Hindsight | None = None, + hindsight_api_url: str | None = None, + api_key: str | None = None, + budget: str = "mid", + max_tokens: int = 4096, + recall_tags: list[str] | None = None, + recall_tags_match: str = "any", + **kwargs: Any, + ): + super().__init__(**kwargs) + self._bank_id = bank_id + self._client = _resolve_client(client, hindsight_api_url, api_key) + + config = get_config() + self._budget = budget or (config.budget if config else "mid") + self._max_tokens = max_tokens or (config.max_tokens if config else 4096) + self._recall_tags = ( + recall_tags + if recall_tags is not None + else (config.recall_tags if config else None) + ) + self._recall_tags_match = recall_tags_match or ( + config.recall_tags_match if config else "any" + ) + + def forward(self, query: str) -> str: + try: + recall_kwargs: dict[str, Any] = { + "bank_id": self._bank_id, + "query": query, + "budget": self._budget, + "max_tokens": self._max_tokens, + } + if self._recall_tags: + recall_kwargs["tags"] = self._recall_tags + recall_kwargs["tags_match"] = self._recall_tags_match + response = self._client.recall(**recall_kwargs) + if not response.results: + return "No relevant memories found." + lines = [] + for i, result in enumerate(response.results, 1): + lines.append(f"{i}. {result.text}") + return "\n".join(lines) + except HindsightError: + raise + except Exception as e: + logger.error(f"Recall failed: {e}") + raise HindsightError(f"Recall failed: {e}") from e + + +class HindsightReflectTool(Tool): + """Synthesize a thoughtful answer from long-term memories. + + Use this when you need a coherent summary or reasoned response + about what you know, rather than raw memory facts. + """ + + name = "hindsight_reflect" + description = ( + "Synthesize a thoughtful answer from long-term memories. " + "Use this when you need a coherent summary or reasoned response " + "about what you know, rather than raw memory facts." + ) + inputs = { + "query": { + "type": "string", + "description": "The question to reflect on using stored memories.", + }, + } + output_type = "string" + + def __init__( + self, + *, + bank_id: str, + client: Hindsight | None = None, + hindsight_api_url: str | None = None, + api_key: str | None = None, + budget: str = "mid", + **kwargs: Any, + ): + super().__init__(**kwargs) + self._bank_id = bank_id + self._client = _resolve_client(client, hindsight_api_url, api_key) + + config = get_config() + self._budget = budget or (config.budget if config else "mid") + + def forward(self, query: str) -> str: + try: + reflect_kwargs: dict[str, Any] = { + "bank_id": self._bank_id, + "query": query, + "budget": self._budget, + } + response = self._client.reflect(**reflect_kwargs) + return response.text or "No relevant memories found." + except HindsightError: + raise + except Exception as e: + logger.error(f"Reflect failed: {e}") + raise HindsightError(f"Reflect failed: {e}") from e + + +def create_hindsight_tools( + *, + bank_id: str, + client: Hindsight | None = None, + hindsight_api_url: str | None = None, + api_key: str | None = None, + budget: str = "mid", + max_tokens: int = 4096, + tags: list[str] | None = None, + recall_tags: list[str] | None = None, + recall_tags_match: str = "any", + enable_retain: bool = True, + enable_recall: bool = True, + enable_reflect: bool = True, +) -> list[Tool]: + """Create all Hindsight memory tools for use with SmolAgents. + + Returns a list of Tool instances that can be passed to a SmolAgents agent. + + Args: + bank_id: The Hindsight memory bank to operate on. + client: Pre-configured Hindsight client (preferred). + hindsight_api_url: API URL (used if no client provided). + api_key: API key (used if no client provided). + budget: Recall/reflect budget level (low/mid/high). + max_tokens: Maximum tokens for recall results. + tags: Tags applied when storing memories via retain. + recall_tags: Tags to filter when searching memories. + recall_tags_match: Tag matching mode (any/all/any_strict/all_strict). + enable_retain: Include the retain (store) tool. + enable_recall: Include the recall (search) tool. + enable_reflect: Include the reflect (synthesize) tool. + + Returns: + A list of SmolAgents Tool instances. + """ + resolved_client = _resolve_client(client, hindsight_api_url, api_key) + + tools: list[Tool] = [] + if enable_retain: + tools.append( + HindsightRetainTool( + bank_id=bank_id, + client=resolved_client, + tags=tags, + ) + ) + if enable_recall: + tools.append( + HindsightRecallTool( + bank_id=bank_id, + client=resolved_client, + budget=budget, + max_tokens=max_tokens, + recall_tags=recall_tags, + recall_tags_match=recall_tags_match, + ) + ) + if enable_reflect: + tools.append( + HindsightReflectTool( + bank_id=bank_id, + client=resolved_client, + budget=budget, + ) + ) + return tools + + +def memory_instructions( + *, + bank_id: str, + client: Hindsight | None = None, + hindsight_api_url: str | None = None, + api_key: str | None = None, + query: str = "relevant context about the user", + budget: str = "low", + max_results: int = 5, + max_tokens: int = 4096, + prefix: str = "Relevant memories:\n", + tags: list[str] | None = None, + tags_match: str = "any", +) -> str: + """Pre-recall memories for injection into agent system prompt. + + Performs a sync recall at construction time and returns a formatted + string of memories. SmolAgents doesn't have auto-injection, so add + the returned string to the agent's ``system_prompt`` parameter. + + Args: + bank_id: The Hindsight memory bank to recall from. + client: Pre-configured Hindsight client (preferred). + hindsight_api_url: API URL (used if no client provided). + api_key: API key (used if no client provided). + query: The recall query to find relevant memories. + budget: Recall budget level (low/mid/high). + max_results: Maximum number of memories to include. + max_tokens: Maximum tokens for recall results. + prefix: Text prepended before the memory list. + tags: Tags to filter recall results. + tags_match: Tag matching mode (any/all/any_strict/all_strict). + + Returns: + A formatted string of memories, or empty string if none found. + + Raises: + HindsightError: If no client or API URL can be resolved. + """ + resolved_client = _resolve_client(client, hindsight_api_url, api_key) + + try: + recall_kwargs: dict[str, Any] = { + "bank_id": bank_id, + "query": query, + "budget": budget, + "max_tokens": max_tokens, + } + if tags: + recall_kwargs["tags"] = tags + recall_kwargs["tags_match"] = tags_match + response = resolved_client.recall(**recall_kwargs) + results = response.results[:max_results] if response.results else [] + if not results: + return "" + lines = [prefix] + for i, result in enumerate(results, 1): + lines.append(f"{i}. {result.text}") + return "\n".join(lines) + except Exception: + # Silently return empty — instructions failures shouldn't block the agent + return "" diff --git a/hindsight-integrations/smolagents/pyproject.toml b/hindsight-integrations/smolagents/pyproject.toml new file mode 100644 index 000000000..e140f8c2c --- /dev/null +++ b/hindsight-integrations/smolagents/pyproject.toml @@ -0,0 +1,53 @@ +[project] +name = "hindsight-smolagents" +version = "0.1.0" +description = "SmolAgents integration for Hindsight - persistent memory tools for AI agents" +requires-python = ">=3.10" +license = { text = "MIT" } +authors = [ + { name = "Vectorize", email = "support@vectorize.io" } +] +keywords = [ + "ai", + "memory", + "smolagents", + "agents", + "hindsight", + "huggingface", +] +classifiers = [ + "Development Status :: 4 - Beta", + "Intended Audience :: Developers", + "License :: OSI Approved :: MIT License", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", + "Programming Language :: Python :: 3.12", + "Topic :: Scientific/Engineering :: Artificial Intelligence", +] + +dependencies = [ + "smolagents", + "hindsight-client>=0.4.0", +] + +[project.urls] +Homepage = "https://github.com/vectorize-io/hindsight" +Documentation = "https://github.com/vectorize-io/hindsight/tree/main/hindsight-integrations/smolagents" +Repository = "https://github.com/vectorize-io/hindsight" + +[build-system] +requires = ["hatchling"] +build-backend = "hatchling.build" + +[tool.hatch.build.targets.wheel] +packages = ["hindsight_smolagents"] + +[tool.pytest.ini_options] +testpaths = ["tests"] + +[dependency-groups] +dev = [ + "pytest>=9.0.2", + "ruff>=0.8.0", +] diff --git a/hindsight-integrations/smolagents/tests/__init__.py b/hindsight-integrations/smolagents/tests/__init__.py new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/hindsight-integrations/smolagents/tests/__init__.py @@ -0,0 +1 @@ + diff --git a/hindsight-integrations/smolagents/tests/test_config.py b/hindsight-integrations/smolagents/tests/test_config.py new file mode 100644 index 000000000..616e96d52 --- /dev/null +++ b/hindsight-integrations/smolagents/tests/test_config.py @@ -0,0 +1,169 @@ +"""Unit tests for hindsight_smolagents configuration.""" + +import os +from unittest.mock import patch + +from hindsight_smolagents import configure, get_config, reset_config +from hindsight_smolagents.config import ( + DEFAULT_HINDSIGHT_API_URL, + HINDSIGHT_API_KEY_ENV, + HindsightSmolAgentsConfig, +) + + +class TestDefaults: + def test_default_api_url(self): + assert DEFAULT_HINDSIGHT_API_URL == "https://api.hindsight.vectorize.io" + + def test_env_var_name(self): + assert HINDSIGHT_API_KEY_ENV == "HINDSIGHT_API_KEY" + + +class TestHindsightSmolAgentsConfigDataclass: + def test_default_values(self): + config = HindsightSmolAgentsConfig() + assert config.hindsight_api_url == DEFAULT_HINDSIGHT_API_URL + assert config.api_key is None + assert config.budget == "mid" + assert config.max_tokens == 4096 + assert config.tags is None + assert config.recall_tags is None + assert config.recall_tags_match == "any" + assert config.verbose is False + + def test_custom_values(self): + config = HindsightSmolAgentsConfig( + hindsight_api_url="http://custom:9999", + api_key="key-123", + budget="high", + max_tokens=2048, + tags=["t1"], + recall_tags=["r1"], + recall_tags_match="all", + verbose=True, + ) + assert config.hindsight_api_url == "http://custom:9999" + assert config.api_key == "key-123" + assert config.budget == "high" + assert config.max_tokens == 2048 + assert config.tags == ["t1"] + assert config.recall_tags == ["r1"] + assert config.recall_tags_match == "all" + assert config.verbose is True + + def test_is_mutable_dataclass(self): + config = HindsightSmolAgentsConfig() + config.budget = "low" + assert config.budget == "low" + + +class TestConfigure: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_configure_with_no_arguments(self): + config = configure() + assert config.hindsight_api_url == DEFAULT_HINDSIGHT_API_URL + assert config.api_key is None + assert config.budget == "mid" + assert config.max_tokens == 4096 + assert config.tags is None + assert config.recall_tags is None + assert config.recall_tags_match == "any" + assert config.verbose is False + + def test_configure_reads_api_key_from_env(self): + with patch.dict(os.environ, {HINDSIGHT_API_KEY_ENV: "test-key"}): + config = configure() + assert config.api_key == "test-key" + + def test_configure_explicit_overrides_env(self): + with patch.dict(os.environ, {HINDSIGHT_API_KEY_ENV: "env-key"}): + config = configure(api_key="explicit-key") + assert config.api_key == "explicit-key" + + def test_configure_api_key_none_without_env(self): + with patch.dict(os.environ, {}, clear=True): + config = configure() + assert config.api_key is None + + def test_configure_all_options(self): + config = configure( + hindsight_api_url="http://custom:8888", + api_key="my-key", + budget="high", + max_tokens=2048, + tags=["env:test"], + recall_tags=["scope:global"], + recall_tags_match="all", + verbose=True, + ) + assert config.hindsight_api_url == "http://custom:8888" + assert config.api_key == "my-key" + assert config.budget == "high" + assert config.max_tokens == 2048 + assert config.tags == ["env:test"] + assert config.recall_tags == ["scope:global"] + assert config.recall_tags_match == "all" + assert config.verbose is True + + def test_configure_returns_config_instance(self): + config = configure() + assert isinstance(config, HindsightSmolAgentsConfig) + + def test_configure_replaces_previous_config(self): + configure(budget="low") + config1 = get_config() + assert config1.budget == "low" + + configure(budget="high") + config2 = get_config() + assert config2.budget == "high" + assert config1 is not config2 + + def test_configure_url_defaults_when_none(self): + config = configure(hindsight_api_url=None) + assert config.hindsight_api_url == DEFAULT_HINDSIGHT_API_URL + + +class TestGetConfig: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_returns_none_without_configure(self): + assert get_config() is None + + def test_returns_config_after_configure(self): + configure() + config = get_config() + assert config is not None + assert isinstance(config, HindsightSmolAgentsConfig) + + def test_returns_same_instance(self): + configure() + assert get_config() is get_config() + + +class TestResetConfig: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_reset_config(self): + configure() + assert get_config() is not None + reset_config() + assert get_config() is None + + def test_reset_is_idempotent(self): + reset_config() + reset_config() + assert get_config() is None diff --git a/hindsight-integrations/smolagents/tests/test_tools.py b/hindsight-integrations/smolagents/tests/test_tools.py new file mode 100644 index 000000000..2cf29b8f1 --- /dev/null +++ b/hindsight-integrations/smolagents/tests/test_tools.py @@ -0,0 +1,630 @@ +"""Unit tests for Hindsight SmolAgents tools.""" + +import logging +from unittest.mock import MagicMock, patch + +import pytest + +from hindsight_smolagents import ( + HindsightRecallTool, + HindsightReflectTool, + HindsightRetainTool, + configure, + create_hindsight_tools, + memory_instructions, + reset_config, +) +from hindsight_smolagents.errors import HindsightError +from hindsight_smolagents.tools import _resolve_client + + +# --------------------------------------------------------------------------- +# Helpers +# --------------------------------------------------------------------------- + + +def _mock_client(): + """Create a mock Hindsight client.""" + client = MagicMock() + client.retain = MagicMock() + client.recall = MagicMock() + client.reflect = MagicMock() + client.create_bank = MagicMock() + return client + + +def _mock_recall_response(texts: list[str]): + """Create a mock RecallResponse with results.""" + response = MagicMock() + results = [] + for t in texts: + r = MagicMock() + r.text = t + results.append(r) + response.results = results + return response + + +def _mock_reflect_response(text: str): + """Create a mock ReflectResponse.""" + response = MagicMock() + response.text = text + return response + + +# --------------------------------------------------------------------------- +# _resolve_client +# --------------------------------------------------------------------------- + + +class TestResolveClient: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_returns_explicit_client(self): + client = _mock_client() + assert _resolve_client(client, None, None) is client + + def test_explicit_client_ignores_url_and_key(self): + client = _mock_client() + result = _resolve_client(client, "http://ignored", "ignored-key") + assert result is client + + def test_creates_client_from_url(self): + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, "http://localhost:8888", None) + mock_cls.assert_called_once_with( + base_url="http://localhost:8888", timeout=30.0 + ) + + def test_creates_client_with_api_key(self): + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, "http://localhost:8888", "my-key") + mock_cls.assert_called_once_with( + base_url="http://localhost:8888", timeout=30.0, api_key="my-key" + ) + + def test_falls_back_to_global_config_url(self): + configure(hindsight_api_url="http://config:8888") + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, None) + mock_cls.assert_called_once_with( + base_url="http://config:8888", timeout=30.0 + ) + + def test_falls_back_to_global_config_api_key(self): + configure(hindsight_api_url="http://config:8888", api_key="config-key") + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, None) + mock_cls.assert_called_once_with( + base_url="http://config:8888", timeout=30.0, api_key="config-key" + ) + + def test_explicit_url_overrides_config(self): + configure(hindsight_api_url="http://config:8888") + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, "http://explicit:9999", None) + mock_cls.assert_called_once_with( + base_url="http://explicit:9999", timeout=30.0 + ) + + def test_explicit_api_key_overrides_config(self): + configure(hindsight_api_url="http://config:8888", api_key="config-key") + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, "explicit-key") + mock_cls.assert_called_once_with( + base_url="http://config:8888", timeout=30.0, api_key="explicit-key" + ) + + def test_raises_without_url_or_config(self): + with pytest.raises(HindsightError, match="No Hindsight API URL"): + _resolve_client(None, None, None) + + def test_raises_with_empty_config_no_url(self): + # Config exists but has default URL, so this should NOT raise + configure() + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + _resolve_client(None, None, None) + mock_cls.assert_called_once() + + +# --------------------------------------------------------------------------- +# Tool construction +# --------------------------------------------------------------------------- + + +class TestToolConstruction: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_retain_tool_attributes(self): + client = _mock_client() + tool = HindsightRetainTool(bank_id="test", client=client) + assert tool.name == "hindsight_retain" + assert "Store information" in tool.description + assert "content" in tool.inputs + assert tool.output_type == "string" + + def test_recall_tool_attributes(self): + client = _mock_client() + tool = HindsightRecallTool(bank_id="test", client=client) + assert tool.name == "hindsight_recall" + assert "Search long-term memory" in tool.description + assert "query" in tool.inputs + assert tool.output_type == "string" + + def test_reflect_tool_attributes(self): + client = _mock_client() + tool = HindsightReflectTool(bank_id="test", client=client) + assert tool.name == "hindsight_reflect" + assert "Synthesize" in tool.description + assert "query" in tool.inputs + assert tool.output_type == "string" + + def test_raises_without_client_or_config(self): + with pytest.raises(HindsightError, match="No Hindsight API URL"): + HindsightRetainTool(bank_id="test") + + def test_falls_back_to_global_config(self): + configure(hindsight_api_url="http://localhost:8888") + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + tool = HindsightRetainTool(bank_id="test") + assert tool.name == "hindsight_retain" + mock_cls.assert_called_once_with( + base_url="http://localhost:8888", timeout=30.0 + ) + + def test_api_key_passed_to_client(self): + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + HindsightRetainTool( + bank_id="test", + hindsight_api_url="http://localhost:8888", + api_key="secret", + ) + mock_cls.assert_called_once_with( + base_url="http://localhost:8888", + timeout=30.0, + api_key="secret", + ) + + +# --------------------------------------------------------------------------- +# Retain tool +# --------------------------------------------------------------------------- + + +class TestRetainTool: + def test_retain_success(self): + client = _mock_client() + tool = HindsightRetainTool(bank_id="my-bank", client=client) + result = tool.forward("I like dark mode") + assert result == "Memory stored successfully." + client.retain.assert_called_once_with( + bank_id="my-bank", content="I like dark mode" + ) + + def test_retain_with_tags(self): + client = _mock_client() + tool = HindsightRetainTool(bank_id="my-bank", client=client, tags=["env:test"]) + tool.forward("tagged content") + client.retain.assert_called_once_with( + bank_id="my-bank", content="tagged content", tags=["env:test"] + ) + + def test_retain_config_tags(self): + configure(hindsight_api_url="http://localhost:8888", tags=["config-tag"]) + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + tool = HindsightRetainTool(bank_id="test") + client = mock_cls.return_value + tool.forward("content") + assert client.retain.call_args[1]["tags"] == ["config-tag"] + + def test_retain_explicit_tags_override_config(self): + configure(hindsight_api_url="http://localhost:8888", tags=["config-tag"]) + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_cls.return_value = _mock_client() + tool = HindsightRetainTool(bank_id="test", tags=["explicit-tag"]) + client = mock_cls.return_value + tool.forward("content") + assert client.retain.call_args[1]["tags"] == ["explicit-tag"] + + def test_retain_creates_bank(self): + client = _mock_client() + tool = HindsightRetainTool(bank_id="new-bank", client=client) + tool.forward("content") + client.create_bank.assert_called_once_with(bank_id="new-bank", name="new-bank") + + def test_retain_creates_bank_only_once(self): + client = _mock_client() + tool = HindsightRetainTool(bank_id="my-bank", client=client) + tool.forward("first") + tool.forward("second") + client.create_bank.assert_called_once() + + def test_retain_bank_already_exists(self): + client = _mock_client() + client.create_bank.side_effect = Exception("already exists") + tool = HindsightRetainTool(bank_id="existing-bank", client=client) + result = tool.forward("content") + assert result == "Memory stored successfully." + + def test_retain_failure_raises_hindsight_error(self): + client = _mock_client() + client.retain.side_effect = RuntimeError("network error") + tool = HindsightRetainTool(bank_id="my-bank", client=client) + with pytest.raises(HindsightError, match="Retain failed"): + tool.forward("content") + + def test_retain_hindsight_error_not_wrapped(self): + client = _mock_client() + client.retain.side_effect = HindsightError("original error") + tool = HindsightRetainTool(bank_id="my-bank", client=client) + with pytest.raises(HindsightError, match="original error"): + tool.forward("content") + + def test_retain_failure_logs_error(self, caplog): + client = _mock_client() + client.retain.side_effect = RuntimeError("network error") + tool = HindsightRetainTool(bank_id="my-bank", client=client) + with caplog.at_level(logging.ERROR), pytest.raises(HindsightError): + tool.forward("content") + assert "Retain failed" in caplog.text + + +# --------------------------------------------------------------------------- +# Recall tool +# --------------------------------------------------------------------------- + + +class TestRecallTool: + def test_recall_returns_numbered_results(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact1", "fact2", "fact3"]) + tool = HindsightRecallTool(bank_id="my-bank", client=client) + result = tool.forward("preferences") + assert result == "1. fact1\n2. fact2\n3. fact3" + + def test_recall_no_results(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response([]) + tool = HindsightRecallTool(bank_id="my-bank", client=client) + result = tool.forward("unknown") + assert result == "No relevant memories found." + + def test_recall_none_results(self): + client = _mock_client() + response = MagicMock() + response.results = None + client.recall.return_value = response + tool = HindsightRecallTool(bank_id="my-bank", client=client) + result = tool.forward("unknown") + assert result == "No relevant memories found." + + def test_recall_passes_budget_and_max_tokens(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + tool = HindsightRecallTool( + bank_id="my-bank", client=client, budget="high", max_tokens=2048 + ) + tool.forward("query") + call_kwargs = client.recall.call_args[1] + assert call_kwargs["budget"] == "high" + assert call_kwargs["max_tokens"] == 2048 + + def test_recall_default_budget(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + tool = HindsightRecallTool(bank_id="my-bank", client=client) + tool.forward("query") + assert client.recall.call_args[1]["budget"] == "mid" + + def test_recall_with_tags(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + tool = HindsightRecallTool( + bank_id="my-bank", + client=client, + recall_tags=["scope:global"], + recall_tags_match="all", + ) + tool.forward("query") + call_kwargs = client.recall.call_args[1] + assert call_kwargs["tags"] == ["scope:global"] + assert call_kwargs["tags_match"] == "all" + + def test_recall_without_tags_omits_tag_kwargs(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + tool = HindsightRecallTool(bank_id="my-bank", client=client) + tool.forward("query") + call_kwargs = client.recall.call_args[1] + assert "tags" not in call_kwargs + assert "tags_match" not in call_kwargs + + def test_recall_failure_raises_hindsight_error(self): + client = _mock_client() + client.recall.side_effect = RuntimeError("network error") + tool = HindsightRecallTool(bank_id="my-bank", client=client) + with pytest.raises(HindsightError, match="Recall failed"): + tool.forward("query") + + def test_recall_hindsight_error_not_wrapped(self): + client = _mock_client() + client.recall.side_effect = HindsightError("original error") + tool = HindsightRecallTool(bank_id="my-bank", client=client) + with pytest.raises(HindsightError, match="original error"): + tool.forward("query") + + def test_recall_failure_logs_error(self, caplog): + client = _mock_client() + client.recall.side_effect = RuntimeError("network error") + tool = HindsightRecallTool(bank_id="my-bank", client=client) + with caplog.at_level(logging.ERROR), pytest.raises(HindsightError): + tool.forward("query") + assert "Recall failed" in caplog.text + + +# --------------------------------------------------------------------------- +# Reflect tool +# --------------------------------------------------------------------------- + + +class TestReflectTool: + def test_reflect_returns_text(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("Synthesized answer") + tool = HindsightReflectTool(bank_id="my-bank", client=client) + result = tool.forward("What are my preferences?") + assert result == "Synthesized answer" + + def test_reflect_empty_text_returns_fallback(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("") + tool = HindsightReflectTool(bank_id="my-bank", client=client) + result = tool.forward("query") + assert result == "No relevant memories found." + + def test_reflect_none_text_returns_fallback(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response(None) + tool = HindsightReflectTool(bank_id="my-bank", client=client) + result = tool.forward("query") + assert result == "No relevant memories found." + + def test_reflect_passes_budget(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("answer") + tool = HindsightReflectTool(bank_id="my-bank", client=client, budget="high") + tool.forward("query") + assert client.reflect.call_args[1]["budget"] == "high" + + def test_reflect_default_budget(self): + client = _mock_client() + client.reflect.return_value = _mock_reflect_response("answer") + tool = HindsightReflectTool(bank_id="my-bank", client=client) + tool.forward("query") + assert client.reflect.call_args[1]["budget"] == "mid" + + def test_reflect_failure_raises_hindsight_error(self): + client = _mock_client() + client.reflect.side_effect = RuntimeError("network error") + tool = HindsightReflectTool(bank_id="my-bank", client=client) + with pytest.raises(HindsightError, match="Reflect failed"): + tool.forward("query") + + def test_reflect_hindsight_error_not_wrapped(self): + client = _mock_client() + client.reflect.side_effect = HindsightError("original error") + tool = HindsightReflectTool(bank_id="my-bank", client=client) + with pytest.raises(HindsightError, match="original error"): + tool.forward("query") + + def test_reflect_failure_logs_error(self, caplog): + client = _mock_client() + client.reflect.side_effect = RuntimeError("network error") + tool = HindsightReflectTool(bank_id="my-bank", client=client) + with caplog.at_level(logging.ERROR), pytest.raises(HindsightError): + tool.forward("query") + assert "Reflect failed" in caplog.text + + +# --------------------------------------------------------------------------- +# create_hindsight_tools +# --------------------------------------------------------------------------- + + +class TestCreateHindsightTools: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_creates_three_tools_by_default(self): + client = _mock_client() + tools = create_hindsight_tools(bank_id="test", client=client) + assert len(tools) == 3 + names = {t.name for t in tools} + assert names == {"hindsight_retain", "hindsight_recall", "hindsight_reflect"} + + def test_enable_retain_only(self): + client = _mock_client() + tools = create_hindsight_tools( + bank_id="test", + client=client, + enable_retain=True, + enable_recall=False, + enable_reflect=False, + ) + assert len(tools) == 1 + assert tools[0].name == "hindsight_retain" + + def test_enable_recall_only(self): + client = _mock_client() + tools = create_hindsight_tools( + bank_id="test", + client=client, + enable_retain=False, + enable_recall=True, + enable_reflect=False, + ) + assert len(tools) == 1 + assert tools[0].name == "hindsight_recall" + + def test_enable_reflect_only(self): + client = _mock_client() + tools = create_hindsight_tools( + bank_id="test", + client=client, + enable_retain=False, + enable_recall=False, + enable_reflect=True, + ) + assert len(tools) == 1 + assert tools[0].name == "hindsight_reflect" + + def test_no_tools_when_all_disabled(self): + client = _mock_client() + tools = create_hindsight_tools( + bank_id="test", + client=client, + enable_retain=False, + enable_recall=False, + enable_reflect=False, + ) + assert len(tools) == 0 + + def test_raises_without_client_or_config(self): + with pytest.raises(HindsightError, match="No Hindsight API URL"): + create_hindsight_tools(bank_id="test") + + def test_shares_client_across_tools(self): + client = _mock_client() + tools = create_hindsight_tools(bank_id="test", client=client) + # All tools should share the same resolved client + assert tools[0]._client is tools[1]._client is tools[2]._client + + def test_passes_tags_to_retain(self): + client = _mock_client() + tools = create_hindsight_tools(bank_id="test", client=client, tags=["env:test"]) + retain_tool = [t for t in tools if t.name == "hindsight_retain"][0] + assert retain_tool._tags == ["env:test"] + + def test_passes_recall_options(self): + client = _mock_client() + tools = create_hindsight_tools( + bank_id="test", + client=client, + budget="high", + max_tokens=2048, + recall_tags=["scope:global"], + recall_tags_match="all", + ) + recall_tool = [t for t in tools if t.name == "hindsight_recall"][0] + assert recall_tool._budget == "high" + assert recall_tool._max_tokens == 2048 + assert recall_tool._recall_tags == ["scope:global"] + assert recall_tool._recall_tags_match == "all" + + +# --------------------------------------------------------------------------- +# memory_instructions +# --------------------------------------------------------------------------- + + +class TestMemoryInstructions: + def setup_method(self): + reset_config() + + def teardown_method(self): + reset_config() + + def test_returns_formatted_memories(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["pref1", "pref2"]) + result = memory_instructions(bank_id="test", client=client) + assert result == "Relevant memories:\n\n1. pref1\n2. pref2" + + def test_returns_empty_string_when_no_results(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response([]) + result = memory_instructions(bank_id="test", client=client) + assert result == "" + + def test_respects_max_results(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response( + ["a", "b", "c", "d", "e", "f"] + ) + result = memory_instructions(bank_id="test", client=client, max_results=3) + lines = result.strip().split("\n") + # prefix line + blank line (from prefix trailing \n) + 3 results + assert len(lines) == 5 + assert lines[-1] == "3. c" + + def test_custom_prefix(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response(["fact"]) + result = memory_instructions(bank_id="test", client=client, prefix="Context:\n") + assert result.startswith("Context:\n") + + def test_passes_query_and_budget(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response([]) + memory_instructions( + bank_id="test", client=client, query="custom query", budget="high" + ) + call_kwargs = client.recall.call_args[1] + assert call_kwargs["query"] == "custom query" + assert call_kwargs["budget"] == "high" + + def test_default_budget_is_low(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response([]) + memory_instructions(bank_id="test", client=client) + assert client.recall.call_args[1]["budget"] == "low" + + def test_passes_tags(self): + client = _mock_client() + client.recall.return_value = _mock_recall_response([]) + memory_instructions( + bank_id="test", client=client, tags=["scope:global"], tags_match="all" + ) + call_kwargs = client.recall.call_args[1] + assert call_kwargs["tags"] == ["scope:global"] + assert call_kwargs["tags_match"] == "all" + + def test_returns_empty_on_exception(self): + client = _mock_client() + client.recall.side_effect = RuntimeError("network error") + result = memory_instructions(bank_id="test", client=client) + assert result == "" + + def test_raises_without_client_or_config(self): + with pytest.raises(HindsightError, match="No Hindsight API URL"): + memory_instructions(bank_id="test") + + def test_falls_back_to_global_config(self): + configure(hindsight_api_url="http://localhost:8888") + with patch("hindsight_smolagents.tools.Hindsight") as mock_cls: + mock_instance = _mock_client() + mock_instance.recall.return_value = _mock_recall_response(["fact"]) + mock_cls.return_value = mock_instance + result = memory_instructions(bank_id="test") + assert "fact" in result diff --git a/hindsight-integrations/smolagents/uv.lock b/hindsight-integrations/smolagents/uv.lock new file mode 100644 index 000000000..0c47be745 --- /dev/null +++ b/hindsight-integrations/smolagents/uv.lock @@ -0,0 +1,1617 @@ +version = 1 +revision = 3 +requires-python = ">=3.10" + +[[package]] +name = "aiohappyeyeballs" +version = "2.6.1" +source = { registry = 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