diff --git a/entity/configs/edge/edge_processor.py b/entity/configs/edge/edge_processor.py index 46566bf997..775c5f3476 100755 --- a/entity/configs/edge/edge_processor.py +++ b/entity/configs/edge/edge_processor.py @@ -44,8 +44,6 @@ def to_external_value(self) -> Any: return _serialize_config(self) - - _NO_MATCH_DESCRIPTIONS = { "pass": "Leave the payload untouched when no match is found.", "default": "Apply default_value (or empty string) if nothing matches.", @@ -117,7 +115,6 @@ class RegexEdgeProcessorConfig(EdgeProcessorTypeConfig): description="Whether to collect all matches instead of only the first.", advance=True, ), - "template": ConfigFieldSpec( name="template", display_name="Output Template", @@ -152,7 +149,9 @@ class RegexEdgeProcessorConfig(EdgeProcessorTypeConfig): } @classmethod - def from_dict(cls, data: Mapping[str, Any], *, path: str) -> "RegexEdgeProcessorConfig": + def from_dict( + cls, data: Mapping[str, Any], *, path: str + ) -> "RegexEdgeProcessorConfig": mapping = require_mapping(data, path) pattern = require_str(mapping, "pattern", path, allow_empty=False) group_value = mapping.get("group") @@ -166,14 +165,19 @@ def from_dict(cls, data: Mapping[str, Any], *, path: str) -> "RegexEdgeProcessor else: group_normalized = group_value else: - raise ConfigError("group must be str or int", extend_path(path, "group")) + raise ConfigError( + "group must be str or int", extend_path(path, "group") + ) multiple = optional_bool(mapping, "multiple", path, default=False) case_sensitive = optional_bool(mapping, "case_sensitive", path, default=True) multiline = optional_bool(mapping, "multiline", path, default=False) dotall = optional_bool(mapping, "dotall", path, default=False) on_no_match = optional_str(mapping, "on_no_match", path) or "pass" if on_no_match not in {"pass", "default", "drop"}: - raise ConfigError("on_no_match must be pass, default or drop", extend_path(path, "on_no_match")) + raise ConfigError( + "on_no_match must be pass, default or drop", + extend_path(path, "on_no_match"), + ) template = optional_str(mapping, "template", path) default_value = optional_str(mapping, "default_value", path) @@ -230,18 +234,26 @@ def field_specs(cls) -> Dict[str, ConfigFieldSpec]: descriptions = {} for name in names: meta = metadata.get(name) - descriptions[name] = (meta.description if meta else None) or "No description provided." + descriptions[name] = ( + meta.description if meta else None + ) or "No description provided." specs["name"] = replace( name_spec, enum=names or None, - enum_options=enum_options_from_values(names, descriptions, preserve_label_case=True) if names else None, + enum_options=enum_options_from_values( + names, descriptions, preserve_label_case=True + ) + if names + else None, description=description, ) return specs @classmethod - def from_dict(cls, data: Mapping[str, Any], *, path: str) -> "FunctionEdgeProcessorConfig": + def from_dict( + cls, data: Mapping[str, Any], *, path: str + ) -> "FunctionEdgeProcessorConfig": mapping = require_mapping(data, path) name = require_str(mapping, "name", path, allow_empty=False) return cls(name=name, path=path) @@ -253,6 +265,37 @@ def to_external_value(self) -> Any: return {"name": self.name} +@dataclass +class TemplateEdgeProcessorConfig(EdgeProcessorTypeConfig): + """Configuration for Jinja2 template-based payload processors.""" + + template: str = "" + + FIELD_SPECS = { + "template": ConfigFieldSpec( + name="template", + display_name="Template String", + type_hint="str", + required=True, + description="Jinja2 template string for transforming edge payloads.", + ) + } + + @classmethod + def from_dict( + cls, data: Mapping[str, Any], *, path: str + ) -> "TemplateEdgeProcessorConfig": + mapping = require_mapping(data, path) + template = require_str(mapping, "template", path, allow_empty=False) + return cls(template=template, path=path) + + def display_label(self) -> str: + return "template" + + def to_external_value(self) -> Any: + return {"template": self.template} + + TProcessorConfig = TypeVar("TProcessorConfig", bound=EdgeProcessorTypeConfig) @@ -288,12 +331,18 @@ def from_dict(cls, data: Any, *, path: str) -> "EdgeProcessorConfig": processor_type = require_str(mapping, "type", path) config_payload = mapping.get("config") if config_payload is None: - raise ConfigError("processor config is required", extend_path(path, "config")) + raise ConfigError( + "processor config is required", extend_path(path, "config") + ) try: schema = get_edge_processor_schema(processor_type) except SchemaLookupError as exc: - raise ConfigError(f"unknown processor type '{processor_type}'", extend_path(path, "type")) from exc - processor_config = schema.config_cls.from_dict(config_payload, path=extend_path(path, "config")) + raise ConfigError( + f"unknown processor type '{processor_type}'", extend_path(path, "type") + ) from exc + processor_config = schema.config_cls.from_dict( + config_payload, path=extend_path(path, "config") + ) return cls(type=processor_type, config=processor_config, path=path) @classmethod @@ -310,11 +359,15 @@ def field_specs(cls) -> Dict[str, ConfigFieldSpec]: if type_spec: registrations = iter_edge_processor_schemas() names = list(registrations.keys()) - descriptions = {name: schema.summary for name, schema in registrations.items()} + descriptions = { + name: schema.summary for name, schema in registrations.items() + } specs["type"] = replace( type_spec, enum=names, - enum_options=enum_options_from_values(names, descriptions, preserve_label_case=True), + enum_options=enum_options_from_values( + names, descriptions, preserve_label_case=True + ), ) return specs @@ -327,7 +380,9 @@ def to_external_value(self) -> Any: "config": self.config.to_external_value(), } - def as_config(self, expected_type: Type[TProcessorConfig]) -> TProcessorConfig | None: + def as_config( + self, expected_type: Type[TProcessorConfig] + ) -> TProcessorConfig | None: config = self.config if isinstance(config, expected_type): return cast(TProcessorConfig, config) diff --git a/entity/configs/node/template.py b/entity/configs/node/template.py new file mode 100644 index 0000000000..e3a7ee889b --- /dev/null +++ b/entity/configs/node/template.py @@ -0,0 +1,42 @@ +"""Configuration for template nodes.""" + +from dataclasses import dataclass +from typing import Mapping, Any + +from entity.configs.base import ( + BaseConfig, + ConfigError, + ConfigFieldSpec, + require_mapping, + require_str, +) + + +@dataclass +class TemplateNodeConfig(BaseConfig): + """Config describing the Jinja2 template used to format output.""" + + template: str = "" + + @classmethod + def from_dict(cls, data: Mapping[str, Any], *, path: str) -> "TemplateNodeConfig": + mapping = require_mapping(data, path) + template = require_str(mapping, "template", path) + if not template: + raise ConfigError("template cannot be empty", f"{path}.template") + + return cls(template=template, path=path) + + def validate(self) -> None: + if not self.template: + raise ConfigError("template cannot be empty", f"{self.path}.template") + + FIELD_SPECS = { + "template": ConfigFieldSpec( + name="template", + display_name="Jinja2 Template", + type_hint="text", + required=True, + description="Jinja2 template string for formatting output. Available context: {{ input }} (latest message content), {{ environment }} (execution environment variables).", + ), + } diff --git a/pyproject.toml b/pyproject.toml index e1e9cebe20..d520bc64a4 100755 --- a/pyproject.toml +++ b/pyproject.toml @@ -41,6 +41,7 @@ dependencies = [ "markdown>=3.10", "xhtml2pdf>=0.2.17", "mem0ai>=1.0.9", + "jinja2>=3.1.0", ] [build-system] diff --git a/runtime/edge/processors/builtin_types.py b/runtime/edge/processors/builtin_types.py index 96a50ecd91..0caf4fe25b 100755 --- a/runtime/edge/processors/builtin_types.py +++ b/runtime/edge/processors/builtin_types.py @@ -3,10 +3,12 @@ from entity.configs.edge.edge_processor import ( RegexEdgeProcessorConfig, FunctionEdgeProcessorConfig, + TemplateEdgeProcessorConfig, ) from .registry import register_edge_processor from .regex_processor import RegexEdgePayloadProcessor from .function_processor import FunctionEdgePayloadProcessor +from .template_processor import TemplateEdgePayloadProcessor register_edge_processor( "regex_extract", @@ -21,3 +23,10 @@ summary="Delegate message transformation to Python functions in functions/edge_processor.", config_cls=FunctionEdgeProcessorConfig, ) + +register_edge_processor( + "template", + processor_cls=TemplateEdgePayloadProcessor, + summary="Transform payloads using Jinja2 templates.", + config_cls=TemplateEdgeProcessorConfig, +) diff --git a/runtime/edge/processors/template_processor.py b/runtime/edge/processors/template_processor.py new file mode 100644 index 0000000000..1addc3b2ab --- /dev/null +++ b/runtime/edge/processors/template_processor.py @@ -0,0 +1,99 @@ +"""Jinja2 template-based edge payload processor.""" + +import json +from typing import Any + +from jinja2 import Environment, TemplateSyntaxError, UndefinedError, StrictUndefined +from jinja2.sandbox import SandboxedEnvironment + +from entity.configs.edge.edge_processor import TemplateEdgeProcessorConfig +from entity.messages import Message +from runtime.node.executor import ExecutionContext +from utils.log_manager import LogManager + +from .base import EdgePayloadProcessor, ProcessorFactoryContext + + +class TemplateRenderError(Exception): + """Raised when template rendering fails.""" + + pass + + +def _fromjson_filter(value: str) -> Any: + """Parse JSON string into Python object.""" + try: + return json.loads(value) + except json.JSONDecodeError as exc: + raise TemplateRenderError(f"JSON decode error: {exc}") from exc + + +def _tojson_filter(value: Any) -> str: + """Serialize Python object to JSON string.""" + try: + return json.dumps(value, ensure_ascii=False) + except (TypeError, ValueError) as exc: + raise TemplateRenderError(f"JSON encode error: {exc}") from exc + + +class TemplateEdgePayloadProcessor(EdgePayloadProcessor[TemplateEdgeProcessorConfig]): + """Transform edge payloads using Jinja2 templates.""" + + def __init__( + self, config: TemplateEdgeProcessorConfig, ctx: ProcessorFactoryContext + ) -> None: + super().__init__(config, ctx) + + # Create sandboxed Jinja2 environment + self.env = SandboxedEnvironment( + autoescape=False, + undefined=StrictUndefined, # Strict mode - fail on undefined variables + ) + + # Register custom filters + self.env.filters["fromjson"] = _fromjson_filter + self.env.filters["tojson"] = _tojson_filter + + # Compile template during initialization to catch syntax errors early + try: + self.template = self.env.from_string(config.template) + except TemplateSyntaxError as exc: + raise TemplateRenderError(f"Invalid template syntax: {exc}") from exc + + def transform( + self, + payload: Message, + *, + source_result: Message, + from_node: Any, + edge_link: Any, + log_manager: LogManager, + context: ExecutionContext, + ) -> Message | None: + """Render template with payload and context variables.""" + input_text = self._text(payload) + + # Build template context + template_context = { + "input": input_text, + "environment": getattr(context, "environment", {}), + "extracted": input_text, # Default to input if no prior extraction + } + + # Render template + try: + output = self.template.render(template_context) + except UndefinedError as exc: + available_keys = ", ".join(sorted(template_context.keys())) + raise TemplateRenderError( + f"Undefined variable in template: {exc}. Available context keys: {available_keys}" + ) from exc + except TemplateRenderError: + raise + except Exception as exc: + raise TemplateRenderError(f"Template rendering failed: {exc}") from exc + + # Return new message with rendered output + cloned = payload.clone() + cloned.content = output + return cloned diff --git a/runtime/node/builtin_nodes.py b/runtime/node/builtin_nodes.py index f55ac848dd..65f84655df 100755 --- a/runtime/node/builtin_nodes.py +++ b/runtime/node/builtin_nodes.py @@ -13,6 +13,7 @@ from entity.configs.node.python_runner import PythonRunnerConfig from entity.configs.node.loop_counter import LoopCounterConfig from entity.configs.node.loop_timer import LoopTimerConfig +from entity.configs.node.template import TemplateNodeConfig from runtime.node.executor.agent_executor import AgentNodeExecutor from runtime.node.executor.human_executor import HumanNodeExecutor from runtime.node.executor.passthrough_executor import PassthroughNodeExecutor @@ -21,6 +22,7 @@ from runtime.node.executor.subgraph_executor import SubgraphNodeExecutor from runtime.node.executor.loop_counter_executor import LoopCounterNodeExecutor from runtime.node.executor.loop_timer_executor import LoopTimerNodeExecutor +from runtime.node.executor.template_executor import TemplateNodeExecutor from runtime.node.registry import NodeCapabilities, register_node_type @@ -100,6 +102,14 @@ summary="Blocks downstream edges until the configured time limit is reached, then emits a message to release the loop.", ) +register_node_type( + "template", + config_cls=TemplateNodeConfig, + executor_cls=TemplateNodeExecutor, + capabilities=NodeCapabilities(), + summary="Blocks downstream edges until the configured time limit is reached, then emits a message to release the loop.", +) + # Register subgraph source types (file-based and inline config) register_subgraph_source( "config", diff --git a/runtime/node/executor/template_executor.py b/runtime/node/executor/template_executor.py new file mode 100644 index 0000000000..9abd0b2a53 --- /dev/null +++ b/runtime/node/executor/template_executor.py @@ -0,0 +1,124 @@ +"""Template node executor.""" + +import json +from typing import List, Any + +from jinja2 import TemplateSyntaxError, UndefinedError, StrictUndefined +from jinja2.sandbox import SandboxedEnvironment + +from entity.configs import Node +from entity.configs.node.template import TemplateNodeConfig +from entity.messages import Message, MessageRole +from runtime.node.executor.base import NodeExecutor + + +class TemplateRenderError(Exception): + """Raised when template rendering fails.""" + + pass + + +def _fromjson_filter(value: str) -> Any: + """Parse JSON string into Python object.""" + try: + return json.loads(value) + except json.JSONDecodeError as exc: + raise TemplateRenderError(f"JSON decode error: {exc}") from exc + + +def _tojson_filter(value: Any) -> str: + """Serialize Python object to JSON string.""" + try: + return json.dumps(value, ensure_ascii=False) + except (TypeError, ValueError) as exc: + raise TemplateRenderError(f"JSON encode error: {exc}") from exc + + +class TemplateNodeExecutor(NodeExecutor): + """Format input messages using Jinja2 templates and emit the result.""" + + def execute(self, node: Node, inputs: List[Message]) -> List[Message]: + if node.node_type != "template": + raise ValueError(f"Node {node.id} is not a template node") + + config = node.as_config(TemplateNodeConfig) + if config is None: + raise ValueError(f"Node {node.id} missing template configuration") + + self._ensure_not_cancelled() + + # Handle empty inputs - return empty message + if not inputs: + warning_msg = f"Template node '{node.id}' triggered without inputs" + self.log_manager.warning( + warning_msg, node_id=node.id, details={"input_count": 0} + ) + return [Message(content="", role=MessageRole.USER)] + + # Get latest input message (consistent with passthrough node behavior) + latest_input = inputs[-1] + input_text = latest_input.text_content() + + if len(inputs) > 1: + self.log_manager.debug( + f"Template node '{node.id}' received {len(inputs)} inputs; processing the latest entry", + node_id=node.id, + details={"input_count": len(inputs)}, + ) + + # Create sandboxed Jinja2 environment + env = SandboxedEnvironment( + autoescape=False, + undefined=StrictUndefined, # Strict mode - fail on undefined variables + ) + + # Register custom filters + env.filters["fromjson"] = _fromjson_filter + env.filters["tojson"] = _tojson_filter + + # Compile template + try: + template = env.from_string(config.template) + except TemplateSyntaxError as exc: + error_msg = f"Invalid template syntax in node '{node.id}': {exc}" + self.log_manager.error( + error_msg, node_id=node.id, details={"error": str(exc)} + ) + raise TemplateRenderError(error_msg) from exc + + # Build template context + template_context = { + "input": input_text, + "environment": getattr(self.context, "environment", {}), + } + + # Render template + try: + output = template.render(template_context) + except UndefinedError as exc: + available_keys = ", ".join(sorted(template_context.keys())) + error_msg = f"Undefined variable in template for node '{node.id}': {exc}. Available context keys: {available_keys}" + self.log_manager.error( + error_msg, + node_id=node.id, + details={"error": str(exc), "available_keys": available_keys}, + ) + raise TemplateRenderError(error_msg) from exc + except TemplateRenderError: + raise + except Exception as exc: + error_msg = f"Template rendering failed for node '{node.id}': {exc}" + self.log_manager.error( + error_msg, node_id=node.id, details={"error": str(exc)} + ) + raise TemplateRenderError(error_msg) from exc + + # Return new message with rendered output + return [ + self._build_message( + role=MessageRole.USER, + content=output, + source=node.id, + preserve_role=False, + ) + ] diff --git a/uv.lock b/uv.lock old mode 100755 new mode 100644 index 7a96cf5f85..a4ff524a30 --- a/uv.lock +++ b/uv.lock @@ -9,14 +9,14 @@ resolution-markers = [ [[package]] name = "aiofile" -version = "3.9.0" +version = "3.11.1" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "caio" }, ] -sdist = { url = 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node demonstration with practical formatting examples + log_level: INFO + is_majority_voting: false + nodes: + - id: PatientDataGenerator + type: agent + config: + name: ${MODEL_NAME} + provider: openai + role: | + Generate a JSON object with patient discharge data. Output ONLY valid JSON: + { + "patient_name": "Jane Doe", + "age": 72, + "admission_date": "2024-01-10", + "discharge_date": "2024-01-15", + "diagnosis": "Pneumonia", + "treatment": "Antibiotics and oxygen therapy", + "medications": ["Amoxicillin 500mg", "Ibuprofen 400mg"], + "follow_up": "Visit primary care physician in 2 weeks" + } + base_url: ${BASE_URL} + api_key: ${API_KEY} + params: {} + tooling: null + thinking: null + memories: [] + retry: null + description: Generates patient discharge data + context_window: 0 + log_output: true + name: Patient Data Generator + - id: DischargeSummaryFormatter + type: template + config: + template: | + {% set patient = input | fromjson %} + + Patient Information: + - Name: {{ patient.patient_name }} + - Age: {{ patient.age }} years + + Admission & Discharge: + - Admitted: {{ patient.admission_date }} + - Discharged: {{ patient.discharge_date }} + + Medical Details: + - Diagnosis: {{ patient.diagnosis }} + - Treatment: {{ patient.treatment }} + + Medications Prescribed: + {% for med in patient.medications %} + {{ loop.index }}. {{ med }} + {% endfor %} + + Follow-up Care: + {{ patient.follow_up }} + + {% if patient.age > 65 %} + Special Note: Elderly patient - ensure caregiver support. + {% endif %} + description: Formats patient discharge summary + context_window: 0 + log_output: true + name: Discharge Summary Formatter + - id: SimpleTextGenerator + type: literal + config: + content: Hospital operations are running smoothly today. + role: user + description: Generates simple status text + context_window: 0 + log_output: true + name: Simple Text Generator + - id: StatusBanner + type: template + config: + template: | + {{ input | upper | center(38) }} + + Status at: {{ environment.run_id | default('N/A') }} + description: Creates formatted status banner + context_window: 0 + log_output: true + name: Status Banner Formatter + - id: ReportAggregator + type: passthrough + config: + only_last_message: false + description: Collects all formatted reports + context_window: 0 + log_output: true + name: Report Aggregator + edges: + - from: PatientDataGenerator + to: DischargeSummaryFormatter + trigger: true + condition: 'true' + carry_data: true + keep_message: false + clear_context: false + clear_kept_context: false + processor: null + - from: SimpleTextGenerator + to: StatusBanner + trigger: true + condition: 'true' + carry_data: true + keep_message: false + clear_context: false + clear_kept_context: false + processor: null + - from: DischargeSummaryFormatter + to: ReportAggregator + trigger: true + condition: 'true' + carry_data: true + keep_message: false + clear_context: false + clear_kept_context: false + processor: null + - from: StatusBanner + to: ReportAggregator + trigger: true + condition: 'true' + carry_data: true + keep_message: false + clear_context: false + clear_kept_context: false + processor: null + memory: [] + initial_instruction: '' + start: + - PatientDataGenerator + - SimpleTextGenerator + end: + - ReportAggregator +version: 0.0.0 +vars: + MODEL_NAME: qwen/qwen3-8b