diff --git a/docs/source/_static/mixture_of_control_flows.png b/docs/source/_static/mixture_of_control_flows.png new file mode 100644 index 0000000000..7204a3652f --- /dev/null +++ b/docs/source/_static/mixture_of_control_flows.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:383a3a7be16b5dc0bc838be1aa8229d30dede302c424bda25feb995f017f26c1 +size 41753 diff --git a/examples/README.md b/examples/README.md index 59bd109987..9681333033 100644 --- a/examples/README.md +++ b/examples/README.md @@ -111,6 +111,7 @@ _Additional information can be found in the [Agents README](./agents/README.md). ### Control Flow - **[`router_agent`](control_flow/router_agent/README.md)**: Configurable Router Agent that analyzes incoming requests and directly routes them to the most appropriate branch (other agents, functions or tools) based on request content **[🟢 Beginner]** - **[`sequential_executor`](control_flow/sequential_executor/README.md)**: Linear tool execution pipeline that chains multiple functions together where each function's output becomes the input for the next function, with optional type compatibility checking and error handling **[🟢 Beginner]** +- **[`mixture_of_control_flows`](control_flow/mixture_of_control_flows/README.md)**: Demonstrates how to compose router agent and sequential executor control flow patterns together, showing routing to sequential executors, calling router agents from sequential executors, and routing to nested router agents **[🟢 Beginner]** ### Custom Functions - **[`automated_description_generation`](custom_functions/automated_description_generation/README.md)**: Intelligent system that automatically generates descriptions for vector database collections by sampling and summarizing documents **[🟢 Beginner]** diff --git a/examples/control_flow/mixture_of_control_flows/README.md b/examples/control_flow/mixture_of_control_flows/README.md new file mode 100644 index 0000000000..bb1e77c10f --- /dev/null +++ b/examples/control_flow/mixture_of_control_flows/README.md @@ -0,0 +1,300 @@ + + +# Mixture of Control Flows Example + +**Complexity:** 🟢 Beginner + +This example demonstrates how to compose [router agent](../router_agent/README.md) and [sequential executor](../sequential_executor/README.md) control flow patterns in the NeMo Agent Toolkit. + +## Table of Contents + +- [Graph Structure](#graph-structure) +- [Configuration](#configuration) + - [Example Configuration](#example-configuration) +- [Installation and Setup](#installation-and-setup) + - [Install this Workflow](#install-this-workflow) + - [Set Up API Keys](#set-up-api-keys) +- [Run the Workflows](#run-the-workflows) + - [Router Agent to Sequential Executor](#router-agent-to-sequential-executor) + - [Router Agent to Sequential Executor with Router Agent](#router-agent-to-sequential-executor-with-router-agent) + - [Router Agent to Router Agent](#router-agent-to-router-agent) + +## Graph Structure + +The following diagram illustrates an example workflow demonstrating three distinct patterns: routing to a sequential executor, routing to a sequential executor with an embedded router agent, and routing to a nested router agent for specialized tasks: + +
+Mixture of Control Flows Graph Structure +
+ +## Configuration + +The mixture of control flows is configured through the `config.yml` file. This example demonstrates how to combine multiple control flow components in a single workflow by reusing existing functions from other examples. + +### Example Configuration + +```yaml +llms: + nim_llm: + _type: nim + model_name: nvidia/nemotron-3-nano-30b-a3b + temperature: 0.0 + max_tokens: 4096 + +functions: + mock_input_validator: + _type: mock_input_validator + mock_uppercase_converter: + _type: mock_uppercase_converter + mock_lowercase_converter: + _type: mock_lowercase_converter + text_processor: + _type: text_processor + data_analyzer: + _type: data_analyzer + report_generator: + _type: report_generator + mock_result_formatter: + _type: mock_result_formatter + fruit_advisor: + _type: mock_fruit_advisor + city_advisor: + _type: mock_city_advisor + + # Router Agent -> Sequential Executor + text_analysis_pipeline: + _type: sequential_executor + tool_list: [text_processor, data_analyzer, report_generator] + raise_type_incompatibility: false + description: "Processes text, analyzes it, and generates a report" + + # Router Agent -> Sequential Executor -> Router Agent + input_formatter: + _type: router_agent + branches: [mock_uppercase_converter, mock_lowercase_converter] + llm_name: nim_llm + + text_formatting_pipeline: + _type: sequential_executor + tool_list: [mock_input_validator, input_formatter, mock_result_formatter] + raise_type_incompatibility: false + description: "Formats text by converting to uppercase or lowercase" + + # Router Agent -> Router Agent + general_advisor: + _type: router_agent + branches: [fruit_advisor, city_advisor] + llm_name: nim_llm + description: "Provides advice about fruits or cities" + +workflow: + _type: router_agent + branches: [text_analysis_pipeline, text_formatting_pipeline, general_advisor] + llm_name: nim_llm + detailed_logs: true +``` + +## Installation and Setup + +If you have not already done so, follow the instructions in the [Install Guide](../../../docs/source/get-started/installation.md#install-from-source) to create the development environment and install NeMo Agent Toolkit. + +### Install this Workflow + +From the root directory of the NeMo Agent Toolkit library, run the following command: + +```bash +uv pip install -e examples/control_flow/mixture_of_control_flows +``` + +### Set Up API Keys +If you have not already done so, follow the [Obtaining API Keys](../../../docs/source/get-started/quick-start.md#obtaining-api-keys) instructions to obtain an NVIDIA API key. You need to set your NVIDIA API key as an environment variable to access NVIDIA AI services: + +```bash +export NVIDIA_API_KEY= +``` + +## Run the Workflows + +This example demonstrates the power of combining different control flow patterns in the NeMo Agent Toolkit. The workflow routes different types of requests to appropriate handlers, where the main router agent intelligently determines whether to execute a text analysis pipeline, a text formatting pipeline with embedded routing, or route to a nested router agent for specialized recommendations based on the request content. + +Run the following commands from the root of the NeMo Agent Toolkit repository to execute this workflow with different inputs: + +### Router Agent to Sequential Executor + +Test the text analysis sequential pipeline, demonstrating flows from a router agent to a sequential executor: + +```bash +nat run --config_file=examples/control_flow/mixture_of_control_flows/configs/config.yml --input "Process this text: The NeMo Agent Toolkit provides powerful control flow capabilities for building sophisticated AI workflows" +``` + +**Expected Workflow Output:** + +```console + +Configuration Summary: +-------------------- +Workflow Type: router_agent +Number of Functions: 13 +Number of Function Groups: 0 +Number of LLMs: 1 +Number of Embedders: 0 +Number of Memory: 0 +Number of Object Stores: 0 +Number of Retrievers: 0 +Number of TTC Strategies: 0 +Number of Authentication Providers: 0 + +2026-02-04 15:34:34 - INFO - nat.runtime.session:298 - Shared workflow built (entry_function=None) +2026-02-04 15:34:45 - INFO - nat.front_ends.console.console_front_end_plugin:104 - +-------------------------------------------------- +Workflow Result: +['=== TEXT ANALYSIS REPORT ===\n\nText Statistics:\n - Word Count: 17\n - Sentence Count: 0\n - Average Words per Sentence: 0\n - Text Complexity: Simple\n\nTop Words:\n 1. process\n 2. this\n 3. text\n 4. nemo\n 5. agent\n\nText Preview:\n Process this text The NeMo Agent Toolkit provides powerful control flow capabilities for building so...\n\nReport generated successfully.\n=========================='] +-------------------------------------------------- +``` + +### Router Agent to Sequential Executor with Router Agent + +Test the text formatting pipeline. In addition to flows from a router agent to a sequential executor, these examples demonstrate flows from a sequential executor to a nested router agent: + +**Example 1: Uppercase conversion** + +```bash +nat run --config_file=examples/control_flow/mixture_of_control_flows/configs/config.yml --input "Convert this text to uppercase" +``` + +**Expected Workflow Output:** + +```console + +Configuration Summary: +-------------------- +Workflow Type: router_agent +Number of Functions: 13 +Number of Function Groups: 0 +Number of LLMs: 1 +Number of Embedders: 0 +Number of Memory: 0 +Number of Object Stores: 0 +Number of Retrievers: 0 +Number of TTC Strategies: 0 +Number of Authentication Providers: 0 + +2026-02-04 15:37:31 - INFO - nat.runtime.session:298 - Shared workflow built (entry_function=None) +2026-02-04 15:37:33 - INFO - nat.front_ends.console.console_front_end_plugin:104 - +-------------------------------------------------- +Workflow Result: +['=== PROCESSED RESULT ===\n[VALIDATED] CONVERT THIS TEXT TO UPPERCASE\n========================'] +-------------------------------------------------- +``` + +**Example 2: lowercase conversion** + +```bash +nat run --config_file=examples/control_flow/mixture_of_control_flows/configs/config.yml --input "CONVERT THIS TEXT TO LOWERCASE" +``` + +**Expected Workflow Output:** + +```console + +Configuration Summary: +-------------------- +Workflow Type: router_agent +Number of Functions: 13 +Number of Function Groups: 0 +Number of LLMs: 1 +Number of Embedders: 0 +Number of Memory: 0 +Number of Object Stores: 0 +Number of Retrievers: 0 +Number of TTC Strategies: 0 +Number of Authentication Providers: 0 + +2026-02-04 15:38:24 - INFO - nat.runtime.session:298 - Shared workflow built (entry_function=None) +2026-02-04 15:38:27 - INFO - nat.front_ends.console.console_front_end_plugin:104 - +-------------------------------------------------- +Workflow Result: +['=== PROCESSED RESULT ===\n[validated] convert this text to lowercase\n========================'] +-------------------------------------------------- +``` + +### Router Agent to Router Agent + +Test the nested router pattern where the main router delegates to a domain-specific sub-router for specialized advisory tasks: + +**Example 1: Fruit advisor:** + +```bash +nat run --config_file=examples/control_flow/mixture_of_control_flows/configs/config.yml --input "What yellow fruit would you recommend?" +``` + +**Expected Workflow Output:** + +```console + +Configuration Summary: +-------------------- +Workflow Type: router_agent +Number of Functions: 13 +Number of Function Groups: 0 +Number of LLMs: 1 +Number of Embedders: 0 +Number of Memory: 0 +Number of Object Stores: 0 +Number of Retrievers: 0 +Number of TTC Strategies: 0 +Number of Authentication Providers: 0 + +2026-02-04 15:39:33 - INFO - nat.runtime.session:298 - Shared workflow built (entry_function=None) +2026-02-04 15:39:35 - INFO - nat.front_ends.console.console_front_end_plugin:104 - +-------------------------------------------------- +Workflow Result: +['banana'] +-------------------------------------------------- +``` + +**Example 2: City advisor:** + +```bash +nat run --config_file=examples/control_flow/mixture_of_control_flows/configs/config.yml --input "What city should I visit in Canada?" +``` + +**Expected Workflow Output:** + +```console + +Configuration Summary: +-------------------- +Workflow Type: router_agent +Number of Functions: 13 +Number of Function Groups: 0 +Number of LLMs: 1 +Number of Embedders: 0 +Number of Memory: 0 +Number of Object Stores: 0 +Number of Retrievers: 0 +Number of TTC Strategies: 0 +Number of Authentication Providers: 0 + +2026-02-04 15:40:08 - INFO - nat.runtime.session:298 - Shared workflow built (entry_function=None) +2026-02-04 15:40:11 - INFO - nat.front_ends.console.console_front_end_plugin:104 - +-------------------------------------------------- +Workflow Result: +['Toronto'] +-------------------------------------------------- +``` diff --git a/examples/control_flow/mixture_of_control_flows/configs b/examples/control_flow/mixture_of_control_flows/configs new file mode 120000 index 0000000000..30567c4234 --- /dev/null +++ b/examples/control_flow/mixture_of_control_flows/configs @@ -0,0 +1 @@ +src/mixture_of_control_flows/configs \ No newline at end of file diff --git a/examples/control_flow/mixture_of_control_flows/pyproject.toml b/examples/control_flow/mixture_of_control_flows/pyproject.toml new file mode 100644 index 0000000000..5e6a231e31 --- /dev/null +++ b/examples/control_flow/mixture_of_control_flows/pyproject.toml @@ -0,0 +1,48 @@ +# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +[build-system] +build-backend = "setuptools.build_meta" +requires = ["setuptools>=64", "setuptools-scm>=8", "setuptools_dynamic_dependencies>=1.0.0"] + +[tool.setuptools_scm] +git_describe_command = "git describe --long --first-parent" +root = "../../.." + +[tool.setuptools.packages.find] +where = ["src"] + +[project] +name = "nat_mixture_of_control_flows" +dynamic = ["version", "dependencies"] +requires-python = ">=3.11,<3.14" +description = "Mixture of Control Flows example for NeMo Agent Toolkit" +classifiers = ["Programming Language :: Python"] + +[tool.setuptools_dynamic_dependencies] +dependencies = [ + "nvidia-nat[langchain,test] == {version}", + "nat_sequential_executor", + "nat_router_agent", +] + +[tool.uv.sources] +nvidia-nat = { path = "../../..", editable = true } +nat_sequential_executor = { path = "../sequential_executor", editable = true } +nat_router_agent = { path = "../router_agent", editable = true } + +[project.entry-points.'nat.components'] +nat_mixture_of_control_flows = "mixture_of_control_flows.register" + diff --git a/examples/control_flow/mixture_of_control_flows/src/mixture_of_control_flows/__init__.py b/examples/control_flow/mixture_of_control_flows/src/mixture_of_control_flows/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/examples/control_flow/mixture_of_control_flows/src/mixture_of_control_flows/configs/config.yml b/examples/control_flow/mixture_of_control_flows/src/mixture_of_control_flows/configs/config.yml new file mode 100644 index 0000000000..877ec6ea0d --- /dev/null +++ b/examples/control_flow/mixture_of_control_flows/src/mixture_of_control_flows/configs/config.yml @@ -0,0 +1,73 @@ +# SPDX-FileCopyrightText: Copyright (c) 2024-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +llms: + nim_llm: + _type: nim + model_name: nvidia/nemotron-3-nano-30b-a3b + temperature: 0.0 + max_tokens: 4096 + +functions: + mock_input_validator: + _type: mock_input_validator + mock_uppercase_converter: + _type: mock_uppercase_converter + mock_lowercase_converter: + _type: mock_lowercase_converter + text_processor: + _type: text_processor + data_analyzer: + _type: data_analyzer + report_generator: + _type: report_generator + mock_result_formatter: + _type: mock_result_formatter + fruit_advisor: + _type: mock_fruit_advisor + city_advisor: + _type: mock_city_advisor + + # Router Agent -> Sequential Executor + text_analysis_pipeline: + _type: sequential_executor + tool_list: [text_processor, data_analyzer, report_generator] + raise_type_incompatibility: false + description: "Processes text, analyzes it, and generates a report" + + # Router Agent -> Sequential Executor -> Router Agent + input_formatter: + _type: router_agent + branches: [mock_uppercase_converter, mock_lowercase_converter] + llm_name: nim_llm + + text_formatting_pipeline: + _type: sequential_executor + tool_list: [mock_input_validator, input_formatter, mock_result_formatter] + raise_type_incompatibility: false + description: "Formats text by converting to uppercase or lowercase" + + # Router Agent -> Router Agent + general_advisor: + _type: router_agent + branches: [fruit_advisor, city_advisor] + llm_name: nim_llm + description: "Provides advice about fruits or cities" + +workflow: + _type: router_agent + branches: [text_analysis_pipeline, text_formatting_pipeline, general_advisor] + llm_name: nim_llm + detailed_logs: true diff --git a/examples/control_flow/mixture_of_control_flows/src/mixture_of_control_flows/register.py b/examples/control_flow/mixture_of_control_flows/src/mixture_of_control_flows/register.py new file mode 100644 index 0000000000..63d96b01f5 --- /dev/null +++ b/examples/control_flow/mixture_of_control_flows/src/mixture_of_control_flows/register.py @@ -0,0 +1,139 @@ +# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import logging + +from nat.builder.builder import Builder +from nat.builder.framework_enum import LLMFrameworkEnum +from nat.builder.function_info import FunctionInfo +from nat.cli.register_workflow import register_function +from nat.data_models.function import FunctionBaseConfig + +logger = logging.getLogger(__name__) + + +class MockInputValidatorFunctionConfig(FunctionBaseConfig, name="mock_input_validator"): + pass + + +@register_function(config_type=MockInputValidatorFunctionConfig, framework_wrappers=[LLMFrameworkEnum.LANGCHAIN]) +async def mock_input_validator_function(config: MockInputValidatorFunctionConfig, builder: Builder): + """ + Create a mock input validator function that validates input + + Parameters + ---------- + config : MockInputValidatorFunctionConfig + Configuration for the input validator function + builder : Builder + The NAT builder instance + + Returns + ------- + A FunctionInfo object that performs simple input validation + """ + + async def validate(text: str) -> str: + """Validate input text and add metadata for routing.""" + if not text or len(text.strip()) == 0: + return "ERROR: Empty input" + + # Add validation metadata + validated = f"[VALIDATED] {text.strip()}" + return validated + + yield FunctionInfo.from_fn(validate, description="Validate and prepare input text for processing") + + +class MockUppercaseConverterFunctionConfig(FunctionBaseConfig, name="mock_uppercase_converter"): + pass + + +@register_function(config_type=MockUppercaseConverterFunctionConfig, framework_wrappers=[LLMFrameworkEnum.LANGCHAIN]) +async def mock_uppercase_converter_function(config: MockUppercaseConverterFunctionConfig, builder: Builder): + """ + Create function that converts text to uppercase + + Parameters + ---------- + config : MockUppercaseConverterFunctionConfig + Configuration for the uppercase converter function + builder : Builder + The NAT builder instance + + Returns + ------- + A FunctionInfo object that converts text to uppercase + """ + + async def convert_uppercase(text: str) -> str: + return text.upper() + + yield FunctionInfo.from_fn(convert_uppercase, description="Convert text to uppercase") + + +class MockLowercaseConverterFunctionConfig(FunctionBaseConfig, name="mock_lowercase_converter"): + pass + + +@register_function(config_type=MockLowercaseConverterFunctionConfig, framework_wrappers=[LLMFrameworkEnum.LANGCHAIN]) +async def mock_lowercase_converter_function(config: MockLowercaseConverterFunctionConfig, builder: Builder): + """ + Create function that converts text to lowercase + + Parameters + ---------- + config : MockLowercaseConverterFunctionConfig + Configuration for the lowercase converter function + builder : Builder + The NAT builder instance + + Returns + ------- + A FunctionInfo object that converts text to lowercase + """ + + async def convert_lowercase(text: str) -> str: + return text.lower() + + yield FunctionInfo.from_fn(convert_lowercase, description="Convert text to lowercase") + + +class MockResultFormatterFunctionConfig(FunctionBaseConfig, name="mock_result_formatter"): + pass + + +@register_function(config_type=MockResultFormatterFunctionConfig, framework_wrappers=[LLMFrameworkEnum.LANGCHAIN]) +async def mock_result_formatter_function(config: MockResultFormatterFunctionConfig, builder: Builder): + """ + Create a mock result formatter function that formats the final output + + Parameters + ---------- + config : MockResultFormatterFunctionConfig + Configuration for the result formatter function + builder : Builder + The NAT builder instance + + Returns + ------- + A FunctionInfo object that formats the final result + """ + + async def format_result(text: str) -> str: + """Format the processed result with a wrapper.""" + return f"=== PROCESSED RESULT ===\n{text}\n========================" + + yield FunctionInfo.from_fn(format_result, description="Format the final processing result") diff --git a/examples/control_flow/mixture_of_control_flows/tests/test_mixture_of_control_flows.py b/examples/control_flow/mixture_of_control_flows/tests/test_mixture_of_control_flows.py new file mode 100644 index 0000000000..362a77f9c4 --- /dev/null +++ b/examples/control_flow/mixture_of_control_flows/tests/test_mixture_of_control_flows.py @@ -0,0 +1,45 @@ +# SPDX-FileCopyrightText: Copyright (c) 2025-2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved. +# SPDX-License-Identifier: Apache-2.0 +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import pytest + + +@pytest.mark.parametrize( + "question, expected_answer", + [ + # Test Pattern 1: Router → Sequential (text analysis pipeline) + ("Process this text: Hello world from NeMo Agent Toolkit", "text analysis report"), + ("Analyze the following: Testing sequential executor pipeline", "report generated successfully"), + # Test Pattern 2: Sequential → Router (text formatting pipeline) + ("Convert this to uppercase: hello world", "HELLO WORLD"), + ("Make this lowercase: TESTING", "testing"), + # Test Pattern 3: Router → Nested Router (fruit advisor) + ("What yellow fruit would you recommend?", "banana"), + ("I want a red fruit", "apple"), + # Test Pattern 3: Router → Nested Router (city advisor) + ("What city should I visit in Canada?", "toronto"), + ("Recommend a city in the United Kingdom", "london"), + ], +) +@pytest.mark.usefixtures("nvidia_api_key") +@pytest.mark.integration +async def test_full_workflow(question: str, expected_answer: str) -> None: + from mixture_of_control_flows.register import MockInputValidatorFunctionConfig + + from nat.test.utils import locate_example_config + from nat.test.utils import run_workflow + + config_file = locate_example_config(MockInputValidatorFunctionConfig) + await run_workflow(config_file=config_file, question=question, expected_answer=expected_answer) diff --git 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