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# SPDX-FileCopyrightText: Copyright (c) 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"]
[tool.setuptools.packages.find]
where = ["src"]
include = ["aiq", "nat.*"]
[tool.setuptools_scm]
git_describe_command = "git describe --long --first-parent"
[project]
name = "nvidia-nat"
dynamic = ["version"]
dependencies = [
# Keep package version constraints as open as possible to avoid conflicts with other packages. Always define a minimum
# version when adding a new package. If unsure, default to using `~=` instead of `==`. When using `~=`, use 2 digits
# of precision in the version specifier. For example, use `~=1.2` instead of `~=1.2.3` and `~=0.1.3` instead of
# `~=0.1.3.5`.
# Keep sorted!!!
"aioboto3>=11.0.0",
"authlib>=1.6.5,<2.0.0",
"click~=8.1",
"colorama>=0.4.6,<1.0.0",
"datasets~=4.4", # workaround for uv's solver choosing different versions of datasets based on sys_platform
"expandvars~=1.0",
"fastapi~=0.119",
"httpx~=0.27",
"jinja2~=3.1",
"jsonpath-ng~=1.7",
"nest-asyncio2==1.7.1",
"networkx~=3.4",
# langchain-aws pins numpy to 1.* for Python <3.12 -- remove once package is updated
"numpy~=1.26; python_version < '3.12'",
"numpy~=2.3; python_version >= '3.12'",
"openinference-semantic-conventions>=0.1.14,<1.0.0",
"openpyxl~=3.1",
"optuna~=4.4",
"pandas~=2.2",
"pip>=24.3.1",
"pkce==1.0.3",
"pkginfo~=1.12",
"platformdirs~=4.3",
"plotly~=6.0",
"pydantic~=2.11",
"pymilvus~=2.6",
"python-dotenv>=1.1.1,<2.0.0",
"PyYAML~=6.0",
"ragas>=0.2.14,<1.0.0", # If you update ragas be sure to update github links in docs/source/workflows/evaluate.md as well
"rich>=14.0.0,<15.0.0", # Upgraded from ~=13.9 to support strands-agents-tools (requires >=14.0.0,<15.0.0)
"tabulate~=0.9",
"uvicorn[standard]~=0.38",
"wikipedia~=1.4",
# transitive dependencies
"urllib3>=2.6.3,<3.0.0",
]
requires-python = ">=3.11,<3.14"
description = "NVIDIA NeMo Agent toolkit"
readme = "src/nat/meta/pypi.md"
license = { text = "Apache-2.0" }
keywords = ["ai", "rag", "agents"]
classifiers = [
"Programming Language :: Python",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
]
authors = [{ name = "NVIDIA Corporation" }]
maintainers = [{ name = "NVIDIA Corporation" }]
[project.urls]
documentation = "https://docs.nvidia.com/nemo/agent-toolkit/latest/"
source = "https://github.com/NVIDIA/NeMo-Agent-Toolkit"
[project.optional-dependencies]
# Optional dependencies are things that users would want to install with NAT. i.e. `uv pip install "nvidia-nat[langchain]"`
# Keep sorted!!!
all = ["nvidia-nat-all"] # meta-package
a2a = ["nvidia-nat-a2a"]
adk = ["nvidia-nat-adk"]
agno = ["nvidia-nat-agno"]
autogen = ["nvidia-nat-autogen"]
crewai = ["nvidia-nat-crewai"]
data-flywheel = ["nvidia-nat-data-flywheel"]
huggingface = [
"transformers[torch,accelerate]~=4.57",
]
ingestion = ["nvidia-nat-ingestion"] # meta-package
langchain = ["nvidia-nat-langchain"]
llama-index = ["nvidia-nat-llama-index"]
mcp = ["nvidia-nat-mcp"]
mem0ai = ["nvidia-nat-mem0ai"]
opentelemetry = ["nvidia-nat-opentelemetry"]
phoenix = ["nvidia-nat-phoenix"]
pii-defense = ["presidio-analyzer", "presidio-anonymizer"]
profiling = ["nvidia-nat-profiling"] # meta-package
ragaai = ["nvidia-nat-ragaai"]
mysql = ["nvidia-nat-mysql"]
redis = ["nvidia-nat-redis"]
s3 = ["nvidia-nat-s3"]
semantic-kernel = ["nvidia-nat-semantic-kernel"]
strands = ["nvidia-nat-strands"]
telemetry = [
"nvidia-nat-data-flywheel",
"nvidia-nat-opentelemetry",
"nvidia-nat-phoenix",
"nvidia-nat-ragaai",
"nvidia-nat-weave",
]
test = ["nvidia-nat-test"]
vanna = ["nvidia-nat-vanna"]
weave = ["nvidia-nat-weave"]
zep-cloud = ["nvidia-nat-zep-cloud"]
openpipe-art = ["nvidia-nat-openpipe-art"]
nemo-customizer = ["nvidia-nat-nemo-customizer"]
examples = [
"nat_adk_demo",
"nat_agno_personal_finance",
"nat_alert_triage_agent",
"nat_autogen_demo",
"nat_automated_description_generation",
"nat_currency_agent_a2a",
"nat_dpo_tic_tac_toe",
"nat_email_phishing_analyzer",
"nat_haystack_deep_research_agent",
"nat_kaggle_mcp",
"nat_math_assistant_a2a",
"nat_math_assistant_a2a_protected",
"nat_multi_frameworks",
"nat_per_user_workflow",
"nat_plot_charts",
"nat_por_to_jiratickets",
"nat_profiler_agent",
"nat_react_benchmark_agent",
"nat_retail_agent",
"nat_rl_with_openpipe_art",
"nat_router_agent",
"nat_semantic_kernel_demo",
"nat_sequential_executor",
"nat_service_account_auth_mcp",
"nat_simple_auth",
"nat_simple_auth_mcp",
"nat_simple_calculator",
"nat_simple_calculator_custom_routes",
"nat_simple_calculator_eval",
"nat_simple_calculator_hitl",
"nat_simple_calculator_mcp",
"nat_simple_calculator_mcp_protected",
"nat_simple_calculator_observability",
"nat_simple_rag",
"nat_simple_web_query",
"nat_simple_web_query_eval",
"nat_strands_demo",
"nat_swe_bench",
"nat_user_report",
]
# Optional dependency needed when use_gunicorn is set to true
gunicorn = [
"gunicorn~=23.0",
]
# Optional dependency needed when async endpoints are needed
async_endpoints = [
"aiosqlite~=0.21",
"dask~=2026.1",
"distributed~=2026.1",
"sqlalchemy[asyncio]~=2.0",
]
# specific versions of shared packages within optional subpackages
nvidia_haystack = [
"nvidia-haystack~=0.3",
]
litellm = [
"litellm==1.74.9"
]
openai = [
"openai~=1.106"
]
[tool.uv]
managed = true
config-settings = { editable_mode = "compat" }
# Only use override-dependencies as a temporary workaround across package version resolution.
#
# We currently have all packages part of the same workspace, which means a single lockfile is in
# use across all packages. However, subsets of packages currently conflict:
#
# nvidia-nat-openpipe-art <> nvidia-nat-crewai**
# - these packages conflict due to a litellm conflict
#
# nvidia-nat-ragaai <> nvidia-nat-strands**
# - these packages conflict due to a tenacity conflict
#
# All conflicts have specific resolutions below, namely conforming to the package which is kept
# in nvidia-nat-all. Packages denoted with ** are those which are preferred as part of an "all"
# distribution (thus included in both nvidia-nat-all and nvidia-nat[all])
#
# Long-term solutions include better package isolation and testing, which is on the roadmap.
#
override-dependencies = [
# Override tenacity version to resolve conflict between ragaai-catalyst ("tenacity==8.3.0")
# and strands-agents-tools ("tenacity>=9.1.2")
# tenacity 9.x maintains API compatibility with 8.x except for the statistics attribute (breaking change in 9.0.0)
# See: https://github.com/jd/tenacity/releases
"tenacity>=9.1.2,<10.0.0",
# Override dependencies that nvidia-nat-openpipe-art would otherwise regress.
# This keeps status-quo for other packages.
"litellm==1.74.9",
"openai>=1.106,<2.dev0",
# Override pdfminer.six version (transitive dependency of polyfill-weave)
"pdfminer.six>=20251229"
]
[tool.uv.sources]
# Workspace members
nvidia-nat-all = { workspace = true }
nvidia-nat-a2a = { workspace = true }
nvidia-nat-agno = { workspace = true }
nvidia-nat-adk = { workspace = true }
nvidia-nat-autogen = { workspace = true }
nvidia-nat-crewai = { workspace = true }
nvidia-nat-data-flywheel = { workspace = true }
nvidia-nat-ingestion = { workspace = true }
nvidia-nat-langchain = { workspace = true }
nvidia-nat-llama-index = { workspace = true }
nvidia-nat-mcp = { workspace = true }
nvidia-nat-mem0ai = { workspace = true }
nvidia-nat-mysql = { workspace = true }
nvidia-nat-opentelemetry = { workspace = true }
nvidia-nat-phoenix = { workspace = true }
nvidia-nat-profiling = { workspace = true }
nvidia-nat-ragaai = { workspace = true }
nvidia-nat-redis = { workspace = true }
nvidia-nat-s3 = { workspace = true }
nvidia-nat-semantic-kernel = { workspace = true }
nvidia-nat-strands = { workspace = true }
nvidia-nat-test = { workspace = true }
nvidia-nat-vanna = { workspace = true }
nvidia-nat-weave = { workspace = true }
nvidia-nat-zep-cloud = { workspace = true }
nvidia-nat-openpipe-art = { workspace = true }
nvidia-nat-nemo-customizer = { workspace = true }
# All examples here
nat_adk_demo = { path = "examples/frameworks/adk_demo", editable = true }
nat_agno_personal_finance = { path = "examples/frameworks/agno_personal_finance", editable = true }
nat_alert_triage_agent = { path = "examples/advanced_agents/alert_triage_agent", editable = true }
nat_autogen_demo = { path = "examples/frameworks/nat_autogen_demo", editable = true }
nat_automated_description_generation = { path = "examples/custom_functions/automated_description_generation", editable = true }
nat_currency_agent_a2a = { path = "examples/A2A/currency_agent_a2a", editable = true }
nat_dpo_tic_tac_toe = { path = "examples/finetuning/dpo_tic_tac_toe", editable = true }
nat_email_phishing_analyzer = { path = "examples/evaluation_and_profiling/email_phishing_analyzer", editable = true }
nat_haystack_deep_research_agent = { path = "examples/frameworks/haystack_deep_research_agent", editable = true }
nat_kaggle_mcp = { path = "examples/MCP/kaggle_mcp", editable = true }
nat_math_assistant_a2a = { path = "examples/A2A/math_assistant_a2a", editable = true }
nat_math_assistant_a2a_protected = { path = "examples/A2A/math_assistant_a2a_protected", editable = true }
nat_multi_frameworks = { path = "examples/frameworks/multi_frameworks", editable = true }
nat_per_user_workflow = { path = "examples/front_ends/per_user_workflow", editable = true }
nat_plot_charts = { path = "examples/custom_functions/plot_charts", editable = true }
nat_por_to_jiratickets = { path = "examples/HITL/por_to_jiratickets", editable = true }
nat_profiler_agent = { path = "examples/advanced_agents/profiler_agent", editable = true }
nat_react_benchmark_agent = { path = "examples/dynamo_integration/react_benchmark_agent", editable = true }
nat_retail_agent = { path = "examples/safety_and_security/retail_agent", editable = true }
nat_rl_with_openpipe_art = { path = "examples/finetuning/rl_with_openpipe_art", editable = true }
nat_router_agent = { path = "examples/control_flow/router_agent", editable = true }
nat_semantic_kernel_demo = { path = "examples/frameworks/semantic_kernel_demo", editable = true }
nat_sequential_executor = { path = "examples/control_flow/sequential_executor", editable = true }
nat_service_account_auth_mcp = { path = "examples/MCP/service_account_auth_mcp", editable = true }
nat_simple_auth = { path = "examples/front_ends/simple_auth", editable = true }
nat_simple_auth_mcp = { path = "examples/MCP/simple_auth_mcp", editable = true }
nat_simple_calculator = { path = "examples/getting_started/simple_calculator", editable = true }
nat_simple_calculator_custom_routes = { path = "examples/front_ends/simple_calculator_custom_routes", editable = true }
nat_simple_calculator_eval = { path = "examples/evaluation_and_profiling/simple_calculator_eval", editable = true }
nat_simple_calculator_hitl = { path = "examples/HITL/simple_calculator_hitl", editable = true }
nat_simple_calculator_mcp = { path = "examples/MCP/simple_calculator_mcp", editable = true }
nat_simple_calculator_mcp_protected = { path = "examples/MCP/simple_calculator_mcp_protected", editable = true }
nat_simple_calculator_observability = { path = "examples/observability/simple_calculator_observability", editable = true }
nat_simple_rag = { path = "examples/RAG/simple_rag", editable = true }
nat_simple_web_query = { path = "examples/getting_started/simple_web_query", editable = true }
nat_simple_web_query_eval = { path = "examples/evaluation_and_profiling/simple_web_query_eval", editable = true }
nat_strands_demo = { path = "examples/frameworks/strands_demo", editable = true }
nat_swe_bench = { path = "examples/evaluation_and_profiling/swe_bench", editable = true }
nat_user_report = { path = "examples/object_store/user_report", editable = true }
[tool.uv.workspace]
members = ["packages/*"]
exclude = ["packages/compat"]
[dependency-groups]
# Dependency groups are only for developers to aid in managing dependencies local to a dev machine.
dev = [
"asgi-lifespan~=2.1",
"galileo~=1.27",
"beautifulsoup4~=4.13",
"httpx-sse~=0.4",
"ipython~=8.31",
"langsmith", # this is currently a transitive dependency of nat, not specifying a version to avoid conflicts
"myst-parser~=4.0",
"nbconvert", # Version determined by jupyter
"nbsphinx~=0.9",
"nvidia-nat_test",
"nvidia-sphinx-theme>=0.0.9",
"pre-commit>=4.0,<5.0",
"pytest~=8.3",
"pytest-asyncio==0.24.*",
"pytest-cov~=6.1",
"pytest_httpserver==1.1.*",
"pytest-timeout~=2.4",
"python-docx~=1.1",
"ruff~=0.12",
"setuptools >= 64",
"setuptools_scm>=8",
"sphinx~=8.2",
"sphinx-autoapi>=3.6",
"sphinx-copybutton>=0.5",
"sphinx_design~=0.6",
"sphinx-mermaid",
"sphinx-reredirects~=1.1",
"tomlkit>=0.13.2",
"twine~=6.0",
"vale~=3.12",
"yapf==0.43.*",
# transitive dependencies
"werkzeug>=3.1.5",
]
[project.entry-points.'nat.components']
nat_agents = "nat.agent.register"
nat_authentication = "nat.authentication.register"
nat_control_flow = "nat.control_flow.register"
nat_embedders = "nat.embedder.register"
nat_evaluators = "nat.eval.register"
nat_middleware = "nat.middleware.register"
nat_test_time_compute = "nat.experimental.test_time_compute.register"
nat_llms = "nat.llm.register"
nat_object_stores = "nat.object_store.register"
nat_observability = "nat.observability.register"
nat_retrievers = "nat.retriever.register"
nat_tools = "nat.tool.register"
[project.entry-points.'nat.front_ends']
nat_front_ends = "nat.front_ends.register"
[project.entry-points.'nat.registry_handlers']
nat_registry_handlers = "nat.registry_handlers.register"
[project.entry-points.'nat.cli']
configure = "nat.cli.commands.configure.configure:configure_command"
eval = "nat.cli.commands.evaluate:eval_command"
finetune = "nat.cli.commands.finetune:finetune_command"
info = "nat.cli.commands.info.info:info_command"
object-store = "nat.cli.commands.object_store.object_store:object_store_command"
optimize = "nat.cli.commands.optimize:optimizer_command"
red-team = "nat.cli.commands.red_teaming.red_teaming:red_team_command"
registry = "nat.cli.commands.registry.registry:registry_command"
sizing = "nat.cli.commands.sizing.sizing:sizing"
start = "nat.cli.commands.start:start_command"
uninstall = "nat.cli.commands.uninstall:uninstall_command"
validate = "nat.cli.commands.validate:validate_command"
workflow = "nat.cli.commands.workflow.workflow:workflow_command"
[project.scripts]
aiq = "nat.cli.main:run_cli_aiq_compat"
nat = "nat.cli.main:run_cli"
[tool.setuptools]
include-package-data = true
# List any markers that users would reasonably want to filter by.
# These show up when querying `pytest --markers`
[tool.pytest.ini_options]
markers = [
"benchmark: Benchmarks",
"integration: Integration tests which do not use mocks and may require external services",
"requires_cache: Tests that require a reverse-proxy cache to be running",
"slow: Slow tests",
]
filterwarnings = [
# Work-around for a warning emitted by strands https://github.com/strands-agents/sdk-python/issues/1236
"ignore:^These events have been moved to production.*strands:DeprecationWarning",
]
testpaths = ["tests", "examples/**/tests", "packages/**/tests"]
asyncio_mode = "auto"
asyncio_default_fixture_loop_scope = "session"
# Global timeout of 5 minutes per test to catch hanging tests.
# Individual tests can override with @pytest.mark.timeout(seconds) or disable with @pytest.mark.timeout(0)
timeout = 300
[tool.ruff]
# Set the maximum line length to 120.
line-length = 120
target-version = "py311"
[tool.ruff.lint]
select = [
# The E, F, W categories are flake8 rules.
"E",
"F",
"W",
# Enable isort support
"I",
# Enable partial pylint support
"PL",
# Enable pyupgrade support
"UP"
]
extend-ignore = [
"PLC0415", # Allow lazy imports inside functions
# Disable all the "too-*" checks, as they are too strict for our codebase
"PLR0904", # too-many-public-methods
"PLR0911", # too-many-return-statements
"PLR0912", # too-many-branches
"PLR0913", # too-many-arguments
"PLR0914", # too-many-locals
"PLR0915", # too-many-statements
"PLR0917", # too-many-positional-arguments
"PLR1702", # too-many-nested-blocks
"PLR2004", # Magic value used in comparison this happens a lot within unittests
"PLW0108", # unnecessary-lambda
"PLW2901", # allow re-assigning a loop variable
]
[tool.ruff.lint.isort]
combine-as-imports = true
default-section = "third-party"
force-single-line = true
known-first-party = ["aiq", "nat", "nat_*", "_utils"]
known-third-party = [
"agno",
"autogen",
"crewai",
"google",
"langchain",
"llama_index",
"mem0ai",
"redis",
"semantic_kernel",
"zep_cloud",
]
order-by-type = true
# ===== yapf Config =====
[tool.yapf]
based_on_style = "pep8"
column_limit = 120
split_all_top_level_comma_separated_values = true
join_multiple_lines = true
indent_dictionary_value = true
# ===== pyright Config =====
[tool.pyright]
deprecateTypingAliases = true
reportInvalidTypeForm = "warning"