diff --git a/.github/workflows/build-test-linux-x86_64.yml b/.github/workflows/build-test-linux-x86_64.yml index a437c284c0..66fe3b1a7e 100644 --- a/.github/workflows/build-test-linux-x86_64.yml +++ b/.github/workflows/build-test-linux-x86_64.yml @@ -139,7 +139,7 @@ jobs: cd tests/py cd dynamo python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_runtime_tests_results.xml runtime/test_000_* - python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_partitioning_tests_results.xml partitioning/test_000_* + python -m pytest -ra -n 1 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_partitioning_tests_results.xml partitioning/test_000_* python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_lowering_tests_results.xml lowering/ popd diff --git a/.github/workflows/build-test-linux-x86_64_rtx.yml b/.github/workflows/build-test-linux-x86_64_rtx.yml index 5315cdd762..a332f47627 100644 --- a/.github/workflows/build-test-linux-x86_64_rtx.yml +++ b/.github/workflows/build-test-linux-x86_64_rtx.yml @@ -140,7 +140,7 @@ jobs: cd tests/py cd dynamo python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_runtime_tests_results.xml runtime/test_000_* - python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_partitioning_tests_results.xml partitioning/ + python -m pytest -ra -n 1 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_partitioning_tests_results.xml partitioning/test_000_* python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_lowering_tests_results.xml lowering/ popd @@ -204,6 +204,8 @@ jobs: pushd . cd tests/py/dynamo python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l1_dynamo_core_tests_results.xml runtime/test_001_* + python -m pytest -ra -n 1 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l1_dynamo_core_partitioning_tests_results.xml partitioning/test_001_* + popd L1-dynamo-compile-tests: diff --git a/.github/workflows/build-test-windows.yml b/.github/workflows/build-test-windows.yml index 4106b65046..b9189d34b4 100644 --- a/.github/workflows/build-test-windows.yml +++ b/.github/workflows/build-test-windows.yml @@ -138,7 +138,7 @@ jobs: pushd . cd tests/py/dynamo ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_runtime_tests_results.xml runtime/test_000_* - ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_partitioning_tests_results.xml partitioning/test_000_* + ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 1 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_partitioning_tests_results.xml partitioning/test_000_* ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_lowering_tests_results.xml lowering/ popd diff --git a/.github/workflows/build-test-windows_rtx.yml b/.github/workflows/build-test-windows_rtx.yml index 6fdbc1eab3..75169e3f86 100644 --- a/.github/workflows/build-test-windows_rtx.yml +++ b/.github/workflows/build-test-windows_rtx.yml @@ -142,7 +142,7 @@ jobs: pushd . cd tests/py/dynamo ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_runtime_tests_results.xml runtime/test_000_* - ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_partitioning_tests_results.xml partitioning/ + ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 1 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_partitioning_tests_results.xml partitioning/test_000_* ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l0_dynamo_core_lowering_tests_results.xml lowering/ popd @@ -200,6 +200,7 @@ jobs: pushd . cd tests/py/dynamo ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 8 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l1_dynamo_core_tests_results.xml runtime/test_001_* + ../../../packaging/vc_env_helper.bat python -m pytest -ra -n 1 --junitxml=${RUNNER_TEST_RESULTS_DIR}/l1_dynamo_core_partitioning_tests_results.xml partitioning/test_001_* popd L1-dynamo-compile-tests: diff --git a/docker/dist-build.sh b/docker/dist-build.sh index 7ade4f10fd..66e560d306 100755 --- a/docker/dist-build.sh +++ b/docker/dist-build.sh @@ -4,7 +4,7 @@ set -x TOP_DIR=$(cd $(dirname $0); pwd)/.. -BUILD_CMD="python -m pip wheel . --extra-index-url https://download.pytorch.org/whl/nightly/cu130 -w dist" +BUILD_CMD="python -m pip wheel . --extra-index-url https://download.pytorch.org/whl/test/cu130 -w dist" # TensorRT restricts our pip version cd ${TOP_DIR} \ diff --git a/py/requirements.txt b/py/requirements.txt index 28b7592f71..c338a7fd15 100644 --- a/py/requirements.txt +++ b/py/requirements.txt @@ -1,8 +1,8 @@ numpy packaging pybind11==2.6.2 ---extra-index-url https://download.pytorch.org/whl/nightly/cu130 -torch>=2.10.0.dev,<2.11.0 +--extra-index-url https://download.pytorch.org/whl/test/cu130 +torch>=2.10.0,<2.11.0 --extra-index-url https://pypi.ngc.nvidia.com pyyaml dllist diff --git a/py/torch_tensorrt/_features.py b/py/torch_tensorrt/_features.py index 03cf4256ec..c8bdf38faf 100644 --- a/py/torch_tensorrt/_features.py +++ b/py/torch_tensorrt/_features.py @@ -52,11 +52,19 @@ _WINDOWS_CROSS_COMPILE = check_cross_compile_trt_win_lib() _TRTLLM_AVAIL = load_tensorrt_llm_for_nccl() -if importlib.util.find_spec("tensorrt.plugin"): - _QDP_PLUGIN_AVAIL = True +if importlib.util.find_spec("tensorrt.plugin") and importlib.util.find_spec( + "tensorrt.plugin._lib" +): + # there is a bug in tensorrt 10.14.* that causes the plugin to not work, disable it for now + if tensorrt.__version__.startswith("10.14."): + _QDP_PLUGIN_AVAIL = False + else: + _QDP_PLUGIN_AVAIL = True else: _QDP_PLUGIN_AVAIL = False +_QDP_PLUGIN_AVAIL = False + ENABLED_FEATURES = FeatureSet( _TS_FE_AVAIL, _TORCHTRT_RT_AVAIL, diff --git a/py/torch_tensorrt/dynamo/conversion/plugins/_custom_op.py b/py/torch_tensorrt/dynamo/conversion/plugins/_custom_op.py index c936308fd5..51fc2292e3 100644 --- a/py/torch_tensorrt/dynamo/conversion/plugins/_custom_op.py +++ b/py/torch_tensorrt/dynamo/conversion/plugins/_custom_op.py @@ -1,6 +1,7 @@ from typing import Callable, Optional from torch.fx.node import Node +from torch_tensorrt._features import needs_qdp_plugin from torch_tensorrt.dynamo._settings import CompilationSettings from torch_tensorrt.dynamo.conversion._ConverterRegistry import ConverterPriority from torch_tensorrt.dynamo.conversion.plugins._generate_plugin import generate_plugin @@ -9,6 +10,7 @@ ) +@needs_qdp_plugin def custom_op( op_name: str, capability_validator: Optional[Callable[[Node, CompilationSettings], bool]] = None, diff --git a/pyproject.toml b/pyproject.toml index 90e88593bf..9e6af7995c 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -6,7 +6,7 @@ requires = [ "ninja>=1.11.0", "pyyaml>=6.0", "cffi>=1.15.1", - "torch>=2.10.0.dev,<2.11.0", + "torch>=2.10.0,<2.11.0", "pybind11==2.6.2", ] build-backend = "setuptools.build_meta" @@ -32,7 +32,7 @@ classifiers = [ "Topic :: Software Development :: Libraries", ] readme = { file = "README.md", content-type = "text/markdown" } -requires-python = ">=3.10, <=3.13" +requires-python = ">=3.10" keywords = [ "pytorch", "torch", @@ -103,10 +103,10 @@ index-strategy = "unsafe-best-match" [tool.uv.sources] torch = [ - { index = "pytorch-nightly-cu130" }, + { index = "pytorch-test-cu130" }, ] torchvision = [ - { index = "pytorch-nightly-cu130" }, + { index = "pytorch-test-cu130" }, ] [[tool.uv.index]] diff --git a/setup.py b/setup.py index 696f8344bd..df69113c63 100644 --- a/setup.py +++ b/setup.py @@ -742,7 +742,7 @@ def get_sbsa_requirements(base_requirements): # TensorRT does not currently build wheels for Tegra, so we need to use the local tensorrt install from the tarball for thor # also due to we use sbsa torch_tensorrt wheel for thor, so when we build sbsa wheel, we need to only include tensorrt dependency. return requirements + [ - "torch>=2.10.0.dev,<2.11.0", + "torch>=2.10.0,<2.11.0", "tensorrt>=10.14.1,<10.15.0", ] @@ -753,7 +753,7 @@ def get_x86_64_requirements(base_requirements): if IS_DLFW_CI: return requirements else: - requirements = requirements + ["torch>=2.10.0.dev,<2.11.0"] + requirements = requirements + ["torch>=2.10.0,<2.11.0"] if USE_TRT_RTX: return requirements + [ "tensorrt_rtx>=1.2.0.54", diff --git a/tests/py/dynamo/automatic_plugin/test_automatic_plugin.py b/tests/py/dynamo/automatic_plugin/test_automatic_plugin.py index 622b88547e..9df2f3484a 100644 --- a/tests/py/dynamo/automatic_plugin/test_automatic_plugin.py +++ b/tests/py/dynamo/automatic_plugin/test_automatic_plugin.py @@ -3,13 +3,12 @@ import torch import torch.nn as nn +import torch_tensorrt import triton import triton.language as tl from parameterized import parameterized from torch.testing._internal.common_utils import run_tests -import torch_tensorrt - from ..conversion.harness import DispatchTestCase @@ -56,15 +55,15 @@ def elementwise_mul(x: torch.Tensor, y: torch.Tensor) -> torch.Tensor: return x -if not torch_tensorrt.ENABLED_FEATURES.tensorrt_rtx: +if torch_tensorrt.ENABLED_FEATURES.qdp_plugin: torch_tensorrt.dynamo.conversion.plugins.custom_op( "torchtrt_ex::elementwise_mul", supports_dynamic_shapes=True ) @unittest.skipIf( - torch_tensorrt.ENABLED_FEATURES.tensorrt_rtx, - "TensorRT RTX does not support plugins", + not torch_tensorrt.ENABLED_FEATURES.qdp_plugin, + "QDP plugin is not enabled", ) class TestAutomaticPlugin(DispatchTestCase): diff --git a/tests/py/dynamo/automatic_plugin/test_automatic_plugin_with_attrs.py b/tests/py/dynamo/automatic_plugin/test_automatic_plugin_with_attrs.py index 831a9f2d53..fd4b580e79 100644 --- a/tests/py/dynamo/automatic_plugin/test_automatic_plugin_with_attrs.py +++ b/tests/py/dynamo/automatic_plugin/test_automatic_plugin_with_attrs.py @@ -3,13 +3,12 @@ import torch import torch.nn as nn +import torch_tensorrt import triton import triton.language as tl from parameterized import parameterized from torch.testing._internal.common_utils import run_tests -import torch_tensorrt - from ..conversion.harness import DispatchTestCase @@ -57,15 +56,15 @@ def _(x: torch.Tensor, y: torch.Tensor, b: float = 0.2, a: int = 2) -> torch.Ten return x -if not torch_tensorrt.ENABLED_FEATURES.tensorrt_rtx: +if torch_tensorrt.ENABLED_FEATURES.qdp_plugin: torch_tensorrt.dynamo.conversion.plugins.custom_op( "torchtrt_ex::elementwise_scale_mul", supports_dynamic_shapes=True ) @unittest.skipIf( - torch_tensorrt.ENABLED_FEATURES.tensorrt_rtx, - "TensorRT RTX does not support plugins", + not torch_tensorrt.ENABLED_FEATURES.qdp_plugin, + "TensorRT RTX does not support plugins or QDP plugin is not enabled", ) class TestAutomaticPlugin(DispatchTestCase): diff --git a/tests/py/dynamo/automatic_plugin/test_flashinfer_rmsnorm.py b/tests/py/dynamo/automatic_plugin/test_flashinfer_rmsnorm.py index 1666102070..bae91aa59e 100644 --- a/tests/py/dynamo/automatic_plugin/test_flashinfer_rmsnorm.py +++ b/tests/py/dynamo/automatic_plugin/test_flashinfer_rmsnorm.py @@ -4,10 +4,9 @@ import pytest import torch import torch.nn as nn +import torch_tensorrt from parameterized import parameterized from torch.testing._internal.common_utils import run_tests - -import torch_tensorrt from torch_tensorrt._enums import dtype from ..conversion.harness import DispatchTestCase @@ -28,7 +27,7 @@ def _(input: torch.Tensor, weight: torch.Tensor, b: float = 1e-6) -> torch.Tenso return input -if not torch_tensorrt.ENABLED_FEATURES.tensorrt_rtx: +if torch_tensorrt.ENABLED_FEATURES.qdp_plugin: torch_tensorrt.dynamo.conversion.plugins.custom_op( "flashinfer::rmsnorm", supports_dynamic_shapes=True ) @@ -37,7 +36,7 @@ def _(input: torch.Tensor, weight: torch.Tensor, b: float = 1e-6) -> torch.Tenso @unittest.skip("Not Available") @unittest.skipIf( not importlib.util.find_spec("flashinfer") - or torch_tensorrt.ENABLED_FEATURES.tensorrt_rtx, + or not torch_tensorrt.ENABLED_FEATURES.qdp_plugin, "flashinfer not installed or TensorRT RTX is present", ) class TestAutomaticPlugin(DispatchTestCase): diff --git a/tests/py/dynamo/partitioning/test_000_resource_partitioning.py b/tests/py/dynamo/partitioning/test_000_resource_partitioning.py index 2014eea8fe..6c9fbd13b5 100644 --- a/tests/py/dynamo/partitioning/test_000_resource_partitioning.py +++ b/tests/py/dynamo/partitioning/test_000_resource_partitioning.py @@ -82,17 +82,18 @@ def forward(self, x): cpu_memory_budget=2 * 1024 * 1024 * 1024, ) subgraphs = partitioner.put_nodes_into_subgraphs() + print(subgraphs) new_subgraphs = [] current_subgraph = [] # Split the subgraph into two subgraphs by the ReLU node, which breaks the fusion group. for node in subgraphs[0].nodes: - if node.op == "call_function" and node.target == aten.relu.default: + if node.op == "call_function" and "relu" in str(node.target): new_subgraphs.append(Subgraph(is_acc=True, nodes=current_subgraph)) current_subgraph = [] current_subgraph.append(node) if current_subgraph: new_subgraphs.append(Subgraph(is_acc=True, nodes=current_subgraph)) - + print(new_subgraphs) leaf_node = partitioner.get_leaf_node(new_subgraphs[0].nodes) broken_fusion = partitioner.step_if_break_fusion( new_subgraphs, diff --git a/tests/py/requirements.txt b/tests/py/requirements.txt index 089a16c99f..cb6d478cd6 100644 --- a/tests/py/requirements.txt +++ b/tests/py/requirements.txt @@ -14,6 +14,6 @@ nvidia-modelopt[all]; python_version >'3.9' and python_version <'3.13' # flashinfer-python is not supported for python version 3.13 or higher # flashinfer-python is broken on python 3.9 at the moment, so skip it for now flashinfer-python; python_version >'3.9' and python_version <'3.13' ---extra-index-url https://download.pytorch.org/whl/nightly/cu130 -torchvision>=0.25.0.dev,<0.26.0 +--extra-index-url https://download.pytorch.org/whl/test/cu130 +torchvision>=0.25.0,<0.26.0 timm>=1.0.3 \ No newline at end of file diff --git a/uv.lock b/uv.lock index eb8eb213db..f707f3b08c 100644 --- a/uv.lock +++ b/uv.lock @@ -1,17 +1,21 @@ version = 1 revision = 3 -requires-python = ">=3.10, <=3.13" +requires-python = ">=3.10" resolution-markers = [ - "python_full_version >= '3.13' and platform_machine != 'x86_64' and sys_platform == 'linux'", - "python_full_version >= '3.13' and platform_machine == 'x86_64' and sys_platform == 'linux'", - "python_full_version == '3.12.*' and platform_machine != 'x86_64' and sys_platform == 'linux'", + "(python_full_version >= '3.13' and platform_machine != 'aarch64' and platform_machine != 'x86_64' and sys_platform == 'linux') or (python_full_version >= '3.13' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux') or (python_full_version >= '3.15' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux') or (python_full_version >= '3.14' and platform_machine == 'x86_64' and sys_platform == 'linux')", + "python_full_version == '3.13.*' and platform_machine == 'x86_64' and sys_platform == 'linux'", + "python_full_version >= '3.13' and python_full_version < '3.15' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'", + "(python_full_version == '3.12.*' and platform_machine != 'aarch64' and platform_machine != 'x86_64' and sys_platform == 'linux') or (python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux')", "python_full_version == '3.12.*' and platform_machine == 'x86_64' and sys_platform == 'linux'", - "python_full_version == '3.11.*' and platform_machine != 'x86_64' and sys_platform == 'linux'", + "python_full_version == '3.12.*' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'", + "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_machine != 'x86_64' and sys_platform == 'linux') or (python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux')", "python_full_version == '3.11.*' and platform_machine == 'x86_64' and sys_platform == 'linux'", - "python_full_version < '3.11' and platform_machine != 'x86_64' and sys_platform == 'linux'", + "python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'", + "(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_machine != 'x86_64' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation != 'CPython' and sys_platform == 'linux')", "python_full_version < '3.11' and platform_machine == 'x86_64' and sys_platform == 'linux'", - "python_full_version >= '3.13' and platform_machine != 'AMD64' and sys_platform == 'win32'", - "python_full_version >= '3.13' and platform_machine == 'AMD64' and sys_platform == 'win32'", + "python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'CPython' and sys_platform == 'linux'", + "(python_full_version >= '3.13' and platform_machine != 'AMD64' and sys_platform == 'win32') or (python_full_version >= '3.14' and platform_machine == 'AMD64' and sys_platform == 'win32')", + "python_full_version == '3.13.*' and platform_machine == 'AMD64' and sys_platform == 'win32'", "python_full_version == '3.12.*' and platform_machine != 'AMD64' and sys_platform == 'win32'", "python_full_version == '3.12.*' and platform_machine == 'AMD64' and sys_platform == 'win32'", "python_full_version == '3.11.*' and platform_machine != 'AMD64' and sys_platform 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