feat: Added Python accuracy tests using Nox #750

andi4191 · 2021-11-30T03:01:30Z

Signed-off-by: Anurag Dixit [email protected]

Description

Added support for Python accuracy tests using Nox. Using nox, one can run complete python tests more conveniently.

Please include a summary of the change and which issue is fixed. Please also include relevant motivation and context. List any dependencies that are required for this change.

Fixes # (issue)

Type of change

Please delete options that are not relevant and/or add your own.

New feature (non-breaking change which adds functionality)
This change requires a documentation update

Checklist:

My code follows the style guidelines of this project (You can use the linters)
I have performed a self-review of my own code
I have commented my code, particularly in hard-to-understand areas and hacks
I have made corresponding changes to the documentation
I have added tests to verify my fix or my feature
New and existing unit tests pass locally with my changes

Signed-off-by: Anurag Dixit <[email protected]>

github-actions

There are some changes that do not conform to Python style guidelines:

--- /workspace/tests/py/test_api.py	(original)
+++ /workspace/tests/py/test_api.py	(reformatted)
@@ -32,9 +32,9 @@
    def test_compile_script(self):
        with torch.no_grad():
            trt_mod = torchtrt.ts.compile(self.scripted_model,
-                                      inputs=[self.input],
-                                      device=torchtrt.Device(gpu_id=0),
-                                      enabled_precisions={torch.float})
+                                          inputs=[self.input],
+                                          device=torchtrt.Device(gpu_id=0),
+                                          enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

@@ -49,9 +49,9 @@
    def test_compile_global_nn_mod(self):
        with torch.no_grad():
            trt_mod = torchtrt.compile(self.model,
-                                   inputs=[self.input],
-                                   device=torchtrt.Device(gpu_id=0),
-                                   enabled_precisions={torch.float})
+                                       inputs=[self.input],
+                                       device=torchtrt.Device(gpu_id=0),
+                                       enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

Reformatting /workspace/tests/py/model_test_case.py
Reformatting /workspace/tests/py/test_api_dla.py
Reformatting /workspace/tests/py/test_api.py
Reformatting /workspace/tests/py/test_ptq_trt_calibrator.py
Reformatting /workspace/tests/py/test_ptq_to_backend.py
Reformatting /workspace/tests/py/test_ptq_dataloader_calibrator.py
Reformatting /workspace/tests/py/test_qat_trt_accuracy.py
Reformatting /workspace/tests/py/test_trt_intercompatability.py
Reformatting /workspace/tests/py/test_to_backend_api.py
Reformatting /workspace/tests/py/test_multi_gpu.py
Reformatting /workspace/tests/modules/hub.py
ERROR: Some files do not conform to style guidelines

github-actions

Code conforms to C++ style guidelines

github-actions

Code conforms to C++ style guidelines

github-actions

There are some changes that do not conform to Python style guidelines:

--- /workspace/tests/py/test_api.py	(original)
+++ /workspace/tests/py/test_api.py	(reformatted)
@@ -32,9 +32,9 @@
    def test_compile_script(self):
        with torch.no_grad():
            trt_mod = torchtrt.ts.compile(self.scripted_model,
-                                      inputs=[self.input],
-                                      device=torchtrt.Device(gpu_id=0),
-                                      enabled_precisions={torch.float})
+                                          inputs=[self.input],
+                                          device=torchtrt.Device(gpu_id=0),
+                                          enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

@@ -49,9 +49,9 @@
    def test_compile_global_nn_mod(self):
        with torch.no_grad():
            trt_mod = torchtrt.compile(self.model,
-                                   inputs=[self.input],
-                                   device=torchtrt.Device(gpu_id=0),
-                                   enabled_precisions={torch.float})
+                                       inputs=[self.input],
+                                       device=torchtrt.Device(gpu_id=0),
+                                       enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

Reformatting /workspace/tests/py/model_test_case.py
Reformatting /workspace/tests/py/test_api_dla.py
Reformatting /workspace/tests/py/test_api.py
Reformatting /workspace/tests/py/test_ptq_trt_calibrator.py
Reformatting /workspace/tests/py/test_ptq_to_backend.py
Reformatting /workspace/tests/py/test_ptq_dataloader_calibrator.py
Reformatting /workspace/tests/py/test_qat_trt_accuracy.py
Reformatting /workspace/tests/py/test_trt_intercompatability.py
Reformatting /workspace/tests/py/test_to_backend_api.py
Reformatting /workspace/tests/py/test_multi_gpu.py
Reformatting /workspace/tests/modules/hub.py
ERROR: Some files do not conform to style guidelines

Signed-off-by: Anurag Dixit <[email protected]>

github-actions

There are some changes that do not conform to Python style guidelines:

--- /workspace/tests/py/test_api.py	(original)
+++ /workspace/tests/py/test_api.py	(reformatted)
@@ -32,9 +32,9 @@
    def test_compile_script(self):
        with torch.no_grad():
            trt_mod = torchtrt.ts.compile(self.scripted_model,
-                                      inputs=[self.input],
-                                      device=torchtrt.Device(gpu_id=0),
-                                      enabled_precisions={torch.float})
+                                          inputs=[self.input],
+                                          device=torchtrt.Device(gpu_id=0),
+                                          enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

@@ -49,9 +49,9 @@
    def test_compile_global_nn_mod(self):
        with torch.no_grad():
            trt_mod = torchtrt.compile(self.model,
-                                   inputs=[self.input],
-                                   device=torchtrt.Device(gpu_id=0),
-                                   enabled_precisions={torch.float})
+                                       inputs=[self.input],
+                                       device=torchtrt.Device(gpu_id=0),
+                                       enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

Reformatting /workspace/tests/py/model_test_case.py
Reformatting /workspace/tests/py/test_api_dla.py
Reformatting /workspace/tests/py/test_api.py
Reformatting /workspace/tests/py/test_ptq_trt_calibrator.py
Reformatting /workspace/tests/py/test_ptq_to_backend.py
Reformatting /workspace/tests/py/test_ptq_dataloader_calibrator.py
Reformatting /workspace/tests/py/test_qat_trt_accuracy.py
Reformatting /workspace/tests/py/test_trt_intercompatability.py
Reformatting /workspace/tests/py/test_to_backend_api.py
Reformatting /workspace/tests/py/test_multi_gpu.py
Reformatting /workspace/tests/modules/hub.py
ERROR: Some files do not conform to style guidelines

github-actions

Code conforms to C++ style guidelines

github-actions

Code conforms to C++ style guidelines

github-actions

There are some changes that do not conform to Python style guidelines:

--- /workspace/tests/py/test_api.py	(original)
+++ /workspace/tests/py/test_api.py	(reformatted)
@@ -32,9 +32,9 @@
    def test_compile_script(self):
        with torch.no_grad():
            trt_mod = torchtrt.ts.compile(self.scripted_model,
-                                      inputs=[self.input],
-                                      device=torchtrt.Device(gpu_id=0),
-                                      enabled_precisions={torch.float})
+                                          inputs=[self.input],
+                                          device=torchtrt.Device(gpu_id=0),
+                                          enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

@@ -49,9 +49,9 @@
    def test_compile_global_nn_mod(self):
        with torch.no_grad():
            trt_mod = torchtrt.compile(self.model,
-                                   inputs=[self.input],
-                                   device=torchtrt.Device(gpu_id=0),
-                                   enabled_precisions={torch.float})
+                                       inputs=[self.input],
+                                       device=torchtrt.Device(gpu_id=0),
+                                       enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

Reformatting /workspace/tests/py/model_test_case.py
Reformatting /workspace/tests/py/test_api_dla.py
Reformatting /workspace/tests/py/test_api.py
Reformatting /workspace/tests/py/test_ptq_trt_calibrator.py
Reformatting /workspace/tests/py/test_ptq_to_backend.py
Reformatting /workspace/tests/py/test_ptq_dataloader_calibrator.py
Reformatting /workspace/tests/py/test_qat_trt_accuracy.py
Reformatting /workspace/tests/py/test_trt_intercompatability.py
Reformatting /workspace/tests/py/test_to_backend_api.py
Reformatting /workspace/tests/py/test_multi_gpu.py
Reformatting /workspace/tests/modules/hub.py
ERROR: Some files do not conform to style guidelines

narendasan · 2021-11-30T05:55:15Z

Is it possible to have different nox configurations for the docker container and local so we can use nox for development as well?

narendasan · 2021-11-30T05:56:44Z

Also are the Python API tests like backend, PTQ etc going to be automated via nox?

andi4191 · 2021-11-30T06:04:04Z

Is it possible to have different nox configurations for the docker container and local so we can use nox for development as well?

We can write all the configurations in a single nox file and run selective sessions for different test cases.

andi4191 · 2021-11-30T06:05:13Z

Also are the Python API tests like backend, PTQ etc going to be automated via nox?

I have already added PTQ, QAT and API tests in the noxfile. It is included in this PR.
We can run selective sessions as well such as:

nox --sessions qat_test-3

narendasan · 2021-11-30T06:06:26Z

Cool, this looks like its going to work really well.

noxfile.py

Signed-off-by: Anurag Dixit <[email protected]>

github-actions

Code conforms to C++ style guidelines

github-actions

There are some changes that do not conform to Python style guidelines:

--- /workspace/tests/py/test_api.py	(original)
+++ /workspace/tests/py/test_api.py	(reformatted)
@@ -32,9 +32,9 @@
    def test_compile_script(self):
        with torch.no_grad():
            trt_mod = torchtrt.ts.compile(self.scripted_model,
-                                      inputs=[self.input],
-                                      device=torchtrt.Device(gpu_id=0),
-                                      enabled_precisions={torch.float})
+                                          inputs=[self.input],
+                                          device=torchtrt.Device(gpu_id=0),
+                                          enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

@@ -49,9 +49,9 @@
    def test_compile_global_nn_mod(self):
        with torch.no_grad():
            trt_mod = torchtrt.compile(self.model,
-                                   inputs=[self.input],
-                                   device=torchtrt.Device(gpu_id=0),
-                                   enabled_precisions={torch.float})
+                                       inputs=[self.input],
+                                       device=torchtrt.Device(gpu_id=0),
+                                       enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

Reformatting /workspace/tests/py/model_test_case.py
Reformatting /workspace/tests/py/test_api_dla.py
Reformatting /workspace/tests/py/test_api.py
Reformatting /workspace/tests/py/test_ptq_trt_calibrator.py
Reformatting /workspace/tests/py/test_ptq_to_backend.py
Reformatting /workspace/tests/py/test_ptq_dataloader_calibrator.py
Reformatting /workspace/tests/py/test_qat_trt_accuracy.py
Reformatting /workspace/tests/py/test_trt_intercompatability.py
Reformatting /workspace/tests/py/test_to_backend_api.py
Reformatting /workspace/tests/py/test_multi_gpu.py
Reformatting /workspace/tests/modules/hub.py
ERROR: Some files do not conform to style guidelines

Signed-off-by: Anurag Dixit <[email protected]>

github-actions

There are some changes that do not conform to Python style guidelines:

--- /workspace/tests/py/test_api.py	(original)
+++ /workspace/tests/py/test_api.py	(reformatted)
@@ -32,9 +32,9 @@
    def test_compile_script(self):
        with torch.no_grad():
            trt_mod = torchtrt.ts.compile(self.scripted_model,
-                                      inputs=[self.input],
-                                      device=torchtrt.Device(gpu_id=0),
-                                      enabled_precisions={torch.float})
+                                          inputs=[self.input],
+                                          device=torchtrt.Device(gpu_id=0),
+                                          enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

@@ -49,9 +49,9 @@
    def test_compile_global_nn_mod(self):
        with torch.no_grad():
            trt_mod = torchtrt.compile(self.model,
-                                   inputs=[self.input],
-                                   device=torchtrt.Device(gpu_id=0),
-                                   enabled_precisions={torch.float})
+                                       inputs=[self.input],
+                                       device=torchtrt.Device(gpu_id=0),
+                                       enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

Reformatting /workspace/tests/py/model_test_case.py
Reformatting /workspace/tests/py/test_api_dla.py
Reformatting /workspace/tests/py/test_api.py
Reformatting /workspace/tests/py/test_ptq_trt_calibrator.py
Reformatting /workspace/tests/py/test_ptq_to_backend.py
Reformatting /workspace/tests/py/test_ptq_dataloader_calibrator.py
Reformatting /workspace/tests/py/test_qat_trt_accuracy.py
Reformatting /workspace/tests/py/test_trt_intercompatability.py
Reformatting /workspace/tests/py/test_to_backend_api.py
Reformatting /workspace/tests/py/test_multi_gpu.py
Reformatting /workspace/tests/modules/hub.py
ERROR: Some files do not conform to style guidelines

github-actions

Code conforms to C++ style guidelines

github-actions

There are some changes that do not conform to Python style guidelines:

--- /workspace/tests/py/test_api.py	(original)
+++ /workspace/tests/py/test_api.py	(reformatted)
@@ -32,9 +32,9 @@
    def test_compile_script(self):
        with torch.no_grad():
            trt_mod = torchtrt.ts.compile(self.scripted_model,
-                                      inputs=[self.input],
-                                      device=torchtrt.Device(gpu_id=0),
-                                      enabled_precisions={torch.float})
+                                          inputs=[self.input],
+                                          device=torchtrt.Device(gpu_id=0),
+                                          enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

@@ -49,9 +49,9 @@
    def test_compile_global_nn_mod(self):
        with torch.no_grad():
            trt_mod = torchtrt.compile(self.model,
-                                   inputs=[self.input],
-                                   device=torchtrt.Device(gpu_id=0),
-                                   enabled_precisions={torch.float})
+                                       inputs=[self.input],
+                                       device=torchtrt.Device(gpu_id=0),
+                                       enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

Reformatting /workspace/tests/py/model_test_case.py
Reformatting /workspace/tests/py/test_api_dla.py
Reformatting /workspace/tests/py/test_api.py
Reformatting /workspace/tests/py/test_ptq_trt_calibrator.py
Reformatting /workspace/tests/py/test_ptq_to_backend.py
Reformatting /workspace/tests/py/test_ptq_dataloader_calibrator.py
Reformatting /workspace/tests/py/test_qat_trt_accuracy.py
Reformatting /workspace/tests/py/test_trt_intercompatability.py
Reformatting /workspace/tests/py/test_to_backend_api.py
Reformatting /workspace/tests/py/test_multi_gpu.py
Reformatting /workspace/tests/modules/hub.py
ERROR: Some files do not conform to style guidelines

github-actions

Code conforms to C++ style guidelines

peri044

Minor changes. LGTM

docker/dist-accuracy-test.sh

noxfile.py

tests/README.md

Signed-off-by: Anurag Dixit <[email protected]>

github-actions

Code conforms to C++ style guidelines

github-actions

There are some changes that do not conform to Python style guidelines:

Reformatting /workspace/py/torch_tensorrt/_compile.py
Reformatting /workspace/py/torch_tensorrt/_Device.py
Reformatting /workspace/py/torch_tensorrt/__init__.py
Reformatting /workspace/py/torch_tensorrt/_Input.py
Reformatting /workspace/py/torch_tensorrt/_util.py
Reformatting /workspace/py/torch_tensorrt/ptq.py
Reformatting /workspace/py/torch_tensorrt/_enums.py
Reformatting /workspace/py/torch_tensorrt/logging.py
Reformatting /workspace/py/torch_tensorrt/ts/__init__.py
Reformatting /workspace/py/torch_tensorrt/ts/_compile_spec.py
Reformatting /workspace/py/torch_tensorrt/ts/_compiler.py
Reformatting /workspace/py/setup.py
Reformatting /workspace/tests/py/test_trt_intercompatability.py
Reformatting /workspace/tests/py/test_ptq_to_backend.py
Reformatting /workspace/tests/py/test_multi_gpu.py
Reformatting /workspace/tests/py/test_ptq_dataloader_calibrator.py
Reformatting /workspace/tests/py/test_ptq_trt_calibrator.py
Reformatting /workspace/tests/py/test_api_dla.py
Reformatting /workspace/tests/py/test_qat_trt_accuracy.py
Reformatting /workspace/tests/modules/hub.py
--- /workspace/tests/py/test_api.py	(original)
+++ /workspace/tests/py/test_api.py	(reformatted)
@@ -32,9 +32,9 @@
    def test_compile_script(self):
        with torch.no_grad():
            trt_mod = torchtrt.ts.compile(self.scripted_model,
-                                      inputs=[self.input],
-                                      device=torchtrt.Device(gpu_id=0),
-                                      enabled_precisions={torch.float})
+                                          inputs=[self.input],
+                                          device=torchtrt.Device(gpu_id=0),
+                                          enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

@@ -49,9 +49,9 @@
    def test_compile_global_nn_mod(self):
        with torch.no_grad():
            trt_mod = torchtrt.compile(self.model,
-                                   inputs=[self.input],
-                                   device=torchtrt.Device(gpu_id=0),
-                                   enabled_precisions={torch.float})
+                                       inputs=[self.input],
+                                       device=torchtrt.Device(gpu_id=0),
+                                       enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

Reformatting /workspace/tests/py/test_to_backend_api.py
Reformatting /workspace/tests/py/model_test_case.py
Reformatting /workspace/tests/py/test_api.py
ERROR: Some files do not conform to style guidelines

github-actions

Code conforms to C++ style guidelines

github-actions

There are some changes that do not conform to Python style guidelines:

Reformatting /workspace/py/torch_tensorrt/_compile.py
Reformatting /workspace/py/torch_tensorrt/_Device.py
Reformatting /workspace/py/torch_tensorrt/__init__.py
Reformatting /workspace/py/torch_tensorrt/_Input.py
Reformatting /workspace/py/torch_tensorrt/_util.py
Reformatting /workspace/py/torch_tensorrt/ptq.py
Reformatting /workspace/py/torch_tensorrt/_enums.py
Reformatting /workspace/py/torch_tensorrt/logging.py
Reformatting /workspace/py/torch_tensorrt/ts/__init__.py
Reformatting /workspace/py/torch_tensorrt/ts/_compile_spec.py
Reformatting /workspace/py/torch_tensorrt/ts/_compiler.py
Reformatting /workspace/py/setup.py
Reformatting /workspace/tests/py/test_to_backend_api.py
Reformatting /workspace/tests/py/test_ptq_trt_calibrator.py
Reformatting /workspace/tests/py/test_api_dla.py
Reformatting /workspace/tests/py/test_qat_trt_accuracy.py
Reformatting /workspace/tests/modules/hub.py
--- /workspace/tests/py/test_api.py	(original)
+++ /workspace/tests/py/test_api.py	(reformatted)
@@ -32,9 +32,9 @@
    def test_compile_script(self):
        with torch.no_grad():
            trt_mod = torchtrt.ts.compile(self.scripted_model,
-                                      inputs=[self.input],
-                                      device=torchtrt.Device(gpu_id=0),
-                                      enabled_precisions={torch.float})
+                                          inputs=[self.input],
+                                          device=torchtrt.Device(gpu_id=0),
+                                          enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

@@ -49,9 +49,9 @@
    def test_compile_global_nn_mod(self):
        with torch.no_grad():
            trt_mod = torchtrt.compile(self.model,
-                                   inputs=[self.input],
-                                   device=torchtrt.Device(gpu_id=0),
-                                   enabled_precisions={torch.float})
+                                       inputs=[self.input],
+                                       device=torchtrt.Device(gpu_id=0),
+                                       enabled_precisions={torch.float})
            same = (trt_mod(self.input) - self.scripted_model(self.input)).abs().max()
            self.assertTrue(same < 2e-2)

Reformatting /workspace/tests/py/test_trt_intercompatability.py
Reformatting /workspace/tests/py/test_ptq_to_backend.py
Reformatting /workspace/tests/py/test_multi_gpu.py
Reformatting /workspace/tests/py/test_ptq_dataloader_calibrator.py
Reformatting /workspace/tests/py/model_test_case.py
Reformatting /workspace/tests/py/test_api.py
ERROR: Some files do not conform to style guidelines

peri044 · 2021-12-15T19:28:39Z

Looks like python linter is the one left. Feel free to merge after linter passes @andi4191

feat: Added Python accuracy tests using Nox

6ae8652

Signed-off-by: Anurag Dixit <[email protected]>

andi4191 requested review from narendasan and peri044 November 30, 2021 03:01

andi4191 self-assigned this Nov 30, 2021

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refactor: Updating the documentation

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feat: Review comment incorporated

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feat: Added env var for TOP_DIR

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andi4191 requested a review from narendasan December 1, 2021 18:33

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andi4191 requested a review from peri044 December 15, 2021 13:12

fix: Review comments incorporated

e9865c2

Signed-off-by: Anurag Dixit <[email protected]>

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andi4191 merged commit b37eeb1 into master Dec 16, 2021

andi4191 deleted the anuragd/nox_py_test branch February 24, 2022 01:22

feat: Added Python accuracy tests using Nox #750

feat: Added Python accuracy tests using Nox #750

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andi4191 commented Nov 30, 2021 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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narendasan commented Nov 30, 2021

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andi4191 commented Nov 30, 2021 •

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