Refactor the CLI #778

narendasan · 2021-12-20T21:04:54Z

Description

This PR refactors the CLI to make it easier to add new features in the future. Utility functions have been split out into their own files

Type of change

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

Refactor

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

github-actions

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

diff --git a/workspace/cpp/bin/torchtrtc/main.cpp b/tmp/changes.txt
index a6560e7..edb5aab 100644
--- a/workspace/cpp/bin/torchtrtc/main.cpp
+++ b/tmp/changes.txt
@@ -53,11 +53,10 @@ int main(int argc, char** argv) {
      {"require-full-compilation"});

  args::ValueFlag<std::string> check_method_op_support(
-    parser,
-    "check-method-op-support",
-    "Check the support for end to end compilation of a specified method in the TorchScript module",
-    {"supported", "is-supported", "check-support", "check-method-op-support"}
-  );
+      parser,
+      "check-method-op-support",
+      "Check the support for end to end compilation of a specified method in the TorchScript module",
+      {"supported", "is-supported", "check-support", "check-method-op-support"});

  args::Flag disable_tf32(
      parser, "disable-tf32", "Prevent Float32 layers from using the TF32 data format", {"disable-tf32"});
@@ -198,7 +197,8 @@ int main(int argc, char** argv) {
  // Instead of compiling, just embed engine in a PyTorch module
  if (embed_engine) {
    auto device_str = args::get(device_type);
-    std::transform(device_str.begin(), device_str.end(), device_str.begin(), [](unsigned char c) { return std::tolower(c); });
+    std::transform(
+        device_str.begin(), device_str.end(), device_str.begin(), [](unsigned char c) { return std::tolower(c); });

    torchtrt::Device device;

@@ -227,7 +227,6 @@ int main(int argc, char** argv) {
    return 0;
  }

-
  std::vector<torchtrt::Input> ranges;
  for (const auto spec : args::get(input_shapes)) {
    ranges.push_back(torchtrtc::parserutil::parse_input(spec));
@@ -444,7 +443,8 @@ int main(int argc, char** argv) {
      }

      for (size_t i = 0; i < trt_results.size(); i++) {
-        if (!torchtrtc::accuracy::almost_equal(jit_results[i], trt_results[i].reshape_as(jit_results[i]), threshold_val)) {
+        if (!torchtrtc::accuracy::almost_equal(
+                jit_results[i], trt_results[i].reshape_as(jit_results[i]), threshold_val)) {
          std::ostringstream threshold_ss;
          threshold_ss << threshold_val;
          torchtrt::logging::log(
ERROR: Some files do not conform to style guidelines

github-actions

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

diff --git a/workspace/cpp/bin/torchtrtc/main.cpp b/tmp/changes.txt
index a6560e7..edb5aab 100644
--- a/workspace/cpp/bin/torchtrtc/main.cpp
+++ b/tmp/changes.txt
@@ -53,11 +53,10 @@ int main(int argc, char** argv) {
      {"require-full-compilation"});

  args::ValueFlag<std::string> check_method_op_support(
-    parser,
-    "check-method-op-support",
-    "Check the support for end to end compilation of a specified method in the TorchScript module",
-    {"supported", "is-supported", "check-support", "check-method-op-support"}
-  );
+      parser,
+      "check-method-op-support",
+      "Check the support for end to end compilation of a specified method in the TorchScript module",
+      {"supported", "is-supported", "check-support", "check-method-op-support"});

  args::Flag disable_tf32(
      parser, "disable-tf32", "Prevent Float32 layers from using the TF32 data format", {"disable-tf32"});
@@ -198,7 +197,8 @@ int main(int argc, char** argv) {
  // Instead of compiling, just embed engine in a PyTorch module
  if (embed_engine) {
    auto device_str = args::get(device_type);
-    std::transform(device_str.begin(), device_str.end(), device_str.begin(), [](unsigned char c) { return std::tolower(c); });
+    std::transform(
+        device_str.begin(), device_str.end(), device_str.begin(), [](unsigned char c) { return std::tolower(c); });

    torchtrt::Device device;

@@ -227,7 +227,6 @@ int main(int argc, char** argv) {
    return 0;
  }

-
  std::vector<torchtrt::Input> ranges;
  for (const auto spec : args::get(input_shapes)) {
    ranges.push_back(torchtrtc::parserutil::parse_input(spec));
@@ -444,7 +443,8 @@ int main(int argc, char** argv) {
      }

      for (size_t i = 0; i < trt_results.size(); i++) {
-        if (!torchtrtc::accuracy::almost_equal(jit_results[i], trt_results[i].reshape_as(jit_results[i]), threshold_val)) {
+        if (!torchtrtc::accuracy::almost_equal(
+                jit_results[i], trt_results[i].reshape_as(jit_results[i]), threshold_val)) {
          std::ostringstream threshold_ss;
          threshold_ss << threshold_val;
          torchtrt::logging::log(
ERROR: Some files do not conform to 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
--- /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
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
ERROR: Some files do not conform to 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

github-actions

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

diff --git a/workspace/cpp/bin/torchtrtc/main.cpp b/tmp/changes.txt
index bf91386..2492de3 100644
--- a/workspace/cpp/bin/torchtrtc/main.cpp
+++ b/tmp/changes.txt
@@ -53,11 +53,10 @@ int main(int argc, char** argv) {
      {"require-full-compilation"});

  args::ValueFlag<std::string> check_method_op_support(
-    parser,
-    "check-method-op-support",
-    "Check the support for end to end compilation of a specified method in the TorchScript module",
-    {"supported", "is-supported", "check-support", "check-method-op-support"}
-  );
+      parser,
+      "check-method-op-support",
+      "Check the support for end to end compilation of a specified method in the TorchScript module",
+      {"supported", "is-supported", "check-support", "check-method-op-support"});

  args::Flag disable_tf32(
      parser, "disable-tf32", "Prevent Float32 layers from using the TF32 data format", {"disable-tf32"});
@@ -196,7 +195,8 @@ int main(int argc, char** argv) {
  // Instead of compiling, just embed engine in a PyTorch module
  if (embed_engine) {
    auto device_str = args::get(device_type);
-    std::transform(device_str.begin(), device_str.end(), device_str.begin(), [](unsigned char c) { return std::tolower(c); });
+    std::transform(
+        device_str.begin(), device_str.end(), device_str.begin(), [](unsigned char c) { return std::tolower(c); });

    torchtrt::Device device;

@@ -225,7 +225,6 @@ int main(int argc, char** argv) {
    return 0;
  }

-
  std::vector<torchtrt::Input> ranges;
  for (const auto spec : args::get(input_shapes)) {
    ranges.push_back(torchtrtc::parserutil::parse_input(spec));
@@ -438,7 +437,8 @@ int main(int argc, char** argv) {
      }

      for (size_t i = 0; i < trt_results.size(); i++) {
-        if (!torchtrtc::accuracy::almost_equal(jit_results[i], trt_results[i].reshape_as(jit_results[i]), threshold_val)) {
+        if (!torchtrtc::accuracy::almost_equal(
+                jit_results[i], trt_results[i].reshape_as(jit_results[i]), threshold_val)) {
          std::ostringstream threshold_ss;
          threshold_ss << threshold_val;
          torchtrt::logging::log(
ERROR: Some files do not conform to 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_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/test_multi_gpu.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

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

github-actions

Code conforms to C++ style guidelines

cpp/bin/torchtrtc/README.md

cpp/bin/torchtrtc/accuracy.h

cpp/bin/torchtrtc/main.cpp

docsrc/tutorials/torchtrtc.rst

enable-precision BREAKING CHANGE: This is a minor change but may cause scripts using torchtrtc to fail. We are renaming enabled-precisions to enable-precision since it makes more sense as the argument can be repeated Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

extend later Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

BREAKING CHANGE: This PR removes `--max-batch-size` from the CLI as it has no real functional effect Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

github-actions

Code conforms to Python style guidelines

github-actions

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

diff --git a/workspace/cpp/bin/torchtrtc/main.cpp b/tmp/changes.txt
index d5f21e5..5d872ca 100644
--- a/workspace/cpp/bin/torchtrtc/main.cpp
+++ b/tmp/changes.txt
@@ -239,7 +239,6 @@ int main(int argc, char** argv) {
    compile_settings.debug = true;
  }

-
  if (allow_gpu_fallback) {
    compile_settings.device.allow_gpu_fallback = true;
  }
ERROR: Some files do not conform to style guidelines

Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

github-actions

Code conforms to Python style guidelines

github-actions

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

diff --git a/workspace/cpp/bin/torchtrtc/main.cpp b/tmp/changes.txt
index da0d122..4d733f2 100644
--- a/workspace/cpp/bin/torchtrtc/main.cpp
+++ b/tmp/changes.txt
@@ -237,7 +237,6 @@ int main(int argc, char** argv) {
    compile_settings.debug = true;
  }

-
  if (allow_gpu_fallback) {
    compile_settings.device.allow_gpu_fallback = true;
  }
ERROR: Some files do not conform to style guidelines

github-actions

Code conforms to Python style guidelines

github-actions

Code conforms to C++ style guidelines

Review comments are addressed

narendasan requested a review from peri044 December 20, 2021 21:04

github-actions bot added component: api [C++] Issues re: C++ API documentation Improvements or additions to documentation labels Dec 20, 2021

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narendasan added 5 commits February 23, 2022 16:53

refactor(//cpp/bin/torchtrtc): Refactor the CLI to make it easier to

0745c5f

extend later Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

refactor!(//cpp/bin/torchtrtc): Removing the max-batch-size argument

03bafc5

BREAKING CHANGE: This PR removes `--max-batch-size` from the CLI as it has no real functional effect Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

chore: Apply C++ linting

5adad06

Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

refactor(//cpp/bin/torchtrtc): Updating help docs for torchtrtc

b663154

Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

narendasan force-pushed the torchtrtc_cli_cleanup branch from 4f03982 to b663154 Compare February 24, 2022 01:11

github-actions bot approved these changes Feb 24, 2022

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refactor(//cpp/bin/torchtrtc): Address review comments

a182c0e

Signed-off-by: Naren Dasan <[email protected]> Signed-off-by: Naren Dasan <[email protected]>

narendasan force-pushed the torchtrtc_cli_cleanup branch from 8367805 to a182c0e Compare February 24, 2022 01:24

github-actions bot approved these changes Feb 24, 2022

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narendasan merged commit b798c7f into master Feb 24, 2022

narendasan deleted the torchtrtc_cli_cleanup branch February 24, 2022 01:29

Refactor the CLI #778

Refactor the CLI #778

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narendasan commented Dec 20, 2021

Description

Type of change

Checklist:

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