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ManagedTensor tensor_tokens( - input_tokens.data(), - {1, static_cast(input_tokens.size())}, + input_tokens.data(), + {1, static_cast(input_tokens.size())}, ScalarType::Long); std::vector inputs = {tensor_tokens.get_tensor()}; @@ -232,7 +232,7 @@ std::string generate( // Convert the output logits from EValue to std::vector, which is what // the sampler expects. Tensor logits_tensor = logits_evalue.get()[0].toTensor(); - std::vector logits(logits_tensor.data_ptr(), + std::vector logits(logits_tensor.data_ptr(), logits_tensor.data_ptr() + logits_tensor.numel()); // Sample the next token from the logits. @@ -255,9 +255,9 @@ std::string generate( } ``` -The `Module` class handles loading the .pte file and preparing for execution. +The `Module` class handles loading the .pte file and preparing for execution. -The tokenizer is responsible for converting from a human-readable string representation of the prompt to the +The tokenizer is responsible for converting from a human-readable string representation of the prompt to the numerical form expected by the model. To do this, the tokenzier associates short substrings with a given token ID. The tokens can be thought of as representing words or parts of words, though, in-practice, they may be arbitrary sequences of characters. @@ -312,7 +312,7 @@ and the [ExecuTorch Runtime API Reference](https://pytorch.org/executorch/main/e ExecuTorch uses the CMake build system. To compile and link against the ExecuTorch runtime, include the ExecuTorch project via `add_directory` and link against `executorch` and additional -dependencies. +dependencies. Create a file named CMakeLists.txt with the following content: @@ -374,7 +374,7 @@ specific hardware (delegation), and because it is doing all of the calculations ## Delegation -While ExecuTorch provides a portable, cross-platform implementation for all operators, it also provides specialized +While ExecuTorch provides a portable, cross-platform implementation for all operators, it also provides specialized backends for a number of different targets. These include, but are not limited to, x86 and ARM CPU acceleration via the XNNPACK backend, Apple acceleration via the CoreML backend and Metal Performance Shader (MPS) backend, and GPU acceleration via the Vulkan backend. @@ -395,11 +395,10 @@ To delegate to the XNNPACK backend, call `to_backend` with an instance of `Xnnpa from executorch.backends.xnnpack.partition.xnnpack_partitioner import XnnpackPartitioner from executorch.backends.xnnpack.utils.configs import get_xnnpack_edge_compile_config -from executorch.exir import EdgeCompileConfig, to_edge #... -edge_config = edge_config = get_xnnpack_edge_compile_config() +edge_config = get_xnnpack_edge_compile_config() edge_manager = to_edge(traced_model, compile_config=edge_config) # Delegate to the XNNPACK backend. @@ -433,15 +432,15 @@ and [CoreML Backend](https://pytorch.org/executorch/stable/build-run-coreml.html ## Quantization Quantization refers to a set of techniques for running calculations and storing tensors using lower precision types. -Compared to 32-bit floating point, using 8-bit integers can provide both a significant speedup and reduction in -memory usage. There are many approaches to quantizing a model, varying in amount of pre-processing required, data +Compared to 32-bit floating point, using 8-bit integers can provide both a significant speedup and reduction in +memory usage. There are many approaches to quantizing a model, varying in amount of pre-processing required, data types used, and impact on model accuracy and performance. Because compute and memory are highly constrained on mobile devices, some form of quantization is necessary to ship large models on consumer electronics. In particular, large language models, such as Llama2, may require quantizing model weights to 4 bits or less. -Leveraging quantization requires transforming the model before export. PyTorch provides the pt2e (PyTorch 2 Export) +Leveraging quantization requires transforming the model before export. PyTorch provides the pt2e (PyTorch 2 Export) API for this purpose. This example targets CPU acceleration using the XNNPACK delegate. As such, it needs to use the XNNPACK-specific quantizer. Targeting a different backend will require use of the corresponding quantizer. @@ -504,14 +503,14 @@ et_program = edge_manager.to_executorch() Finally, ensure that the runner links against the `xnnpack_backend` target in CMakeLists.txt. ``` -add_executable(nanogpt_runner nanogpt_runner.cpp) +add_executable(nanogpt_runner main.cpp) target_link_libraries( nanogpt_runner PRIVATE - etdump - extension_module - portable_ops_lib - xnnpack_backend) # Link the XNNPACK backend + executorch + extension_module_static # Provides the Module class + optimized_native_cpu_ops_lib # Provides baseline cross-platform kernels + xnnpack_backend) # Provides the XNNPACK CPU acceleration backend ``` For more information, see [Quantization in ExecuTorch](https://pytorch.org/executorch/stable/quantization-overview.html). @@ -530,6 +529,7 @@ The `get_delegation_info()` method provides a summary of what happened to the mo from executorch.exir.backend.utils import get_delegation_info from tabulate import tabulate +# ... After call to to_backend(), but before to_executorch() graph_module = edge_manager.exported_program().graph_module delegation_info = get_delegation_info(graph_module) print(delegation_info.get_summary()) @@ -564,7 +564,7 @@ from executorch.exir.backend.utils import print_delegated_graph graph_module = edge_manager.exported_program().graph_module print(print_delegated_graph(graph_module)) ``` -This may generate a large amount of output for large models. Consider using "Control+F" or "Command+F" to locate the operator you’re interested in +This may generate a large amount of output for large models. Consider using "Control+F" or "Command+F" to locate the operator you’re interested in (e.g. “aten_view_copy_default”). Observe which instances are not under lowered graphs. In the fragment of the output for NanoGPT below, observe that embedding and add operators are delegated to XNNPACK while the sub operator is not. @@ -600,12 +600,12 @@ In your export script, after calling `to_edge()` and `to_executorch()`, call `ge import copy # Make the deep copy immediately after to to_edge() -edge_program_manager_copy = copy.deepcopy(edge_program_manager) +edge_manager_copy = copy.deepcopy(edge_manager) # ... # Generate ETRecord right after to_executorch() etrecord_path = "etrecord.bin" -generate_etrecord(etrecord_path, edge_program_manager_copy, et_program_manager) +generate_etrecord(etrecord_path, edge_manager_copy, et_program) ``` Run the export script and the ETRecord will be generated as `etrecord.bin`. @@ -624,13 +624,14 @@ Include the ETDump header in your code. Create an Instance of the ETDumpGen class and pass it to the Module constructor. ```cpp std::unique_ptr etdump_gen_ = std::make_unique(); -Module llm_model("nanogpt.pte", Module::MlockConfig::UseMlock, std::move(etdump_gen_)); +Module model("nanogpt.pte", torch::executor::Module::MlockConfig::UseMlockIgnoreErrors, std::move(etdump_gen_)); ``` -After execution, save the ETDump to a file. You can capture multiple model runs in a single trace, if desired. +After calling `generate()`, save the ETDump to a file. You can capture multiple +model runs in a single trace, if desired. ```cpp torch::executor::ETDumpGen* etdump_gen = - static_cast(llm_model.event_tracer()); + static_cast(model.event_tracer()); ET_LOG(Info, "ETDump size: %zu blocks", etdump_gen->get_num_blocks()); etdump_result result = etdump_gen->get_etdump_data(); @@ -643,9 +644,22 @@ if (result.buf != nullptr && result.size > 0) { } ``` -Compile the ExecuTorch runtime with the `ET_EVENT_TRACER_ENABLED` pre-processor flag to enable events to be traced and logged into ETDump inside the ExecuTorch runtime. Add these to your CMakeLists.txt +Additionally, update CMakeLists.txt to build with SDK and enable events to be traced and logged into ETDump: ``` +option(EXECUTORCH_BUILD_SDK "" ON) + +# ... + +target_link_libraries( + nanogpt_runner + PRIVATE + etdump # Provides event tracing and logging + executorch + extension_module_static # Provides the Module class + optimized_native_cpu_ops_lib # Provides baseline cross-platform kernels + xnnpack_backend) # Provides the XNNPACK CPU acceleration backend + target_compile_options(executorch PUBLIC -DET_EVENT_TRACER_ENABLED) target_compile_options(portable_ops_lib PUBLIC -DET_EVENT_TRACER_ENABLED) ``` @@ -658,20 +672,16 @@ Once you’ve collected debug artifacts ETDump (and optionally an ETRecord), you ```python from executorch.sdk import Inspector -inspector = Inspector(etdump_path="etdump.etdp", etrecord="etrecord.bin") -# If you did not generate an ETRecord, then just pass in the ETDump: `inspector = Inspector(etdump_path="etdump.etdp")` +inspector = Inspector(etdump_path="etdump.etdp") +# If you also generated an ETRecord, then pass that in as well: `inspector = Inspector(etdump_path="etdump.etdp", etrecord="etrecord.bin")` -inspector.print_data_tabular() +with open("inspector_out.txt", "w") as file: + inspector.print_data_tabular(file) ``` This prints the performance data in a tabular format in “inspector_out.txt”, with each row being a profiling event. -| | event_block_name | event_name | p10 (ms) | p50 (ms) | p90 (ms) | avg (ms) | min (ms) | max (ms) | op_types | is_delegated_op | delegate_backend_name | -|---|----------------------|------------------|-----------|---------------|--------------|-------------|-------------|--------------|-------------|---------------------------|----------| -| 0 | Default | Method::init | 60.502 | 60.502 | 60.502 | 60.502 | 60.502 | 60.502 | [] | False | | -| 1 | Default | Program::load_method | 60.5114 | 60.5114 | 60.5114 | 60.5114 | 60.5114 | 60.5114 | [] | False | | -| 2 | Execute | native_call_arange.start_out | 0.029583 | 0.029583 | 0.029583 | 0.029583 | 0.029583 | 0.029583 | [] | False | | -| 3 | Execute | native_call_embedding.out | 0.022916 | 0.022916 | 0.022916 | 0.022916 | 0.022916 | 0.022916 | [] | False | | -| 4 | Execute | native_call_embedding.out | 0.001084 | 0.001084 | 0.001084 | 0.001084 | 0.001084 | 0.001084 | [] | False | | +View +in full size To learn more about the Inspector and the rich functionality it provides, see the [Inspector API Reference](https://pytorch.org/executorch/main/sdk-inspector.html).