From af038f497c8bc7a91176b2dad8da8a93d8d41fec Mon Sep 17 00:00:00 2001 From: Rohan Varma Date: Tue, 14 Jul 2020 16:02:16 -0700 Subject: [PATCH 1/9] Initial commit --- recipes_source/distributed_rpc_profiling.rst | 59 ++++++++++++++++++++ recipes_source/recipes_index.rst | 8 +++ 2 files changed, 67 insertions(+) create mode 100644 recipes_source/distributed_rpc_profiling.rst diff --git a/recipes_source/distributed_rpc_profiling.rst b/recipes_source/distributed_rpc_profiling.rst new file mode 100644 index 00000000000..9d9d388604c --- /dev/null +++ b/recipes_source/distributed_rpc_profiling.rst @@ -0,0 +1,59 @@ +Profiling PyTorch RPC-Based Workloads +====================================== + +In this recipe, you will learn: + +- An overview of the Distributed RPC Framework +- An overview of the PyTorch Profiler +- How to use the PyTorch Profiler to profile RPC-based workloads + +Requirements +------------ + +- PyTorch 1.6 + +The instructions for installing PyTorch are +available at `pytorch.org`_. + +What is the Distributed RPC Framework? +--------------------------------------- + +The ** Distributed RPC Framework ** provides mechanisms for multi-machine model +training through a set of primitives to allow for remote communication, and a +higher-level API to automatically differentiate models split across several machines. +For this recipe, it would be helpful to be familiar with the Distributed RPC Framework +as well as the tutorials. + +What is the PyTorch Profiler? +--------------------------------------- +The profiler is a context manager based API that allows for on-demand profiling of +operators in a model's workload. The profiler can be used to analyze various aspects +of a model including execution time, operators invoked, and memory consumption. For a +detailed tutorial on using the profiler to profile a single-node model, please see the +Profiler Recipe. + + + + +How to use the Profiler for RPC-based workloads +----------------------------------------------- + +As an example, let’s take a pretrained vision model. All of the +pretrained models in TorchVision are compatible with TorchScript. + + +Important Resources +------------------- + +- `pytorch.org`_ for installation instructions, and more documentation + and tutorials. +- `Introduction to TorchScript tutorial`_ for a deeper initial + exposition of TorchScript +- `Full TorchScript documentation`_ for complete TorchScript language + and API reference + +.. _pytorch.org: https://pytorch.org/ +.. _Introduction to TorchScript tutorial: https://pytorch.org/tutorials/beginner/Intro_to_TorchScript_tutorial.html +.. _Full TorchScript documentation: https://pytorch.org/docs/stable/jit.html +.. _Loading A TorchScript Model in C++ tutorial: https://pytorch.org/tutorials/advanced/cpp_export.html +.. _full TorchScript documentation: https://pytorch.org/docs/stable/jit.html diff --git a/recipes_source/recipes_index.rst b/recipes_source/recipes_index.rst index ffdc1aaaa78..e25cb199aa5 100644 --- a/recipes_source/recipes_index.rst +++ b/recipes_source/recipes_index.rst @@ -102,6 +102,13 @@ Recipes are bite-sized bite-sized, actionable examples of how to use specific Py :link: ../recipes/recipes/profiler.html :tags: Basics +.. customcarditem:: + :header: Distributed RPC Profiling + :card_description: Learn how to use PyTorch's profiler in conjunction with the Distributed RPC Framework. + :image: ../_static/img/thumbnails/cropped/profiler.png + :link: ../recipes/distributed_rpc_profiling.html + :tags: Basics + .. Customization .. customcarditem:: @@ -201,3 +208,4 @@ Recipes are bite-sized bite-sized, actionable examples of how to use specific Py /recipes/recipes/dynamic_quantization /recipes/torchscript_inference /recipes/deployment_with_flask + /recipes/distributed_rpc_profiling From 26c3d5d6714ee3688267bb952bfd8650295bf1c3 Mon Sep 17 00:00:00 2001 From: Rohan Varma Date: Tue, 14 Jul 2020 17:04:50 -0700 Subject: [PATCH 2/9] Update --- recipes_source/distributed_rpc_profiling.rst | 56 ++++++++++++++++++-- 1 file changed, 53 insertions(+), 3 deletions(-) diff --git a/recipes_source/distributed_rpc_profiling.rst b/recipes_source/distributed_rpc_profiling.rst index 9d9d388604c..241176220f9 100644 --- a/recipes_source/distributed_rpc_profiling.rst +++ b/recipes_source/distributed_rpc_profiling.rst @@ -34,12 +34,62 @@ Profiler Recipe. - How to use the Profiler for RPC-based workloads ----------------------------------------------- -As an example, let’s take a pretrained vision model. All of the -pretrained models in TorchVision are compatible with TorchScript. +The profiler supports profiling of calls made of RPC and allows the user to have a +detailed view into the operations that take place on different nodes. To demonstrate an +example of this, let's first set up the RPC framework: + +.. code:: python + import torch + import torch.distributed.rpc as rpc + import torch.autograd.profiler as profiler + import torch.multiprocessing as mp + import os + import logging + import sys + + logging.basicConfig(stream=sys.stdout, level=logging.DEBUG) + logger = logging.getLogger() + + def random_tensor(): + return torch.rand((3, 3), requires_grad=True) + + + def worker(rank, world_size): + os.environ["MASTER_ADDR"] = "localhost" + os.environ["MASTER_PORT"] = "29500" + worker_name = f"worker{rank}" + + # Initialize RPC framework. + rpc.init_rpc( + name=worker_name, + rank=rank, + world_size=world_size + ) + logger.debug(f"{worker_name} successfully initialized RPC.") + + pass # to be continued below + + + if __name__ == '__main__': + # Run 2 RPC workers. + world_size = 2 + mp.spawn(worker, args=(world_size,), nprocs=world_size) + +Running the above program should present you with the following output: + +.. + DEBUG:root:worker0 successfully initialized RPC. + DEBUG:root:worker1 successfully initialized RPC. + +And you're done! + + + + + Important Resources From 1d635107de93e21ded640b7fb4761023130a5890 Mon Sep 17 00:00:00 2001 From: Rohan Varma Date: Tue, 14 Jul 2020 18:03:38 -0700 Subject: [PATCH 3/9] Complete most of recipe --- recipes_source/distributed_rpc_profiling.rst | 200 ++++++++++++++++++- 1 file changed, 197 insertions(+), 3 deletions(-) diff --git a/recipes_source/distributed_rpc_profiling.rst b/recipes_source/distributed_rpc_profiling.rst index 241176220f9..6a78f8529ce 100644 --- a/recipes_source/distributed_rpc_profiling.rst +++ b/recipes_source/distributed_rpc_profiling.rst @@ -39,7 +39,10 @@ How to use the Profiler for RPC-based workloads The profiler supports profiling of calls made of RPC and allows the user to have a detailed view into the operations that take place on different nodes. To demonstrate an -example of this, let's first set up the RPC framework: +example of this, let's first set up the RPC framework. The below code snippet will initialize +two RPC workers on the same host, named "worker0" and "worker1" respectively. The workers will +be spawned as subprocesses, and we set some environment variables required for proper +initialization (see torch.distributed documentation for more details). .. code:: python import torch @@ -72,6 +75,10 @@ example of this, let's first set up the RPC framework: pass # to be continued below + logger.debug(f"Rank {rank} waiting for workers and shutting down RPC") + rpc.shutdown() + logger.debug(f"Rank {rank} shutdown RPC") + if __name__ == '__main__': # Run 2 RPC workers. @@ -84,15 +91,202 @@ Running the above program should present you with the following output: DEBUG:root:worker0 successfully initialized RPC. DEBUG:root:worker1 successfully initialized RPC. -And you're done! +Now that we have a skeleton setup of our RPC framework, we can move on to +sending RPCs back and forth and using the profiler to obtain a view of what's +happening under the hood. Let's add to the above "worker" function: + +..code:: python + def worker(rank, world_size): + # Above code omitted... + if rank == 0: + dst_worker_rank = (rank + 1) % world_size + dst_worker_name = f"worker{dst_worker_rank}" + t1, t2 = random_tensor(), random_tensor() + # Send and wait RPC completion under profiling scope. + with profiler.profile() as prof: + fut1 = rpc.rpc_async(dst_worker_name, torch.add, args=(t1, t2)) + fut2 = rpc.rpc_async(dst_worker_name, torch.mul, args=(t1, t2)) + # RPCs must be awaited within profiling scope. + fut1.wait() + fut2.wait() + + print(prof.key_averages().table()) + +The aformented code creates 2 RPCs, specifying torch.add and torch.mul, respectively, +to be run with two random input tensors on worker 1. Since we use the rpc_async API, +we are returned a torch.futures.Future object, which must be awaited for the result +of the computation. Note that this wait must take place within the scope created by +the profiling context manager in order for the RPC to be accurately profiled. Running +the code with this new worker function should result in the following output: + +.. + # Some columns are omitted for brevity, exact output subject to randomness + ---------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- + Name Self CPU total % Self CPU total CPU total % CPU total CPU time avg Number of Calls Node ID + ---------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- + rpc_async#aten::add(worker0 -> worker1) 0.00% 0.000us 0 20.462ms 20.462ms 1 0 + rpc_async#aten::mul(worker0 -> worker1) 0.00% 0.000us 0 5.712ms 5.712ms 1 0 + rpc_async#aten::mul(worker0 -> worker1)#remote_op: mul 1.84% 206.864us 2.69% 302.162us 151.081us 2 1 + rpc_async#aten::add(worker0 -> worker1)#remote_op: add 1.41% 158.501us 1.57% 176.924us 176.924us 1 1 + rpc_async#aten::mul(worker0 -> worker1)#remote_op: output_nr 0.04% 4.980us 0.04% 4.980us 2.490us 2 1 + rpc_async#aten::mul(worker0 -> worker1)#remote_op: is_leaf 0.07% 7.806us 0.07% 7.806us 1.952us 4 1 + rpc_async#aten::add(worker0 -> worker1)#remote_op: empty 0.16% 18.423us 0.16% 18.423us 18.423us 1 1 + rpc_async#aten::mul(worker0 -> worker1)#remote_op: empty 0.14% 15.712us 0.14% 15.712us 15.712us 1 1 + ---------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- + Self CPU time total: 11.237ms + +Here we can see that the profiler has profiled our rpc_async calls made to worker 1 +from worker 0. In particular, the first 2 entries in the table show details (such as +the operator name, originating worker, and destination worker) about each RPC call made +and the "CPU total" column indicates the end-to-end latency of the RPC call. + +We also have visibility into the actual operators invoked remotely on worker 1 due RPC. +We can see operations that took place on worker 1 by checking the "Node ID" column. For +example, we can interpret the row with name ::'rpc_async#aten::mul(worker0 -> worker1)#remote_op: mul' +as a `mul` operation taking place on the remote node, as a result of the RPC sent to worker 1 +from worker 0, specifying worker 1 to run the builtin `mul` operator on the input tensors. +Note that names of remote operations are prefixed with the name of the RPC event that resulted +in them. For example, remote operations corresponding to the ::rpc.rpc_async(dst_worker_name, torch.add, args=(t1, t2)) +call are prefixed with ::rpc_async#aten::mul(worker0 -> worker1). + +We can also use the profiler gain insight into user-defined functions that are executed over RPC. +For example, let's add the following to the above "worker" function: + +..code:: python + # Define somewhere outside of worker() func. + def udf_with_ops(): + import time + time.sleep(1) + t1, t2 = random_tensor(), random_tensor() + torch.add(t1, t2) + torch.mul(t1, t2) + +..code::python + def worker(rank, world_size): + # Above code omitted + with profiler.profile() as p: + fut = rpc.rpc_async(dst_worker_name, udf_with_ops, args=()) + fut.wait() + print(p.key_averages().table()) + +The above code creates a user-defined function that sleeps for 1 second, and then executes various +operators. Similar to what we've done above, we send an RPC to the remote worker, specifying it to +run our user-defined function. Running this code should result in the following output: + +.. + # Exact output subject to randomness + -------------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- + Name Self CPU total % Self CPU total CPU total % CPU total CPU time avg Number of Calls Node ID + -------------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- + rpc_async#udf_with_ops(worker0 -> worker1) 0.00% 0.000us 0 1.008s 1.008s 1 0 + rpc_async#udf_with_ops(worker0 -> worker1)#remote_op: rand 12.58% 80.037us 47.09% 299.589us 149.795us 2 1 + rpc_async#udf_with_ops(worker0 -> worker1)#remote_op: empty 15.40% 98.013us 15.40% 98.013us 24.503us 4 1 + rpc_async#udf_with_ops(worker0 -> worker1)#remote_op: uniform_ 22.85% 145.358us 23.87% 151.870us 75.935us 2 1 + rpc_async#udf_with_ops(worker0 -> worker1)#remote_op: is_complex 1.02% 6.512us 1.02% 6.512us 3.256us 2 1 + rpc_async#udf_with_ops(worker0 -> worker1)#remote_op: add 25.80% 164.179us 28.43% 180.867us 180.867us 1 1 + rpc_async#udf_with_ops(worker0 -> worker1)#remote_op: mul 20.48% 130.293us 31.43% 199.949us 99.975us 2 1 + rpc_async#udf_with_ops(worker0 -> worker1)#remote_op: output_nr 0.71% 4.506us 0.71% 4.506us 2.253us 2 1 + rpc_async#udf_with_ops(worker0 -> worker1)#remote_op: is_leaf 1.16% 7.367us 1.16% 7.367us 1.842us 4 1 + -------------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- + +Here we can see that the user-defined function has successfully been profiled with its name +(rpc_async#udf_with_ops(worker0 -> worker1)), and has the CPU total time we would roughly expect +(slightly greater than 1s given the sleep). Similar to the above profiling output, we can see the +remote operators that have been executed on worker 1 as part of executing this RPC request. + +Lastly, we can visualize remote execution using the tracing functionality provided by the profiler. +Let's add the following code to the above "worker" function: + +..code:: python + def worker(rank, world_size): + # Above code omitted + # Will generated trace for above profiling output + trace_file = "/tmp/trace.json" + prof.export_chrome_trace(trace_file) + logger.debug(f"Wrote trace to {trace_file}") + +Now, we can load the trace file in Chrome (``chrome://tracing``). We should see output similar to +the following: + +# TODO - link image. + +As we can see, we have traced our RPC requests and can also visualize traces of the remote operations, +in this case, given in the trace column for "node_id: 1". + +Putting it all together, we have the following code for this recipe: + +..code:: python + import torch + import torch.distributed.rpc as rpc + import torch.autograd.profiler as profiler + import torch.multiprocessing as mp + import os + import logging + import sys + + logging.basicConfig(stream=sys.stdout, level=logging.DEBUG) + logger = logging.getLogger() + + def random_tensor(): + return torch.rand((3, 3), requires_grad=True) + def udf_with_ops(): + import time + time.sleep(1) + t1, t2 = random_tensor(), random_tensor() + torch.add(t1, t2) + torch.mul(t1, t2) + def worker(rank, world_size): + os.environ["MASTER_ADDR"] = "localhost" + os.environ["MASTER_PORT"] = "29500" + worker_name = f"worker{rank}" + + # Initialize RPC framework. + rpc.init_rpc( + name=worker_name, + rank=rank, + world_size=world_size + ) + logger.debug(f"{worker_name} successfully initialized RPC.") + + if rank == 0: + dst_worker_rank = (rank + 1) % world_size + dst_worker_name = f"worker{dst_worker_rank}" + t1, t2 = random_tensor(), random_tensor() + # Send and wait RPC completion under profiling scope. + with profiler.profile() as prof: + fut1 = rpc.rpc_async(dst_worker_name, torch.add, args=(t1, t2)) + fut2 = rpc.rpc_async(dst_worker_name, torch.mul, args=(t1, t2)) + # RPCs must be awaited within profiling scope. + fut1.wait() + fut2.wait() + print(prof.key_averages().table()) + + with profiler.profile() as p: + fut = rpc.rpc_async(dst_worker_name, udf_with_ops, args=()) + fut.wait() + + print(p.key_averages().table()) + + trace_file = "/tmp/trace.json" + prof.export_chrome_trace(trace_file) + logger.debug(f"Wrote trace to {trace_file}") + logger.debug(f"Rank {rank} waiting for workers and shutting down RPC") + rpc.shutdown() + logger.debug(f"Rank {rank} shutdown RPC") -Important Resources + if __name__ == '__main__': + # Run 2 RPC workers. + world_size = 2 + mp.spawn(worker, args=(world_size,), nprocs=world_size) + + +Learn More ------------------- - `pytorch.org`_ for installation instructions, and more documentation From cde83b92aa932e418980f4e20397c411ad426d43 Mon Sep 17 00:00:00 2001 From: Rohan Varma Date: Tue, 14 Jul 2020 18:06:17 -0700 Subject: [PATCH 4/9] Add image --- _static/img/rpc_trace_img.png | Bin 0 -> 314576 bytes recipes_source/distributed_rpc_profiling.rst | 12 ++--- recipes_source/prof_test.py | 49 +++++++++++++++++++ 3 files changed, 55 insertions(+), 6 deletions(-) create mode 100644 _static/img/rpc_trace_img.png create mode 100644 recipes_source/prof_test.py diff --git a/_static/img/rpc_trace_img.png b/_static/img/rpc_trace_img.png new file mode 100644 index 0000000000000000000000000000000000000000..4faaf97ad4769fe4ca1682ad89ef75b9413668a3 GIT binary patch literal 314576 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Th be spawned as subprocesses, and we set some environment variables required for proper initialization (see torch.distributed documentation for more details). -.. code:: python +.. code:: python3 import torch import torch.distributed.rpc as rpc import torch.autograd.profiler as profiler @@ -95,7 +95,7 @@ Now that we have a skeleton setup of our RPC framework, we can move on to sending RPCs back and forth and using the profiler to obtain a view of what's happening under the hood. Let's add to the above "worker" function: -..code:: python +..code:: python3 def worker(rank, world_size): # Above code omitted... if rank == 0: @@ -152,7 +152,7 @@ call are prefixed with ::rpc_async#aten::mul(worker0 -> worker1). We can also use the profiler gain insight into user-defined functions that are executed over RPC. For example, let's add the following to the above "worker" function: -..code:: python +..code:: python3 # Define somewhere outside of worker() func. def udf_with_ops(): import time @@ -161,7 +161,7 @@ For example, let's add the following to the above "worker" function: torch.add(t1, t2) torch.mul(t1, t2) -..code::python +..code::python3 def worker(rank, world_size): # Above code omitted with profiler.profile() as p: @@ -197,7 +197,7 @@ remote operators that have been executed on worker 1 as part of executing this R Lastly, we can visualize remote execution using the tracing functionality provided by the profiler. Let's add the following code to the above "worker" function: -..code:: python +..code:: python3 def worker(rank, world_size): # Above code omitted # Will generated trace for above profiling output @@ -215,7 +215,7 @@ in this case, given in the trace column for "node_id: 1". Putting it all together, we have the following code for this recipe: -..code:: python +..code:: python3 import torch import torch.distributed.rpc as rpc import torch.autograd.profiler as profiler diff --git a/recipes_source/prof_test.py b/recipes_source/prof_test.py new file mode 100644 index 00000000000..b347be147d2 --- /dev/null +++ b/recipes_source/prof_test.py @@ -0,0 +1,49 @@ +import torch +import torch.distributed.rpc as rpc +import torch.autograd.profiler as profiler +import torch.multiprocessing as mp +import os +import logging +import sys + +logging.basicConfig(stream=sys.stdout, level=logging.DEBUG) +logger = logging.getLogger() + +def random_tensor(): + return torch.rand((3, 3), requires_grad=True) + + +def worker(rank, world_size): + os.environ["MASTER_ADDR"] = "localhost" + os.environ["MASTER_PORT"] = "29500" + worker_name = f"worker{rank}" + + # Initialize RPC framework. + rpc.init_rpc( + name=worker_name, + rank=rank, + world_size=world_size + ) + logger.debug(f"{worker_name} successfully initialized RPC.") + + pass # to be continued below + if rank == 0: + dst_worker_rank = (rank + 1) % world_size + dst_worker_name = f"worker{dst_worker_rank}" + t1, t2 = random_tensor(), random_tensor() + # Send and wait RPC completion under profiling scope. + with profiler.profile() as p: + fut1 = rpc.rpc_async(dst_worker_name, torch.add, args=(t1, t2)) + fut2 = rpc.rpc_async(dst_worker_name, torch.mul, args=(t1, t2)) + # RPCs must be awaited within profiling scope. + fut1.wait() + fut2.wait() + + print(p.key_averages().table()) + + + +if __name__ == '__main__': + # Run 2 RPC workers. + world_size = 2 + mp.spawn(worker, args=(world_size,), nprocs=world_size) \ No newline at end of file From 884fe55e48564bcc502123b0c26f837b301008ac Mon Sep 17 00:00:00 2001 From: Rohan Varma Date: Tue, 14 Jul 2020 18:09:12 -0700 Subject: [PATCH 5/9] Link image --- recipes_source/distributed_rpc_profiling.rst | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/recipes_source/distributed_rpc_profiling.rst b/recipes_source/distributed_rpc_profiling.rst index d0c9c6c594f..92f44441479 100644 --- a/recipes_source/distributed_rpc_profiling.rst +++ b/recipes_source/distributed_rpc_profiling.rst @@ -208,7 +208,8 @@ Let's add the following code to the above "worker" function: Now, we can load the trace file in Chrome (``chrome://tracing``). We should see output similar to the following: -# TODO - link image. +.. image:: ../_static/img/rpc_trace_img.png + :scale: 25 % As we can see, we have traced our RPC requests and can also visualize traces of the remote operations, in this case, given in the trace column for "node_id: 1". From c2014b1d8bcb0eb7257827ea8a793eb64b04ae79 Mon Sep 17 00:00:00 2001 From: Rohan Varma Date: Tue, 14 Jul 2020 18:09:43 -0700 Subject: [PATCH 6/9] Remove extra file --- recipes_source/prof_test.py | 49 ------------------------------------- 1 file changed, 49 deletions(-) delete mode 100644 recipes_source/prof_test.py diff --git a/recipes_source/prof_test.py b/recipes_source/prof_test.py deleted file mode 100644 index b347be147d2..00000000000 --- a/recipes_source/prof_test.py +++ /dev/null @@ -1,49 +0,0 @@ -import torch -import torch.distributed.rpc as rpc -import torch.autograd.profiler as profiler -import torch.multiprocessing as mp -import os -import logging -import sys - -logging.basicConfig(stream=sys.stdout, level=logging.DEBUG) -logger = logging.getLogger() - -def random_tensor(): - return torch.rand((3, 3), requires_grad=True) - - -def worker(rank, world_size): - os.environ["MASTER_ADDR"] = "localhost" - os.environ["MASTER_PORT"] = "29500" - worker_name = f"worker{rank}" - - # Initialize RPC framework. - rpc.init_rpc( - name=worker_name, - rank=rank, - world_size=world_size - ) - logger.debug(f"{worker_name} successfully initialized RPC.") - - pass # to be continued below - if rank == 0: - dst_worker_rank = (rank + 1) % world_size - dst_worker_name = f"worker{dst_worker_rank}" - t1, t2 = random_tensor(), random_tensor() - # Send and wait RPC completion under profiling scope. - with profiler.profile() as p: - fut1 = rpc.rpc_async(dst_worker_name, torch.add, args=(t1, t2)) - fut2 = rpc.rpc_async(dst_worker_name, torch.mul, args=(t1, t2)) - # RPCs must be awaited within profiling scope. - fut1.wait() - fut2.wait() - - print(p.key_averages().table()) - - - -if __name__ == '__main__': - # Run 2 RPC workers. - world_size = 2 - mp.spawn(worker, args=(world_size,), nprocs=world_size) \ No newline at end of file From d61392e04841237ba05b45732f8edfae338f9a7b Mon Sep 17 00:00:00 2001 From: Rohan Varma Date: Tue, 14 Jul 2020 18:26:38 -0700 Subject: [PATCH 7/9] update --- recipes_source/distributed_rpc_profiling.rst | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/recipes_source/distributed_rpc_profiling.rst b/recipes_source/distributed_rpc_profiling.rst index 92f44441479..d6dc564393a 100644 --- a/recipes_source/distributed_rpc_profiling.rst +++ b/recipes_source/distributed_rpc_profiling.rst @@ -45,6 +45,7 @@ be spawned as subprocesses, and we set some environment variables required for p initialization (see torch.distributed documentation for more details). .. code:: python3 + import torch import torch.distributed.rpc as rpc import torch.autograd.profiler as profiler @@ -87,7 +88,8 @@ initialization (see torch.distributed documentation for more details). Running the above program should present you with the following output: -.. +.. + DEBUG:root:worker0 successfully initialized RPC. DEBUG:root:worker1 successfully initialized RPC. @@ -96,6 +98,7 @@ sending RPCs back and forth and using the profiler to obtain a view of what's happening under the hood. Let's add to the above "worker" function: ..code:: python3 + def worker(rank, world_size): # Above code omitted... if rank == 0: @@ -153,6 +156,7 @@ We can also use the profiler gain insight into user-defined functions that are e For example, let's add the following to the above "worker" function: ..code:: python3 + # Define somewhere outside of worker() func. def udf_with_ops(): import time @@ -198,6 +202,7 @@ Lastly, we can visualize remote execution using the tracing functionality provid Let's add the following code to the above "worker" function: ..code:: python3 + def worker(rank, world_size): # Above code omitted # Will generated trace for above profiling output @@ -217,6 +222,7 @@ in this case, given in the trace column for "node_id: 1". Putting it all together, we have the following code for this recipe: ..code:: python3 + import torch import torch.distributed.rpc as rpc import torch.autograd.profiler as profiler From 71928c73f6f96a55101d56af4a75e485a954dd4e Mon Sep 17 00:00:00 2001 From: Rohan Varma Date: Tue, 14 Jul 2020 18:43:36 -0700 Subject: [PATCH 8/9] Update --- recipes_source/distributed_rpc_profiling.rst | 86 ++++++++++---------- 1 file changed, 43 insertions(+), 43 deletions(-) diff --git a/recipes_source/distributed_rpc_profiling.rst b/recipes_source/distributed_rpc_profiling.rst index d6dc564393a..85bd7750df0 100644 --- a/recipes_source/distributed_rpc_profiling.rst +++ b/recipes_source/distributed_rpc_profiling.rst @@ -3,9 +3,9 @@ Profiling PyTorch RPC-Based Workloads In this recipe, you will learn: -- An overview of the Distributed RPC Framework -- An overview of the PyTorch Profiler -- How to use the PyTorch Profiler to profile RPC-based workloads +- An overview of the `Distributed RPC Framework`_ +- An overview of the `PyTorch Profiler`_ +- How to use the profiler to profile RPC-based workloads Requirements ------------ @@ -18,11 +18,11 @@ available at `pytorch.org`_. What is the Distributed RPC Framework? --------------------------------------- -The ** Distributed RPC Framework ** provides mechanisms for multi-machine model +The **Distributed RPC Framework** provides mechanisms for multi-machine model training through a set of primitives to allow for remote communication, and a higher-level API to automatically differentiate models split across several machines. -For this recipe, it would be helpful to be familiar with the Distributed RPC Framework -as well as the tutorials. +For this recipe, it would be helpful to be familiar with the `Distributed RPC Framework`_ +as well as the `RPC Tutorials`_. What is the PyTorch Profiler? --------------------------------------- @@ -30,7 +30,7 @@ The profiler is a context manager based API that allows for on-demand profiling operators in a model's workload. The profiler can be used to analyze various aspects of a model including execution time, operators invoked, and memory consumption. For a detailed tutorial on using the profiler to profile a single-node model, please see the -Profiler Recipe. +`Profiler Recipe`_. @@ -40,11 +40,11 @@ How to use the Profiler for RPC-based workloads The profiler supports profiling of calls made of RPC and allows the user to have a detailed view into the operations that take place on different nodes. To demonstrate an example of this, let's first set up the RPC framework. The below code snippet will initialize -two RPC workers on the same host, named "worker0" and "worker1" respectively. The workers will +two RPC workers on the same host, named ``worker0`` and ``worker1`` respectively. The workers will be spawned as subprocesses, and we set some environment variables required for proper -initialization (see torch.distributed documentation for more details). +initialization. -.. code:: python3 +:: import torch import torch.distributed.rpc as rpc @@ -88,7 +88,7 @@ initialization (see torch.distributed documentation for more details). Running the above program should present you with the following output: -.. +:: DEBUG:root:worker0 successfully initialized RPC. DEBUG:root:worker1 successfully initialized RPC. @@ -97,7 +97,7 @@ Now that we have a skeleton setup of our RPC framework, we can move on to sending RPCs back and forth and using the profiler to obtain a view of what's happening under the hood. Let's add to the above "worker" function: -..code:: python3 +:: def worker(rank, world_size): # Above code omitted... @@ -115,14 +115,15 @@ happening under the hood. Let's add to the above "worker" function: print(prof.key_averages().table()) -The aformented code creates 2 RPCs, specifying torch.add and torch.mul, respectively, -to be run with two random input tensors on worker 1. Since we use the rpc_async API, -we are returned a torch.futures.Future object, which must be awaited for the result +The aformented code creates 2 RPCs, specifying ``torch.add`` and ``torch.mul``, respectively, +to be run with two random input tensors on worker 1. Since we use the ``rpc_async`` API, +we are returned a ``torch.futures.Future`` object, which must be awaited for the result of the computation. Note that this wait must take place within the scope created by the profiling context manager in order for the RPC to be accurately profiled. Running the code with this new worker function should result in the following output: -.. +:: + # Some columns are omitted for brevity, exact output subject to randomness ---------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- Name Self CPU total % Self CPU total CPU total % CPU total CPU time avg Number of Calls Node ID @@ -138,24 +139,24 @@ the code with this new worker function should result in the following output: ---------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- Self CPU time total: 11.237ms -Here we can see that the profiler has profiled our rpc_async calls made to worker 1 -from worker 0. In particular, the first 2 entries in the table show details (such as +Here we can see that the profiler has profiled our ``rpc_async`` calls made to ``worker1`` +from ``worker0``. In particular, the first 2 entries in the table show details (such as the operator name, originating worker, and destination worker) about each RPC call made -and the "CPU total" column indicates the end-to-end latency of the RPC call. +and the ``CPU total`` column indicates the end-to-end latency of the RPC call. We also have visibility into the actual operators invoked remotely on worker 1 due RPC. -We can see operations that took place on worker 1 by checking the "Node ID" column. For -example, we can interpret the row with name ::'rpc_async#aten::mul(worker0 -> worker1)#remote_op: mul' -as a `mul` operation taking place on the remote node, as a result of the RPC sent to worker 1 -from worker 0, specifying worker 1 to run the builtin `mul` operator on the input tensors. +We can see operations that took place on ``worker1`` by checking the ``Node ID`` column. For +example, we can interpret the row with name ``rpc_async#aten::mul(worker0 -> worker1)#remote_op: mul`` +as a ``mul`` operation taking place on the remote node, as a result of the RPC sent to ``worker1`` +from ``worker0``, specifying ``worker1`` to run the builtin ``mul`` operator on the input tensors. Note that names of remote operations are prefixed with the name of the RPC event that resulted -in them. For example, remote operations corresponding to the ::rpc.rpc_async(dst_worker_name, torch.add, args=(t1, t2)) -call are prefixed with ::rpc_async#aten::mul(worker0 -> worker1). +in them. For example, remote operations corresponding to the ``rpc.rpc_async(dst_worker_name, torch.add, args=(t1, t2))`` +call are prefixed with ``rpc_async#aten::mul(worker0 -> worker1)``. We can also use the profiler gain insight into user-defined functions that are executed over RPC. -For example, let's add the following to the above "worker" function: +For example, let's add the following to the above ``worker`` function: -..code:: python3 +:: # Define somewhere outside of worker() func. def udf_with_ops(): @@ -165,7 +166,6 @@ For example, let's add the following to the above "worker" function: torch.add(t1, t2) torch.mul(t1, t2) -..code::python3 def worker(rank, world_size): # Above code omitted with profiler.profile() as p: @@ -177,7 +177,8 @@ The above code creates a user-defined function that sleeps for 1 second, and the operators. Similar to what we've done above, we send an RPC to the remote worker, specifying it to run our user-defined function. Running this code should result in the following output: -.. +:: + # Exact output subject to randomness -------------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- Name Self CPU total % Self CPU total CPU total % CPU total CPU time avg Number of Calls Node ID @@ -194,14 +195,14 @@ run our user-defined function. Running this code should result in the following -------------------------------------------------------------------- --------------- --------------- --------------- --------------- --------------- --------------- --------------- Here we can see that the user-defined function has successfully been profiled with its name -(rpc_async#udf_with_ops(worker0 -> worker1)), and has the CPU total time we would roughly expect -(slightly greater than 1s given the sleep). Similar to the above profiling output, we can see the +``(rpc_async#udf_with_ops(worker0 -> worker1))``, and has the CPU total time we would roughly expect +(slightly greater than 1s given the ``sleep``). Similar to the above profiling output, we can see the remote operators that have been executed on worker 1 as part of executing this RPC request. Lastly, we can visualize remote execution using the tracing functionality provided by the profiler. -Let's add the following code to the above "worker" function: +Let's add the following code to the above ``worker`` function: -..code:: python3 +:: def worker(rank, world_size): # Above code omitted @@ -217,11 +218,11 @@ the following: :scale: 25 % As we can see, we have traced our RPC requests and can also visualize traces of the remote operations, -in this case, given in the trace column for "node_id: 1". +in this case, given in the trace column for ``node_id: 1``. Putting it all together, we have the following code for this recipe: -..code:: python3 +:: import torch import torch.distributed.rpc as rpc @@ -298,13 +299,12 @@ Learn More - `pytorch.org`_ for installation instructions, and more documentation and tutorials. -- `Introduction to TorchScript tutorial`_ for a deeper initial - exposition of TorchScript -- `Full TorchScript documentation`_ for complete TorchScript language - and API reference +- `Distributed RPC Framework`_ for RPC framework and API reference. +- `Full profiler documentation`_ for profiler documentation. .. _pytorch.org: https://pytorch.org/ -.. _Introduction to TorchScript tutorial: https://pytorch.org/tutorials/beginner/Intro_to_TorchScript_tutorial.html -.. _Full TorchScript documentation: https://pytorch.org/docs/stable/jit.html -.. _Loading A TorchScript Model in C++ tutorial: https://pytorch.org/tutorials/advanced/cpp_export.html -.. _full TorchScript documentation: https://pytorch.org/docs/stable/jit.html +.. _Full profiler documentation: https://pytorch.org/docs/stable/autograd.html#profiler +.. _Pytorch Profiler: https://pytorch.org/docs/stable/autograd.html#profiler +.. _Distributed RPC Framework: https://pytorch.org/docs/stable/rpc.html +.. _RPC Tutorials: https://pytorch.org/tutorials/intermediate/rpc_tutorial.html +.. _Profiler Recipe: https://pytorch.org/tutorials/recipes/recipes/profiler.html From 5cb4d4a49151ed35d9782ff1c1cc7699134ec1ee Mon Sep 17 00:00:00 2001 From: Rohan Varma Date: Tue, 14 Jul 2020 18:51:12 -0700 Subject: [PATCH 9/9] update --- recipes_source/distributed_rpc_profiling.rst | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/recipes_source/distributed_rpc_profiling.rst b/recipes_source/distributed_rpc_profiling.rst index 85bd7750df0..d43c3a0e217 100644 --- a/recipes_source/distributed_rpc_profiling.rst +++ b/recipes_source/distributed_rpc_profiling.rst @@ -90,12 +90,16 @@ Running the above program should present you with the following output: :: - DEBUG:root:worker0 successfully initialized RPC. DEBUG:root:worker1 successfully initialized RPC. + DEBUG:root:worker0 successfully initialized RPC. + DEBUG:root:Rank 0 waiting for workers and shutting down RPC + DEBUG:root:Rank 1 waiting for workers and shutting down RPC + DEBUG:root:Rank 1 shutdown RPC + DEBUG:root:Rank 0 shutdown RPC Now that we have a skeleton setup of our RPC framework, we can move on to sending RPCs back and forth and using the profiler to obtain a view of what's -happening under the hood. Let's add to the above "worker" function: +happening under the hood. Let's add to the above ``worker`` function: ::