From ca3b652bbd79fbc1830e3928ab1a1318103e6226 Mon Sep 17 00:00:00 2001 From: "Wang, Yi" Date: Mon, 28 Nov 2022 21:54:35 +0800 Subject: [PATCH] update cpu related doc (#20444) --- docs/source/en/perf_train_cpu.mdx | 21 +++++++-------------- docs/source/en/perf_train_cpu_many.mdx | 20 ++++++++++++++------ 2 files changed, 21 insertions(+), 20 deletions(-) diff --git a/docs/source/en/perf_train_cpu.mdx b/docs/source/en/perf_train_cpu.mdx index 7a12ab1605..c35a62fcdc 100644 --- a/docs/source/en/perf_train_cpu.mdx +++ b/docs/source/en/perf_train_cpu.mdx @@ -25,22 +25,15 @@ Check more detailed information for [Auto Mixed Precision](https://intel.github. IPEX release is following PyTorch, to install via pip: -For PyTorch-1.10: +| PyTorch Version | IPEX version | +| :---------------: | :----------: | +| 1.13 | 1.13.0+cpu | +| 1.12 | 1.12.300+cpu | +| 1.11 | 1.11.200+cpu | +| 1.10 | 1.10.100+cpu | ``` -pip install intel_extension_for_pytorch==1.10.100+cpu -f https://software.intel.com/ipex-whl-stable -``` - -For PyTorch-1.11: - -``` -pip install intel_extension_for_pytorch==1.11.200+cpu -f https://software.intel.com/ipex-whl-stable -``` - -For PyTorch-1.12: - -``` -pip install intel_extension_for_pytorch==1.12.300+cpu -f https://software.intel.com/ipex-whl-stable +pip install intel_extension_for_pytorch== -f https://developer.intel.com/ipex-whl-stable-cpu ``` Check more approaches for [IPEX installation](https://intel.github.io/intel-extension-for-pytorch/cpu/latest/tutorials/installation.html). diff --git a/docs/source/en/perf_train_cpu_many.mdx b/docs/source/en/perf_train_cpu_many.mdx index 0f1a1eddfd..1310e40d30 100644 --- a/docs/source/en/perf_train_cpu_many.mdx +++ b/docs/source/en/perf_train_cpu_many.mdx @@ -27,15 +27,16 @@ Wheel files are available for the following Python versions: | Extension Version | Python 3.6 | Python 3.7 | Python 3.8 | Python 3.9 | Python 3.10 | | :---------------: | :--------: | :--------: | :--------: | :--------: | :---------: | +| 1.13.0 | | √ | √ | √ | √ | | 1.12.100 | | √ | √ | √ | √ | | 1.12.0 | | √ | √ | √ | √ | | 1.11.0 | | √ | √ | √ | √ | | 1.10.0 | √ | √ | √ | √ | | ``` -pip install oneccl_bind_pt=={pytorch_version} -f https://software.intel.com/ipex-whl-stable +pip install oneccl_bind_pt=={pytorch_version} -f https://developer.intel.com/ipex-whl-stable-cpu ``` -where `{pytorch_version}` should be your PyTorch version, for instance 1.12.0. +where `{pytorch_version}` should be your PyTorch version, for instance 1.13.0. Check more approaches for [oneccl_bind_pt installation](https://github.com/intel/torch-ccl). Versions of oneCCL and PyTorch must match. @@ -63,6 +64,10 @@ torch_ccl_path=$(python -c "import torch; import torch_ccl; import os; print(os source $torch_ccl_path/env/setvars.sh ``` +#### IPEX installation: + +IPEX provides performance optimizations for CPU training with both Float32 and BFloat16, you could refer [single CPU section](./perf_train_cpu). + The following "Usage in Trainer" takes mpirun in Intel® MPI library as an example. @@ -90,7 +95,8 @@ The following command enables training with 2 processes on one Xeon node, with o --doc_stride 128 \ --output_dir /tmp/debug_squad/ \ --no_cuda \ - --xpu_backend ccl + --xpu_backend ccl \ + --use_ipex ``` The following command enables training with a total of four processes on two Xeons (node0 and node1, taking node0 as the main process), ppn (processes per node) is set to 2, with one process running per one socket. The variables OMP_NUM_THREADS/CCL_WORKER_COUNT can be tuned for optimal performance. @@ -100,7 +106,7 @@ In node0, you need to create a configuration file which contains the IP addresse xxx.xxx.xxx.xxx #node0 ip xxx.xxx.xxx.xxx #node1 ip ``` -Now, run the following command in node0 and **4DDP** will be enabled in node0 and node1: +Now, run the following command in node0 and **4DDP** will be enabled in node0 and node1 with BF16 auto mixed precision: ```shell script export CCL_WORKER_COUNT=1 export MASTER_ADDR=xxx.xxx.xxx.xxx #node0 ip @@ -118,5 +124,7 @@ Now, run the following command in node0 and **4DDP** will be enabled in node0 an --doc_stride 128 \ --output_dir /tmp/debug_squad/ \ --no_cuda \ - --xpu_backend ccl -``` \ No newline at end of file + --xpu_backend ccl \ + --use_ipex \ + --bf16 +```