0x1. 在 DeepSpeed 中使用 PyTorch Profiler做性能调试 Profile模型训练的循环 标记任意代码范围 Profile CPU/GPU的活动 Profile 内存消耗 0x2. Flops Profiler 总览 Flops 测量 多GPU,多节点,数据并行和模型并行 例子 和DeepSpeed运行时一起使用 在Megatron-LM中使用 在DeepSpeed 运行环境之外的使用方法 在模型推理中...
这篇翻译是对 https://www.deepspeed.ai/tutorials/pytorch-profiler/ 和 https://www.deepspeed.ai/tutorials/flops-profiler/ 两篇教程做的,使用DeepSpeed训练模型可以基于这两个教程做一下Profile工作判断模型的计算以及内存瓶颈在哪个地方。 0x1. 在 DeepSpeed 中使用 PyTorch Profiler做性能调试 对应原始的教程:ht...
系带部分增加设计看点,还 [2023-04-14 18:06:30,469] [INFO] [logging.py:96:log_dist] [Rank 0] DeepSpeed Flops Profiler Enabled: False [2023-04-14 18:06:30,470] [INFO] [logging.py:96:log_dist] [Rank 0] Removing param_group that has no 'params' in the client Optimizer [2023-04...
To answer this question, DeepSpeed Flops Profiler automatically calculates the number of parameters and tracks the execution time of each submodule. It also provides aggregated TFLOPS/s of a model, which can help to identify if a performance gap exists (for example,...
[INFO] [engine.py:279:__init__] DeepSpeed Flops Profiler Enabled: False Installed CUDA version 11.1 does not match the version torch was compiled with 11.3 but since the APIs are compatible, accepting this combination Using /root/.cache/torch_extensions/py37_cu113 as PyTorch extensions root....
[Rank 0] DeepSpeed Flops Profiler Enabled: False [2024-05-15 02:35:41,676] [INFO] [logging.py:96:log_dist] [Rank 0] Using DeepSpeed Optimizer param name adamw as basic optimizer [2024-05-15 02:35:41,676] [INFO] [logging.py:96:log_dist] [Rank 0] Removing param_group that has...
【DeepSpeed 教程翻译】三,在 DeepSpeed中使用 PyTorch Profiler和Flops Profiler DeepSpeed结合Megatron-LM训练GPT2模型笔记(上) 【DeepSpeed 教程翻译】二,Megatron-LM GPT2,Zero 和 ZeRO-Offload 【DeepSpeed 教程翻译】开始,安装细节和CIFAR-10 Tutorial 0x0. 前言 在DeepSpeed-Chat 打造类ChatGPT全流程 笔记一 中...
{"train_batch_size":8,"gradient_accumulation_steps":1,"optimizer":{"type":"Adam","params":{"lr":0.00015}},"fp16":{"enabled":true},"zero_optimization":true} 加载DeepSpeed 训练 DeepSpeed 安装了入口点deepspeed以启动分布式训练。我们通过以下假设来说明 DeepSpeed 的一个示例用法: ...
update-flops-profiler-doc lekurile/fix_formatting olruwase/zero_infer_partial_offload v0.9.0 v0.8.3 v0.8.2 v0.8.1 v0.8.0 v0.7.7 v0.7.6 v0.7.5 v0.7.4 v0.7.3 v0.7.2 v0.7.1 v0.7.0 v0.6.7 v0.6.6 v0.6.5 v0.6.4 v0.6.3 v0.6.2 v0.6.1 DeepSpeed / setup.py setup...
DeepSpeed Flops Profiler can be easily enabled through the DeepSpeed configuration file. Please refer to ourtutorial(opens in new tab)for more details. We are also under active development to add more features to the profiler. Stay connected for more excit...