deepspeedai · conglongli · Sep 20, 2023 · Sep 20, 2023 · Sep 20, 2023
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
@@ -58,7 +58,7 @@ repos:
             # Do not check files that are automatically generated
             '--skip=docs/Gemfile.lock,tests/unit/gpt2-merges.txt,tests/unit/gpt2-vocab.json',
             '--ignore-regex=\\n',  # Do not count the 'n' in an escaped newline as part of a word
-            '--ignore-words-list=youn,unsupport',  # Word used in error messages that need rewording
+            '--ignore-words-list=youn,unsupport,noe',  # Word used in error messages that need rewording
             --check-filenames,
             --check-hidden
         ]

diff --git a/blogs/deepspeed4science/README.md b/blogs/deepspeed4science/README.md
@@ -0,0 +1,7 @@
+<div align="center">
+
+# Announcing the DeepSpeed4Science Initiative: Enabling large-scale scientific discovery through sophisticated AI system technologies
+
+</div>
+
+[https://www.microsoft.com/en-us/research/blog/announcing-the-deepspeed4science-initiative-enabling-large-scale-scientific-discovery-through-sophisticated-ai-system-technologies/](https://www.microsoft.com/en-us/research/blog/announcing-the-deepspeed4science-initiative-enabling-large-scale-scientific-discovery-through-sophisticated-ai-system-technologies/)
diff --git a/blogs/deepspeed4science/chinese/README.md b/blogs/deepspeed4science/chinese/README.md
diff --git a/blogs/deepspeed4science/media/Figure1.png b/blogs/deepspeed4science/media/Figure1.png
diff --git a/blogs/deepspeed4science/media/Figure2-1.jpg b/blogs/deepspeed4science/media/Figure2-1.jpg
diff --git a/blogs/deepspeed4science/media/Figure2-2.gif b/blogs/deepspeed4science/media/Figure2-2.gif
diff --git a/blogs/deepspeed4science/media/Figure3.png b/blogs/deepspeed4science/media/Figure3.png
diff --git a/blogs/deepspeed4science/media/Figure4.gif b/blogs/deepspeed4science/media/Figure4.gif
diff --git a/blogs/deepspeed4science/media/Figure5.gif b/blogs/deepspeed4science/media/Figure5.gif
diff --git a/blogs/deepspeed4science/media/Figure6-1.png b/blogs/deepspeed4science/media/Figure6-1.png
diff --git a/blogs/deepspeed4science/media/Figure6-2.gif b/blogs/deepspeed4science/media/Figure6-2.gif
diff --git a/blogs/deepspeed4science/media/Figure7.jpg b/blogs/deepspeed4science/media/Figure7.jpg
diff --git a/blogs/deepspeed4science/media/Figure8.gif b/blogs/deepspeed4science/media/Figure8.gif
diff --git a/blogs/deepspeed4science/media/Figure9.png b/blogs/deepspeed4science/media/Figure9.png
@@ -13,11 +13,11 @@ In line with Microsoft's mission to solve humanity's most pressing challenges, t
 
 ## New Megatron-DeepSpeed for Large-Scale AI4Science Model Training
 
-We are proud to introduce [new Megatron-DeepSpeed](https://github.com/microsoft/Megatron-DeepSpeed), which is an updated framework for large-scale model training. We rebased and enabled DeepSpeed with the newest Megatron-LM for long sequence support and many other capabilities. With the new Megatron-DeepSpeed, users can now train their large AI4Science models like GenSLMS with much longer sequences via a synergetic combination of ZeRO-style data parallelism, tensor parallelism, sequence parallelism, pipeline parallelism, model state offloading, and several newly added memory optimization techniques such as attention mask offloading and position embedding partitoining.
+We are proud to introduce [new Megatron-DeepSpeed](https://github.com/microsoft/Megatron-DeepSpeed), which is an updated framework for large-scale model training. We rebased and enabled DeepSpeed with the newest Megatron-LM for long sequence support and many other capabilities. With the new Megatron-DeepSpeed, users can now train their large AI4Science models like GenSLMs with much longer sequences via a synergetic combination of ZeRO-style data parallelism, tensor parallelism, sequence parallelism, pipeline parallelism, model state offloading, and several newly added memory optimization techniques such as attention mask offloading and position embedding partitioning.
 
 ![new Megatron-DeepSpeed](/assets/images/new-megatron-ds.png){: .align-center}
 <p align="center">
-<em>The figure depicts system capability in terms of enabling long sequence lengths for training a 33B parameter GPT-like model using our new Megatron-DeepSpeed framework. The results show that the new Megatron-DeepSpeed enables 9x onger sequence lengths than NVIDIA's Megatron-LM without triggering out-of-memory error. </em>
+<em>The figure depicts system capability in terms of enabling long sequence lengths for training a 33B parameter GPT-like model using our new Megatron-DeepSpeed framework. The results show that the new Megatron-DeepSpeed enables 9x longer sequence lengths than NVIDIA's Megatron-LM without triggering out-of-memory error. </em>
 </p>
 
 To see how the new Megatron-DeepSpeed helps enabling new system capabilities, such as training models with massive sequences length, please read our [tutorial](https://github.com/microsoft/Megatron-DeepSpeed/tree/main/examples_deepspeed/deepspeed4science/megatron_long_seq_support).

@@ -0,0 +1,7 @@
+---
+title: "DeepSpeed4Science：利用先进的AI系统优化技术实现科学发现"
+excerpt: ""
+link: https://github.com/microsoft/DeepSpeed/blob/master/blogs/deepspeed4science/chinese/README.md
+date: 2023-09-19 00:00:00
+tags: training inference science Chinese
+---
@@ -0,0 +1,7 @@
+---
+title: "Announcing the DeepSpeed4Science Initiative: Enabling large-scale scientific discovery through sophisticated AI system technologies"
+excerpt: ""
+link: https://www.microsoft.com/en-us/research/blog/announcing-the-deepspeed4science-initiative-enabling-large-scale-scientific-discovery-through-sophisticated-ai-system-technologies/
+date: 2023-09-19 00:00:00
+tags: training inference science English
+---