diff --git a/doc/code-docs/locales/en/LC_MESSAGES/example/30B_demo.po b/doc/code-docs/locales/en/LC_MESSAGES/example/30B_demo.po
index 67f2451..b4b8e3a 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/example/30B_demo.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/example/30B_demo.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/example/7B_demo.po b/doc/code-docs/locales/en/LC_MESSAGES/example/7B_demo.po
index ccc6bca..ee400c4 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/example/7B_demo.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/example/7B_demo.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/example/index.po b/doc/code-docs/locales/en/LC_MESSAGES/example/index.po
index 6324e15..42dd46d 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/example/index.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/example/index.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/index.po b/doc/code-docs/locales/en/LC_MESSAGES/index.po
index 7d0c4ec..d7a1bd3 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/index.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/index.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/initialize.po b/doc/code-docs/locales/en/LC_MESSAGES/initialize.po
index 3303581..a6d19fa 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/initialize.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/initialize.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/install.po b/doc/code-docs/locales/en/LC_MESSAGES/install.po
index 4ab8915..e3b65ce 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/install.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/install.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/mixed_precision.po b/doc/code-docs/locales/en/LC_MESSAGES/mixed_precision.po
index 2520d1c..6707b89 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/mixed_precision.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/mixed_precision.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/monitor.po b/doc/code-docs/locales/en/LC_MESSAGES/monitor.po
index c9d3045..7dc09c2 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/monitor.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/monitor.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
@@ -272,7 +271,6 @@ msgid "A dictionary containing message data to be included in the heartbeat."
 msgstr ""
 
 #: internlm.monitor.alert.send_heartbeat:10 of
-#, fuzzy
 msgid ""
 "Sending a heartbeat message for training metrics "
 "``send_heartbeat(\"train_metrics\", {\"loss\": 0.1, \"accuracy\": "
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/parallel.po b/doc/code-docs/locales/en/LC_MESSAGES/parallel.po
index 15a8d23..eefba0a 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/parallel.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/parallel.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/profiler.po b/doc/code-docs/locales/en/LC_MESSAGES/profiler.po
index 38858cd..8823c79 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/profiler.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/profiler.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/qa.po b/doc/code-docs/locales/en/LC_MESSAGES/qa.po
index 0b32bb6..7f4fa92 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/qa.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/qa.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/training.po b/doc/code-docs/locales/en/LC_MESSAGES/training.po
index 05c834f..8008083 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/training.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/training.po
@@ -3,7 +3,6 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
diff --git a/doc/code-docs/locales/en/LC_MESSAGES/usage.po b/doc/code-docs/locales/en/LC_MESSAGES/usage.po
index 37e7cba..8399ecf 100644
--- a/doc/code-docs/locales/en/LC_MESSAGES/usage.po
+++ b/doc/code-docs/locales/en/LC_MESSAGES/usage.po
@@ -3,12 +3,11 @@
 # This file is distributed under the same license as the InternLM package.
 # FIRST AUTHOR <EMAIL@ADDRESS>, 2023.
 #
-#, fuzzy
 msgid ""
 msgstr ""
 "Project-Id-Version: InternLM \n"
 "Report-Msgid-Bugs-To: \n"
-"POT-Creation-Date: 2023-09-11 14:25+0800\n"
+"POT-Creation-Date: 2023-09-27 11:14+0800\n"
 "PO-Revision-Date: YEAR-MO-DA HO:MI+ZONE\n"
 "Last-Translator: FULL NAME <EMAIL@ADDRESS>\n"
 "Language: en\n"
@@ -175,7 +174,6 @@ msgid "训练配置"
 msgstr "Training Configuration"
 
 #: ../../../usage.md:70
-#, fuzzy
 msgid "以 7B Demo 的配置文件`configs/7B_sft.py`为例："
 msgstr ""
 "Taking the configuration file `configs/7B_sft.py` for the 7B demo as an "
@@ -360,6 +358,29 @@ msgstr ""
 "Taking the configuration of the demo training on a single machine with 8 "
 "GPUs on slurm as an example, the training result log is shown below:"
 
+#: ../../../usage.md:373
+msgid "长文本生成"
+msgstr "Long Text Generation"
+
+#: ../../../usage.md:375
+msgid ""
+"在推理阶段，您可以在模型配置中通过设置 `use_dynamic_ntk_rope=True` 开启 RoPE 的 Dynamic NTK "
+"选项，从而使得模型适应长文本输入输出，达到 16K 的外推效果:"
+msgstr "During the inference phase, you can turn on the Dynamic NTK option of RoPE by setting `use_dynamic_ntk_rope=True` in the model configuration, "
+"so that the model can adapt to long text input and output and achieve an extrapolation effect of 16K:"
+
+#: ../../../usage.md:401
+msgid "关于 Dyanmic NTK 的原理，详细请参考"
+msgstr "Regarding the principle of Dyanmic NTK, please refer to"
+
+#: ../../../usage.md:403
+msgid "https://www.reddit.com/r/LocalLLaMA/comments/14mrgpr/dynamically_scaled_rope_further_increases"
+msgstr ""
+
+#: ../../../usage.md:404
+msgid "https://kexue.fm/archives/9675"
+msgstr ""
+
 #~ msgid "`load_model_only_folder`与`load_ckpt_folder`不能同时设置"
 #~ msgstr ""
 #~ "`load_model_only_folder` and `load_ckpt_folder` "
diff --git a/doc/imgs/hybrid_parallel_training.png b/doc/imgs/hybrid_parallel_training.png
index 33e4ff9..843ea72 100644
Binary files a/doc/imgs/hybrid_parallel_training.png and b/doc/imgs/hybrid_parallel_training.png differ