diff --git a/applications/ColossalChat/README.md b/applications/ColossalChat/README.md
index 3604fab10..100cc5ece 100755
--- a/applications/ColossalChat/README.md
+++ b/applications/ColossalChat/README.md
@@ -102,21 +102,10 @@ More details can be found in the latest news.
 conda create -n colossal-chat python=3.10.9 (>=3.8.7)
 conda activate colossal-chat
 
-# Install flash-attention
-git clone -b v2.0.5 https://github.com/Dao-AILab/flash-attention.git
-cd $FLASH_ATTENTION_ROOT/
-pip install .
-cd $FLASH_ATTENTION_ROOT/csrc/xentropy
-pip install .
-cd $FLASH_ATTENTION_ROOT/csrc/layer_norm
-pip install .
-cd $FLASH_ATTENTION_ROOT/csrc/rotary
-pip install .
-
-# Clone Colossalai
+# Clone ColossalAI
 git clone https://github.com/hpcaitech/ColossalAI.git
 
-# Install ColossalAI
+# Install ColossalAI, make sure you have torch installed before using BUILD_EXT=1.
 cd $COLOSSAL_AI_ROOT
 BUILD_EXT=1 pip install .
 
diff --git a/applications/ColossalChat/config/conversation_template/01-ai_Yi-1.5-9B-Chat.json b/applications/ColossalChat/conversation_template/01-ai_Yi-1.5-9B-Chat.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/01-ai_Yi-1.5-9B-Chat.json
rename to applications/ColossalChat/conversation_template/01-ai_Yi-1.5-9B-Chat.json
diff --git a/applications/ColossalChat/config/conversation_template/Qwen_Qwen1.5-110B-Chat.json b/applications/ColossalChat/conversation_template/Qwen_Qwen1.5-110B-Chat.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/Qwen_Qwen1.5-110B-Chat.json
rename to applications/ColossalChat/conversation_template/Qwen_Qwen1.5-110B-Chat.json
diff --git a/applications/ColossalChat/config/conversation_template/Qwen_Qwen1.5-32B-Chat.json b/applications/ColossalChat/conversation_template/Qwen_Qwen1.5-32B-Chat.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/Qwen_Qwen1.5-32B-Chat.json
rename to applications/ColossalChat/conversation_template/Qwen_Qwen1.5-32B-Chat.json
diff --git a/applications/ColossalChat/config/conversation_template/THUDM_chatglm2-6b.json b/applications/ColossalChat/conversation_template/THUDM_chatglm2-6b.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/THUDM_chatglm2-6b.json
rename to applications/ColossalChat/conversation_template/THUDM_chatglm2-6b.json
diff --git a/applications/ColossalChat/config/conversation_template/THUDM_chatglm3-6b.json b/applications/ColossalChat/conversation_template/THUDM_chatglm3-6b.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/THUDM_chatglm3-6b.json
rename to applications/ColossalChat/conversation_template/THUDM_chatglm3-6b.json
diff --git a/applications/ColossalChat/config/conversation_template/baichuan-inc_Baichuan2-13B-Chat.json b/applications/ColossalChat/conversation_template/baichuan-inc_Baichuan2-13B-Chat.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/baichuan-inc_Baichuan2-13B-Chat.json
rename to applications/ColossalChat/conversation_template/baichuan-inc_Baichuan2-13B-Chat.json
diff --git a/applications/ColossalChat/config/conversation_template/colossal-llama2.json b/applications/ColossalChat/conversation_template/colossal-llama2.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/colossal-llama2.json
rename to applications/ColossalChat/conversation_template/colossal-llama2.json
diff --git a/applications/ColossalChat/config/conversation_template/deepseek-ai_DeepSeek-V2-Lite.json b/applications/ColossalChat/conversation_template/deepseek-ai_DeepSeek-V2-Lite.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/deepseek-ai_DeepSeek-V2-Lite.json
rename to applications/ColossalChat/conversation_template/deepseek-ai_DeepSeek-V2-Lite.json
diff --git a/applications/ColossalChat/config/conversation_template/llama2.json b/applications/ColossalChat/conversation_template/llama2.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/llama2.json
rename to applications/ColossalChat/conversation_template/llama2.json
diff --git a/applications/ColossalChat/config/conversation_template/microsoft_phi-2.json b/applications/ColossalChat/conversation_template/microsoft_phi-2.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/microsoft_phi-2.json
rename to applications/ColossalChat/conversation_template/microsoft_phi-2.json
diff --git a/applications/ColossalChat/config/conversation_template/mistralai_Mixtral-8x7B-Instruct-v0.1.json b/applications/ColossalChat/conversation_template/mistralai_Mixtral-8x7B-Instruct-v0.1.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/mistralai_Mixtral-8x7B-Instruct-v0.1.json
rename to applications/ColossalChat/conversation_template/mistralai_Mixtral-8x7B-Instruct-v0.1.json
diff --git a/applications/ColossalChat/config/conversation_template/tiny-llama.json b/applications/ColossalChat/conversation_template/tiny-llama.json
similarity index 100%
rename from applications/ColossalChat/config/conversation_template/tiny-llama.json
rename to applications/ColossalChat/conversation_template/tiny-llama.json