Update README.md

README.md

@@ -8,7 +8,7 @@ This version has then been quantized to 4-bit using [GPTQ-for-LLaMa](https://git
 
 ## Other Koala repos
 
-I have also made these other Koala repose available:
+I have also made these other Koala models available:
 * [GPTQ quantized 4bit 13B model in `pt` and `safetensors` formats](https://huggingface.co/TheBloke/koala-13B-GPTQ-4bit-128g)
 * [Unquantized 13B model in HF format](https://huggingface.co/TheBloke/koala-13B-HF)
 * [Unquantized 7B model in HF format](https://huggingface.co/TheBloke/koala-7B-HF)
@@ -28,17 +28,17 @@ I created this model using the latest Triton branch of GPTQ-for-LLaMa but it can
 
 I have provided both a `pt` and `safetensors` file. Either should work.
 
-If both are present in the model directory for text-generation-webui I am not sure which it picks, so if you need one or the other specifically I'd recommend just downloading the one you need.
+If both are present in the model directory for text-generation-webui I am not sure which it chooses, so you may want to place only one in the models folder.
 
 The `olderFormat` file was created with the aim of then converting it to GGML for use with [llama.cpp](https://github.com/ggerganov/llama.cpp).  At present this file does not work.
 
-## How to run with text-generation-webui
+## How to run with `text-generation-webui`
 
-The model files provided will not load as-is with [oobaboogas text-generation-webui](https://github.com/oobabooga/text-generation-webui).
+GPTQ model files provided will not load as-is with [oobaboogas text-generation-webui](https://github.com/oobabooga/text-generation-webui).
 
-They require the latest version of the GPTQ code.
+These model files require the latest version of the GPTQ code.
 
-Here are the commands I used to clone GPTQ-for-LLaMa, clone text-generation-webui, and install GPTQ into the UI:
+Here are the commands I used to clone the Triton branch of GPTQ-for-LLaMa, clone text-generation-webui, and install GPTQ into the UI:
 ```
 git clone https://github.com/qwopqwop200/GPTQ-for-LLaMa
 git clone https://github.com/oobabooga/text-generation-webui
@@ -46,15 +46,15 @@ mkdir -p text-generation-webui/repositories
 ln -s GPTQ-for-LLaMa text-generation-webui/repositories/GPTQ-for-LLaMa
 ```
 
-Then install this model into `text-generation-webui/models` and run text-generation-webui as follows:
+Then install this model into `text-generation-webui/models` and launch the UI as follows:
 ```
 cd text-generation-webui
-python server.py --model koala-7B-GPTQ-4bit-128g --wbits 4 --groupsize 128 --model_type Llama # add any other command line args you want
+python server.py --model koala-7B-4bit-128g --wbits 4 --groupsize 128 --model_type Llama # add any other command line args you want
 ```
 
 The above commands assume you have installed all dependencies for GPTQ-for-LLaMa and text-generation-webui. Please see their respective repositories for further information.
 
-If you cannot use the Triton branch of GPTQ for any reason, it should also work to use the CUDA branch instead:
+If you cannot use the Triton branch of GPTQ for any reason, you can alternatively use the CUDA branch instead:
 ```
 git clone https://github.com/qwopqwop200/GPTQ-for-LLaMa -b cuda
 cd GPTQ-for-LLaMa
@@ -70,7 +70,7 @@ git clone https://github.com/young-geng/EasyLM
 
 git clone https://huggingface.co/nyanko7/LLaMA-7B
 
-git clone https://huggingface.co/young-geng/koala koala_diffs
+mkdir koala_diffs && cd koala_diffs && wget https://huggingface.co/young-geng/koala/resolve/main/koala_7b_diff_v2
 
 cd EasyLM