From 7d923b41f116968563c18b6aedf94ce1a8a7e828 Mon Sep 17 00:00:00 2001
From: Awni Hannun <awni@apple.com>
Date: Thu, 28 Dec 2023 21:40:18 -0800
Subject: [PATCH] nits in README

---
 llms/deepseek-coder/README.md | 19 +++++++++----------
 1 file changed, 9 insertions(+), 10 deletions(-)

diff --git a/llms/deepseek-coder/README.md b/llms/deepseek-coder/README.md
index bc5226cc..dae20da4 100644
--- a/llms/deepseek-coder/README.md
+++ b/llms/deepseek-coder/README.md
@@ -1,7 +1,7 @@
 # Deepseek Coder
 
 Deepseek Coder is a family of code generating language models based on the
-LLama architecture.[^1] The models were trained from scratch on a corpus of 2T
+Llama architecture.[^1] The models were trained from scratch on a corpus of 2T
 tokens, with a composition of 87% code and 13% natural language containing both
 English and Chinese.
 
@@ -16,7 +16,7 @@ pip install -r requirements.txt
 Next, download and convert the model. 
 
 ```sh
-python convert.py --hf-path <path_to_huggingface_model> --mlx-path <path_to_save_converted_model>
+python convert.py --hf-path <path_to_huggingface_model>
 ```
 
 To generate a 4-bit quantized model, use `-q`. For a full list of options run:
@@ -26,20 +26,19 @@ python convert.py --help
 ```
 
 The converter downloads the model from Hugging Face. The default model is
-`deepseek-ai/deepseek-coder-6.7b-instruct`. Check out the Hugging Face
-page[^1] to see a list of available models.
+`deepseek-ai/deepseek-coder-6.7b-instruct`. Check out the [Hugging Face
+page]((https://huggingface.co/deepseek-ai) to see a list of available models.
 
 By default, the conversion script will save the converted `weights.npz`,
-`tokenizer`, and `config.json` in the path provided by `--mlx-path`.
-
+tokenizer, and `config.json` in the `mlx_model` directory.
 
 ### Run
 
-Once you've converted the weights to MLX format, you can interact with the
-Deepseek coder model:
+Once you've converted the weights, you can interact with the Deepseek coder
+model:
 
 ```
-python deepseek-coder.py  --model-path  <path_to_save_converted_model> --prompt "write a quick sort algorithm in python."
+python deepseek_coder.py --prompt "write a quick sort algorithm in python."
 ```
 
-[^1] For more information see the [Hugging Face page](https://huggingface.co/deepseek-ai).
+[^1]: For more information [blog post](https://deepseekcoder.github.io/) by DeepSeek AI