fix(proxy_server): cleaning up print statements

docs/my-website/docs/tutorials/model_config_proxy.md

@@ -1,3 +1,5 @@
+import Image from '@theme/IdealImage';
+
 # Customize Prompt Templates on OpenAI-Compatible server 
 
 **You will learn:** How to set a custom prompt template on our OpenAI compatible server. 
@@ -11,15 +13,23 @@ $ litellm --model huggingface/codellama/CodeLlama-34b-Instruct-hf --api_base htt
 # OpenAI compatible server running on http://0.0.0.0/8000
 ```
 
-By default this will follow [our formatting](https://github.com/BerriAI/litellm/blob/9932371f883c55fd0f3142f91d9c40279e8fe241/litellm/llms/prompt_templates/factory.py#L10) for CodeLlama (based on the [Huggingface's documentation](https://huggingface.co/blog/codellama#conversational-instructions)). 
+In a new shell, run: 
+```shell
+$ litellm --test
+``` 
+This will send a test request to our endpoint. 
 
-```python
-[INST] <<SYS>>
-{{ system_prompt }}
-<</SYS>>
-
-{{ user_msg_1 }} [/INST] {{ model_answer_1 }} [INST] {{ user_msg_2 }} [/INST]
+Now, let's see what got sent to huggingface. Run: 
+```shell
+$ litellm --logs
 ```
+This will return the most recent log (by default logs are stored in a local file called 'api_logs.json').
+
+As we can see, this is the formatting sent to huggingface: 
+
+<Image img={require('../../img/codellama_input.png')} />  
+-
+This follows [our formatting](https://github.com/BerriAI/litellm/blob/9932371f883c55fd0f3142f91d9c40279e8fe241/litellm/llms/prompt_templates/factory.py#L10) for CodeLlama (based on the [Huggingface's documentation](https://huggingface.co/blog/codellama#conversational-instructions)). 
 
 But this lacks BOS(`<s>`) and EOS(`</s>`) tokens.
 
@@ -31,19 +41,22 @@ Our litellm server accepts prompt templates as part of a config file. You can sa
 
 For now, let's just create a simple config file with our prompt template, and tell our server about it. 
 
-Create a file called `litellm_config.toml`, and here's how we'll format it:
+Create a file called `litellm_config.toml`:
 
-```toml
-[model.<your-model-name>]
-// our prompt template
+```shell
+$ touch litellm_config.toml
 ```
-
 We want to add:
 * BOS (`<s>`) tokens at the start of every System and Human message
 * EOS (`</s>`) tokens at the end of every assistant message. 
 
-This is what it looks like: 
-```toml
+Let's open our file in our terminal: 
+```shell
+$ vi litellm_config.toml
+```
+
+paste our prompt template:
+```shell
 [model."huggingface/codellama/CodeLlama-34b-Instruct-hf".prompt_template] 
 MODEL_SYSTEM_MESSAGE_START_TOKEN = "<s>[INST]  <<SYS>>\n]" 
 MODEL_SYSTEM_MESSAGE_END_TOKEN = "\n<</SYS>>\n [/INST]\n"
@@ -55,11 +68,30 @@ MODEL_ASSISTANT_MESSAGE_START_TOKEN = ""
 MODEL_ASSISTANT_MESSAGE_END_TOKEN = "</s>"
 ```
 
-## Step 3: Save template
+save our file (in vim): 
+```shell
+:wq
+```
+
+## Step 3: Run new template
 
 Let's save our custom template to our litellm server by running:
 ```shell
-litellm --config -f ./litellm_config.toml 
+$ litellm --config -f ./litellm_config.toml 
+```
+LiteLLM will save a copy of this file in it's package, so it can persist these settings across restarts.
+
+Re-start our server: 
+```shell
+$ litellm --model huggingface/codellama/CodeLlama-34b-Instruct-hf --api_base https://my-endpoint.com
 ```
 
-LiteLLM will save a copy of this file in it's package, so it can persist these settings across restarts.
+In a new shell, run: 
+```shell
+$ litellm --test
+``` 
+
+See our new input prompt to Huggingface! 
+<Image img={require('../../img/codellama_formatted_input.png')} />  
+
+Congratulations 🎉