Update prompting-command-r.mdx

Signed-off-by: maximevoisincohere <[email protected]>

fern/pages/text-generation/prompt-engineering/prompting-command-r.mdx

@@ -155,11 +155,23 @@ This iterative process continues for as many steps as the model deems necessary.
 > <b><span class="purple-text">## Task and Context</span></b>   
 > <b><span class="purple-text">\{TASK_CONTEXT}</span><br /><br /><span class="dark-sangria-text">## Style Guide</span></b>  
 > <b><span class="dark-sangria-text">\{STYLE_GUIDE}</span><br /><br /><span class="magenta-text">## Available Tools</span></b>  
-> <b><span class="magenta-text">\{TOOLS}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="orange-text">\{CHAT_HISTORY}</span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-pink-text">\{INSTRUCTIONS_FOR_MULTI_STEP_TOOL_USE}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span><span class="dark-red-text">\{PLAN_AND_SUGGESTED_TOOL_CALLS_FOR_STEP_1}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-red-text">\{TOOL_RESULTS_FROM_STEP_1}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span><span class="dark-red-text">\{PLAN_AND_SUGGESTED_TOOL_CALLS_FOR_STEP_2}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-red-text">\{TOOL_RESULTS_FROM_STEP_2}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span><span class="dark-red-text">\{PLAN_AND_SUGGESTED_TOOL_CALLS_FOR_STEP_3}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-red-text">\{TOOL_RESULTS_FROM_STEP_3}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span>...etc...<span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span><span class="dark-red-text">\{PLAN_AND_SUGGESTED_TOOL_CALLS_FOR_STEP_i-1}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-red-text">\{TOOL_RESULTS_FROM_STEP_i-1}</span></span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span>"""</b>
+> <b><span class="magenta-text">\{TOOLS}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="orange-text">\{CHAT_HISTORY}</span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-pink-text">\{INSTRUCTIONS_FOR_MULTI_STEP_TOOL_USE}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span><span class="dark-red-text">\{PLAN_AND_SUGGESTED_TOOL_CALLS_FOR_STEP_1}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-red-text">\{TOOL_RESULTS_FROM_STEP_1}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span><span class="dark-red-text">\{PLAN_AND_SUGGESTED_TOOL_CALLS_FOR_STEP_2}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-red-text">\{TOOL_RESULTS_FROM_STEP_2}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span><span class="dark-red-text">\{PLAN_AND_SUGGESTED_TOOL_CALLS_FOR_STEP_3}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-red-text">\{TOOL_RESULTS_FROM_STEP_3}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span>...etc...<span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span><span class="dark-red-text">\{PLAN_AND_SUGGESTED_TOOL_CALLS_FOR_STEP_i-1}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|SYSTEM_TOKEN|></span><span class="dark-red-text">\{TOOL_RESULTS_FROM_STEP_i-1}</span><span class="brown-text">\<|END_OF_TURN_TOKEN|></span><span class="brown-text">\<|START_OF_TURN_TOKEN|></span><span class="dark-orange-text">\<|CHATBOT_TOKEN|></span>"""</b>
 
 
 ## Detailed Prompt Templates
 
+Now that we have a high-level understanding of prompt templates, let's dive into the detailed prompts for each task. 
+
+### Augmented Generation: RAG with Command R/R+
+
+Retrieval Augmented Generation (RAG) involves two main steps: 
+- Retrieval: retrieve the relevant snippets
+- Augmented Generation: generate a response based on these snippets. 
+
+Below is a detailed look at the fully rendered prompt for Augmented Generation. You can achieve the same result using the Hugging Face Tokenizer’s **apply_grounded_generation_template()** function.
+
+The chat history in this example, is the simplest it can be: the user question only.
+