update readme for 3.2

Author: subramen

README.md

@@ -1,47 +1,29 @@
 # Llama Recipes: Examples to get started using the Llama models from Meta
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-The 'llama-recipes' repository is a companion to the [Meta Llama](https://github.com/meta-llama/llama-models) models. We support the latest version, [Llama 3.1](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/MODEL_CARD.md), in this repository. The goal is to provide a scalable library for fine-tuning Meta Llama models, along with some example scripts and notebooks to quickly get started with using the models in a variety of use-cases, including fine-tuning for domain adaptation and building LLM-based applications with Llama and other tools in the LLM ecosystem. The examples here showcase how to run Llama locally, in the cloud, and on-prem.
+The 'llama-recipes' repository is a companion to the [Meta Llama](https://github.com/meta-llama/llama-models) models. We support the latest version, [Llama 3.2](https://www.llama.com/docs/model-cards-and-prompt-formats/llama3_2/), in this repository. The goal is to provide a scalable library for fine-tuning Meta Llama models, along with some example scripts and notebooks to quickly get started with using the models in a variety of use-cases, including fine-tuning for domain adaptation and building LLM-based applications with Llama and other tools in the LLM ecosystem. The examples here showcase how to run Llama locally, in the cloud, and on-prem.
 
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 > [!IMPORTANT]
-> Meta Llama 3.1 has a new prompt template and special tokens.
+> Llama 3.2 follows the same prompt template as Llama 3.1, with a new special token `<|image|>` representing the input image for the multimodal models.
+> 
 > | Token | Description |
 > |---|---|
 > `<\|begin_of_text\|>` | Specifies the start of the prompt. |
+> `<\|image\|>` | Represents the image tokens passed as an input to Llama. |
 > `<\|eot_id\|>` | This token signifies the end of a turn i.e. the end of the model's interaction either with the user or tool executor. |
 > `<\|eom_id\|>` | End of Message. A message represents a possible stopping point where the model can inform the execution environment that a tool call needs to be made. |
 > `<\|python_tag\|>` | A special tag used in the model’s response to signify a tool call. |
 > `<\|finetune_right_pad_id\|>` | Used for padding text sequences in a batch to the same length. |
 > `<\|start_header_id\|>{role}<\|end_header_id\|>` | These tokens enclose the role for a particular message. The possible roles can be: system, user, assistant and ipython. |
 > `<\|end_of_text\|>` | This is equivalent to the EOS token. For multiturn-conversations it's usually unused, this token is expected to be generated only by the base models. |
 >
-> A multiturn-conversation with Meta Llama 3.1 that includes tool-calling follows this structure:
-> ```
-> <|begin_of_text|><|start_header_id|>system<|end_header_id|>
->
-> {{ system_prompt }}<|eot_id|><|start_header_id|>user<|end_header_id|>
->
-> {{ user_message_1 }}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
->
-> <|python_tag|>{{ model_tool_call_1 }}<|eom_id|><|start_header_id|>ipython<|end_header_id|>
->
-> {{ tool_response }}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
->
-> {{model_response_based_on_tool_response}}<|eot_id|>
-> ```
-> Each message gets trailed by an `<|eot_id|>` token before a new header is started, signaling a role change.
->
-> More details on the new tokenizer and prompt template can be found [here](https://llama.meta.com/docs/model-cards-and-prompt-formats/llama3_1).
+> More details on the prompt templates for image reasoning, tool-calling and code interpreter can be found [on the documentation website](https://llama.meta.com/docs/model-cards-and-prompt-formats/llama3_2).
+
 
->
-> [!NOTE]
-> The llama-recipes repository was recently refactored to promote a better developer experience of using the examples. Some files have been moved to new locations. The `src/` folder has NOT been modified, so the functionality of this repo and package is not impacted.
->
-> Make sure you update your local clone by running `git pull origin main`
 
 ## Table of Contents
 
-- [Llama Recipes: Examples to get started using the Meta Llama models from Meta](#llama-recipes-examples-to-get-started-using-the-llama-models-from-meta)
+- [Llama Recipes: Examples to get started using the Llama models from Meta](#llama-recipes-examples-to-get-started-using-the-llama-models-from-meta)
   - [Table of Contents](#table-of-contents)
   - [Getting Started](#getting-started)
     - [Prerequisites](#prerequisites)
@@ -50,7 +32,7 @@ The 'llama-recipes' repository is a companion to the [Meta Llama](https://github
       - [Install with pip](#install-with-pip)
       - [Install with optional dependencies](#install-with-optional-dependencies)
       - [Install from source](#install-from-source)
-    - [Getting the Llama models](#getting-the-llama-models)
+    - [Getting the Meta Llama models](#getting-the-meta-llama-models)
       - [Model conversion to Hugging Face](#model-conversion-to-hugging-face)
   - [Repository Organization](#repository-organization)
     - [`recipes/`](#recipes)
@@ -192,6 +174,8 @@ Please read [CONTRIBUTING.md](CONTRIBUTING.md) for details on our code of conduc
 ## License
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+See the License file for Meta Llama 3.2 [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_2/LICENSE) and Acceptable Use Policy [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_2/USE_POLICY.md)
+
 See the License file for Meta Llama 3.1 [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/LICENSE) and Acceptable Use Policy [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3_1/USE_POLICY.md)
 
 See the License file for Meta Llama 3 [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3/LICENSE) and Acceptable Use Policy [here](https://github.com/meta-llama/llama-models/blob/main/models/llama3/USE_POLICY.md)