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@@ -18,11 +18,11 @@ MODEL=accounts/fireworks/models/firefunction-v1
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  ```
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  ## Resources
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- * [FireFunction-v1 Blog Post] (https://fireworks.ai/blog)
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- * [Fireworks discord with function calling channel] (https://discord.gg/mMqQxvFD9A)
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- * [Documentation] (https://readme.fireworks.ai/docs/function-calling)
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- * [Demo app] (https://functional-chat.vercel.app/)
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- * [Try in Fireworks prompt playground UI] (https://fireworks.ai/models/fireworks/firefunction-v1)
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@@ -47,7 +47,9 @@ The model was not optimized for the following use cases:
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  * general multi-turn chat,
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  * parallel and nested function calls in a single response. These can be broken into multiple messages.
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- ## How to use the model
 
 
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  ```python
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  from transformers import AutoModelForCausalLM, AutoTokenizer
 
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  ```
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  ## Resources
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+ * [FireFunction-v1 Blog Post](https://fireworks.ai/blog)
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+ * [Fireworks discord with function calling channel](https://discord.gg/mMqQxvFD9A)
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+ * [Documentation](https://readme.fireworks.ai/docs/function-calling)
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+ * [UI Demo app](https://functional-chat.vercel.app/)
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+ * [Try in Fireworks prompt playground UI](https://fireworks.ai/models/fireworks/firefunction-v1)
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  * general multi-turn chat,
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  * parallel and nested function calls in a single response. These can be broken into multiple messages.
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+ ## Example Usage
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+
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+ See documentation for
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  ```python
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  from transformers import AutoModelForCausalLM, AutoTokenizer