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@@ -18,7 +18,7 @@ covering topics around training your own custom MoE models, how to produce high-
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  and much more.
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  * [Arctic-Base](https://huggingface.co/Snowflake/snowflake-arctic-base/)
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- * [Acrtic-Instruct](https://huggingface.co/Snowflake/snowflake-arctic-instruct/)
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  For the latest details about Snowflake Arctic including tutorials, etc. please refer to our github repo:
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  * https://github.com/Snowflake-Labs/snowflake-arctic
@@ -59,7 +59,7 @@ pip install "deepspeed>=0.14.2"
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  ### Inference
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- The Arctic github page has several resources around running inference:
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  * Example with pure-HF: https://github.com/Snowflake-Labs/snowflake-arctic/blob/main/inference
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  * Tutorial using vLLM: https://github.com/Snowflake-Labs/snowflake-arctic/tree/main/inference/vllm
 
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  and much more.
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  * [Arctic-Base](https://huggingface.co/Snowflake/snowflake-arctic-base/)
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+ * [Arctic-Instruct](https://huggingface.co/Snowflake/snowflake-arctic-instruct/)
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  For the latest details about Snowflake Arctic including tutorials, etc. please refer to our github repo:
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  * https://github.com/Snowflake-Labs/snowflake-arctic
 
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  ### Inference
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+ The Arctic github page has several code snippets and examples around running inference:
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  * Example with pure-HF: https://github.com/Snowflake-Labs/snowflake-arctic/blob/main/inference
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  * Tutorial using vLLM: https://github.com/Snowflake-Labs/snowflake-arctic/tree/main/inference/vllm