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@@ -773,19 +773,25 @@ Think carefully before responding, and be sure to include your reasoning when ap
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  ## Renting instances to run the model
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- ### MassedCompute
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  [Massed Compute](https://massedcompute.com/?utm_source=huggingface&utm_creative_format=model_card&utm_content=creator_jon) has created a Virtual Machine (VM) pre-loaded with TGI and Text Generation WebUI.
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- 1) For this model rent the [Jon Durbin 2xA6000](https://shop.massedcompute.com/products/jon-durbin-2x-a6000?utm_source=huggingface&utm_creative_format=model_card&utm_content=creator_jon) Virtual Machine use the code 'JonDurbin' for 50% your rental
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- 2) After you start your rental you will receive an email with instructions on how to Login to the VM
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- 3) Once inside the VM, open the terminal and run `conda activate text-generation-inference`
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- 4) Then `cd Desktop/text-generation-inference/`
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- 5) Run `volume=$PWD/data`
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- 6) Run `model=jondurbin/bagel-dpo-20b-v04`
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- 7) `sudo docker run --gpus '"device=0,1"' --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.3 --model-id $model`
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- 8) The model will take some time to load...
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- 9) Once loaded the model will be available on port 8080
 
 
 
 
 
 
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  Sample command within the VM
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  ```
 
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  ## Renting instances to run the model
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+ ### Massed Compute Virtual Machine
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  [Massed Compute](https://massedcompute.com/?utm_source=huggingface&utm_creative_format=model_card&utm_content=creator_jon) has created a Virtual Machine (VM) pre-loaded with TGI and Text Generation WebUI.
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+ 1) For this model, [create an account](https://bit.ly/jon-durbin) in Massed Compute. When renting a Virtual Machine use the code 'JonDurbin' for 50% your rental.
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+ 2) After you created your account update your billing and navigate to the deploy page.
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+ 3) Select the following
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+ - GPU Type: A6000
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+ - GPU Quantity: 1
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+ - Category: Creator
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+ - Image: Jon Durbin
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+ - Coupon Code: JonDurbin
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+ 4) Deploy the VM!
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+ 5) Navigate to 'Running Instances' to retrieve instructions to login to the VM
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+ 6) Once inside the VM, open the terminal and run `volume=$PWD/data`
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+ 7) Run `model=jondurbin/bagel-dpo-20b-v04`
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+ 8) `sudo docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data ghcr.io/huggingface/text-generation-inference:1.3 --model-id $model`
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+ 9) The model will take some time to load...
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+ 10) Once loaded the model will be available on port 8080
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  Sample command within the VM
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  ```