@@ -76,7 +76,7 @@ GPU memory occupied: 0 MB.
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That looks good: the GPU memory is not occupied as we would expect before we load any models. If that's not the case on
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That looks good: the GPU memory is not occupied as we would expect before we load any models. If that's not the case on
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your machine make sure to stop all processes that are using GPU memory. However, not all free GPU memory can be used by
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your machine make sure to stop all processes that are using GPU memory. However, not all free GPU memory can be used by
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the user. When a model is loaded to the GPU also the kernels are loaded which can take up 1-2GB of memory. To see how
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the user. When a model is loaded to the GPU the kernels are also loaded, which can take up 1-2GB of memory. To see how
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much it is we load a tiny tensor into the GPU which triggers the kernels to be loaded as well.
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much it is we load a tiny tensor into the GPU which triggers the kernels to be loaded as well.
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```py
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```py
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@@ -105,7 +105,7 @@ how much space just the weights use.
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GPU memory occupied: 2631 MB.
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GPU memory occupied: 2631 MB.
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```
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```
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We can see that the model weights alone take up 1.3 GB of the GPU memory. The exact number depends on the specific
|
We can see that the model weights alone take up 1.3 GB of GPU memory. The exact number depends on the specific
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GPU you are using. Note that on newer GPUs a model can sometimes take up more space since the weights are loaded in an
|
GPU you are using. Note that on newer GPUs a model can sometimes take up more space since the weights are loaded in an
|
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optimized fashion that speeds up the usage of the model. Now we can also quickly check if we get the same result
|
optimized fashion that speeds up the usage of the model. Now we can also quickly check if we get the same result
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as with `nvidia-smi` CLI:
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as with `nvidia-smi` CLI:
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Reference in New Issue
Block a user