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https://github.com/huggingface/candle.git
synced 2025-06-17 11:08:52 +00:00
Retrieve data from the gpu.
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@ -1,12 +1,14 @@
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use anyhow::Result;
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use candle::{Device, Tensor};
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use candle::{DType, Device, Tensor};
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fn main() -> Result<()> {
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let device = Device::new_cuda(0)?;
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let x = Tensor::new(&[3f32, 1., 4., 1., 5.], &device)?;
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println!("{:?}", x.to_vec1::<f32>()?);
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let y = Tensor::new(&[2f32, 7., 1., 8., 2.], &device)?;
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let z = (y * 3.)?;
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println!("{:?}", z.to_vec1::<f32>()?);
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let x = Tensor::new(&[2f32, 7., 1., 8., 2.], &device)?;
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let y = (x * 3.)?;
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println!("{:?}", y.to_vec1::<f32>()?);
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let x = Tensor::ones((3, 2), DType::F32, &device)?;
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println!("{:?}", x.to_vec2::<f32>()?);
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Ok(())
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}
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@ -204,12 +204,13 @@ impl Tensor {
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shape: self.shape().clone(),
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});
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}
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let from_cpu_storage = |cpu_storage: &crate::CpuStorage| {
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let data = S::cpu_storage_as_slice(cpu_storage)?;
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Ok::<_, Error>(data[0])
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};
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match &self.storage {
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Storage::Cpu(cpu_storage) => {
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let data = S::cpu_storage_as_slice(cpu_storage)?;
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Ok(data[0])
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}
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Storage::Cuda { .. } => todo!(),
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Storage::Cpu(cpu_storage) => from_cpu_storage(cpu_storage),
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Storage::Cuda(storage) => from_cpu_storage(&storage.to_cpu_storage()?),
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}
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}
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@ -261,19 +262,20 @@ impl Tensor {
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pub fn to_vec2<S: crate::WithDType>(&self) -> Result<Vec<Vec<S>>> {
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let (dim1, dim2) = self.shape().r2()?;
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match &self.storage {
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Storage::Cpu(cpu_storage) => {
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let data = S::cpu_storage_as_slice(cpu_storage)?;
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let mut rows = vec![];
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let mut src_index = self.strided_index();
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for _idx_row in 0..dim1 {
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let row = (0..dim2).map(|_| data[src_index.next().unwrap()]).collect();
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rows.push(row)
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}
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assert!(src_index.next().is_none());
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Ok(rows)
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let from_cpu_storage = |cpu_storage: &crate::CpuStorage| {
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let data = S::cpu_storage_as_slice(cpu_storage)?;
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let mut rows = vec![];
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let mut src_index = self.strided_index();
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for _idx_row in 0..dim1 {
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let row = (0..dim2).map(|_| data[src_index.next().unwrap()]).collect();
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rows.push(row)
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}
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Storage::Cuda { .. } => todo!(),
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assert!(src_index.next().is_none());
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Ok(rows)
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};
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match &self.storage {
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Storage::Cpu(storage) => from_cpu_storage(storage),
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Storage::Cuda(storage) => from_cpu_storage(&storage.to_cpu_storage()?),
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}
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}
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