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Fix the fast bf16 gemm cublas kernels. (#2274)
* Use flash-attn in gemma. * Fix for the fast bf16 cublas gemm. * Fix some clippy lints. * Fix another lint. * Proper clippy fix.
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@ -174,7 +174,9 @@ pub fn binary_map_vec<T: Copy, F: FnMut(T, T) -> T, FV: FnMut(&[T], &[T], &mut [
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(Some((o_l1, o_l2)), Some((o_r1, o_r2))) => {
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let mut ys: Vec<T> = Vec::with_capacity(el_count);
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let ys_to_set = ys.spare_capacity_mut();
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let ys_to_set = unsafe { std::mem::transmute::<_, &mut [T]>(ys_to_set) };
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let ys_to_set = unsafe {
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std::mem::transmute::<&mut [std::mem::MaybeUninit<T>], &mut [T]>(ys_to_set)
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};
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f_vec(&lhs[o_l1..o_l2], &rhs[o_r1..o_r2], ys_to_set);
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// SAFETY: values are all set by f_vec.
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unsafe { ys.set_len(el_count) };
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@ -185,7 +187,9 @@ pub fn binary_map_vec<T: Copy, F: FnMut(T, T) -> T, FV: FnMut(&[T], &[T], &mut [
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let rhs = &rhs[ob.start..ob.start + ob.len];
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let mut ys: Vec<T> = Vec::with_capacity(el_count);
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let ys_to_set = ys.spare_capacity_mut();
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let ys_to_set = unsafe { std::mem::transmute::<_, &mut [T]>(ys_to_set) };
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let ys_to_set = unsafe {
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std::mem::transmute::<&mut [std::mem::MaybeUninit<T>], &mut [T]>(ys_to_set)
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};
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let mut dst_i = 0;
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for src_i in (o_l1..o_l2).step_by(ob.len) {
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f_vec(
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@ -224,7 +228,9 @@ pub fn binary_map_vec<T: Copy, F: FnMut(T, T) -> T, FV: FnMut(&[T], &[T], &mut [
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let lhs = &lhs[ob.start..ob.start + ob.len];
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let mut ys: Vec<T> = Vec::with_capacity(el_count);
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let ys_to_set = ys.spare_capacity_mut();
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let ys_to_set = unsafe { std::mem::transmute::<_, &mut [T]>(ys_to_set) };
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let ys_to_set = unsafe {
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std::mem::transmute::<&mut [std::mem::MaybeUninit<T>], &mut [T]>(ys_to_set)
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};
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let mut dst_i = 0;
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for src_i in (o_r1..o_r2).step_by(ob.len) {
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f_vec(
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@ -311,7 +317,9 @@ pub fn unary_map_vec<T: Copy, U: Copy, F: FnMut(T) -> U, FV: FnMut(&[T], &mut [U
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crate::StridedBlocks::SingleBlock { start_offset, len } => {
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let mut ys: Vec<U> = Vec::with_capacity(len);
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let ys_to_set = ys.spare_capacity_mut();
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let ys_to_set = unsafe { std::mem::transmute::<_, &mut [U]>(ys_to_set) };
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let ys_to_set = unsafe {
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std::mem::transmute::<&mut [std::mem::MaybeUninit<U>], &mut [U]>(ys_to_set)
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};
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f_vec(&vs[start_offset..start_offset + len], ys_to_set);
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// SAFETY: values are all set by f_vec.
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unsafe { ys.set_len(len) };
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@ -333,7 +341,9 @@ pub fn unary_map_vec<T: Copy, U: Copy, F: FnMut(T) -> U, FV: FnMut(&[T], &mut [U
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} else {
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let mut ys: Vec<U> = Vec::with_capacity(el_count);
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let ys_to_set = ys.spare_capacity_mut();
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let ys_to_set = unsafe { std::mem::transmute::<_, &mut [U]>(ys_to_set) };
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let ys_to_set = unsafe {
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std::mem::transmute::<&mut [std::mem::MaybeUninit<U>], &mut [U]>(ys_to_set)
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};
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let mut dst_index = 0;
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for src_index in block_start_index {
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let vs = &vs[src_index..src_index + block_len];
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