[Doc]: fixing typos in various files (#30540)
Signed-off-by: Didier Durand <durand.didier@gmail.com> Signed-off-by: Didier Durand <2927957+didier-durand@users.noreply.github.com> Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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@@ -36,7 +36,7 @@ the input pointers `q`, `k_cache`, and `v_cache`, which point
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to query, key, and value data on global memory that need to be read
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and processed. The output pointer `out` points to global memory
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where the result should be written. These four pointers actually
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refer to multi-dimensional arrays, but each thread only accesses the
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refer to multidimensional arrays, but each thread only accesses the
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portion of data assigned to it. I have omitted all other runtime
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parameters here for simplicity.
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@@ -229,7 +229,7 @@ manner.
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## QK
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As shown the pseudo code below, before the entire for loop block, we
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As shown the pseudocode below, before the entire for loop block, we
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fetch the query data for one token and store it in `q_vecs`. Then,
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in the outer for loop, we iterate through different `k_ptrs` that
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point to different tokens and prepare the `k_vecs` in the inner for
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@@ -403,7 +403,7 @@ for ... { // Iteration over different blocks.
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}
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```
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As shown in the above pseudo code, in the outer loop, similar to
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As shown in the above pseudocode, in the outer loop, similar to
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`k_ptr`, `logits_vec` iterates over different blocks and reads
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`V_VEC_SIZE` elements from `logits`. In the inner loop, each
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thread reads `V_VEC_SIZE` elements from the same tokens as a
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