gemini-code-assist[bot] commented on code in PR #19539:
URL: https://github.com/apache/tvm/pull/19539#discussion_r3221720358
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src/runtime/contrib/vllm/attention_kernels.cu:
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@@ -768,13 +769,19 @@ TVM_FFI_STATIC_INIT_BLOCK() {
bool use_v1 =
max_context_len <= 8192 && (max_num_partitions == 1 || num_seqs *
num_heads > 512);
if (use_v1) {
- single_query_cached_kv_attention_v1(query, key_cache, value_cache,
block_tables,
- context_lens, block_size,
max_context_len_tensor,
- out);
+ single_query_cached_kv_attention_v1(
+ query.GetDLTensorPtr(), key_cache.GetDLTensorPtr(),
value_cache.GetDLTensorPtr(),
+ block_tables.GetDLTensorPtr(), context_lens.GetDLTensorPtr(),
block_size,
+ max_context_len_tensor.GetDLTensorPtr(),
const_cast<DLTensor*>(out.GetDLTensorPtr()));
Review Comment:

The use of `const_cast<DLTensor*>(out.GetDLTensorPtr())` is quite verbose
and potentially redundant if the `Tensor` handle provides a non-const pointer
via `operator->()` or `.get()`. While the PR description mentions this matches
patterns in other modules, it's worth verifying if a more direct access to the
mutable `DLTensor*` is available in the new FFI `Tensor` class to avoid
unnecessary casting.
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