[Kernel/Quant] Remove AQLM (#22943)

Signed-off-by: mgoin <mgoin64@gmail.com> Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>

Author: mgoin

.buildkite/scripts/hardware_ci/run-amd-test.sh

@@ -121,7 +121,6 @@ fi
 if [[ $commands == *" kernels/quantization"* ]]; then
  commands="${commands} \
  --ignore=kernels/quantization/test_int8_quant.py \
- --ignore=kernels/quantization/test_aqlm.py \
  --ignore=kernels/quantization/test_machete_mm.py \
  --ignore=kernels/quantization/test_block_fp8.py \
  --ignore=kernels/quantization/test_block_int8.py \

CMakeLists.txt

@@ -286,7 +286,6 @@ if(VLLM_GPU_LANG STREQUAL "CUDA")
  FetchContent_MakeAvailable(cutlass)
 
  list(APPEND VLLM_EXT_SRC
- "csrc/quantization/aqlm/gemm_kernels.cu"
  "csrc/quantization/awq/gemm_kernels.cu"
  "csrc/permute_cols.cu"
  "csrc/quantization/cutlass_w8a8/scaled_mm_entry.cu"

benchmarks/kernels/benchmark_aqlm.py

@@ -154,15 +154,6 @@ void cutlass_mla_decode(torch::Tensor const& out, torch::Tensor const& q_nope,
 torch::Tensor get_cuda_view_from_cpu_tensor(torch::Tensor& cpu_tensor);
 
 #ifndef USE_ROCM
-torch::Tensor aqlm_gemm(const torch::Tensor& input, const torch::Tensor& codes,
- const torch::Tensor& codebooks,
- const torch::Tensor& scales,
- const std::vector<int64_t>& codebook_partition_sizes,
- const std::optional<torch::Tensor>& bias);
-
-torch::Tensor aqlm_dequant(
- const torch::Tensor& codes, const torch::Tensor& codebooks,
- const std::vector<int64_t>& codebook_partition_sizes);
 
 torch::Tensor awq_gemm(torch::Tensor _in_feats, torch::Tensor _kernel,
  torch::Tensor _scaling_factors, torch::Tensor _zeros,