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[Relax] add sample_indices in sampling #16675
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MasterJH5574
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LGTM. Thank you so much @yongwww!
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This PR fixes a typo in the samping kernel of top-p/top-k sampling op. Prior to this PR, the kernel has out-of-bound global memory access due to a miss when introducing `sample_indices` in apache#16675. The correctness pass did not reveal this issue by directly running the test or running through pytest. But actually, if we use compute-sanitizer from NVIDIA, it will report the illegal memory access: ``` > compute-sanitizer --tool memcheck --print-limit=5 --launch-timeout 3600 python tests/python/relax/test_frontend_nn_op.py ========= COMPUTE-SANITIZER ========= Invalid __global__ read of size 8 bytes ========= at 0x4e90 in get_index_from_sorted_kernel ========= by thread (7,0,0) in block (0,0,0) ========= Address 0x7fe35ac00238 is out of bounds ========= and is 9 bytes after the nearest allocation at 0x7fe35ac00200 of size 48 bytes ========= Saved host backtrace up to driver entry point at kernel launch time ... ```
MasterJH5574
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Mar 12, 2024
This PR fixes a typo in the samping kernel of top-p/top-k sampling op. Prior to this PR, the kernel has out-of-bound global memory access due to a miss when introducing `sample_indices` in apache#16675. The correctness pass did not reveal this issue by directly running the test or running through pytest. But actually, if we use compute-sanitizer from NVIDIA, it will report the illegal memory access: ``` > compute-sanitizer --tool memcheck --print-limit=5 --launch-timeout 3600 python tests/python/relax/test_frontend_nn_op.py ========= COMPUTE-SANITIZER ========= Invalid __global__ read of size 8 bytes ========= at 0x4e90 in get_index_from_sorted_kernel ========= by thread (7,0,0) in block (0,0,0) ========= Address 0x7fe35ac00238 is out of bounds ========= and is 9 bytes after the nearest allocation at 0x7fe35ac00200 of size 48 bytes ========= Saved host backtrace up to driver entry point at kernel launch time ... ```
tqchen
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Mar 12, 2024
This PR fixes a typo in the samping kernel of top-p/top-k sampling op. Prior to this PR, the kernel has out-of-bound global memory access due to a miss when introducing `sample_indices` in #16675. The correctness pass did not reveal this issue by directly running the test or running through pytest. But actually, if we use compute-sanitizer from NVIDIA, it will report the illegal memory access: ``` > compute-sanitizer --tool memcheck --print-limit=5 --launch-timeout 3600 python tests/python/relax/test_frontend_nn_op.py ========= COMPUTE-SANITIZER ========= Invalid __global__ read of size 8 bytes ========= at 0x4e90 in get_index_from_sorted_kernel ========= by thread (7,0,0) in block (0,0,0) ========= Address 0x7fe35ac00238 is out of bounds ========= and is 9 bytes after the nearest allocation at 0x7fe35ac00200 of size 48 bytes ========= Saved host backtrace up to driver entry point at kernel launch time ... ```
Lunderberg
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Mar 12, 2024
thaisacs
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Apr 3, 2024
thaisacs
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Apr 3, 2024
This PR fixes a typo in the samping kernel of top-p/top-k sampling op. Prior to this PR, the kernel has out-of-bound global memory access due to a miss when introducing `sample_indices` in apache#16675. The correctness pass did not reveal this issue by directly running the test or running through pytest. But actually, if we use compute-sanitizer from NVIDIA, it will report the illegal memory access: ``` > compute-sanitizer --tool memcheck --print-limit=5 --launch-timeout 3600 python tests/python/relax/test_frontend_nn_op.py ========= COMPUTE-SANITIZER ========= Invalid __global__ read of size 8 bytes ========= at 0x4e90 in get_index_from_sorted_kernel ========= by thread (7,0,0) in block (0,0,0) ========= Address 0x7fe35ac00238 is out of bounds ========= and is 9 bytes after the nearest allocation at 0x7fe35ac00200 of size 48 bytes ========= Saved host backtrace up to driver entry point at kernel launch time ... ```
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Add sample_indices into multinomial_from_uniform and sample_top_p_top_k_from_sorted_prob