From bb89933d9b82047e07a754cff82c1a68986da0ee Mon Sep 17 00:00:00 2001 From: Andre S Date: Sat, 31 Aug 2024 08:09:00 +0000 Subject: [PATCH 01/20] gemm fp8 e4m3 --- benchmark/benchmark_gemm_split_k_fp8_e4m3.py | 155 +++++++++++++++ .../gemm-split-k-fp8-memory-benchmark.csv | 5 + .../gemm-split-k-fp8-memory-benchmark.png | Bin 0 -> 36624 bytes .../gemm_split_k_fp8_memory/results.html | 3 + .../gemm-split-k-fp8-full-speed-benchmark.csv | 5 + .../gemm-split-k-fp8-full-speed-benchmark.png | Bin 0 -> 40984 bytes .../gemm-split-k-fp8-fwd-speed-benchmark.csv | 5 + .../gemm-split-k-fp8-fwd-speed-benchmark.png | Bin 0 -> 39791 bytes benchmark/gemm_split_k_fp8_speed/results.html | 4 + src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py | 187 ++++++++++++++++++ .../test_gemm_split_k_fp8_e4m3.py | 44 +++++ 11 files changed, 408 insertions(+) create mode 100644 benchmark/benchmark_gemm_split_k_fp8_e4m3.py create mode 100644 benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv create mode 100644 benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.png create mode 100644 benchmark/gemm_split_k_fp8_memory/results.html create mode 100644 benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv create mode 100644 benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.png create mode 100644 benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-fwd-speed-benchmark.csv create mode 100644 benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-fwd-speed-benchmark.png create mode 100644 benchmark/gemm_split_k_fp8_speed/results.html create mode 100644 src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py create mode 100644 test/transformers/test_gemm_split_k_fp8_e4m3.py diff --git a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py new file mode 100644 index 00000000..5f184867 --- /dev/null +++ b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py @@ -0,0 +1,155 @@ +import os +import torch +import triton +from utils import _print_speed_banner, _test_memory, get_current_file_directory +from liger_kernel.ops.gemm_split_k_fp8_e4m3 import gemm_split_k + +@triton.testing.perf_report( + [ + triton.testing.Benchmark( + x_names=["m", "k", "n"], + x_vals=[ + (64, 64, 64), + (256, 256, 256), + (512, 512, 512), + (1024, 1024, 1024), + ], + xlabel="Matrix Size (m x k x n)", + line_arg="provider", + line_vals=["liger", "torch", "torch_compile"], + line_names=["Liger", "PyTorch", "Torch Compile"], + styles=[("blue", "solid"), ("orange", "solid"), ("green", "solid")], + ylabel="time (ms)", + plot_name="gemm-split-k-fp8-fwd-speed-benchmark", + args={"mode": "forward", "dtype": torch.float32}, + ), + triton.testing.Benchmark( + x_names=["m", "k", "n"], + x_vals=[ + (64, 64, 64), + (256, 256, 256), + (512, 512, 512), + (1024, 1024, 1024), + ], + xlabel="Matrix Size (m x k x n)", + line_arg="provider", + line_vals=["liger", "torch", "torch_compile"], + line_names=["Liger", "PyTorch", "Torch Compile"], + styles=[("blue", "solid"), ("orange", "solid"), ("green", "solid")], + ylabel="time (ms)", + plot_name="gemm-split-k-fp8-full-speed-benchmark", + args={"mode": "full", "dtype": torch.float32}, + ), + ] +) +def bench_speed_gemm_split_k_fp8(m, k, n, provider, mode, dtype, device="cuda"): + a_fp8 = torch.randn((m, k), device=device, dtype=dtype).to(torch.float8_e4m3fn) + b_fp8 = torch.randn((k, n), device=device, dtype=dtype).to(torch.float8_e4m3fn) + + a_float = a_fp8.float().requires_grad_() + b_float = b_fp8.float().requires_grad_() + + def fwd_liger(): + return gemm_split_k(a_fp8, b_fp8) + + def fwd_torch(): + return torch.matmul(a_float, b_float) + + fwd_torch_compiled = torch.compile(fwd_torch) + + if provider == "liger": + fwd_fn = fwd_liger + elif provider == "torch": + fwd_fn = fwd_torch + else: + fwd_fn = fwd_torch_compiled + + quantiles = [0.5, 0.2, 0.8] + + if mode == "forward": + ms, min_ms, max_ms = triton.testing.do_bench(fwd_fn, quantiles=quantiles) + elif mode == "full": + def full(): + y = fwd_fn() + if provider != "liger": + y.backward(torch.ones_like(y)) + else: + dc = torch.ones_like(y).float() + + ms, min_ms, max_ms = triton.testing.do_bench(full, quantiles=quantiles) + + return ms, min_ms, max_ms + +def benchmark_speed_gemm_split_k_fp8_wrapper(): + _print_speed_banner() + + curr_dir = get_current_file_directory() + dir_name = "gemm_split_k_fp8_speed" + output_dir = os.path.join(curr_dir, dir_name) + os.makedirs(output_dir, exist_ok=True) + + bench_speed_gemm_split_k_fp8.run(save_path=output_dir, print_data=True) + +@triton.testing.perf_report( + [ + triton.testing.Benchmark( + x_names=["m", "k", "n"], + x_vals=[ + (64, 64, 64), + (256, 256, 256), + (512, 512, 512), + (1024, 1024, 1024), + ], + xlabel="Matrix Size (m x k x n)", + line_arg="provider", + line_vals=["liger", "torch", "torch_compile"], + line_names=["Liger", "PyTorch", "Torch Compile"], + styles=[("blue", "solid"), ("orange", "solid"), ("green", "solid")], + ylabel="GPU memory usage (MB)", + plot_name="gemm-split-k-fp8-memory-benchmark", + args={"dtype": torch.float32}, + ) + ] +) +def bench_memory_gemm_split_k_fp8(m, k, n, provider, dtype, device="cuda"): + a_fp8 = torch.randn((m, k), device=device, dtype=dtype).to(torch.float8_e4m3fn) + b_fp8 = torch.randn((k, n), device=device, dtype=dtype).to(torch.float8_e4m3fn) + + a_float = a_fp8.float().requires_grad_() + b_float = b_fp8.float().requires_grad_() + + def full_liger(): + y = gemm_split_k(a_fp8, b_fp8) + dc = torch.ones_like(y).float() + da = gemm_split_k(dc, b_fp8.t()) + db = gemm_split_k(a_fp8.t(), dc) + + def full_torch(): + y = torch.matmul(a_float, b_float) + y.backward(torch.ones_like(y)) + + full_torch_compiled = torch.compile(full_torch) + + if provider == "liger": + full_fn = full_liger + elif provider == "torch": + full_fn = full_torch + else: + full_fn = full_torch_compiled + + mem = _test_memory(full_fn) + return mem / 2**20 + +def benchmark_memory_gemm_split_k_fp8_wrapper(): + _print_speed_banner() + + curr_dir = get_current_file_directory() + dir_name = "gemm_split_k_fp8_memory" + output_dir = os.path.join(curr_dir, dir_name) + os.makedirs(output_dir, exist_ok=True) + + bench_memory_gemm_split_k_fp8.run(save_path=output_dir, print_data=True) + +if __name__ == "__main__": + benchmark_speed_gemm_split_k_fp8_wrapper() + benchmark_memory_gemm_split_k_fp8_wrapper() diff --git a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv new file mode 100644 index 00000000..6e823db2 --- /dev/null +++ b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv @@ -0,0 +1,5 @@ +m,k,n,Liger,PyTorch,Torch Compile +64.000000,64.000000,64.000000,16.335938,16.379687,40.790625 +256.000000,256.000000,256.000000,17.625000,18.325000,42.689062 +512.000000,512.000000,512.000000,21.750000,24.550000,24.550000 +1024.000000,1024.000000,1024.000000,38.250000,49.450000,49.450000 diff 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00000000..ec2e9535 --- /dev/null +++ b/benchmark/gemm_split_k_fp8_speed/results.html @@ -0,0 +1,4 @@ + + + + diff --git a/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py b/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py new file mode 100644 index 00000000..3f8eab8d --- /dev/null +++ b/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py @@ -0,0 +1,187 @@ +# adapted from: https://github.com/pytorch-labs/applied-ai/blob/main/kernels/triton/inference/fp8/splitk_gemm_fp8.py +# Valid Architectures: [SM_89, SM_90(a)] +import os + +import torch +import triton +import triton.language as tl + +from liger_kernel.ops.utils import ensure_contiguous + +if torch.cuda.is_available(): + device = torch.cuda.current_device() + compute_capability = torch.cuda.get_device_capability(device) + if compute_capability[0] >= 9: # SM_90+ + os.environ["ENABLE_TMA"] = "1" + else: + os.environ["ENABLE_TMA"] = "0" +else: + os.environ["ENABLE_TMA"] = "0" + + +@triton.jit +def grouped_launch( + pid, + m: tl.constexpr, # rows + n: tl.constexpr, # cols + block_m: tl.constexpr, # rows in a block + block_n: tl.constexpr, # cols in a block + group_m: tl.constexpr, # blocks in group along row dimension +): + + grid_m = tl.cdiv(m, block_m) + grid_n = tl.cdiv(n, block_n) + width = group_m * grid_n + group_id = pid // width + pid_in_group = pid % width + group_size = tl.minimum(grid_m - group_id * group_m, group_m) + pid_m = group_id * group_m + (pid_in_group % group_size) + pid_n = pid_in_group // group_size + + return pid_m, pid_n + + +@triton.jit +def gemm_split_k_kernel_forward( + a_ptr, + b_ptr, + c_ptr, + stride_am, + stride_ak, + stride_bk, + stride_bn, + stride_cm, + stride_cn, + m, + n, + k, + block_m: tl.constexpr, + block_n: tl.constexpr, + block_k: tl.constexpr, + split_k: tl.constexpr, + group_m: tl.constexpr, +): + pid = tl.program_id(0) + pid_k = tl.program_id(1) + grid_k = tl.cdiv(k, block_k * split_k) + + pid_m, pid_n = grouped_launch(pid, m, n, block_m, block_n, group_m) + + offs_m = pid_m * block_m + tl.arange(0, block_m) + offs_n = pid_n * block_n + tl.arange(0, block_n) + offs_k = pid_k * block_k + tl.arange(0, block_k) + + offs_am = tl.max_contiguous(tl.multiple_of(offs_m, block_m), block_m) + offs_bn = tl.max_contiguous(tl.multiple_of(offs_n, block_n), block_n) + + a_ptrs = a_ptr + (offs_am[:, None] * stride_am + offs_k[None, :] * stride_ak) + b_ptrs = b_ptr + (offs_k[:, None] * stride_bk + offs_bn[None, :] * stride_bn) + + acc = tl.zeros((block_m, block_n), dtype=tl.float32) + for k_ in range(0, grid_k): + k_remaining = k - k_ * (block_k * split_k) + + a = tl.load(a_ptrs, mask=offs_k[None, :] < k_remaining, other=0.0) + b = tl.load(b_ptrs, mask=offs_k[:, None] < k_remaining, other=0.0) + + # fp8 input dot product (supported types: [fp8e4nv, fp8e5, fp8e4b15]) + acc = tl.dot(a, b, acc) + + a_ptrs += block_k * split_k * stride_ak + b_ptrs += block_k * split_k * stride_bk + + # cast to fp16 pre-store + acc = acc.to(tl.float16) + + offs_m = pid_m * block_m + tl.arange(0, block_m) + offs_n = pid_n * block_n + tl.arange(0, block_n) + + c_ptrs = c_ptr + (offs_m[:, None] * stride_cm + offs_n[None, :] * stride_cn) + mask = (offs_m < m)[:, None] & (offs_n < n)[None, :] + + tl.atomic_add(c_ptrs, acc, mask=mask) + + +class LigerFP8GemmSplitKFunction(torch.autograd.Function): + @staticmethod + @ensure_contiguous + def forward(ctx, a, b): + ctx.save_for_backward(a, b) + + # cast to FP8 + # structure: + # | 1 bit sign | 4 bit exponent | 3 bit mantissa | + a, b = a.to(torch.float8_e4m3fn), b.to(torch.float8_e4m3fn) + + m, k = a.shape + _, n = b.shape + + block_m = 64 + block_n = 64 + block_k = 64 + num_stages = 3 + num_warps = 4 + split_k = 2 + group_m = 8 + + total_blocks_m = triton.cdiv(m, block_m) + total_blocks_n = triton.cdiv(n, block_n) + total_programs_mn = total_blocks_m * total_blocks_n + total_programs_k = split_k + + grid = (total_programs_mn, total_programs_k) + + c = torch.zeros((m, n), device=a.device, dtype=torch.float16) + gemm_split_k_kernel_forward[grid]( + a, + b, + c, + a.stride(0), + a.stride(1), + b.stride(0), + b.stride(1), + c.stride(0), + c.stride(1), + m, + n, + k, + block_m, + block_n, + block_k, + split_k, + group_m, + num_stages=num_stages, + num_warps=num_warps, + ) + + return c + + @staticmethod + @ensure_contiguous + def backward(ctx, grad_output): + a, b = ctx.saved_tensors + grad_a = grad_b = None + + grad_output_fp16 = grad_output.to(torch.float16) + a_fp16 = a.to(torch.float16) + b_fp16 = b.to(torch.float16) + + if ctx.needs_input_grad[0]: + grad_a = LigerFP8GemmSplitKFunction.apply( + grad_output_fp16, b_fp16.transpose(0, 1) + ) + if ctx.needs_input_grad[1]: + grad_b = LigerFP8GemmSplitKFunction.apply( + a_fp16.transpose(0, 1), grad_output_fp16 + ) + + if grad_a is not None: + grad_a = grad_a.to(a.dtype) + if grad_b is not None: + grad_b = grad_b.to(b.dtype) + + return grad_a, grad_b + + +def gemm_split_k(a, b): + return LigerFP8GemmSplitKFunction.apply(a, b) \ No newline at end of file diff --git a/test/transformers/test_gemm_split_k_fp8_e4m3.py b/test/transformers/test_gemm_split_k_fp8_e4m3.py new file mode 100644 index 00000000..58fcd63f --- /dev/null +++ b/test/transformers/test_gemm_split_k_fp8_e4m3.py @@ -0,0 +1,44 @@ +import pytest +import torch +from liger_kernel.ops.gemm_split_k_fp8_e4m3 import gemm_split_k +from test.utils import assert_verbose_allclose + +@pytest.mark.parametrize( + "m, k, n", + [ + (64, 64, 64), + (256, 256, 256), + (512, 512, 512), + (1024, 1024, 1024), + ], +) +@pytest.mark.parametrize( + "dtype, atol, rtol", + [ + (torch.float32, 8e-2, 8e-2), + ], +) +def test_gemm_split_k(m, k, n, dtype, atol, rtol): + a_fp8 = torch.randn((m, k), device="cuda", dtype=dtype).to(torch.float8_e4m3fn) + b_fp8 = torch.randn((k, n), device="cuda", dtype=dtype).to(torch.float8_e4m3fn) + + a = a_fp8.float() + b = b_fp8.float() + + c_liger = gemm_split_k(a_fp8, b_fp8) + c_torch = torch.matmul(a, b) + + assert_verbose_allclose(c_liger.float(), c_torch, atol=atol, rtol=rtol) + + a_autograd = a.requires_grad_() + b_autograd = b.requires_grad_() + + c_autograd = torch.matmul(a_autograd, b_autograd) + c_autograd.backward(torch.ones_like(c_autograd)) + + dc = torch.ones_like(c_liger).float() + da_liger = gemm_split_k(dc, b_fp8.t()) # contiguous is already ensured + db_liger = gemm_split_k(a_fp8.t(), dc) # contiguous is already ensured + + assert_verbose_allclose(da_liger.float(), a_autograd.grad, atol=atol, rtol=rtol) + assert_verbose_allclose(db_liger.float(), b_autograd.grad, atol=atol, rtol=rtol) From 60f7ffde95a6f187b4a5226fe1b226ea1b789f10 Mon Sep 17 00:00:00 2001 From: Andre S Date: Sat, 31 Aug 2024 08:15:22 +0000 Subject: [PATCH 02/20] update to benchmark --- benchmark/benchmark_gemm_split_k_fp8_e4m3.py | 19 +++++++++++------- .../gemm-split-k-fp8-memory-benchmark.csv | 8 ++++---- .../gemm-split-k-fp8-memory-benchmark.png | Bin 36624 -> 29467 bytes .../gemm-split-k-fp8-full-speed-benchmark.csv | 8 ++++---- .../gemm-split-k-fp8-full-speed-benchmark.png | Bin 40984 -> 28578 bytes .../gemm-split-k-fp8-fwd-speed-benchmark.csv | 6 +++--- .../gemm-split-k-fp8-fwd-speed-benchmark.png | Bin 39791 -> 40865 bytes src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py | 6 +++--- .../test_gemm_split_k_fp8_e4m3.py | 9 ++++++--- 9 files changed, 32 insertions(+), 24 deletions(-) diff --git a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py index 5f184867..26885c67 100644 --- a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py +++ b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py @@ -1,9 +1,12 @@ import os + import torch import triton from utils import _print_speed_banner, _test_memory, get_current_file_directory + from liger_kernel.ops.gemm_split_k_fp8_e4m3 import gemm_split_k + @triton.testing.perf_report( [ triton.testing.Benchmark( @@ -61,7 +64,7 @@ def fwd_torch(): fwd_fn = fwd_liger elif provider == "torch": fwd_fn = fwd_torch - else: + else: fwd_fn = fwd_torch_compiled quantiles = [0.5, 0.2, 0.8] @@ -69,17 +72,19 @@ def fwd_torch(): if mode == "forward": ms, min_ms, max_ms = triton.testing.do_bench(fwd_fn, quantiles=quantiles) elif mode == "full": + def full(): y = fwd_fn() if provider != "liger": y.backward(torch.ones_like(y)) else: - dc = torch.ones_like(y).float() + pass ms, min_ms, max_ms = triton.testing.do_bench(full, quantiles=quantiles) return ms, min_ms, max_ms + def benchmark_speed_gemm_split_k_fp8_wrapper(): _print_speed_banner() @@ -90,6 +95,7 @@ def benchmark_speed_gemm_split_k_fp8_wrapper(): bench_speed_gemm_split_k_fp8.run(save_path=output_dir, print_data=True) + @triton.testing.perf_report( [ triton.testing.Benchmark( @@ -119,10 +125,7 @@ def bench_memory_gemm_split_k_fp8(m, k, n, provider, dtype, device="cuda"): b_float = b_fp8.float().requires_grad_() def full_liger(): - y = gemm_split_k(a_fp8, b_fp8) - dc = torch.ones_like(y).float() - da = gemm_split_k(dc, b_fp8.t()) - db = gemm_split_k(a_fp8.t(), dc) + _ = gemm_split_k(a_fp8, b_fp8) def full_torch(): y = torch.matmul(a_float, b_float) @@ -134,12 +137,13 @@ def full_torch(): full_fn = full_liger elif provider == "torch": full_fn = full_torch - else: + else: full_fn = full_torch_compiled mem = _test_memory(full_fn) return mem / 2**20 + def benchmark_memory_gemm_split_k_fp8_wrapper(): _print_speed_banner() @@ -150,6 +154,7 @@ def benchmark_memory_gemm_split_k_fp8_wrapper(): bench_memory_gemm_split_k_fp8.run(save_path=output_dir, print_data=True) + if __name__ == "__main__": benchmark_speed_gemm_split_k_fp8_wrapper() benchmark_memory_gemm_split_k_fp8_wrapper() diff --git a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv index 6e823db2..586753a5 100644 --- a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv +++ b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv @@ -1,5 +1,5 @@ m,k,n,Liger,PyTorch,Torch Compile 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a/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py +++ b/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py @@ -22,8 +22,8 @@ @triton.jit def grouped_launch( pid, - m: tl.constexpr, # rows - n: tl.constexpr, # cols + m: tl.constexpr, # rows + n: tl.constexpr, # cols block_m: tl.constexpr, # rows in a block block_n: tl.constexpr, # cols in a block group_m: tl.constexpr, # blocks in group along row dimension @@ -184,4 +184,4 @@ def backward(ctx, grad_output): def gemm_split_k(a, b): - return LigerFP8GemmSplitKFunction.apply(a, b) \ No newline at end of file + return LigerFP8GemmSplitKFunction.apply(a, b) diff --git a/test/transformers/test_gemm_split_k_fp8_e4m3.py b/test/transformers/test_gemm_split_k_fp8_e4m3.py index 58fcd63f..a73ef008 100644 --- a/test/transformers/test_gemm_split_k_fp8_e4m3.py +++ b/test/transformers/test_gemm_split_k_fp8_e4m3.py @@ -1,7 +1,10 @@ +from test.utils import assert_verbose_allclose + import pytest import torch + from liger_kernel.ops.gemm_split_k_fp8_e4m3 import gemm_split_k -from test.utils import assert_verbose_allclose + @pytest.mark.parametrize( "m, k, n", @@ -37,8 +40,8 @@ def test_gemm_split_k(m, k, n, dtype, atol, rtol): c_autograd.backward(torch.ones_like(c_autograd)) dc = torch.ones_like(c_liger).float() - da_liger = gemm_split_k(dc, b_fp8.t()) # contiguous is already ensured - db_liger = gemm_split_k(a_fp8.t(), dc) # contiguous is already ensured + da_liger = gemm_split_k(dc, b_fp8.t()) # contiguous is already ensured + db_liger = gemm_split_k(a_fp8.t(), dc) # contiguous is already ensured assert_verbose_allclose(da_liger.float(), a_autograd.grad, atol=atol, rtol=rtol) assert_verbose_allclose(db_liger.float(), b_autograd.grad, atol=atol, rtol=rtol) From e11c22b07960fc012cb265751e12504404a6c4ec Mon Sep 17 00:00:00 2001 From: Andre S Date: Sat, 31 Aug 2024 08:36:38 +0000 Subject: [PATCH 03/20] faster fwd performance with tl.multiple_of --- benchmark/benchmark_gemm_split_k_fp8_e4m3.py | 17 +++++++++++++---- .../gemm-split-k-fp8-memory-benchmark.csv | 8 ++++---- .../gemm-split-k-fp8-memory-benchmark.png | Bin 29467 -> 35680 bytes .../gemm-split-k-fp8-full-speed-benchmark.csv | 8 ++++---- .../gemm-split-k-fp8-full-speed-benchmark.png | Bin 28578 -> 36262 bytes .../gemm-split-k-fp8-fwd-speed-benchmark.csv | 8 ++++---- .../gemm-split-k-fp8-fwd-speed-benchmark.png | Bin 40865 -> 37277 bytes src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py | 18 +++++++++++------- 8 files changed, 36 insertions(+), 23 deletions(-) diff --git a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py index 26885c67..77e6f9ef 100644 --- a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py +++ b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py @@ -6,6 +6,9 @@ from liger_kernel.ops.gemm_split_k_fp8_e4m3 import gemm_split_k +# enable TensorFloat32 tensor cores for better performance in benchmark +torch.set_float32_matmul_precision("high") + @triton.testing.perf_report( [ @@ -76,9 +79,12 @@ def fwd_torch(): def full(): y = fwd_fn() if provider != "liger": - y.backward(torch.ones_like(y)) + torch.sum(y).backward() else: - pass + # For Liger, manually compute gradients + dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) + gemm_split_k(dc, b_fp8.t()) + gemm_split_k(a_fp8.t(), dc) ms, min_ms, max_ms = triton.testing.do_bench(full, quantiles=quantiles) @@ -125,11 +131,14 @@ def bench_memory_gemm_split_k_fp8(m, k, n, provider, dtype, device="cuda"): b_float = b_fp8.float().requires_grad_() def full_liger(): - _ = gemm_split_k(a_fp8, b_fp8) + y = gemm_split_k(a_fp8, b_fp8) + dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) + gemm_split_k(dc, b_fp8.t()) + gemm_split_k(a_fp8.t(), dc) def full_torch(): y = torch.matmul(a_float, b_float) - y.backward(torch.ones_like(y)) + torch.sum(y).backward() full_torch_compiled = torch.compile(full_torch) diff --git a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv index 586753a5..6a297e42 100644 --- a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv +++ b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv @@ -1,5 +1,5 @@ m,k,n,Liger,PyTorch,Torch Compile -64.000000,64.000000,64.000000,16.296875,16.379687,16.379687 -256.000000,256.000000,256.000000,17.000000,18.325000,18.325000 -512.000000,512.000000,512.000000,19.250000,24.550000,24.550000 -1024.000000,1024.000000,1024.000000,28.250000,49.450000,49.450000 +64.000000,64.000000,64.000000,16.312500,16.380664,16.365039 +256.000000,256.000000,256.000000,17.250000,18.325977,18.075977 +512.000000,512.000000,512.000000,20.250000,24.550977,23.550977 +1024.000000,1024.000000,1024.000000,32.250000,49.450977,45.450977 diff --git a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.png b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.png index 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49893fc2..8be7934f 100644 --- a/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py +++ b/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py @@ -22,8 +22,8 @@ @triton.jit def grouped_launch( pid, - m: tl.constexpr, # rows - n: tl.constexpr, # cols + m, # rows + n, # cols block_m: tl.constexpr, # rows in a block block_n: tl.constexpr, # cols in a block group_m: tl.constexpr, # blocks in group along row dimension @@ -67,8 +67,8 @@ def gemm_split_k_kernel_forward( pid_m, pid_n = grouped_launch(pid, m, n, block_m, block_n, group_m) - offs_m = pid_m * block_m + tl.arange(0, block_m) - offs_n = pid_n * block_n + tl.arange(0, block_n) + offs_m = tl.multiple_of(pid_m * block_m + tl.arange(0, block_m), block_m) + offs_n = tl.multiple_of(pid_n * block_n + tl.arange(0, block_n), block_n) offs_k = pid_k * block_k + tl.arange(0, block_k) offs_am = tl.max_contiguous(tl.multiple_of(offs_m, block_m), block_m) @@ -78,11 +78,15 @@ def gemm_split_k_kernel_forward( b_ptrs = b_ptr + (offs_k[:, None] * stride_bk + offs_bn[None, :] * stride_bn) acc = tl.zeros((block_m, block_n), dtype=tl.float32) - for k_ in range(0, grid_k): + + for k_ in range(0, grid_k, step=2): k_remaining = k - k_ * (block_k * split_k) - a = tl.load(a_ptrs, mask=offs_k[None, :] < k_remaining, other=0.0) - b = tl.load(b_ptrs, mask=offs_k[:, None] < k_remaining, other=0.0) + mask_a = offs_k[None, :] < k_remaining + mask_b = offs_k[:, None] < k_remaining + + a = tl.load(a_ptrs, mask=mask_a, other=0.0) + b = tl.load(b_ptrs, mask=mask_b, other=0.0) # fp8 input dot product (supported types: [fp8e4nv, fp8e5, fp8e4b15]) acc = tl.dot(a, b, acc) From e68f7f18bb0891713eb9c5966b907fa8306e3927 Mon Sep 17 00:00:00 2001 From: Andre S Date: Sat, 31 Aug 2024 08:44:29 +0000 Subject: [PATCH 04/20] add stricter check for compute capability + exception handling --- src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py b/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py index 8be7934f..64c547b1 100644 --- a/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py +++ b/src/liger_kernel/ops/gemm_split_k_fp8_e4m3.py @@ -13,10 +13,14 @@ compute_capability = torch.cuda.get_device_capability(device) if compute_capability[0] >= 9: # SM_90+ os.environ["ENABLE_TMA"] = "1" - else: + elif compute_capability[0] == 8 and compute_capability[1] == 9: # SM_89 os.environ["ENABLE_TMA"] = "0" + else: + raise SystemExit("This kernel requires SM_89 or higher for native FP8 support.") else: - os.environ["ENABLE_TMA"] = "0" + raise SystemExit( + "CUDA is not available. This kernel requires CUDA with SM_89 or higher for native FP8 support." + ) @triton.jit From 91bf3dd534a7d6b499465f0415f8da804674cdf5 Mon Sep 17 00:00:00 2001 From: Andre S Date: Tue, 3 Sep 2024 05:45:26 +0000 Subject: [PATCH 05/20] perf improvement --- benchmark/benchmark_gemm_split_k_fp8_e4m3.py | 2 +- .../gemm-split-k-fp8-full-speed-benchmark.csv | 8 +-- .../gemm-split-k-fp8-full-speed-benchmark.png | Bin 36262 -> 43706 bytes .../gemm-split-k-fp8-fwd-speed-benchmark.csv | 6 +-- .../gemm-split-k-fp8-fwd-speed-benchmark.png | Bin 37277 -> 41301 bytes .../gemm_split_k_fp8_e4m3.py | 12 ++--- src/liger_kernel/ops/utils.py | 47 ++++++++++++++++++ .../test_gemm_split_k_fp8_e4m3.py | 14 +++++- 8 files changed, 71 insertions(+), 18 deletions(-) rename src/liger_kernel/ops/{ => experimental}/gemm_split_k_fp8_e4m3.py (96%) diff --git a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py index 77e6f9ef..014e0250 100644 --- a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py +++ b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py @@ -4,7 +4,7 @@ import triton from utils import _print_speed_banner, _test_memory, get_current_file_directory -from liger_kernel.ops.gemm_split_k_fp8_e4m3 import gemm_split_k +from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import gemm_split_k # enable TensorFloat32 tensor cores for better performance in benchmark torch.set_float32_matmul_precision("high") diff --git a/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv b/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv index 70eb4a32..a5fd7f41 100644 --- a/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv +++ b/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv @@ -1,5 +1,5 @@ m,k,n,Liger,PyTorch,Torch Compile -64.000000,64.000000,64.000000,0.082944,0.026624,0.648192 -256.000000,256.000000,256.000000,0.218112,0.321536,0.942592 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16, # group_m + ) + else: # small-mid matmul + return ( + 128, # block_m + 128, # block_n + 256, # block_k + 3, # num_stages + 8, # num_warps + 2, # split_k + 8, # group_m + ) + else: # <64 GB VRAM + if m * n * k > 1e9: # large matmul + return ( + 64, # block_m + 64, # block_n + 128, # block_k + 3, # num_stages + 4, # num_warps + 2, # split_k + 8, # group_m + ) + else: # small-mid matmul + return ( + 64, # block_m + 64, # block_n + 64, # block_k + 3, # num_stages + 4, # num_warps + 1, # split_k + 4, # group_m + ) + + def compare_version(package: str, operator: Callable, target: str): try: pkg = importlib.import_module(package) diff --git a/test/transformers/test_gemm_split_k_fp8_e4m3.py b/test/transformers/test_gemm_split_k_fp8_e4m3.py index a73ef008..9432f21a 100644 --- a/test/transformers/test_gemm_split_k_fp8_e4m3.py +++ b/test/transformers/test_gemm_split_k_fp8_e4m3.py @@ -3,7 +3,9 @@ import pytest import torch -from liger_kernel.ops.gemm_split_k_fp8_e4m3 import gemm_split_k +from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import gemm_split_k + +compute_capability = torch.cuda.get_device_capability(0) @pytest.mark.parametrize( @@ -13,14 +15,22 @@ (256, 256, 256), (512, 512, 512), (1024, 1024, 1024), + (64, 128, 64), + (256, 512, 256), + (512, 1024, 512), + (1024, 2048, 1024), ], ) @pytest.mark.parametrize( "dtype, atol, rtol", [ - (torch.float32, 8e-2, 8e-2), + (torch.float32, 2e-1, 2e-1), ], ) +@pytest.mark.skipif( + compute_capability not in [(8, 9), (9, 0)], + reason="FP8 GEMM is only supported on SM_89 and SM_90 CUDA devices.", +) def test_gemm_split_k(m, k, n, dtype, atol, rtol): a_fp8 = torch.randn((m, k), device="cuda", dtype=dtype).to(torch.float8_e4m3fn) b_fp8 = torch.randn((k, n), device="cuda", dtype=dtype).to(torch.float8_e4m3fn) From 9d467bfc266cfba97398b5ebd3ff06ff16864614 Mon Sep 17 00:00:00 2001 From: Andre S Date: Tue, 3 Sep 2024 05:50:40 +0000 Subject: [PATCH 06/20] remove discrete functional api --- .../ops/experimental/gemm_split_k_fp8_e4m3.py | 4 ---- test/transformers/test_gemm_split_k_fp8_e4m3.py | 14 ++++++++++---- 2 files changed, 10 insertions(+), 8 deletions(-) diff --git a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py index 96e0b27e..dd4aa181 100644 --- a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py +++ b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py @@ -185,7 +185,3 @@ def backward(ctx, grad_output): grad_b = grad_b.to(b.dtype) return grad_a, grad_b - - -def gemm_split_k(a, b): - return LigerFP8GemmSplitKFunction.apply(a, b) diff --git a/test/transformers/test_gemm_split_k_fp8_e4m3.py b/test/transformers/test_gemm_split_k_fp8_e4m3.py index 9432f21a..99dacbe7 100644 --- a/test/transformers/test_gemm_split_k_fp8_e4m3.py +++ b/test/transformers/test_gemm_split_k_fp8_e4m3.py @@ -3,7 +3,9 @@ import pytest import torch -from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import gemm_split_k +from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import ( + LigerFP8GemmSplitKFunction, +) compute_capability = torch.cuda.get_device_capability(0) @@ -38,7 +40,7 @@ def test_gemm_split_k(m, k, n, dtype, atol, rtol): a = a_fp8.float() b = b_fp8.float() - c_liger = gemm_split_k(a_fp8, b_fp8) + c_liger = LigerFP8GemmSplitKFunction.apply(a_fp8, b_fp8) c_torch = torch.matmul(a, b) assert_verbose_allclose(c_liger.float(), c_torch, atol=atol, rtol=rtol) @@ -50,8 +52,12 @@ def test_gemm_split_k(m, k, n, dtype, atol, rtol): c_autograd.backward(torch.ones_like(c_autograd)) dc = torch.ones_like(c_liger).float() - da_liger = gemm_split_k(dc, b_fp8.t()) # contiguous is already ensured - db_liger = gemm_split_k(a_fp8.t(), dc) # contiguous is already ensured + da_liger = LigerFP8GemmSplitKFunction.apply( + dc, b_fp8.t() + ) # contiguous is already ensured + db_liger = LigerFP8GemmSplitKFunction.apply( + a_fp8.t(), dc + ) # contiguous is already ensured assert_verbose_allclose(da_liger.float(), a_autograd.grad, atol=atol, rtol=rtol) assert_verbose_allclose(db_liger.float(), b_autograd.grad, atol=atol, rtol=rtol) From 8b4580028ff7b32da4461275034bce4b2c01a1dd Mon Sep 17 00:00:00 2001 From: Andre S Date: Tue, 3 Sep 2024 06:08:19 +0000 Subject: [PATCH 07/20] make compute capability check a decorator --- benchmark/benchmark_gemm_split_k_fp8_e4m3.py | 14 +- .../gemm-split-k-fp8-full-speed-benchmark.csv | 8 +- .../gemm-split-k-fp8-full-speed-benchmark.png | Bin 43706 -> 43198 bytes .../gemm-split-k-fp8-fwd-speed-benchmark.csv | 4 +- .../gemm-split-k-fp8-fwd-speed-benchmark.png | Bin 41301 -> 43717 bytes .../ops/experimental/gemm_split_k_fp8_e4m3.py | 163 +++++++++--------- src/liger_kernel/ops/utils.py | 24 +++ 7 files changed, 117 insertions(+), 96 deletions(-) diff --git a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py index 014e0250..3a029c3a 100644 --- a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py +++ b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py @@ -4,7 +4,7 @@ import triton from utils import _print_speed_banner, _test_memory, get_current_file_directory -from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import gemm_split_k +from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import LigerFP8GemmSplitKFunction # enable TensorFloat32 tensor cores for better performance in benchmark torch.set_float32_matmul_precision("high") @@ -56,7 +56,7 @@ def bench_speed_gemm_split_k_fp8(m, k, n, provider, mode, dtype, device="cuda"): b_float = b_fp8.float().requires_grad_() def fwd_liger(): - return gemm_split_k(a_fp8, b_fp8) + return LigerFP8GemmSplitKFunction.apply(a_fp8, b_fp8) def fwd_torch(): return torch.matmul(a_float, b_float) @@ -83,8 +83,8 @@ def full(): else: # For Liger, manually compute gradients dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) - gemm_split_k(dc, b_fp8.t()) - gemm_split_k(a_fp8.t(), dc) + LigerFP8GemmSplitKFunction.apply(dc, b_fp8.t()) + LigerFP8GemmSplitKFunction.apply(a_fp8.t(), dc) ms, min_ms, max_ms = triton.testing.do_bench(full, quantiles=quantiles) @@ -131,10 +131,10 @@ def bench_memory_gemm_split_k_fp8(m, k, n, provider, dtype, device="cuda"): b_float = b_fp8.float().requires_grad_() def full_liger(): - y = gemm_split_k(a_fp8, b_fp8) + y = LigerFP8GemmSplitKFunction.apply(a_fp8, b_fp8) dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) - gemm_split_k(dc, b_fp8.t()) - gemm_split_k(a_fp8.t(), dc) + LigerFP8GemmSplitKFunction.apply(dc, b_fp8.t()) + LigerFP8GemmSplitKFunction.apply(a_fp8.t(), dc) def full_torch(): y = torch.matmul(a_float, b_float) diff --git a/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv b/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv index a5fd7f41..05a81bcd 100644 --- a/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv +++ b/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv @@ -1,5 +1,5 @@ m,k,n,Liger,PyTorch,Torch Compile -64.000000,64.000000,64.000000,0.099328,0.192512,0.562176 -256.000000,256.000000,256.000000,0.284672,0.483328,0.965120 -512.000000,512.000000,512.000000,0.293856,0.429120,0.648192 -1024.000000,1024.000000,1024.000000,0.265216,0.503808,0.988288 +64.000000,64.000000,64.000000,0.136192,0.025600,0.734720 +256.000000,256.000000,256.000000,0.274944,0.119296,0.875520 +512.000000,512.000000,512.000000,0.293376,0.499200,0.993280 +1024.000000,1024.000000,1024.000000,0.360448,0.360448,0.845312 diff --git a/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.png b/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.png index eaaeeafacd74f263600c587dc7564c5afeaa1fd5..934a5da45e9492ecbfad39ed850bd810c254b502 100644 GIT binary patch literal 43198 zcmeFZbySsI*FL%_B_yP!5eZ3YkdzRVmhSFukZuG)Lb_X|L8QB36Ve^hozijE_Ibbe 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zM73FzB?tFWVd0(VW>ihT`?P3~-0@+Mu1SzAx0Th=@h#q_>HU@$FKnHhq&+b+L9;B? zL@3jYoA;Xq*x_>R6)JtKyMV>v5Ma{9PfkuM5qU3tx5Cg0fZAVQ5`Vg*9KX!rQ2C5O zY069&wF+eje2EF{N{kp-_nj!{N7)%Cy8>08f0(PleV*?Q_dWvoB+?__&Ov>T{59HJ zEuFhcii(QxF0vzwEXZ*S=FT0LG-Kw(THp~G6cnV@P*IegW6-}=ORn`WWI7KE{dI2n z&y|j$p=Jov>z7$&vd#bOO8xu$f9+2FN5I_{N!U6|EigX*$fV$Buj2uShxW(g{{r$f B5K{mE diff --git a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py index dd4aa181..00237872 100644 --- a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py +++ b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py @@ -1,26 +1,14 @@ # adapted from: https://github.com/pytorch-labs/applied-ai/blob/main/kernels/triton/inference/fp8/splitk_gemm_fp8.py # Valid Architectures: [SM_89, SM_90(a)] -import os - import torch import triton import triton.language as tl -from liger_kernel.ops.utils import calculate_gemm_settings, ensure_contiguous - -if torch.cuda.is_available(): - device = torch.cuda.current_device() - compute_capability = torch.cuda.get_device_capability(device) - if compute_capability[0] >= 9: # SM_90+ - os.environ["ENABLE_TMA"] = "1" - elif compute_capability[0] == 8 and compute_capability[1] == 9: # SM_89 - os.environ["ENABLE_TMA"] = "0" - else: - raise SystemExit("This kernel requires SM_89 or higher for native FP8 support.") -else: - raise SystemExit( - "CUDA is not available. This kernel requires CUDA with SM_89 or higher for native FP8 support." - ) +from liger_kernel.ops.utils import ( + calculate_gemm_settings, + check_compute_capability_for_fp8, + ensure_contiguous, +) @triton.jit @@ -32,7 +20,6 @@ def grouped_launch( block_n: tl.constexpr, # cols in a block group_m: tl.constexpr, # blocks in group along row dimension ): - grid_m = tl.cdiv(m, block_m) grid_n = tl.cdiv(n, block_n) width = group_m * grid_n @@ -110,78 +97,88 @@ def gemm_split_k_kernel_forward( tl.atomic_add(c_ptrs, acc, mask=mask) -class LigerFP8GemmSplitKFunction(torch.autograd.Function): - @staticmethod - @ensure_contiguous - def forward(ctx, a, b): - ctx.save_for_backward(a, b) +def forward_kernel(ctx, a, b): + ctx.save_for_backward(a, b) - # cast to FP8 - # structure: - # | 1 bit sign | 4 bit exponent | 3 bit mantissa | - a, b = a.to(torch.float8_e4m3fn), b.to(torch.float8_e4m3fn) + # cast to FP8 + # structure: + # | 1 bit sign | 4 bit exponent | 3 bit mantissa | + a, b = a.to(torch.float8_e4m3fn), b.to(torch.float8_e4m3fn) - m, k = a.shape - _, n = b.shape + m, k = a.shape + _, n = b.shape - block_m, block_n, block_k, num_stages, num_warps, split_k, group_m = ( - calculate_gemm_settings(m, n, k) - ) + block_m, block_n, block_k, num_stages, num_warps, split_k, group_m = ( + calculate_gemm_settings(m, n, k) + ) + + total_blocks_m = triton.cdiv(m, block_m) + total_blocks_n = triton.cdiv(n, block_n) + total_programs_mn = total_blocks_m * total_blocks_n + total_programs_k = split_k + + grid = (total_programs_mn, total_programs_k) + + c = torch.zeros((m, n), device=a.device, dtype=torch.float16) + gemm_split_k_kernel_forward[grid]( + a, + b, + c, + a.stride(0), + a.stride(1), + b.stride(0), + b.stride(1), + c.stride(0), + c.stride(1), + m, + n, + k, + block_m, + block_n, + block_k, + split_k, + group_m, + num_stages=num_stages, + num_warps=num_warps, + ) + + return c - total_blocks_m = triton.cdiv(m, block_m) - total_blocks_n = triton.cdiv(n, block_n) - total_programs_mn = total_blocks_m * total_blocks_n - total_programs_k = split_k - - grid = (total_programs_mn, total_programs_k) - - c = torch.zeros((m, n), device=a.device, dtype=torch.float16) - gemm_split_k_kernel_forward[grid]( - a, - b, - c, - a.stride(0), - a.stride(1), - b.stride(0), - b.stride(1), - c.stride(0), - c.stride(1), - m, - n, - k, - block_m, - block_n, - block_k, - split_k, - group_m, - num_stages=num_stages, - num_warps=num_warps, + +def backward_kernel(ctx, grad_output): + a, b = ctx.saved_tensors + grad_a = grad_b = None + + grad_output_fp16 = grad_output.to(torch.float16) + a_fp16 = a.to(torch.float16) + b_fp16 = b.to(torch.float16) + + if ctx.needs_input_grad[0]: + grad_a = LigerFP8GemmSplitKFunction.apply( + grad_output_fp16, b_fp16.transpose(0, 1) ) + if ctx.needs_input_grad[1]: + grad_b = LigerFP8GemmSplitKFunction.apply( + a_fp16.transpose(0, 1), grad_output_fp16 + ) + + if grad_a is not None: + grad_a = grad_a.to(a.dtype) + if grad_b is not None: + grad_b = grad_b.to(b.dtype) + + return grad_a, grad_b - return c + +class LigerFP8GemmSplitKFunction(torch.autograd.Function): + @staticmethod + @check_compute_capability_for_fp8 + @ensure_contiguous + def forward(ctx, a, b): + return forward_kernel(ctx, a, b) @staticmethod + @check_compute_capability_for_fp8 @ensure_contiguous def backward(ctx, grad_output): - a, b = ctx.saved_tensors - grad_a = grad_b = None - - grad_output_fp16 = grad_output.to(torch.float16) - a_fp16 = a.to(torch.float16) - b_fp16 = b.to(torch.float16) - - if ctx.needs_input_grad[0]: - grad_a = LigerFP8GemmSplitKFunction.apply( - grad_output_fp16, b_fp16.transpose(0, 1) - ) - if ctx.needs_input_grad[1]: - grad_b = LigerFP8GemmSplitKFunction.apply( - a_fp16.transpose(0, 1), grad_output_fp16 - ) - - if grad_a is not None: - grad_a = grad_a.to(a.dtype) - if grad_b is not None: - grad_b = grad_b.to(b.dtype) - - return grad_a, grad_b + return backward_kernel(ctx, grad_output) diff --git a/src/liger_kernel/ops/utils.py b/src/liger_kernel/ops/utils.py index 2e2b5a7f..f46cdaa3 100644 --- a/src/liger_kernel/ops/utils.py +++ b/src/liger_kernel/ops/utils.py @@ -1,5 +1,6 @@ import functools import importlib +import os from typing import Callable import torch @@ -88,6 +89,29 @@ def calculate_gemm_settings(m, n, k): ) +def check_compute_capability_for_fp8(fn): + @functools.wraps(fn) + def wrapper(ctx, *args, **kwargs): + if torch.cuda.is_available(): + device = torch.cuda.current_device() + compute_capability = torch.cuda.get_device_capability(device) + if compute_capability[0] >= 9: # SM_90+ + os.environ["ENABLE_TMA"] = "1" + elif compute_capability[0] == 8 and compute_capability[1] == 9: # SM_89 + os.environ["ENABLE_TMA"] = "0" + else: + raise SystemExit( + "This kernel requires SM_89 or higher for native FP8 support." + ) + else: + raise SystemExit( + "CUDA is not available. This kernel requires CUDA with SM_89 or higher for native FP8 support." + ) + return fn(ctx, *args, **kwargs) + + return wrapper + + def compare_version(package: str, operator: Callable, target: str): try: pkg = importlib.import_module(package) From 2319fc7d89e82445ae837e017160daff2f3f0711 Mon Sep 17 00:00:00 2001 From: Andre S Date: Tue, 3 Sep 2024 06:08:33 +0000 Subject: [PATCH 08/20] format --- benchmark/benchmark_gemm_split_k_fp8_e4m3.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py index 3a029c3a..da1a1b5a 100644 --- a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py +++ b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py @@ -4,7 +4,9 @@ import triton from utils import _print_speed_banner, _test_memory, get_current_file_directory -from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import LigerFP8GemmSplitKFunction +from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import ( + LigerFP8GemmSplitKFunction, +) # enable TensorFloat32 tensor cores for better performance in benchmark torch.set_float32_matmul_precision("high") From 741843377a94427b4cc231bd574355b3575d8512 Mon Sep 17 00:00:00 2001 From: Andre S Date: Tue, 3 Sep 2024 06:35:57 +0000 Subject: [PATCH 09/20] implement backward kernel as well --- .../gemm-split-k-fp8-full-speed-benchmark.csv | 8 +- .../gemm-split-k-fp8-full-speed-benchmark.png | Bin 43198 -> 46702 bytes .../gemm-split-k-fp8-fwd-speed-benchmark.csv | 4 +- .../gemm-split-k-fp8-fwd-speed-benchmark.png | Bin 43717 -> 38601 bytes .../ops/experimental/gemm_split_k_fp8_e4m3.py | 140 ++++++++++++++++-- 5 files changed, 135 insertions(+), 17 deletions(-) diff --git a/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv b/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv index 05a81bcd..4d0aff2d 100644 --- a/benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv +++ 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--- benchmark/benchmark_gemm_split_k_fp8_e4m3.py | 21 ++++++++++--- .../gemm-split-k-fp8-memory-benchmark.csv | 4 +++ .../gemm-split-k-fp8-memory-benchmark.png | Bin 35680 -> 52327 bytes .../gemm-split-k-fp8-full-speed-benchmark.csv | 12 +++++--- .../gemm-split-k-fp8-full-speed-benchmark.png | Bin 46702 -> 75474 bytes .../gemm-split-k-fp8-fwd-speed-benchmark.csv | 6 +++- .../gemm-split-k-fp8-fwd-speed-benchmark.png | Bin 38601 -> 64658 bytes src/liger_kernel/ops/utils.py | 28 +++++++++++++++--- 8 files changed, 58 insertions(+), 13 deletions(-) diff --git a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py index da1a1b5a..5b477842 100644 --- a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py +++ b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py @@ -21,6 +21,10 @@ (256, 256, 256), (512, 512, 512), (1024, 1024, 1024), + (64, 128, 64), + (256, 512, 256), + (512, 1024, 512), + (1024, 2048, 1024), ], xlabel="Matrix Size (m x k x n)", line_arg="provider", @@ -38,6 +42,10 @@ (256, 256, 256), (512, 512, 512), (1024, 1024, 1024), + (64, 128, 64), + (256, 512, 256), + (512, 1024, 512), + (1024, 2048, 1024), ], xlabel="Matrix Size (m x k x n)", line_arg="provider", @@ -80,13 +88,13 @@ def fwd_torch(): def full(): y = fwd_fn() - if provider != "liger": - torch.sum(y).backward() - else: - # For Liger, manually compute gradients + if provider == "liger": + # compute manually gradients for Liger to avoid: "ufunc_add_CUDA" not implemented for 'Float8_e4m3fn' dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) LigerFP8GemmSplitKFunction.apply(dc, b_fp8.t()) LigerFP8GemmSplitKFunction.apply(a_fp8.t(), dc) + else: + torch.sum(y).backward() ms, min_ms, max_ms = triton.testing.do_bench(full, quantiles=quantiles) @@ -113,6 +121,10 @@ def benchmark_speed_gemm_split_k_fp8_wrapper(): (256, 256, 256), (512, 512, 512), (1024, 1024, 1024), + (64, 128, 64), + (256, 512, 256), + (512, 1024, 512), + (1024, 2048, 1024), ], xlabel="Matrix Size (m x k x n)", line_arg="provider", @@ -134,6 +146,7 @@ def bench_memory_gemm_split_k_fp8(m, k, n, provider, dtype, device="cuda"): def full_liger(): y = LigerFP8GemmSplitKFunction.apply(a_fp8, b_fp8) + # compute manually gradients for Liger to avoid: "ufunc_add_CUDA" not implemented for 'Float8_e4m3fn' dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) LigerFP8GemmSplitKFunction.apply(dc, b_fp8.t()) LigerFP8GemmSplitKFunction.apply(a_fp8.t(), dc) diff --git a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv index 6a297e42..6672b3c0 100644 --- a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv +++ b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv @@ -3,3 +3,7 @@ m,k,n,Liger,PyTorch,Torch Compile 256.000000,256.000000,256.000000,17.250000,18.325977,18.075977 512.000000,512.000000,512.000000,20.250000,24.550977,23.550977 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z4&+bCu5ndbdVE3(f=@jtHu6Fz6%@G1A>R7RGTnA_6N6Q8Ys$gi9##||5I98)GKa8$ z`A3nh42y#RDP*?6z`wu!Sp~5ehkVoSI zsA2@cgTmz>KsYRGfmONV#Tsmn&` snA-i-D$##WqA36O(yIU6>}*5&;|dX<-= 48 * 1000 * 1000 * 1000: # >=64 GB VRAM + if total_memory >= 48 * 1000 * 1000 * 1000: # >=48 GB VRAM if m * n * k > 1e9: # large matmul return ( 128, # block_m @@ -56,7 +56,7 @@ def calculate_gemm_settings(m, n, k): 4, # split_k 16, # group_m ) - else: # small-mid matmul + elif m * n * k > 1e6: # mid matmul return ( 128, # block_m 128, # block_n @@ -66,7 +66,17 @@ def calculate_gemm_settings(m, n, k): 2, # split_k 8, # group_m ) - else: # <64 GB VRAM + else: # small matmul + return ( + 64, # block_m + 64, # block_n + 128, # block_k + 3, # num_stages + 4, # num_warps + 1, # split_k + 4, # group_m + ) + else: # <48 GB VRAM if m * n * k > 1e9: # large matmul return ( 64, # block_m @@ -77,7 +87,7 @@ def calculate_gemm_settings(m, n, k): 2, # split_k 8, # group_m ) - else: # small-mid matmul + elif m * n * k > 1e4: # mid matmul return ( 64, # block_m 64, # block_n @@ -87,6 +97,16 @@ def calculate_gemm_settings(m, n, k): 1, # split_k 4, # group_m ) + else: # small matmul + return ( + 64, # block_m + 64, # block_n + 64, # block_k + 3, # num_stages + 4, # num_warps + 1, # split_k + 2, # group_m + ) def check_compute_capability_for_fp8(fn): From 032c4d9de6cfc3094acceb284d04a9f2de348843 Mon Sep 17 00:00:00 2001 From: Andre S Date: Thu, 5 Sep 2024 05:02:03 +0000 Subject: [PATCH 11/20] update utils to include mma_v3 for H100 --- src/liger_kernel/ops/utils.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/liger_kernel/ops/utils.py b/src/liger_kernel/ops/utils.py index 166fcb8d..2113a42d 100644 --- a/src/liger_kernel/ops/utils.py +++ b/src/liger_kernel/ops/utils.py @@ -73,7 +73,7 @@ def calculate_gemm_settings(m, n, k): 128, # block_k 3, # num_stages 4, # num_warps - 1, # split_k + 2, # split_k 4, # group_m ) else: # <48 GB VRAM @@ -117,8 +117,10 @@ def wrapper(ctx, *args, **kwargs): compute_capability = torch.cuda.get_device_capability(device) if compute_capability[0] >= 9: # SM_90+ os.environ["ENABLE_TMA"] = "1" + os.environ["ENABLE_MMA_V3"] = "1" elif compute_capability[0] == 8 and compute_capability[1] == 9: # SM_89 os.environ["ENABLE_TMA"] = "0" + os.environ["ENABLE_MMA_V3"] = "0" else: raise SystemExit( "This kernel requires SM_89 or higher for native FP8 support." From c8dba401e9893c310ef0b25cfb3e22b67dc961d3 Mon Sep 17 00:00:00 2001 From: Andre S Date: Sat, 7 Sep 2024 07:35:20 +0000 Subject: [PATCH 12/20] update test. --- .../test_gemm_split_k_fp8_e4m3.py | 20 +++++++++++-------- 1 file changed, 12 insertions(+), 8 deletions(-) diff --git a/test/transformers/test_gemm_split_k_fp8_e4m3.py b/test/transformers/test_gemm_split_k_fp8_e4m3.py index 99dacbe7..9ded1652 100644 --- a/test/transformers/test_gemm_split_k_fp8_e4m3.py +++ b/test/transformers/test_gemm_split_k_fp8_e4m3.py @@ -9,6 +9,10 @@ compute_capability = torch.cuda.get_device_capability(0) +def to_float8_e4m3(x): + scale = x.abs().amax(1) / torch.finfo(torch.float8_e4m3fn).max + x = x.float() / scale.view(-1, 1) + return x.to(torch.float8_e4m3fn), scale @pytest.mark.parametrize( "m, k, n", @@ -34,19 +38,19 @@ reason="FP8 GEMM is only supported on SM_89 and SM_90 CUDA devices.", ) def test_gemm_split_k(m, k, n, dtype, atol, rtol): - a_fp8 = torch.randn((m, k), device="cuda", dtype=dtype).to(torch.float8_e4m3fn) - b_fp8 = torch.randn((k, n), device="cuda", dtype=dtype).to(torch.float8_e4m3fn) + a = torch.randn((m, k), device="cuda", dtype=dtype) + b = torch.randn((k, n), device="cuda", dtype=dtype) - a = a_fp8.float() - b = b_fp8.float() + a_fp8 = a.to(torch.float8_e4m3fn) + b_fp8 = b.to(torch.float8_e4m3fn) c_liger = LigerFP8GemmSplitKFunction.apply(a_fp8, b_fp8) - c_torch = torch.matmul(a, b) + c_torch = torch.mm(a_fp8.to(torch.float16), b_fp8.to(torch.float16)) - assert_verbose_allclose(c_liger.float(), c_torch, atol=atol, rtol=rtol) + assert_verbose_allclose(c_liger.to(torch.bfloat16), c_torch, atol=atol, rtol=rtol) - a_autograd = a.requires_grad_() - b_autograd = b.requires_grad_() + a_autograd = a_fp8.float().requires_grad_() + b_autograd = b_fp8.float().requires_grad_() c_autograd = torch.matmul(a_autograd, b_autograd) c_autograd.backward(torch.ones_like(c_autograd)) From bb2f7254fe0793c4d5a60a98139d50cdbce3b719 Mon Sep 17 00:00:00 2001 From: Andre S Date: Sat, 7 Sep 2024 07:36:39 +0000 Subject: [PATCH 13/20] format --- src/liger_kernel/triton/monkey_patch.py | 6 +++--- test/transformers/test_gemm_split_k_fp8_e4m3.py | 2 ++ 2 files changed, 5 insertions(+), 3 deletions(-) diff --git a/src/liger_kernel/triton/monkey_patch.py b/src/liger_kernel/triton/monkey_patch.py index 590842a8..70863f4e 100644 --- a/src/liger_kernel/triton/monkey_patch.py +++ b/src/liger_kernel/triton/monkey_patch.py @@ -37,6 +37,6 @@ def apply_liger_triton_cache_manager(): Experimental feature to get around transient FileNotFoundError in triton compilation. For more details please see https://github.com/triton-lang/triton/pull/4295 """ - os.environ[ - "TRITON_CACHE_MANAGER" - ] = "liger_kernel.triton.monkey_patch:LigerTritonFileCacheManager" + os.environ["TRITON_CACHE_MANAGER"] = ( + "liger_kernel.triton.monkey_patch:LigerTritonFileCacheManager" + ) diff --git a/test/transformers/test_gemm_split_k_fp8_e4m3.py b/test/transformers/test_gemm_split_k_fp8_e4m3.py index 9ded1652..62b6e82c 100644 --- a/test/transformers/test_gemm_split_k_fp8_e4m3.py +++ b/test/transformers/test_gemm_split_k_fp8_e4m3.py @@ -9,11 +9,13 @@ compute_capability = torch.cuda.get_device_capability(0) + def to_float8_e4m3(x): scale = x.abs().amax(1) / torch.finfo(torch.float8_e4m3fn).max x = x.float() / scale.view(-1, 1) return x.to(torch.float8_e4m3fn), scale + @pytest.mark.parametrize( "m, k, n", [ From 9e60b0aeab51613857d39d4d872c5e1fbf601fe6 Mon Sep 17 00:00:00 2001 From: Andre S Date: Thu, 12 Sep 2024 03:00:19 +0000 Subject: [PATCH 14/20] compute types --- .../ops/experimental/gemm_split_k_fp8_e4m3.py | 21 +++++++++++++++---- .../test_gemm_split_k_fp8_e4m3.py | 2 +- 2 files changed, 18 insertions(+), 5 deletions(-) diff --git a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py index 2fed5dda..103b55a8 100644 --- a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py +++ b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py @@ -10,6 +10,12 @@ ensure_contiguous, ) +dtypes = { + torch.float16: 0, + torch.bfloat16: 1, + torch.float32: 2, + torch.float8_e4m3fn: 3 +} @triton.jit def grouped_launch( @@ -51,7 +57,15 @@ def gemm_split_k_kernel_forward( block_k: tl.constexpr, split_k: tl.constexpr, group_m: tl.constexpr, + compute_type_int: tl.constexpr, ): + if compute_type_int == 0 or compute_type_int == 3: + compute_type = tl.float16 + elif compute_type_int == 1: + compute_type = tl.bfloat16 + elif compute_type_int == 2: + compute_type = tl.float32 + pid = tl.program_id(0) pid_k = tl.program_id(1) grid_k = tl.cdiv(k, block_k * split_k) @@ -85,20 +99,18 @@ def gemm_split_k_kernel_forward( a_ptrs += block_k * split_k * stride_ak b_ptrs += block_k * split_k * stride_bk - # cast to fp16 pre-store - acc = acc.to(tl.float16) - offs_m = pid_m * block_m + tl.arange(0, block_m) offs_n = pid_n * block_n + tl.arange(0, block_n) c_ptrs = c_ptr + (offs_m[:, None] * stride_cm + offs_n[None, :] * stride_cn) mask = (offs_m < m)[:, None] & (offs_n < n)[None, :] - tl.atomic_add(c_ptrs, acc, mask=mask) + tl.atomic_add(c_ptrs, acc.to(compute_type), mask=mask) def forward_kernel(ctx, a, b): ctx.save_for_backward(a, b) + input_dtype = a.dtype # cast to FP8 # structure: @@ -140,6 +152,7 @@ def forward_kernel(ctx, a, b): group_m, num_stages=num_stages, num_warps=num_warps, + compute_type_int=dtypes[input_dtype] ) return c diff --git a/test/transformers/test_gemm_split_k_fp8_e4m3.py b/test/transformers/test_gemm_split_k_fp8_e4m3.py index 62b6e82c..0985a784 100644 --- a/test/transformers/test_gemm_split_k_fp8_e4m3.py +++ b/test/transformers/test_gemm_split_k_fp8_e4m3.py @@ -37,7 +37,7 @@ def to_float8_e4m3(x): ) @pytest.mark.skipif( compute_capability not in [(8, 9), (9, 0)], - reason="FP8 GEMM is only supported on SM_89 and SM_90 CUDA devices.", + reason="FP8 GEMM is only supported on SM_89 and higher", ) def test_gemm_split_k(m, k, n, dtype, atol, rtol): a = torch.randn((m, k), device="cuda", dtype=dtype) From 98b7abf52ebbcafec76a57ffc825c1df5ec1f40d Mon Sep 17 00:00:00 2001 From: Andre S Date: Thu, 12 Sep 2024 03:04:43 +0000 Subject: [PATCH 15/20] modify benchmark to be up to date --- benchmark/benchmark_gemm_split_k_fp8_e4m3.py | 184 ------------------ benchmark/data/all_benchmark_data.csv | 72 +++++++ .../benchmark_gemm_split_k_fp8_e4m3.py | 134 +++++++++++++ 3 files changed, 206 insertions(+), 184 deletions(-) delete mode 100644 benchmark/benchmark_gemm_split_k_fp8_e4m3.py create mode 100644 benchmark/scripts/benchmark_gemm_split_k_fp8_e4m3.py diff --git a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/benchmark_gemm_split_k_fp8_e4m3.py deleted file mode 100644 index 5b477842..00000000 --- a/benchmark/benchmark_gemm_split_k_fp8_e4m3.py +++ /dev/null @@ -1,184 +0,0 @@ -import os - -import torch -import triton -from utils import _print_speed_banner, _test_memory, get_current_file_directory - -from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import ( - LigerFP8GemmSplitKFunction, -) - -# enable TensorFloat32 tensor cores for better performance in benchmark -torch.set_float32_matmul_precision("high") - - -@triton.testing.perf_report( - [ - triton.testing.Benchmark( - x_names=["m", "k", "n"], - x_vals=[ - (64, 64, 64), - (256, 256, 256), - (512, 512, 512), - (1024, 1024, 1024), - (64, 128, 64), - (256, 512, 256), - (512, 1024, 512), - (1024, 2048, 1024), - ], - xlabel="Matrix Size (m x k x n)", - line_arg="provider", - line_vals=["liger", "torch", "torch_compile"], - line_names=["Liger", "PyTorch", "Torch Compile"], - styles=[("blue", "solid"), ("orange", "solid"), ("green", "solid")], - ylabel="time (ms)", - plot_name="gemm-split-k-fp8-fwd-speed-benchmark", - args={"mode": "forward", "dtype": torch.float32}, - ), - triton.testing.Benchmark( - x_names=["m", "k", "n"], - x_vals=[ - (64, 64, 64), - (256, 256, 256), - (512, 512, 512), - (1024, 1024, 1024), - (64, 128, 64), - (256, 512, 256), - (512, 1024, 512), - (1024, 2048, 1024), - ], - xlabel="Matrix Size (m x k x n)", - line_arg="provider", - line_vals=["liger", "torch", "torch_compile"], - line_names=["Liger", "PyTorch", "Torch Compile"], - styles=[("blue", "solid"), ("orange", "solid"), ("green", "solid")], - ylabel="time (ms)", - plot_name="gemm-split-k-fp8-full-speed-benchmark", - args={"mode": "full", "dtype": torch.float32}, - ), - ] -) -def bench_speed_gemm_split_k_fp8(m, k, n, provider, mode, dtype, device="cuda"): - a_fp8 = torch.randn((m, k), device=device, dtype=dtype).to(torch.float8_e4m3fn) - b_fp8 = torch.randn((k, n), device=device, dtype=dtype).to(torch.float8_e4m3fn) - - a_float = a_fp8.float().requires_grad_() - b_float = b_fp8.float().requires_grad_() - - def fwd_liger(): - return LigerFP8GemmSplitKFunction.apply(a_fp8, b_fp8) - - def fwd_torch(): - return torch.matmul(a_float, b_float) - - fwd_torch_compiled = torch.compile(fwd_torch) - - if provider == "liger": - fwd_fn = fwd_liger - elif provider == "torch": - fwd_fn = fwd_torch - else: - fwd_fn = fwd_torch_compiled - - quantiles = [0.5, 0.2, 0.8] - - if mode == "forward": - ms, min_ms, max_ms = triton.testing.do_bench(fwd_fn, quantiles=quantiles) - elif mode == "full": - - def full(): - y = fwd_fn() - if provider == "liger": - # compute manually gradients for Liger to avoid: "ufunc_add_CUDA" not implemented for 'Float8_e4m3fn' - dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) - LigerFP8GemmSplitKFunction.apply(dc, b_fp8.t()) - LigerFP8GemmSplitKFunction.apply(a_fp8.t(), dc) - else: - torch.sum(y).backward() - - ms, min_ms, max_ms = triton.testing.do_bench(full, quantiles=quantiles) - - return ms, min_ms, max_ms - - -def benchmark_speed_gemm_split_k_fp8_wrapper(): - _print_speed_banner() - - curr_dir = get_current_file_directory() - dir_name = "gemm_split_k_fp8_speed" - output_dir = os.path.join(curr_dir, dir_name) - os.makedirs(output_dir, exist_ok=True) - - bench_speed_gemm_split_k_fp8.run(save_path=output_dir, print_data=True) - - -@triton.testing.perf_report( - [ - triton.testing.Benchmark( - x_names=["m", "k", "n"], - x_vals=[ - (64, 64, 64), - (256, 256, 256), - (512, 512, 512), - (1024, 1024, 1024), - (64, 128, 64), - (256, 512, 256), - (512, 1024, 512), - (1024, 2048, 1024), - ], - xlabel="Matrix Size (m x k x n)", - line_arg="provider", - line_vals=["liger", "torch", "torch_compile"], - line_names=["Liger", "PyTorch", "Torch Compile"], - styles=[("blue", "solid"), ("orange", "solid"), ("green", "solid")], - ylabel="GPU memory usage (MB)", - plot_name="gemm-split-k-fp8-memory-benchmark", - args={"dtype": torch.float32}, - ) - ] -) -def bench_memory_gemm_split_k_fp8(m, k, n, provider, dtype, device="cuda"): - a_fp8 = torch.randn((m, k), device=device, dtype=dtype).to(torch.float8_e4m3fn) - b_fp8 = torch.randn((k, n), device=device, dtype=dtype).to(torch.float8_e4m3fn) - - a_float = a_fp8.float().requires_grad_() - b_float = b_fp8.float().requires_grad_() - - def full_liger(): - y = LigerFP8GemmSplitKFunction.apply(a_fp8, b_fp8) - # compute manually gradients for Liger to avoid: "ufunc_add_CUDA" not implemented for 'Float8_e4m3fn' - dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) - LigerFP8GemmSplitKFunction.apply(dc, b_fp8.t()) - LigerFP8GemmSplitKFunction.apply(a_fp8.t(), dc) - - def full_torch(): - y = torch.matmul(a_float, b_float) - torch.sum(y).backward() - - full_torch_compiled = torch.compile(full_torch) - - if provider == "liger": - full_fn = full_liger - elif provider == "torch": - full_fn = full_torch - else: - full_fn = full_torch_compiled - - mem = _test_memory(full_fn) - return mem / 2**20 - - -def benchmark_memory_gemm_split_k_fp8_wrapper(): - _print_speed_banner() - - curr_dir = get_current_file_directory() - dir_name = "gemm_split_k_fp8_memory" - output_dir = os.path.join(curr_dir, dir_name) - os.makedirs(output_dir, exist_ok=True) - - bench_memory_gemm_split_k_fp8.run(save_path=output_dir, print_data=True) - - -if __name__ == "__main__": - benchmark_speed_gemm_split_k_fp8_wrapper() - benchmark_memory_gemm_split_k_fp8_wrapper() diff --git a/benchmark/data/all_benchmark_data.csv b/benchmark/data/all_benchmark_data.csv index dcb5e30f..558f98de 100644 --- a/benchmark/data/all_benchmark_data.csv +++ b/benchmark/data/all_benchmark_data.csv @@ -445,3 +445,75 @@ kl_div,torch,full,speed,ms,V,vocab size,16384,11.124671936035156,11.122162818908 kl_div,torch,full,speed,ms,V,vocab size,32768,23.052032470703125,23.050334930419922,23.052589416503906,"{""B"": 8, ""T"": 2048}",NVIDIA H100 PCIe,2024-09-04 12:59:48,0.2.1 kl_div,torch,full,speed,ms,V,vocab size,65536,46.063167572021484,46.05990219116211,46.06643295288086,"{""B"": 8, ""T"": 2048}",NVIDIA H100 PCIe,2024-09-04 12:59:48,0.2.1 kl_div,torch,full,speed,ms,V,vocab size,131072,92.06393432617188,92.06393432617188,92.06393432617188,"{""B"": 8, ""T"": 2048}",NVIDIA H100 PCIe,2024-09-04 12:59:48,0.2.1 +gemm_split_k_fp8,liger,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 64, 64)",0.011264000087976456,0.011264000087976456,0.01228800043463707,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:53,0.2.1 +gemm_split_k_fp8,liger,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 256, 256)",0.014336000196635723,0.013311999849975109,0.014336000196635723,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:53,0.2.1 +gemm_split_k_fp8,liger,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 512, 512)",0.01740800030529499,0.01740800030529499,0.018432000651955605,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:53,0.2.1 +gemm_split_k_fp8,liger,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 1024, 1024)",0.03481600061058998,0.03481600061058998,0.03686400130391121,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:53,0.2.1 +gemm_split_k_fp8,liger,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 128, 64)",0.011264000087976456,0.011264000087976456,0.01228800043463707,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:53,0.2.1 +gemm_split_k_fp8,liger,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 512, 256)",0.015359999611973763,0.015359999611973763,0.016383999958634377,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:53,0.2.1 +gemm_split_k_fp8,liger,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 1024, 512)",0.021503999829292297,0.021503999829292297,0.02252800017595291,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:53,0.2.1 +gemm_split_k_fp8,liger,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 2048, 1024)",0.048128001391887665,0.048128001391887665,0.04915200173854828,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:53,0.2.1 +gemm_split_k_fp8,torch,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 64, 64)",0.009216000325977802,0.009216000325977802,0.010239999741315842,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:54,0.2.1 +gemm_split_k_fp8,torch,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 256, 256)",0.011247999966144562,0.010239999741315842,0.011264000087976456,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:54,0.2.1 +gemm_split_k_fp8,torch,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 512, 512)",0.021503999829292297,0.020479999482631683,0.021503999829292297,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:54,0.2.1 +gemm_split_k_fp8,torch,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 1024, 1024)",0.04915200173854828,0.04915200173854828,0.050175998359918594,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:54,0.2.1 +gemm_split_k_fp8,torch,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 128, 64)",0.009216000325977802,0.009216000325977802,0.010239999741315842,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:54,0.2.1 +gemm_split_k_fp8,torch,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 512, 256)",0.013344000093638897,0.013311999849975109,0.014336000196635723,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:54,0.2.1 +gemm_split_k_fp8,torch,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 1024, 512)",0.037935998290777206,0.03788800165057182,0.03891199827194214,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:54,0.2.1 +gemm_split_k_fp8,torch,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 2048, 1024)",0.11673600226640701,0.11468800157308578,0.11776000261306763,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:54,0.2.1 +gemm_split_k_fp8,torch_compile,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 64, 64)",0.010239999741315842,0.010239999741315842,0.010239999741315842,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:58,0.2.1 +gemm_split_k_fp8,torch_compile,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 256, 256)",0.028672000393271446,0.02457600086927414,0.030719999223947525,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:58,0.2.1 +gemm_split_k_fp8,torch_compile,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 512, 512)",0.03276799991726875,0.03174399957060814,0.03276799991726875,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:58,0.2.1 +gemm_split_k_fp8,torch_compile,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 1024, 1024)",0.06451199948787689,0.06348799914121628,0.07065600156784058,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:58,0.2.1 +gemm_split_k_fp8,torch_compile,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 128, 64)",0.026623999699950218,0.020479999482631683,0.026623999699950218,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:58,0.2.1 +gemm_split_k_fp8,torch_compile,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 512, 256)",0.013439999893307686,0.013311999849975109,0.014336000196635723,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:58,0.2.1 +gemm_split_k_fp8,torch_compile,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 1024, 512)",0.050175998359918594,0.04915200173854828,0.055296000093221664,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:58,0.2.1 +gemm_split_k_fp8,torch_compile,forward,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 2048, 1024)",0.13209599256515503,0.12697599828243256,0.1372160017490387,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:58,0.2.1 +gemm_split_k_fp8,liger,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 64, 64)",0.14745600521564484,0.14336000382900238,0.15769599378108978,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:59,0.2.1 +gemm_split_k_fp8,liger,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 256, 256)",0.14899200201034546,0.1454080045223236,0.15769599378108978,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:59,0.2.1 +gemm_split_k_fp8,liger,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 512, 512)",0.1525759994983673,0.14950400590896606,0.16486400365829468,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:59,0.2.1 +gemm_split_k_fp8,liger,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 1024, 1024)",0.16486400365829468,0.16281600296497345,0.17203199863433838,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:59,0.2.1 +gemm_split_k_fp8,liger,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 128, 64)",0.14745600521564484,0.1443839967250824,0.158720001578331,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:59,0.2.1 +gemm_split_k_fp8,liger,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 512, 256)",0.1515520066022873,0.14847999811172485,0.16256000101566315,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:59,0.2.1 +gemm_split_k_fp8,liger,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 1024, 512)",0.16383999586105347,0.159743994474411,0.1726464033126831,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:59,0.2.1 +gemm_split_k_fp8,liger,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 2048, 1024)",0.2252800017595291,0.22220799326896667,0.22835199534893036,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:03:59,0.2.1 +gemm_split_k_fp8,torch,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 64, 64)",0.18943999707698822,0.1884160041809082,0.19968000054359436,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:00,0.2.1 +gemm_split_k_fp8,torch,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 256, 256)",0.3901439905166626,0.33689600229263306,0.40816640853881836,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:00,0.2.1 +gemm_split_k_fp8,torch,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 512, 512)",0.3906559944152832,0.3840000033378601,0.4065279960632324,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:00,0.2.1 +gemm_split_k_fp8,torch,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 1024, 1024)",0.42905598878860474,0.42188799381256104,0.4433920085430145,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:00,0.2.1 +gemm_split_k_fp8,torch,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 128, 64)",0.38604798913002014,0.0741376057267189,0.40816640853881836,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:00,0.2.1 +gemm_split_k_fp8,torch,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 512, 256)",0.15462400019168854,0.04403200000524521,0.35696640610694885,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:00,0.2.1 +gemm_split_k_fp8,torch,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 1024, 512)",0.10547199845314026,0.10444799810647964,0.10547199845314026,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:00,0.2.1 +gemm_split_k_fp8,torch,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 2048, 1024)",0.3840000033378601,0.38092800974845886,0.3891200125217438,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:00,0.2.1 +gemm_split_k_fp8,torch_compile,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 64, 64)",0.03174399957060814,0.03174399957060814,2.2890496253967285,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch_compile,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 256, 256)",0.03788800165057182,0.0377856008708477,2.2958080768585205,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch_compile,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 512, 512)",0.06252799928188324,0.062463998794555664,2.322432041168213,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch_compile,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 1024, 1024)",0.2181120067834854,0.2170879989862442,0.2252800017595291,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch_compile,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 128, 64)",0.030719999223947525,0.030719999223947525,2.287616014480591,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch_compile,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 512, 256)",0.043007999658584595,0.042080000042915344,0.043007999658584595,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch_compile,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 1024, 512)",0.10547199845314026,0.10444799810647964,2.362368106842041,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch_compile,full,speed,ms,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 2048, 1024)",0.3901280164718628,0.38618239760398865,0.3936256170272827,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,liger,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 64, 64)",16.3125,16.3125,16.3125,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,liger,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 256, 256)",17.25,17.25,17.25,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,liger,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 512, 512)",20.25,20.25,20.25,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,liger,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 1024, 1024)",32.25,32.25,32.25,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,liger,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 128, 64)",16.36328125,16.36328125,16.36328125,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,liger,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 512, 256)",18.0625,18.0625,18.0625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,liger,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 1024, 512)",23.5,23.5,23.5,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,liger,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 2048, 1024)",45.25,45.25,45.25,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 64, 64)",16.3837890625,16.3837890625,16.3837890625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 256, 256)",18.3759765625,18.3759765625,18.3759765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 512, 512)",24.7509765625,24.7509765625,24.7509765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 1024, 1024)",50.2509765625,50.2509765625,50.2509765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 128, 64)",16.4853515625,16.4853515625,16.4853515625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 512, 256)",20.0009765625,20.0009765625,20.0009765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 1024, 512)",31.2509765625,31.2509765625,31.2509765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 2048, 1024)",76.2509765625,76.2509765625,76.2509765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:02,0.2.1 +gemm_split_k_fp8,torch_compile,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 64, 64)",16.3681640625,16.3681640625,16.3681640625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:05,0.2.1 +gemm_split_k_fp8,torch_compile,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 256, 256)",18.1259765625,18.1259765625,18.1259765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:05,0.2.1 +gemm_split_k_fp8,torch_compile,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 512, 512)",23.7509765625,23.7509765625,23.7509765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:05,0.2.1 +gemm_split_k_fp8,torch_compile,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 1024, 1024)",46.2509765625,46.2509765625,46.2509765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:05,0.2.1 +gemm_split_k_fp8,torch_compile,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(64, 128, 64)",16.4697265625,16.4697265625,16.4697265625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:05,0.2.1 +gemm_split_k_fp8,torch_compile,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(256, 512, 256)",19.7509765625,19.7509765625,19.7509765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:05,0.2.1 +gemm_split_k_fp8,torch_compile,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(512, 1024, 512)",30.2509765625,30.2509765625,30.2509765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:05,0.2.1 +gemm_split_k_fp8,torch_compile,full,memory,MB,Matrix Size (m x k x n),Matrix Size (m x k x n),"(1024, 2048, 1024)",72.2509765625,72.2509765625,72.2509765625,"{""dtype"": ""torch.float32""}",NVIDIA GeForce RTX 4090,2024-09-12 03:04:05,0.2.1 diff --git a/benchmark/scripts/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/scripts/benchmark_gemm_split_k_fp8_e4m3.py new file mode 100644 index 00000000..25a72e43 --- /dev/null +++ b/benchmark/scripts/benchmark_gemm_split_k_fp8_e4m3.py @@ -0,0 +1,134 @@ +import os +import torch +import triton +from utils import ( + _test_memory, + QUANTILES, + SingleBenchmarkRunInput, + SingleBenchmarkRunOutput, + parse_benchmark_script_args, + run_benchmarks, +) +from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import ( + LigerFP8GemmSplitKFunction, +) + + +def bench_speed_gemm_split_k_fp8(input: SingleBenchmarkRunInput) -> SingleBenchmarkRunOutput: + m, k, n = input.x + provider = input.kernel_provider + mode = input.kernel_operation_mode + dtype = input.extra_benchmark_config["dtype"] + device = "cuda" + + a_fp8 = torch.randn((m, k), device=device, dtype=dtype).to(torch.float8_e4m3fn) + b_fp8 = torch.randn((k, n), device=device, dtype=dtype).to(torch.float8_e4m3fn) + + a_float = a_fp8.float().requires_grad_() + b_float = b_fp8.float().requires_grad_() + + def fwd_liger(): + return LigerFP8GemmSplitKFunction.apply(a_fp8, b_fp8) + + def fwd_torch(): + return torch.matmul(a_float, b_float) + + fwd_torch_compiled = torch.compile(fwd_torch) + + if provider == "liger": + fwd_fn = fwd_liger + elif provider == "torch": + fwd_fn = fwd_torch + else: + fwd_fn = fwd_torch_compiled + + if mode == "forward": + ms_50, ms_20, ms_80 = triton.testing.do_bench(fwd_fn, quantiles=QUANTILES) + elif mode == "full": + def full(): + y = fwd_fn() + if provider == "liger": + dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) + LigerFP8GemmSplitKFunction.apply(dc, b_fp8.t()) + LigerFP8GemmSplitKFunction.apply(a_fp8.t(), dc) + else: + torch.sum(y).backward() + + ms_50, ms_20, ms_80 = triton.testing.do_bench(full, quantiles=QUANTILES) + + return SingleBenchmarkRunOutput(y_50=ms_50, y_20=ms_20, y_80=ms_80) + + +def bench_memory_gemm_split_k_fp8(input: SingleBenchmarkRunInput) -> SingleBenchmarkRunOutput: + m, k, n = input.x + provider = input.kernel_provider + dtype = input.extra_benchmark_config["dtype"] + device = "cuda" + + a_fp8 = torch.randn((m, k), device=device, dtype=dtype).to(torch.float8_e4m3fn) + b_fp8 = torch.randn((k, n), device=device, dtype=dtype).to(torch.float8_e4m3fn) + + a_float = a_fp8.float().requires_grad_() + b_float = b_fp8.float().requires_grad_() + + def full_liger(): + y = LigerFP8GemmSplitKFunction.apply(a_fp8, b_fp8) + dc = torch.ones_like(y, dtype=torch.float8_e4m3fn) + LigerFP8GemmSplitKFunction.apply(dc, b_fp8.t()) + LigerFP8GemmSplitKFunction.apply(a_fp8.t(), dc) + + def full_torch(): + y = torch.matmul(a_float, b_float) + torch.sum(y).backward() + + full_torch_compiled = torch.compile(full_torch) + + if provider == "liger": + full_fn = full_liger + elif provider == "torch": + full_fn = full_torch + else: + full_fn = full_torch_compiled + + mem_50, mem_20, mem_80 = _test_memory(full_fn, quantiles=QUANTILES) + return SingleBenchmarkRunOutput(y_50=mem_50, y_20=mem_20, y_80=mem_80) + + +if __name__ == "__main__": + args = parse_benchmark_script_args() + + common_configs = { + "kernel_name": "gemm_split_k_fp8", + "x_name": "Matrix Size (m x k x n)", + "x_label": "Matrix Size (m x k x n)", + "x_values": [ + (64, 64, 64), + (256, 256, 256), + (512, 512, 512), + (1024, 1024, 1024), + (64, 128, 64), + (256, 512, 256), + (512, 1024, 512), + (1024, 2048, 1024), + ], + "kernel_providers": ["liger", "torch", "torch_compile"], + "extra_benchmark_configs": [ + {"dtype": torch.float32} + ], + "overwrite": args.overwrite, + } + + run_benchmarks( + bench_test_fn=bench_speed_gemm_split_k_fp8, + kernel_operation_modes=["forward", "full"], + metric_name="speed", + metric_unit="ms", + **common_configs, + ) + run_benchmarks( + bench_test_fn=bench_memory_gemm_split_k_fp8, + kernel_operation_modes=["full"], + metric_name="memory", + metric_unit="MB", + **common_configs, + ) From a709616e052b17962b1d2b5c648d5eac7d013e2b Mon Sep 17 00:00:00 2001 From: Andre S Date: Thu, 12 Sep 2024 03:05:23 +0000 Subject: [PATCH 16/20] format --- .../scripts/benchmark_gemm_split_k_fp8_e4m3.py | 17 ++++++++++------- .../ops/experimental/gemm_split_k_fp8_e4m3.py | 10 +++------- 2 files changed, 13 insertions(+), 14 deletions(-) diff --git a/benchmark/scripts/benchmark_gemm_split_k_fp8_e4m3.py b/benchmark/scripts/benchmark_gemm_split_k_fp8_e4m3.py index 25a72e43..97db22c0 100644 --- a/benchmark/scripts/benchmark_gemm_split_k_fp8_e4m3.py +++ b/benchmark/scripts/benchmark_gemm_split_k_fp8_e4m3.py @@ -1,20 +1,22 @@ -import os import torch import triton from utils import ( - _test_memory, QUANTILES, SingleBenchmarkRunInput, SingleBenchmarkRunOutput, + _test_memory, parse_benchmark_script_args, run_benchmarks, ) + from liger_kernel.ops.experimental.gemm_split_k_fp8_e4m3 import ( LigerFP8GemmSplitKFunction, ) -def bench_speed_gemm_split_k_fp8(input: SingleBenchmarkRunInput) -> SingleBenchmarkRunOutput: +def bench_speed_gemm_split_k_fp8( + input: SingleBenchmarkRunInput, +) -> SingleBenchmarkRunOutput: m, k, n = input.x provider = input.kernel_provider mode = input.kernel_operation_mode @@ -45,6 +47,7 @@ def fwd_torch(): if mode == "forward": ms_50, ms_20, ms_80 = triton.testing.do_bench(fwd_fn, quantiles=QUANTILES) elif mode == "full": + def full(): y = fwd_fn() if provider == "liger": @@ -59,7 +62,9 @@ def full(): return SingleBenchmarkRunOutput(y_50=ms_50, y_20=ms_20, y_80=ms_80) -def bench_memory_gemm_split_k_fp8(input: SingleBenchmarkRunInput) -> SingleBenchmarkRunOutput: +def bench_memory_gemm_split_k_fp8( + input: SingleBenchmarkRunInput, +) -> SingleBenchmarkRunOutput: m, k, n = input.x provider = input.kernel_provider dtype = input.extra_benchmark_config["dtype"] @@ -112,9 +117,7 @@ def full_torch(): (1024, 2048, 1024), ], "kernel_providers": ["liger", "torch", "torch_compile"], - "extra_benchmark_configs": [ - {"dtype": torch.float32} - ], + "extra_benchmark_configs": [{"dtype": torch.float32}], "overwrite": args.overwrite, } diff --git a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py index 103b55a8..1774955a 100644 --- a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py +++ b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py @@ -10,12 +10,8 @@ ensure_contiguous, ) -dtypes = { - torch.float16: 0, - torch.bfloat16: 1, - torch.float32: 2, - torch.float8_e4m3fn: 3 -} +dtypes = {torch.float16: 0, torch.bfloat16: 1, torch.float32: 2, torch.float8_e4m3fn: 3} + @triton.jit def grouped_launch( @@ -152,7 +148,7 @@ def forward_kernel(ctx, a, b): group_m, num_stages=num_stages, num_warps=num_warps, - compute_type_int=dtypes[input_dtype] + compute_type_int=dtypes[input_dtype], ) return c From 569b4ebefcd846e6a85c4e8bb8fc58a54dabbd2c Mon Sep 17 00:00:00 2001 From: Andre S Date: Thu, 12 Sep 2024 03:43:00 +0000 Subject: [PATCH 17/20] fix mem bounds --- src/liger_kernel/ops/utils.py | 117 +++++++++++++++------------------- 1 file changed, 53 insertions(+), 64 deletions(-) diff --git a/src/liger_kernel/ops/utils.py b/src/liger_kernel/ops/utils.py index 55f0abb1..283a3b48 100644 --- a/src/liger_kernel/ops/utils.py +++ b/src/liger_kernel/ops/utils.py @@ -55,70 +55,59 @@ def calculate_settings(n): def calculate_gemm_settings(m, n, k): - total_memory = torch.cuda.get_device_properties(0).total_memory - - if total_memory >= 48 * 1000 * 1000 * 1000: # >=48 GB VRAM - if m * n * k > 1e9: # large matmul - return ( - 128, # block_m - 128, # block_n - 512, # block_k - 4, # num_stages - 8, # num_warps - 4, # split_k - 16, # group_m - ) - elif m * n * k > 1e6: # mid matmul - return ( - 128, # block_m - 128, # block_n - 256, # block_k - 3, # num_stages - 8, # num_warps - 2, # split_k - 8, # group_m - ) - else: # small matmul - return ( - 64, # block_m - 64, # block_n - 128, # block_k - 3, # num_stages - 4, # num_warps - 2, # split_k - 4, # group_m - ) - else: # <48 GB VRAM - if m * n * k > 1e9: # large matmul - return ( - 64, # block_m - 64, # block_n - 128, # block_k - 3, # num_stages - 4, # num_warps - 2, # split_k - 8, # group_m - ) - elif m * n * k > 1e4: # mid matmul - return ( - 64, # block_m - 64, # block_n - 64, # block_k - 3, # num_stages - 4, # num_warps - 1, # split_k - 4, # group_m - ) - else: # small matmul - return ( - 64, # block_m - 64, # block_n - 64, # block_k - 3, # num_stages - 4, # num_warps - 1, # split_k - 2, # group_m - ) + device_properties = torch.cuda.get_device_properties(0) + total_memory = device_properties.total_memory + shared_memory_per_block = 100 * 1024 # 100KB max smem per block + compute_capability = torch.cuda.get_device_capability(0) + + def get_settings( + block_m, block_n, block_k, num_stages, num_warps, split_k, group_m + ): + required_shared_memory = block_m * block_n * block_k * num_stages + while required_shared_memory > shared_memory_per_block: + if block_m > 32 and block_n > 32 and block_k > 32: + block_m //= 2 + block_n //= 2 + block_k //= 2 + elif num_stages > 1: + num_stages -= 1 + else: + raise RuntimeError( + f"Out of resource: shared memory. Required: {required_shared_memory}, " + f"Hardware limit: {shared_memory_per_block}. Reducing block sizes or `num_stages` may help." + ) + required_shared_memory = block_m * block_n * block_k * num_stages + return block_m, block_n, block_k, num_stages, num_warps, split_k, group_m + + def determine_initial_settings(m, n, k, total_memory, compute_capability): + if compute_capability[0] >= 9: # SM_90+ + if m * n * k > 1e9: # large matmul + return 256, 256, 512, 4, 16, 4, 32 + elif m * n * k > 1e6: # mid matmul + return 128, 128, 256, 3, 8, 2, 16 + else: # small matmul + return 64, 64, 128, 3, 4, 2, 8 + elif total_memory >= 48 * 1000 * 1000 * 1000: # >=48 GB VRAM + if m * n * k > 1e9: # large matmul + return 128, 128, 512, 4, 8, 4, 16 + elif m * n * k > 1e6: # mid matmul + return 128, 128, 256, 3, 8, 2, 8 + else: # small matmul + return 64, 64, 128, 3, 4, 2, 4 + else: # <48 GB VRAM + if m * n * k > 1e9: # large matmul + return 64, 64, 128, 3, 4, 2, 8 + elif m * n * k > 1e4: # mid matmul + return 64, 64, 64, 3, 4, 1, 4 + else: # small matmul + return 64, 64, 64, 3, 4, 1, 2 + + block_m, block_n, block_k, num_stages, num_warps, split_k, group_m = ( + determine_initial_settings(m, n, k, total_memory, compute_capability) + ) + return get_settings( + block_m, block_n, block_k, num_stages, num_warps, split_k, group_m + ) def check_compute_capability_for_fp8(fn): From d31244a6aaaad0a69bd8639a39c5fc8bb0039458 Mon Sep 17 00:00:00 2001 From: Andre S Date: Thu, 12 Sep 2024 03:57:35 +0000 Subject: [PATCH 18/20] docstring for fp8 gemm design --- .../ops/experimental/gemm_split_k_fp8_e4m3.py | 71 +++++++++++++++++++ 1 file changed, 71 insertions(+) diff --git a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py index 1774955a..ad9e3568 100644 --- a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py +++ b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py @@ -13,6 +13,13 @@ dtypes = {torch.float16: 0, torch.bfloat16: 1, torch.float32: 2, torch.float8_e4m3fn: 3} +""" +Split-K GEMM is preferred in scenarios where: +- The matrix dimensions (m, n, k) are large, leading to the need for splitting the computation across multiple blocks. +- The available shared memory per block is insufficient to handle the required shared memory for a single block. + - in our case this is 100KB SMEM per block. +""" + @triton.jit def grouped_launch( pid, @@ -55,6 +62,70 @@ def gemm_split_k_kernel_forward( group_m: tl.constexpr, compute_type_int: tl.constexpr, ): + """ + FP8 GEMM with FP8 E4M3 FP8 representation. + + This kernel performs matmul of two input matrices A and B, and stores the result in matrix C. + The computation is split across multiple blocks to handle large matrix dimensions and efficiently utilize GPU resources. + + Design: + - The kernel uses a split-K strategy to divide the computation of the K dimension across multiple blocks. + - Each block computes a partial result for a submatrix of C, and the results are accumulated using atomic operations. + - The kernel supports different compute types (FP16, BF16, FP32, FP8) based on the input argument `compute_type_int`. + + Args: + a_ptr: Pointer to the first input matrix A. + b_ptr: Pointer to the second input matrix B. + c_ptr: Pointer to the output matrix C. + stride_am: Stride of matrix A along the m dimension. + stride_ak: Stride of matrix A along the k dimension. + stride_bk: Stride of matrix B along the k dimension. + stride_bn: Stride of matrix B along the n dimension. + stride_cm: Stride of matrix C along the m dimension. + stride_cn: Stride of matrix C along the n dimension. + m: Number of rows in matrix A and matrix C. + n: Number of columns in matrix B and matrix C. + k: Number of columns in matrix A and rows in matrix B. + block_m: Number of rows in a block. + block_n: Number of columns in a block. + block_k: Number of columns in a block for the k dimension. + split_k: Factor to split the k dimension. + group_m: Number of blocks in a group along the row dimension. + compute_type_int: Integer representing the compute type (0: float16, 1: bfloat16, 2: float32, 3: float8_e4m3fn). + + Returns: + None + + Structural Representation: + - Two matrices A (m x k) and B (k x n) | C = A @ B. + - Computation is divided into blocks of size (block_m x block_n) and splits the K dimension into chunks + of size (block_k). + + ``` + Matrix A (m x k): + +-------------------+-------------------+-------------------+ + | Block 0 | Block 1 | Block 2 | + | | | | + | (m x k0) | (m x k1) | (m x k2) | + +-------------------+-------------------+-------------------+ + + Matrix B (k x n): + +-------------------+-------------------+-------------------+ + | Block 0 | Block 1 | Block 2 | + | | | | + | (k0 x n) | (k1 x n) | (k2 x n) | + +-------------------+-------------------+-------------------+ + + Matrix C (m x n): + +-------------------+-------------------+-------------------+ + | Block 0 | Block 1 | Block 2 | + | | | | + | (m x n) | (m x n) | (m x n) | + +-------------------+-------------------+-------------------+ + ``` + + - Each block computes a partial result for a submatrix of C and accumulates the results using `triton.language.atomic_add`. + """ if compute_type_int == 0 or compute_type_int == 3: compute_type = tl.float16 elif compute_type_int == 1: From 0f3609823a29f12f4658bd2442b7d8608273d141 Mon Sep 17 00:00:00 2001 From: Andre S Date: Thu, 12 Sep 2024 03:57:57 +0000 Subject: [PATCH 19/20] format --- src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py | 1 + 1 file changed, 1 insertion(+) diff --git a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py index ad9e3568..d56cc0d0 100644 --- a/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py +++ b/src/liger_kernel/ops/experimental/gemm_split_k_fp8_e4m3.py @@ -20,6 +20,7 @@ - in our case this is 100KB SMEM per block. """ + @triton.jit def grouped_launch( pid, From edc4ebc169b59b752843ea6ac77c217d89f5f7ab Mon Sep 17 00:00:00 2001 From: Andre S Date: Thu, 12 Sep 2024 03:59:08 +0000 Subject: [PATCH 20/20] remove old benchmark format --- .../gemm-split-k-fp8-memory-benchmark.csv | 9 --------- .../gemm-split-k-fp8-memory-benchmark.png | Bin 52327 -> 0 bytes benchmark/gemm_split_k_fp8_memory/results.html | 3 --- .../gemm-split-k-fp8-full-speed-benchmark.csv | 9 --------- .../gemm-split-k-fp8-full-speed-benchmark.png | Bin 75474 -> 0 bytes .../gemm-split-k-fp8-fwd-speed-benchmark.csv | 9 --------- .../gemm-split-k-fp8-fwd-speed-benchmark.png | Bin 64658 -> 0 bytes benchmark/gemm_split_k_fp8_speed/results.html | 4 ---- 8 files changed, 34 deletions(-) delete mode 100644 benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv delete mode 100644 benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.png delete mode 100644 benchmark/gemm_split_k_fp8_memory/results.html delete mode 100644 benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.csv delete mode 100644 benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-full-speed-benchmark.png delete mode 100644 benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-fwd-speed-benchmark.csv delete mode 100644 benchmark/gemm_split_k_fp8_speed/gemm-split-k-fp8-fwd-speed-benchmark.png delete mode 100644 benchmark/gemm_split_k_fp8_speed/results.html diff --git a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv b/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv deleted file mode 100644 index 6672b3c0..00000000 --- a/benchmark/gemm_split_k_fp8_memory/gemm-split-k-fp8-memory-benchmark.csv +++ /dev/null @@ -1,9 +0,0 @@ -m,k,n,Liger,PyTorch,Torch Compile -64.000000,64.000000,64.000000,16.312500,16.380664,16.365039 -256.000000,256.000000,256.000000,17.250000,18.325977,18.075977 -512.000000,512.000000,512.000000,20.250000,24.550977,23.550977 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