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[LLM] Add configs for all benchmarked models
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Viviane Potocnik
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Jul 26, 2024
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,108 @@ | ||
| // Copyright 2024 ETH Zurich and University of Bologna. | ||
| // Licensed under the Apache License, Version 2.0, see LICENSE for details. | ||
| // SPDX-License-Identifier: Apache-2.0 | ||
|
|
||
| { | ||
| num_layers : 40, | ||
| mha: { | ||
| num_heads: 16, | ||
| layernorm: { | ||
| input_dim: { | ||
| batch_size: 1, | ||
| seq_len: 2048, | ||
| embeddings: 2048 | ||
| }, | ||
| eps: 1e-5, | ||
| prec: "FP16", | ||
| n_tiles: 66, | ||
| implementation: "OPT" | ||
| }, | ||
| gemm: { | ||
| setup_ssr: 1, | ||
| parallelize_m: 0, | ||
| parallelize_k: 0, | ||
| m_tiles: 256, | ||
| n_tiles: 2, | ||
| k_tiles: 8, | ||
| load_a: 1, | ||
| load_b: 1, | ||
| load_c: 0, | ||
| transa: false, | ||
| transb: true, | ||
| M: 2048, | ||
| N: 128, | ||
| K: 2048, | ||
| alpha: 1, | ||
| beta: 0, | ||
| gemm_fp: "gemm_fp16_opt" | ||
| }, | ||
| flashattention_2: { | ||
| L: 2048, | ||
| S: 2048, | ||
| d: 128, | ||
| B_r: 16, | ||
| B_c: 16, | ||
| dtype: "FP16", | ||
| use_mask: true, | ||
| baseline: false | ||
| }, | ||
| 'fused_concat_linear': { | ||
| num_inputs: 16, | ||
| input_shape: [16, 128], | ||
| output_shape: [16, 128], | ||
| dtype: "FP16", | ||
| gemm_implementation: "gemm_fp16_opt" | ||
| } | ||
| }, | ||
| mlp: { | ||
| layernorm: { | ||
| input_dim: { | ||
| batch_size: 1, | ||
| seq_len: 2048, | ||
| embeddings: 2048 | ||
| }, | ||
| eps: 1e-5, | ||
| prec: "FP16", | ||
| n_tiles: 66, | ||
| implementation: "OPT" | ||
| }, | ||
| 'fused_linear_gelu': { | ||
| setup_ssr: 1, | ||
| parallelize_m: 0, | ||
| parallelize_k: 0, | ||
| m_tiles: 256, // number of tiles in M dimension | ||
| n_tiles: 2, // number of tiles in N dimension | ||
| k_tiles: 8, // number of tiles in K dimension | ||
| load_a: 1, | ||
| load_b: 1, | ||
| load_c: 1, | ||
| transa: false, | ||
| transb: true, // must be true for SIMD | ||
| M: 2048, | ||
| N: 128, | ||
| K: 2048, | ||
| alpha: 1, | ||
| beta: 0, | ||
| gemm_fp: "gemm_fp16_opt" | ||
| }, | ||
| gemm: { | ||
| setup_ssr: 1, | ||
| parallelize_m: 0, | ||
| parallelize_k: 0, | ||
| m_tiles: 256, | ||
| n_tiles: 32, | ||
| k_tiles: 32, | ||
| load_a: 1, | ||
| load_b: 1, | ||
| load_c: 0, | ||
| transa: false, | ||
| transb: true, | ||
| M: 2048, | ||
| N: 2048, | ||
| K: 8192, | ||
| alpha: 1, | ||
| beta: 0, | ||
| gemm_fp: "gemm_fp16_opt" | ||
| } | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,108 @@ | ||
| // Copyright 2024 ETH Zurich and University of Bologna. | ||
| // Licensed under the Apache License, Version 2.0, see LICENSE for details. | ||
| // SPDX-License-Identifier: Apache-2.0 | ||
|
|
||
| { | ||
| num_layers : 40, | ||
| mha: { | ||
| num_heads: 16, | ||
| layernorm: { | ||
| input_dim: { | ||
| batch_size: 1, | ||
| seq_len: 2048, | ||
| embeddings: 2048 | ||
| }, | ||
| eps: 1e-5, | ||
| prec: "FP32", | ||
| n_tiles: 132, | ||
| implementation: "OPT" | ||
| }, | ||
| gemm: { | ||
| setup_ssr: 1, | ||
| parallelize_m: 0, | ||
| parallelize_k: 0, | ||
| m_tiles: 256, | ||
| n_tiles: 2, | ||
| k_tiles: 16, | ||
| load_a: 1, | ||
| load_b: 1, | ||
| load_c: 0, | ||
| transa: false, | ||
| transb: true, | ||
| M: 2048, | ||
| N: 128, | ||
| K: 2048, | ||
| alpha: 1, | ||
| beta: 0, | ||
| gemm_fp: "gemm_fp32_opt" | ||
| }, | ||
| flashattention_2: { | ||
| L: 2048, | ||
| S: 2048, | ||
| d: 128, | ||
| B_r: 8, | ||
| B_c: 8, | ||
| dtype: "FP32", | ||
| use_mask: true, | ||
| baseline: false | ||
| }, | ||
| 'fused_concat_linear': { | ||
| num_inputs: 16, | ||
| input_shape: [16, 128], | ||
| output_shape: [16, 128], | ||
| dtype: "FP32", | ||
| gemm_implementation: "gemm_fp32_opt" | ||
| } | ||
| }, | ||
| mlp: { | ||
| layernorm: { | ||
| input_dim: { | ||
| batch_size: 1, | ||
| seq_len: 2048, | ||
| embeddings: 2048 | ||
| }, | ||
| eps: 1e-5, | ||
| prec: "FP32", | ||
| n_tiles: 132, | ||
| implementation: "OPT" | ||
| }, | ||
| 'fused_linear_gelu': { | ||
| setup_ssr: 1, | ||
| parallelize_m: 0, | ||
| parallelize_k: 0, | ||
| m_tiles: 256, // number of tiles in M dimension | ||
| n_tiles: 2, // number of tiles in N dimension | ||
| k_tiles: 16, // number of tiles in K dimension | ||
| load_a: 1, | ||
| load_b: 1, | ||
| load_c: 1, | ||
| transa: false, | ||
| transb: true, // must be true for SIMD | ||
| M: 2048, | ||
| N: 128, | ||
| K: 2048, | ||
| alpha: 1, | ||
| beta: 0, | ||
| gemm_fp: "gemm_fp32_opt" | ||
| }, | ||
| gemm: { | ||
| setup_ssr: 1, | ||
| parallelize_m: 0, | ||
| parallelize_k: 0, | ||
| m_tiles: 256, | ||
| n_tiles: 32, | ||
| k_tiles: 64, | ||
| load_a: 1, | ||
| load_b: 1, | ||
| load_c: 0, | ||
| transa: false, | ||
| transb: true, | ||
| M: 2048, | ||
| N: 2048, | ||
| K: 8192, | ||
| alpha: 1, | ||
| beta: 0, | ||
| gemm_fp: "gemm_fp32_opt" | ||
| } | ||
| } | ||
| } |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,108 @@ | ||
| // Copyright 2024 ETH Zurich and University of Bologna. | ||
| // Licensed under the Apache License, Version 2.0, see LICENSE for details. | ||
| // SPDX-License-Identifier: Apache-2.0 | ||
|
|
||
| { | ||
| num_layers : 40, | ||
| mha: { | ||
| num_heads: 16, | ||
| layernorm: { | ||
| input_dim: { | ||
| batch_size: 1, | ||
| seq_len: 2048, | ||
| embeddings: 2048 | ||
| }, | ||
| eps: 1e-5, | ||
| prec: "FP8", | ||
| n_tiles: 33, | ||
| implementation: "OPT" | ||
| }, | ||
| gemm: { | ||
| setup_ssr: 1, | ||
| parallelize_m: 0, | ||
| parallelize_k: 0, | ||
| m_tiles: 256, | ||
| n_tiles: 2, | ||
| k_tiles: 4, | ||
| load_a: 1, | ||
| load_b: 1, | ||
| load_c: 0, | ||
| transa: false, | ||
| transb: true, | ||
| M: 2048, | ||
| N: 128, | ||
| K: 2048, | ||
| alpha: 1, | ||
| beta: 0, | ||
| gemm_fp: "gemm_fp8_opt" | ||
| }, | ||
| flashattention_2: { | ||
| L: 2048, | ||
| S: 2048, | ||
| d: 128, | ||
| B_r: 32, | ||
| B_c: 32, | ||
| dtype: "FP8", | ||
| use_mask: true, | ||
| baseline: false | ||
| }, | ||
| 'fused_concat_linear': { | ||
| num_inputs: 16, | ||
| input_shape: [16, 128], | ||
| output_shape: [16, 128], | ||
| dtype: "FP8", | ||
| gemm_implementation: "gemm_fp8_opt" | ||
| } | ||
| }, | ||
| mlp: { | ||
| layernorm: { | ||
| input_dim: { | ||
| batch_size: 1, | ||
| seq_len: 2048, | ||
| embeddings: 2048 | ||
| }, | ||
| eps: 1e-5, | ||
| prec: "FP8", | ||
| n_tiles: 33, | ||
| implementation: "OPT" | ||
| }, | ||
| 'fused_linear_gelu': { | ||
| setup_ssr: 1, | ||
| parallelize_m: 0, | ||
| parallelize_k: 0, | ||
| m_tiles: 256, // number of tiles in M dimension | ||
| n_tiles: 2, // number of tiles in N dimension | ||
| k_tiles: 4, // number of tiles in K dimension | ||
| load_a: 1, | ||
| load_b: 1, | ||
| load_c: 1, | ||
| transa: false, | ||
| transb: true, // must be true for SIMD | ||
| M: 2048, | ||
| N: 128, | ||
| K: 2048, | ||
| alpha: 1, | ||
| beta: 0, | ||
| gemm_fp: "gemm_fp8_opt" | ||
| }, | ||
| gemm: { | ||
| setup_ssr: 1, | ||
| parallelize_m: 0, | ||
| parallelize_k: 0, | ||
| m_tiles: 256, | ||
| n_tiles: 32, | ||
| k_tiles: 16, | ||
| load_a: 1, | ||
| load_b: 1, | ||
| load_c: 0, | ||
| transa: false, | ||
| transb: true, | ||
| M: 2048, | ||
| N: 2048, | ||
| K: 8192, | ||
| alpha: 1, | ||
| beta: 0, | ||
| gemm_fp: "gemm_fp8_opt" | ||
| } | ||
| } | ||
| } |
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