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test_case
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#!/bin/bash
# Copyright (c) 2024 Intel Corporation
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ============================================================================
# DTYPE LIST:
# fp16 bf16 int8 w8a8 int4 nf4
# bf16_fp16 bf16_int8 bf16_w8a8 bf16_int4
# bf16_nf4 w8a8_int8 w8a8_int4 w8a8_nf4
## MODEL LIST: `ls xFasterTransformer/examples/model_config`
# baichuan2-13b chatglm3-6b llama-2-13b llama-30b opt-30b qwen-14b qwen-7b
# baichuan2-7b chatglm-6b llama-2-70b llama-65b opt-66b qwen-1_8b
# chatglm2-6b llama-13b llama-2-7b llama-7b opt-6.7b qwen-72b
_test_case=$(
cat <<EOF
# | model_name | fp16 | bf16 | int8 | w8a8 | int4 | nf4 | fp16(kv) | int8(kv) | -in | -out |
# | ------------- | ---- | ---- | ---- | ---- | ---- | --- | -------- | -------- | ---- | ---- |
# | llama-2-7b | √ | √ | √ | √ | √ | √ | √ | √ | 32 | 32 |
# | llama-2-7b | √ | √ | × | × | × | × | √ | √ | 2016 | 32 |
# | chatglm3-6b | √ | √ | × | × | × | × | √ | √ | 32 | 32 |
# | baichuan2-7b | √ | √ | × | × | × | × | √ | √ | 32 | 32 |
# | baichuan2-13b | √ | √ | × | × | × | × | √ | √ | 32 | 32 |
# | qwen-7b | √ | √ | × | × | × | × | √ | √ | 32 | 32 |
# | qwen2-0_5b | √ | √ | × | × | × | × | √ | √ | 32 | 32 |
# | qwen2-1_8b | √ | √ | × | × | × | × | √ | √ | 32 | 32 |
# | gemma-2b | √ | √ | × | × | × | × | √ | √ | 32 | 32 |
# | gemma-7b | √ | √ | × | × | × | × | √ | √ | 32 | 32 |
# llama-2-7b with short prompt & full data type:
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d int8 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
# llama-2-7b with long prompt:
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 1
# chatglm3-6b with short prompt & full data type:
bash run_benchmark.sh -m chatglm3-6b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m chatglm3-6b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m chatglm3-6b -d bf16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
# baichuan2-7b with short prompt & full data type:
bash run_benchmark.sh -m baichuan2-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-7b -d bf16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
# baichuan2-13b with short prompt & full data type:
bash run_benchmark.sh -m baichuan2-13b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-13b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-13b -d bf16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
# qwen-7b with short prompt & full data type:
bash run_benchmark.sh -m qwen-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-7b -d bf16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
# qwen-7b with short prompt & full data type:
bash run_benchmark.sh -m qwen2-0_5b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen2-0_5b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen2-0_5b -d bf16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
# qwen-7b with short prompt & full data type:
bash run_benchmark.sh -m qwen2-1_8b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen2-1_8b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen2-1_8b -d bf16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
# gemma-2b with short prompt & full data type:
bash run_benchmark.sh -m gemma-2b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-2b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-2b -d bf16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
# gemma-7b with short prompt & full data type:
bash run_benchmark.sh -m gemma-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-7b -d bf16 -kvd int8 -i 1 -w 0 -in 32 -out 32 -s 1
# Add new test case here:
EOF
)
rls_test_case=$(
cat <<EOF
# | model_name | fp16 | bf16 | int8 | w8a8 | int4 | nf4 | fp16(kv) | int8(kv) | -in | -out |
# | ------------- | ---- | ---- | ---- | ---- | ---- | --- | -------- | -------- | ---- | ---- |
# | llama-2-7b | √ | √ | √ | √ | √ | √ | √ | × | 32 | 32 |
# | llama-2-7b | √ | √ | √ | √ | √ | √ | √ | √ | 2016 | 32 |
# | llama-2-13b | √ | √ | √ | √ | √ | √ | √ | × | 32 | 32 |
# | chatglm3-6b | √ | √ | √ | √ | √ | √ | √ | × | 32 | 32 |
# | baichuan2-7b | √ | √ | √ | √ | √ | √ | √ | × | 32 | 32 |
# | baichuan2-13b | √ | √ | √ | √ | √ | √ | √ | × | 32 | 32 |
# | qwen-1_8b | √ | √ | √ | √ | √ | √ | √ | × | 32 | 32 |
# | qwen-7b | √ | √ | √ | √ | √ | √ | √ | × | 32 | 32 |
# | qwen-14b | √ | √ | √ | √ | √ | √ | √ | × | 32 | 32 |
# llama-2-7b with short prompt & full data type:
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# llama-2-7b with long prompt:
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d int8 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d int4 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d int8 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d w8a8 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d int4 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d nf4 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 1
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d int8 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d int4 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d fp16 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d bf16 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d int8 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d w8a8 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d int4 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 2
bash run_benchmark.sh -m llama-2-7b -d nf4 -kvd int8 -i 1 -w 0 -in 2016 -out 32 -s 2
# llama-2-13b with short prompt & full data type:
bash run_benchmark.sh -m llama-2-13b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-13b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-13b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-13b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-13b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-13b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m llama-2-13b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-13b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-13b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-13b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-13b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m llama-2-13b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# chatglm3-6b with short prompt & full data type:
bash run_benchmark.sh -m chatglm3-6b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m chatglm3-6b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m chatglm3-6b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m chatglm3-6b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m chatglm3-6b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m chatglm3-6b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m chatglm3-6b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m chatglm3-6b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m chatglm3-6b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m chatglm3-6b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m chatglm3-6b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m chatglm3-6b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# baichuan2-7b with short prompt & full data type:
bash run_benchmark.sh -m baichuan2-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-7b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-7b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-7b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-7b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# baichuan2-13b with short prompt & full data type:
bash run_benchmark.sh -m baichuan2-13b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-13b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-13b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-13b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-13b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-13b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m baichuan2-13b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-13b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-13b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-13b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-13b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m baichuan2-13b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# qwen-7b with short prompt & full data type:
bash run_benchmark.sh -m qwen-1_8b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-1_8b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-1_8b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-1_8b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-1_8b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-1_8b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-1_8b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-1_8b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-1_8b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-1_8b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-1_8b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-1_8b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# qwen-7b with short prompt & full data type:
bash run_benchmark.sh -m qwen-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-7b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-7b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-7b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-7b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# qwen-14b with short prompt & full data type:
bash run_benchmark.sh -m qwen-14b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-14b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-14b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-14b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-14b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-14b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m qwen-14b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-14b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-14b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-14b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-14b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m qwen-14b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# gemma-2b with short prompt & full data type:
bash run_benchmark.sh -m gemma-2b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-2b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-2b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-2b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-2b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-2b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-2b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-2b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-2b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-2b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-2b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-2b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# gemma-7b with short prompt & full data type:
bash run_benchmark.sh -m gemma-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-7b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-7b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 1
bash run_benchmark.sh -m gemma-7b -d fp16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-7b -d bf16 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-7b -d int8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-7b -d w8a8 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-7b -d int4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
bash run_benchmark.sh -m gemma-7b -d nf4 -kvd fp16 -i 1 -w 0 -in 32 -out 32 -s 2
# Add new test case here:
EOF
)