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#!/bin/bash
# SPDX-FileCopyrightText: Copyright (c) 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
# SPDX-License-Identifier: Apache-2.0
#
# 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.
# Define a function to parse command-line options
parse_options() {
# Default values
MODEL_PATH=""
QFORMAT=""
KV_CACHE_QUANT=""
TP=1
PP=1
SPARSITY_FMT="dense"
LM_EVAL_TASKS="mmlu,gsm8k"
LM_EVAL_LIMIT=
SIMPLE_EVAL_TASKS="mmlu"
TASKS="quant"
TRUST_REMOTE_CODE=false
KV_CACHE_FREE_GPU_MEMORY_FRACTION=0.8
VERBOSE=true
USE_SEQ_DEVICE_MAP=false
# Parse command-line options
ARGS=$(getopt -o "" -l "model:,quant:,kv_cache_quant:,tp:,pp:,sparsity:,awq_block_size:,calib:,calib_batch_size:,auto_quantize_bits:,output:,batch:,tasks:,lm_eval_tasks:,lm_eval_limit:,simple_eval_tasks:,trust_remote_code,use_seq_device_map,gpu_max_mem_percentage:,kv_cache_free_gpu_memory_fraction:,low_memory_mode,no-verbose,calib_dataset:" -n "$0" -- "$@")
eval set -- "$ARGS"
while true; do
case "$1" in
--model ) MODEL_PATH="$2"; shift 2;;
--quant ) QFORMAT="$2"; shift 2;;
--kv_cache_quant ) KV_CACHE_QUANT="$2"; shift 2;;
--tp ) TP="$2"; shift 2;;
--pp ) PP="$2"; shift 2;;
--sparsity ) SPARSITY_FMT="$2"; shift 2;;
--awq_block_size ) AWQ_BLOCK_SIZE="$2"; shift 2;;
--calib ) CALIB_SIZE="$2"; shift 2;;
--calib_batch_size ) CALIB_BATCH_SIZE="$2"; shift 2;;
--auto_quantize_bits ) AUTO_QUANTIZE_BITS="$2"; shift 2;;
--output ) BUILD_MAX_OUTPUT_LEN="$2"; shift 2;;
--batch ) BUILD_MAX_BATCH_SIZE="$2"; shift 2;;
--tasks ) TASKS="$2"; shift 2;;
--lm_eval_tasks ) LM_EVAL_TASKS="$2"; shift 2;;
--lm_eval_limit ) LM_EVAL_LIMIT="$2"; shift 2;;
--simple_eval_tasks ) SIMPLE_EVAL_TASKS="$2"; shift 2;;
--trust_remote_code ) TRUST_REMOTE_CODE=true; shift;;
--use_seq_device_map ) USE_SEQ_DEVICE_MAP=true; shift;;
--gpu_max_mem_percentage ) GPU_MAX_MEM_PERCENTAGE="$2"; shift 2;;
--kv_cache_free_gpu_memory_fraction ) KV_CACHE_FREE_GPU_MEMORY_FRACTION="$2"; shift 2;;
--no-verbose ) VERBOSE=false; shift;;
--low_memory_mode ) LOW_MEMORY_MODE=true; shift;;
--calib_dataset ) CALIB_DATASET="$2"; shift 2;;
-- ) shift; break ;;
* ) break ;;
esac
done
DEFAULT_CALIB_SIZE=512
DEFAULT_CALIB_BATCH_SIZE=0
DEFAULT_BUILD_MAX_OUTPUT_LEN=1024
DEFAULT_BUILD_MAX_BATCH_SIZE=2
if [ -z "$CALIB_SIZE" ]; then
CALIB_SIZE=$DEFAULT_CALIB_SIZE
fi
if [ -z "$CALIB_BATCH_SIZE" ]; then
CALIB_BATCH_SIZE=$DEFAULT_CALIB_BATCH_SIZE
fi
if [ -z "$BUILD_MAX_OUTPUT_LEN" ]; then
BUILD_MAX_OUTPUT_LEN=$DEFAULT_BUILD_MAX_OUTPUT_LEN
fi
if [ -z "$BUILD_MAX_BATCH_SIZE" ]; then
BUILD_MAX_BATCH_SIZE=$DEFAULT_BUILD_MAX_BATCH_SIZE
fi
# Verify required options are provided
if [ -z "$MODEL_PATH" ] || [ -z "$QFORMAT" ] || [ -z "$TASKS" ]; then
echo "Usage: $0 --model=<MODEL_PATH> --quant=<QFORMAT> --tasks=<TASK,...>"
echo "Optional args: --sparsity=<SPARSITY_FMT> --awq_block_size=<AWQ_BLOCK_SIZE> --calib=<CALIB_SIZE>"
exit 1
fi
VALID_TASKS=("quant" "mmlu" "mtbench" "lm_eval" "livecodebench" "simple_eval")
for task in $(echo "$TASKS" | tr ',' ' '); do
is_valid_task=false
for valid_task in "${VALID_TASKS[@]}"; do
if [[ "$valid_task" == "$task" ]]; then
is_valid_task=true
break
fi
done
if [ "$is_valid_task" = false ]; then
echo "task $task is not valid"
VALID_TASKS_STRING=$(IFS=','; echo "${VALID_TASKS[*]}")
echo "Allowed tasks are: $VALID_TASKS_STRING"
exit 1
fi
done
# Make sparsity and int4 quantization mutually exclusive as it does not brings speedup
if [[ "$SPARSITY_FMT" = "sparsegpt" || "$SPARSITY_FMT" = "sparse_magnitude" ]]; then
if [[ "$QFORMAT" == *"awq"* ]]; then
echo "Sparsity is not compatible with 'awq' quantization for TRT-LLM deployment."
exit 1 # Exit script with an error
fi
fi
# Now you can use the variables $GPU, $MODEL, and $TASKS in your script
echo "================="
echo "model: $MODEL_PATH"
echo "quant: $QFORMAT"
echo "tp (TensorRT-LLM Checkpoint only): $TP"
echo "pp (TensorRT-LLM Checkpoint only): $PP"
echo "sparsity: $SPARSITY_FMT"
echo "awq_block_size: $AWQ_BLOCK_SIZE"
echo "calib: $CALIB_SIZE"
echo "calib_batch_size: $CALIB_BATCH_SIZE"
echo "auto_quantize_bits: $AUTO_QUANTIZE_BITS"
echo "input: $BUILD_MAX_INPUT_LEN"
echo "output: $BUILD_MAX_OUTPUT_LEN"
echo "batch: $BUILD_MAX_BATCH_SIZE"
echo "tasks: $TASKS"
echo "lm_eval_tasks: $LM_EVAL_TASKS"
echo "lm_eval_limit: $LM_EVAL_LIMIT"
echo "simple_eval_tasks: $SIMPLE_EVAL_TASKS"
echo "num_sample: $NUM_SAMPLES"
echo "use_seq_device_map: $USE_SEQ_DEVICE_MAP"
echo "gpu_max_mem_percentage: $GPU_MAX_MEM_PERCENTAGE"
echo "kv_cache_free_gpu_memory_fraction: $KV_CACHE_FREE_GPU_MEMORY_FRACTION"
echo "low_memory_mode: $LOW_MEMORY_MODE"
echo "calib_dataset: $CALIB_DATASET"
echo "================="
}