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@monk1337
Created March 31, 2024 22:36
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#!/bin/bash
#Inspired from mlabonne autogguf work with modifications
cat << "EOF"
$$$$$$\ $$\ $$\ $$$$$$$$\ $$$$$$\ $$$$$$\ $$$$$$\ $$\ $$\ $$$$$$$$\
$$ __$$\ $$ | $$ |\__$$ __|$$ __$$\ $$ __$$\ $$ __$$\ $$ | $$ |$$ _____|
$$ / $$ |$$ | $$ | $$ | $$ / $$ | $$ / \__|$$ / \__|$$ | $$ |$$ |
$$$$$$$$ |$$ | $$ | $$ | $$ | $$ |$$$$$$\ $$ |$$$$\ $$ |$$$$\ $$ | $$ |$$$$$\
$$ __$$ |$$ | $$ | $$ | $$ | $$ |\______|$$ |\_$$ |$$ |\_$$ |$$ | $$ |$$ __|
$$ | $$ |$$ | $$ | $$ | $$ | $$ | $$ | $$ |$$ | $$ |$$ | $$ |$$ |
$$ | $$ |\$$$$$$ | $$ | $$$$$$ | \$$$$$$ |\$$$$$$ |\$$$$$$ |$$ |
\__| \__| \______/ \__| \______/ \______/ \______/ \______/ \__|
EOF
#!/bin/bash
# Default values
MODEL_ID=""
USERNAME=""
TOKEN=""
QUANTIZATION_METHODS="q4_k_m,q5_k_m" # Default to "q4_k_m,q5_k_m" if not provided
# Display help/usage information
usage() {
echo "Usage: $0 -m MODEL_ID [-u USERNAME] [-t TOKEN] [-q QUANTIZATION_METHODS]"
echo
echo "Options:"
echo " -m MODEL_ID Required: Set the HF model ID"
echo " -u USERNAME Optional: Set the username"
echo " -t TOKEN Optional: Set the token"
echo " -q QUANTIZATION_METHODS Optional: Set the quantization methods (default: q4_k_m,q5_k_m)"
echo " -h Display this help and exit"
echo
}
# Parse command-line options
while getopts ":m:u:t:q:h" opt; do
case ${opt} in
m )
MODEL_ID=$OPTARG
;;
u )
USERNAME=$OPTARG
;;
t )
TOKEN=$OPTARG
;;
q )
QUANTIZATION_METHODS=$OPTARG
;;
h )
usage
exit 0
;;
\? )
echo "Invalid Option: -$OPTARG" 1>&2
usage
exit 1
;;
: )
echo "Invalid Option: -$OPTARG requires an argument" 1>&2
usage
exit 1
;;
esac
done
shift $((OPTIND -1))
# Ensure MODEL_ID is provided
if [ -z "$MODEL_ID" ]; then
echo "Error: MODEL_ID is required."
usage
exit 1
fi
# # Echoing the arguments for checking
# echo "MODEL_ID: $MODEL_ID"
# echo "USERNAME: ${USERNAME:-'Not provided'}"
# echo "TOKEN: ${TOKEN:-'Not provided'}"
# echo "QUANTIZATION_METHODS: $QUANTIZATION_METHODS"
# Splitting string into an array for quantization methods, if provided
IFS=',' read -r -a QUANTIZATION_METHOD_ARRAY <<< "$QUANTIZATION_METHODS"
echo "Quantization Methods: ${QUANTIZATION_METHOD_ARRAY[@]}"
MODEL_NAME=$(echo "$MODEL_ID" | awk -F'/' '{print $NF}')
"----------- llama.cpp setup block-----------"
# Check if llama.cpp is already installed and skip the build step if it is
if [ ! -d "llama.cpp" ]; then
echo "llama.cpp not found. Cloning and setting up..."
git clone https://github.com/ggerganov/llama.cpp
cd llama.cpp && git pull
# Install required packages
pip3 install -r requirements.txt
# Build llama.cpp as it's freshly cloned
if ! command -v nvcc &> /dev/null
then
echo "nvcc could not be found, building llama without LLAMA_CUBLAS"
make clean && make
else
make clean && LLAMA_CUBLAS=1 make
fi
cd ..
else
echo "llama.cpp found. Assuming it's already built and up to date."
# Optionally, still update dependencies
# cd llama.cpp && pip3 install -r requirements.txt && cd ..
fi
"----------- llama.cpp setup block-----------"
# Download model
#todo : shall we put condition to check if model has been already downloaded? similar to autogguf?
echo "Downloading the model..."
huggingface-cli download "$MODEL_ID" --local-dir "./${MODEL_NAME}" --local-dir-use-symlinks False --revision main
# Convert to fp16
FP16="${MODEL_NAME}/${MODEL_NAME,,}.fp16.bin"
echo "Converting the model to fp16..."
python3 llama.cpp/convert.py "$MODEL_NAME" --outtype f16 --outfile "$FP16"
# Quantize the model
echo "Quantizing the model..."
for METHOD in "${QUANTIZATION_METHOD_ARRAY[@]}"; do
QTYPE="${MODEL_NAME}/${MODEL_NAME,,}.${METHOD^^}.gguf"
./llama.cpp/quantize "$FP16" "$QTYPE" "$METHOD"
done
# Check if USERNAME and TOKEN are provided
if [[ -n "$USERNAME" && -n "$TOKEN" ]]; then
# Login to Hugging Face
echo "Logging in to Hugging Face..."
huggingface-cli login --token "$TOKEN"
# Uploading .gguf, .md files, and config.json
echo "Uploading .gguf, .md files, and config.json..."
# Define a temporary directory
TEMP_DIR="./temp_upload_dir"
# Create the temporary directory
mkdir -p "${TEMP_DIR}"
# Copy the specific files to the temporary directory
find "./${MODEL_NAME}" -type f \( -name "*.gguf" -o -name "*.md" -o -name "config.json" \) -exec cp {} "${TEMP_DIR}/" \;
# Upload the temporary directory to Hugging Face
huggingface-cli upload "${USERNAME}/${MODEL_NAME}-GGUF" "${TEMP_DIR}" --private
# Remove the temporary directory after upload
rm -rf "${TEMP_DIR}"
echo "Upload completed."
else
echo "USERNAME and TOKEN must be provided for upload."
fi
echo "Script completed."
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