Removed junk, fixed some bugs and support dynamic number of sharded files

Merge remote-tracking branch 'origin/master' into concedo

# Conflicts:
#	README.md

.devops/full.Dockerfile

@@ -1,17 +0,0 @@
-ARG UBUNTU_VERSION=22.04
-
-FROM ubuntu:$UBUNTU_VERSION as build
-
-RUN apt-get update && \
-    apt-get install -y build-essential python3 python3-pip
-
-RUN pip install --upgrade pip setuptools wheel \
-    && pip install torch torchvision torchaudio sentencepiece numpy
-
-WORKDIR /app
-
-COPY . .
-
-RUN make
-
-ENTRYPOINT ["/app/.devops/tools.sh"]

.devops/main.Dockerfile

@@ -1,18 +0,0 @@
-ARG UBUNTU_VERSION=22.04
-
-FROM ubuntu:$UBUNTU_VERSION as build
-
-RUN apt-get update && \
-    apt-get install -y build-essential
-
-WORKDIR /app
-
-COPY . .
-
-RUN make
-
-FROM ubuntu:$UBUNTU_VERSION as runtime
-
-COPY --from=build /app/main /main
-
-ENTRYPOINT [ "/main" ]

.devops/tools.sh

@@ -1,46 +0,0 @@
-#!/bin/bash
-set -e
-
-# Read the first argument into a variable
-arg1="$1"
-
-# Shift the arguments to remove the first one
-shift
-
-# Join the remaining arguments into a single string
-arg2="$@"
-
-if [[ $arg1 == '--convert' || $arg1 == '-c' ]]; then
-    python3 ./convert-pth-to-ggml.py $arg2
-elif [[ $arg1 == '--quantize' || $arg1 == '-q' ]]; then
-    ./quantize $arg2
-elif [[ $arg1 == '--run' || $arg1 == '-r' ]]; then
-    ./main $arg2
-elif [[ $arg1 == '--download' || $arg1 == '-d' ]]; then
-    python3 ./download-pth.py $arg2
-elif [[ $arg1 == '--all-in-one' || $arg1 == '-a' ]]; then
-    echo "Downloading model..."
-    python3 ./download-pth.py "$1" "$2"
-    echo "Converting PTH to GGML..."
-    for i in `ls $1/$2/ggml-model-f16.bin*`; do
-        if [ -f "${i/f16/q4_0}" ]; then
-            echo "Skip model quantization, it already exists: ${i/f16/q4_0}"
-        else
-            echo "Converting PTH to GGML: $i into ${i/f16/q4_0}..."
-            ./quantize "$i" "${i/f16/q4_0}" 2
-        fi
-    done
-else
-    echo "Unknown command: $arg1"
-    echo "Available commands: "
-    echo "  --run (-r): Run a model previously converted into ggml"
-    echo "              ex: -m /models/7B/ggml-model-q4_0.bin -p \"Building a website can be done in 10 simple steps:\" -n 512"
-    echo "  --convert (-c): Convert a llama model into ggml"
-    echo "              ex: \"/models/7B/\" 1"
-    echo "  --quantize (-q): Optimize with quantization process ggml"
-    echo "              ex: \"/models/7B/ggml-model-f16.bin\" \"/models/7B/ggml-model-q4_0.bin\" 2"
-    echo "  --download (-d): Download original llama model from CDN: https://agi.gpt4.org/llama/"
-    echo "              ex: \"/models/\" 7B"
-    echo "  --all-in-one (-a): Execute --download, --convert & --quantize"
-    echo "              ex: \"/models/\" 7B"
-fi