From 505149dc350a29c4ffca605fb37a09d26b67a9a7 Mon Sep 17 00:00:00 2001 From: Raja Kolli Date: Mon, 12 Feb 2024 15:53:31 +0000 Subject: [PATCH] sample to read , parse pdf data and respond --- .../.gitignore | 33 ++ .../.mvn/wrapper/maven-wrapper.jar | Bin 0 -> 62547 bytes .../.mvn/wrapper/maven-wrapper.properties | 2 + .../README.md | 5 + .../docker-compose.yml | 31 ++ llm-rag-with-langchain4j-spring-boot/mvnw | 308 ++++++++++++++++++ llm-rag-with-langchain4j-spring-boot/mvnw.cmd | 205 ++++++++++++ llm-rag-with-langchain4j-spring-boot/pom.xml | 128 ++++++++ .../com/learning/ai/LLMRagWithSpringBoot.java | 25 ++ .../java/com/learning/ai/config/AIConfig.java | 99 ++++++ .../com/learning/ai/config/ChatTools.java | 7 + .../ai/config/CustomerSupportAgent.java | 25 ++ .../src/main/resources/application.properties | 13 + .../src/main/resources/medicaid-wa-faqs.pdf | Bin 0 -> 209329 bytes .../learning/ai/LLMRagWithSpringBootTest.java | 12 + 15 files changed, 893 insertions(+) create mode 100644 llm-rag-with-langchain4j-spring-boot/.gitignore create mode 100644 llm-rag-with-langchain4j-spring-boot/.mvn/wrapper/maven-wrapper.jar create mode 100644 llm-rag-with-langchain4j-spring-boot/.mvn/wrapper/maven-wrapper.properties create mode 100644 llm-rag-with-langchain4j-spring-boot/README.md create mode 100644 llm-rag-with-langchain4j-spring-boot/docker-compose.yml create mode 100755 llm-rag-with-langchain4j-spring-boot/mvnw create mode 100644 llm-rag-with-langchain4j-spring-boot/mvnw.cmd create mode 100644 llm-rag-with-langchain4j-spring-boot/pom.xml create mode 100644 llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/LLMRagWithSpringBoot.java create mode 100644 llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/AIConfig.java create mode 100644 llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/ChatTools.java create mode 100644 llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/CustomerSupportAgent.java create mode 100644 llm-rag-with-langchain4j-spring-boot/src/main/resources/application.properties create mode 100644 llm-rag-with-langchain4j-spring-boot/src/main/resources/medicaid-wa-faqs.pdf create mode 100644 llm-rag-with-langchain4j-spring-boot/src/test/java/com/learning/ai/LLMRagWithSpringBootTest.java diff --git a/llm-rag-with-langchain4j-spring-boot/.gitignore b/llm-rag-with-langchain4j-spring-boot/.gitignore new file mode 100644 index 0000000..549e00a --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/.gitignore @@ -0,0 +1,33 @@ +HELP.md +target/ +!.mvn/wrapper/maven-wrapper.jar +!**/src/main/**/target/ +!**/src/test/**/target/ + +### STS ### +.apt_generated +.classpath +.factorypath +.project +.settings +.springBeans +.sts4-cache + +### IntelliJ IDEA ### +.idea +*.iws +*.iml +*.ipr + +### NetBeans ### +/nbproject/private/ +/nbbuild/ +/dist/ +/nbdist/ +/.nb-gradle/ +build/ 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100644 index 0000000..e70e7bc --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/.mvn/wrapper/maven-wrapper.properties @@ -0,0 +1,2 @@ +distributionUrl=https://repo.maven.apache.org/maven2/org/apache/maven/apache-maven/3.9.6/apache-maven-3.9.6-bin.zip +wrapperUrl=https://repo.maven.apache.org/maven2/org/apache/maven/wrapper/maven-wrapper/3.2.0/maven-wrapper-3.2.0.jar diff --git a/llm-rag-with-langchain4j-spring-boot/README.md b/llm-rag-with-langchain4j-spring-boot/README.md new file mode 100644 index 0000000..e12ae5d --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/README.md @@ -0,0 +1,5 @@ +# llm-rag-with-langchain4j-spring-boot + +## Reference + - https://github.com/langchain4j/langchain4j-examples/tree/main/spring-boot-example + diff --git a/llm-rag-with-langchain4j-spring-boot/docker-compose.yml b/llm-rag-with-langchain4j-spring-boot/docker-compose.yml new file mode 100644 index 0000000..0fff252 --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/docker-compose.yml @@ -0,0 +1,31 @@ +version: '3.7' +services: + postgres: + image: ankane/pgvector:v0.5.0 + restart: always + environment: + - POSTGRES_USER=postgres + - POSTGRES_PASSWORD=postgres + - POSTGRES_DB=vector_store + - PGPASSWORD=postgres + logging: + options: + max-size: 10m + max-file: "3" + ports: + - '5432:5432' + healthcheck: + test: "pg_isready -U postgres -d vector_store" + interval: 2s + timeout: 20s + retries: 10 + pgadmin: + container_name: pgadmin_container + image: dpage/pgadmin4 + environment: + PGADMIN_DEFAULT_EMAIL: ${PGADMIN_DEFAULT_EMAIL:-pgadmin4@pgadmin.org} + PGADMIN_DEFAULT_PASSWORD: ${PGADMIN_DEFAULT_PASSWORD:-admin} + volumes: + - ./servers.json:/pgadmin4/servers.json + ports: + - "${PGADMIN_PORT:-5050}:80" \ No newline at end of file diff --git a/llm-rag-with-langchain4j-spring-boot/mvnw b/llm-rag-with-langchain4j-spring-boot/mvnw new file mode 100755 index 0000000..66df285 --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/mvnw @@ -0,0 +1,308 @@ +#!/bin/sh +# ---------------------------------------------------------------------------- +# Licensed to the Apache Software Foundation (ASF) under one +# or more contributor license agreements. See the NOTICE file +# distributed with this work for additional information +# regarding copyright ownership. The ASF licenses this file +# to you 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 +# +# https://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. +# ---------------------------------------------------------------------------- + +# ---------------------------------------------------------------------------- +# Apache Maven Wrapper startup batch script, version 3.2.0 +# +# Required ENV vars: +# ------------------ +# JAVA_HOME - location of a JDK home dir +# +# Optional ENV vars +# ----------------- +# MAVEN_OPTS - parameters passed to the Java VM when running Maven +# e.g. to debug Maven itself, use +# set MAVEN_OPTS=-Xdebug -Xrunjdwp:transport=dt_socket,server=y,suspend=y,address=8000 +# MAVEN_SKIP_RC - flag to disable loading of mavenrc files +# ---------------------------------------------------------------------------- + +if [ -z "$MAVEN_SKIP_RC" ] ; then + + if [ -f /usr/local/etc/mavenrc ] ; then + . /usr/local/etc/mavenrc + fi + + if [ -f /etc/mavenrc ] ; then + . /etc/mavenrc + fi + + if [ -f "$HOME/.mavenrc" ] ; then + . "$HOME/.mavenrc" + fi + +fi + +# OS specific support. $var _must_ be set to either true or false. +cygwin=false; +darwin=false; +mingw=false +case "$(uname)" in + CYGWIN*) cygwin=true ;; + MINGW*) mingw=true;; + Darwin*) darwin=true + # Use /usr/libexec/java_home if available, otherwise fall back to /Library/Java/Home + # See https://developer.apple.com/library/mac/qa/qa1170/_index.html + if [ -z "$JAVA_HOME" ]; then + if [ -x "/usr/libexec/java_home" ]; then + JAVA_HOME="$(/usr/libexec/java_home)"; export JAVA_HOME + else + JAVA_HOME="/Library/Java/Home"; export JAVA_HOME + fi + fi + ;; +esac + +if [ -z "$JAVA_HOME" ] ; then + if [ -r /etc/gentoo-release ] ; then + JAVA_HOME=$(java-config --jre-home) + fi +fi + +# For Cygwin, ensure paths are in UNIX format before anything is touched +if $cygwin ; then + [ -n "$JAVA_HOME" ] && + JAVA_HOME=$(cygpath --unix "$JAVA_HOME") + [ -n "$CLASSPATH" ] && + CLASSPATH=$(cygpath --path --unix "$CLASSPATH") +fi + +# For Mingw, ensure paths are in UNIX format before anything is touched +if $mingw ; then + [ -n "$JAVA_HOME" ] && [ -d "$JAVA_HOME" ] && + JAVA_HOME="$(cd "$JAVA_HOME" || (echo "cannot cd into $JAVA_HOME."; exit 1); pwd)" +fi + +if [ -z "$JAVA_HOME" ]; then + javaExecutable="$(which javac)" + if [ -n "$javaExecutable" ] && ! [ "$(expr "\"$javaExecutable\"" : '\([^ ]*\)')" = "no" ]; then + # readlink(1) is not available as standard on Solaris 10. + readLink=$(which readlink) + if [ ! "$(expr "$readLink" : '\([^ ]*\)')" = "no" ]; then + if $darwin ; then + javaHome="$(dirname "\"$javaExecutable\"")" + javaExecutable="$(cd "\"$javaHome\"" && pwd -P)/javac" + else + javaExecutable="$(readlink -f "\"$javaExecutable\"")" + fi + javaHome="$(dirname "\"$javaExecutable\"")" + javaHome=$(expr "$javaHome" : '\(.*\)/bin') + JAVA_HOME="$javaHome" + export JAVA_HOME + fi + fi +fi + +if [ -z "$JAVACMD" ] ; then + if [ -n "$JAVA_HOME" ] ; then + if [ -x "$JAVA_HOME/jre/sh/java" ] ; then + # IBM's JDK on AIX uses strange locations for the executables + JAVACMD="$JAVA_HOME/jre/sh/java" + else + JAVACMD="$JAVA_HOME/bin/java" + fi + else + JAVACMD="$(\unset -f command 2>/dev/null; \command -v java)" + fi +fi + +if [ ! -x "$JAVACMD" ] ; then + echo "Error: JAVA_HOME is not defined correctly." >&2 + echo " We cannot execute $JAVACMD" >&2 + exit 1 +fi + +if [ -z "$JAVA_HOME" ] ; then + echo "Warning: JAVA_HOME environment variable is not set." +fi + +# traverses directory structure from process work directory to filesystem root +# first directory with .mvn subdirectory is considered project base directory +find_maven_basedir() { + if [ -z "$1" ] + then + echo "Path not specified to find_maven_basedir" + return 1 + fi + + basedir="$1" + wdir="$1" + while [ "$wdir" != '/' ] ; do + if [ -d "$wdir"/.mvn ] ; then + basedir=$wdir + break + fi + # workaround for JBEAP-8937 (on Solaris 10/Sparc) + if [ -d "${wdir}" ]; then + wdir=$(cd "$wdir/.." || exit 1; pwd) + fi + # end of workaround + done + printf '%s' "$(cd "$basedir" || exit 1; pwd)" +} + +# concatenates all lines of a file +concat_lines() { + if [ -f "$1" ]; then + # Remove \r in case we run on Windows within Git Bash + # and check out the repository with auto CRLF management + # enabled. Otherwise, we may read lines that are delimited with + # \r\n and produce $'-Xarg\r' rather than -Xarg due to word + # splitting rules. + tr -s '\r\n' ' ' < "$1" + fi +} + +log() { + if [ "$MVNW_VERBOSE" = true ]; then + printf '%s\n' "$1" + fi +} + +BASE_DIR=$(find_maven_basedir "$(dirname "$0")") +if [ -z "$BASE_DIR" ]; then + exit 1; +fi + +MAVEN_PROJECTBASEDIR=${MAVEN_BASEDIR:-"$BASE_DIR"}; export MAVEN_PROJECTBASEDIR +log "$MAVEN_PROJECTBASEDIR" + +########################################################################################## +# Extension to allow automatically downloading the maven-wrapper.jar from Maven-central +# This allows using the maven wrapper in projects that prohibit checking in binary data. +########################################################################################## +wrapperJarPath="$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.jar" +if [ -r "$wrapperJarPath" ]; then + log "Found $wrapperJarPath" +else + log "Couldn't find $wrapperJarPath, downloading it ..." + + if [ -n "$MVNW_REPOURL" ]; then + wrapperUrl="$MVNW_REPOURL/org/apache/maven/wrapper/maven-wrapper/3.2.0/maven-wrapper-3.2.0.jar" + else + wrapperUrl="https://repo.maven.apache.org/maven2/org/apache/maven/wrapper/maven-wrapper/3.2.0/maven-wrapper-3.2.0.jar" + fi + while IFS="=" read -r key value; do + # Remove '\r' from value to allow usage on windows as IFS does not consider '\r' as a separator ( considers space, tab, new line ('\n'), and custom '=' ) + safeValue=$(echo "$value" | tr -d '\r') + case "$key" in (wrapperUrl) wrapperUrl="$safeValue"; break ;; + esac + done < "$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.properties" + log "Downloading from: $wrapperUrl" + + if $cygwin; then + wrapperJarPath=$(cygpath --path --windows "$wrapperJarPath") + fi + + if command -v wget > /dev/null; then + log "Found wget ... using wget" + [ "$MVNW_VERBOSE" = true ] && QUIET="" || QUIET="--quiet" + if [ -z "$MVNW_USERNAME" ] || [ -z "$MVNW_PASSWORD" ]; then + wget $QUIET "$wrapperUrl" -O "$wrapperJarPath" || rm -f "$wrapperJarPath" + else + wget $QUIET --http-user="$MVNW_USERNAME" --http-password="$MVNW_PASSWORD" "$wrapperUrl" -O "$wrapperJarPath" || rm -f "$wrapperJarPath" + fi + elif command -v curl > /dev/null; then + log "Found curl ... using curl" + [ "$MVNW_VERBOSE" = true ] && QUIET="" || QUIET="--silent" + if [ -z "$MVNW_USERNAME" ] || [ -z "$MVNW_PASSWORD" ]; then + curl $QUIET -o "$wrapperJarPath" "$wrapperUrl" -f -L || rm -f "$wrapperJarPath" + else + curl $QUIET --user "$MVNW_USERNAME:$MVNW_PASSWORD" -o "$wrapperJarPath" "$wrapperUrl" -f -L || rm -f "$wrapperJarPath" + fi + else + log "Falling back to using Java to download" + javaSource="$MAVEN_PROJECTBASEDIR/.mvn/wrapper/MavenWrapperDownloader.java" + javaClass="$MAVEN_PROJECTBASEDIR/.mvn/wrapper/MavenWrapperDownloader.class" + # For Cygwin, switch paths to Windows format before running javac + if $cygwin; then + javaSource=$(cygpath --path --windows "$javaSource") + javaClass=$(cygpath --path --windows "$javaClass") + fi + if [ -e "$javaSource" ]; then + if [ ! -e "$javaClass" ]; then + log " - Compiling MavenWrapperDownloader.java ..." + ("$JAVA_HOME/bin/javac" "$javaSource") + fi + if [ -e "$javaClass" ]; then + log " - Running MavenWrapperDownloader.java ..." + ("$JAVA_HOME/bin/java" -cp .mvn/wrapper MavenWrapperDownloader "$wrapperUrl" "$wrapperJarPath") || rm -f "$wrapperJarPath" + fi + fi + fi +fi +########################################################################################## +# End of extension +########################################################################################## + +# If specified, validate the SHA-256 sum of the Maven wrapper jar file +wrapperSha256Sum="" +while IFS="=" read -r key value; do + case "$key" in (wrapperSha256Sum) wrapperSha256Sum=$value; break ;; + esac +done < "$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.properties" +if [ -n "$wrapperSha256Sum" ]; then + wrapperSha256Result=false + if command -v sha256sum > /dev/null; then + if echo "$wrapperSha256Sum $wrapperJarPath" | sha256sum -c > /dev/null 2>&1; then + wrapperSha256Result=true + fi + elif command -v shasum > /dev/null; then + if echo "$wrapperSha256Sum $wrapperJarPath" | shasum -a 256 -c > /dev/null 2>&1; then + wrapperSha256Result=true + fi + else + echo "Checksum validation was requested but neither 'sha256sum' or 'shasum' are available." + echo "Please install either command, or disable validation by removing 'wrapperSha256Sum' from your maven-wrapper.properties." + exit 1 + fi + if [ $wrapperSha256Result = false ]; then + echo "Error: Failed to validate Maven wrapper SHA-256, your Maven wrapper might be compromised." >&2 + echo "Investigate or delete $wrapperJarPath to attempt a clean download." >&2 + echo "If you updated your Maven version, you need to update the specified wrapperSha256Sum property." >&2 + exit 1 + fi +fi + +MAVEN_OPTS="$(concat_lines "$MAVEN_PROJECTBASEDIR/.mvn/jvm.config") $MAVEN_OPTS" + +# For Cygwin, switch paths to Windows format before running java +if $cygwin; then + [ -n "$JAVA_HOME" ] && + JAVA_HOME=$(cygpath --path --windows "$JAVA_HOME") + [ -n "$CLASSPATH" ] && + CLASSPATH=$(cygpath --path --windows "$CLASSPATH") + [ -n "$MAVEN_PROJECTBASEDIR" ] && + MAVEN_PROJECTBASEDIR=$(cygpath --path --windows "$MAVEN_PROJECTBASEDIR") +fi + +# Provide a "standardized" way to retrieve the CLI args that will +# work with both Windows and non-Windows executions. +MAVEN_CMD_LINE_ARGS="$MAVEN_CONFIG $*" +export MAVEN_CMD_LINE_ARGS + +WRAPPER_LAUNCHER=org.apache.maven.wrapper.MavenWrapperMain + +# shellcheck disable=SC2086 # safe args +exec "$JAVACMD" \ + $MAVEN_OPTS \ + $MAVEN_DEBUG_OPTS \ + -classpath "$MAVEN_PROJECTBASEDIR/.mvn/wrapper/maven-wrapper.jar" \ + "-Dmaven.multiModuleProjectDirectory=${MAVEN_PROJECTBASEDIR}" \ + ${WRAPPER_LAUNCHER} $MAVEN_CONFIG "$@" diff --git a/llm-rag-with-langchain4j-spring-boot/mvnw.cmd b/llm-rag-with-langchain4j-spring-boot/mvnw.cmd new file mode 100644 index 0000000..95ba6f5 --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/mvnw.cmd @@ -0,0 +1,205 @@ +@REM ---------------------------------------------------------------------------- +@REM Licensed to the Apache Software Foundation (ASF) under one +@REM or more contributor license agreements. See the NOTICE file +@REM distributed with this work for additional information +@REM regarding copyright ownership. The ASF licenses this file +@REM to you under the Apache License, Version 2.0 (the +@REM "License"); you may not use this file except in compliance +@REM with the License. You may obtain a copy of the License at +@REM +@REM https://www.apache.org/licenses/LICENSE-2.0 +@REM +@REM Unless required by applicable law or agreed to in writing, +@REM software distributed under the License is distributed on an +@REM "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY +@REM KIND, either express or implied. See the License for the +@REM specific language governing permissions and limitations +@REM under the License. +@REM ---------------------------------------------------------------------------- + +@REM ---------------------------------------------------------------------------- +@REM Apache Maven Wrapper startup batch script, version 3.2.0 +@REM +@REM Required ENV vars: +@REM JAVA_HOME - location of a JDK home dir +@REM +@REM Optional ENV vars +@REM MAVEN_BATCH_ECHO - set to 'on' to enable the echoing of the batch commands +@REM MAVEN_BATCH_PAUSE - set to 'on' to wait for a keystroke before ending +@REM MAVEN_OPTS - parameters passed to the Java VM when running Maven +@REM e.g. to debug Maven itself, use +@REM set MAVEN_OPTS=-Xdebug -Xrunjdwp:transport=dt_socket,server=y,suspend=y,address=8000 +@REM MAVEN_SKIP_RC - flag to disable loading of mavenrc files +@REM ---------------------------------------------------------------------------- + +@REM Begin all REM lines with '@' in case MAVEN_BATCH_ECHO is 'on' +@echo off +@REM set title of command window +title %0 +@REM enable echoing by setting MAVEN_BATCH_ECHO to 'on' +@if "%MAVEN_BATCH_ECHO%" == "on" echo %MAVEN_BATCH_ECHO% + +@REM set %HOME% to equivalent of $HOME +if "%HOME%" == "" (set "HOME=%HOMEDRIVE%%HOMEPATH%") + +@REM Execute a user defined script before this one +if not "%MAVEN_SKIP_RC%" == "" goto skipRcPre +@REM check for pre script, once with legacy .bat ending and once with .cmd ending +if exist "%USERPROFILE%\mavenrc_pre.bat" call "%USERPROFILE%\mavenrc_pre.bat" %* +if exist "%USERPROFILE%\mavenrc_pre.cmd" call "%USERPROFILE%\mavenrc_pre.cmd" %* +:skipRcPre + +@setlocal + +set ERROR_CODE=0 + +@REM To isolate internal variables from possible post scripts, we use another setlocal +@setlocal + +@REM ==== START VALIDATION ==== +if not "%JAVA_HOME%" == "" goto OkJHome + +echo. +echo Error: JAVA_HOME not found in your environment. >&2 +echo Please set the JAVA_HOME variable in your environment to match the >&2 +echo location of your Java installation. >&2 +echo. +goto error + +:OkJHome +if exist "%JAVA_HOME%\bin\java.exe" goto init + +echo. +echo Error: JAVA_HOME is set to an invalid directory. >&2 +echo JAVA_HOME = "%JAVA_HOME%" >&2 +echo Please set the JAVA_HOME variable in your environment to match the >&2 +echo location of your Java installation. >&2 +echo. +goto error + +@REM ==== END VALIDATION ==== + +:init + +@REM Find the project base dir, i.e. the directory that contains the folder ".mvn". +@REM Fallback to current working directory if not found. + +set MAVEN_PROJECTBASEDIR=%MAVEN_BASEDIR% +IF NOT "%MAVEN_PROJECTBASEDIR%"=="" goto endDetectBaseDir + +set EXEC_DIR=%CD% +set WDIR=%EXEC_DIR% +:findBaseDir +IF EXIST "%WDIR%"\.mvn goto baseDirFound +cd .. +IF "%WDIR%"=="%CD%" goto baseDirNotFound +set WDIR=%CD% +goto findBaseDir + +:baseDirFound +set MAVEN_PROJECTBASEDIR=%WDIR% +cd "%EXEC_DIR%" +goto endDetectBaseDir + +:baseDirNotFound +set MAVEN_PROJECTBASEDIR=%EXEC_DIR% +cd "%EXEC_DIR%" + +:endDetectBaseDir + +IF NOT EXIST "%MAVEN_PROJECTBASEDIR%\.mvn\jvm.config" goto endReadAdditionalConfig + +@setlocal EnableExtensions EnableDelayedExpansion +for /F "usebackq delims=" %%a in ("%MAVEN_PROJECTBASEDIR%\.mvn\jvm.config") do set JVM_CONFIG_MAVEN_PROPS=!JVM_CONFIG_MAVEN_PROPS! %%a +@endlocal & set JVM_CONFIG_MAVEN_PROPS=%JVM_CONFIG_MAVEN_PROPS% + +:endReadAdditionalConfig + +SET MAVEN_JAVA_EXE="%JAVA_HOME%\bin\java.exe" +set WRAPPER_JAR="%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.jar" +set WRAPPER_LAUNCHER=org.apache.maven.wrapper.MavenWrapperMain + +set WRAPPER_URL="https://repo.maven.apache.org/maven2/org/apache/maven/wrapper/maven-wrapper/3.2.0/maven-wrapper-3.2.0.jar" + +FOR /F "usebackq tokens=1,2 delims==" %%A IN ("%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.properties") DO ( + IF "%%A"=="wrapperUrl" SET WRAPPER_URL=%%B +) + +@REM Extension to allow automatically downloading the maven-wrapper.jar from Maven-central +@REM This allows using the maven wrapper in projects that prohibit checking in binary data. +if exist %WRAPPER_JAR% ( + if "%MVNW_VERBOSE%" == "true" ( + echo Found %WRAPPER_JAR% + ) +) else ( + if not "%MVNW_REPOURL%" == "" ( + SET WRAPPER_URL="%MVNW_REPOURL%/org/apache/maven/wrapper/maven-wrapper/3.2.0/maven-wrapper-3.2.0.jar" + ) + if "%MVNW_VERBOSE%" == "true" ( + echo Couldn't find %WRAPPER_JAR%, downloading it ... + echo Downloading from: %WRAPPER_URL% + ) + + powershell -Command "&{"^ + "$webclient = new-object System.Net.WebClient;"^ + "if (-not ([string]::IsNullOrEmpty('%MVNW_USERNAME%') -and [string]::IsNullOrEmpty('%MVNW_PASSWORD%'))) {"^ + "$webclient.Credentials = new-object System.Net.NetworkCredential('%MVNW_USERNAME%', '%MVNW_PASSWORD%');"^ + "}"^ + "[Net.ServicePointManager]::SecurityProtocol = [Net.SecurityProtocolType]::Tls12; $webclient.DownloadFile('%WRAPPER_URL%', '%WRAPPER_JAR%')"^ + "}" + if "%MVNW_VERBOSE%" == "true" ( + echo Finished downloading %WRAPPER_JAR% + ) +) +@REM End of extension + +@REM If specified, validate the SHA-256 sum of the Maven wrapper jar file +SET WRAPPER_SHA_256_SUM="" +FOR /F "usebackq tokens=1,2 delims==" %%A IN ("%MAVEN_PROJECTBASEDIR%\.mvn\wrapper\maven-wrapper.properties") DO ( + IF "%%A"=="wrapperSha256Sum" SET WRAPPER_SHA_256_SUM=%%B +) +IF NOT %WRAPPER_SHA_256_SUM%=="" ( + powershell -Command "&{"^ + "$hash = (Get-FileHash \"%WRAPPER_JAR%\" -Algorithm SHA256).Hash.ToLower();"^ + "If('%WRAPPER_SHA_256_SUM%' -ne $hash){"^ + " Write-Output 'Error: Failed to validate Maven wrapper SHA-256, your Maven wrapper might be compromised.';"^ + " Write-Output 'Investigate or delete %WRAPPER_JAR% to attempt a clean download.';"^ + " Write-Output 'If you updated your Maven version, you need to update the specified wrapperSha256Sum property.';"^ + " exit 1;"^ + "}"^ + "}" + if ERRORLEVEL 1 goto error +) + +@REM Provide a "standardized" way to retrieve the CLI args that will +@REM work with both Windows and non-Windows executions. +set MAVEN_CMD_LINE_ARGS=%* + +%MAVEN_JAVA_EXE% ^ + %JVM_CONFIG_MAVEN_PROPS% ^ + %MAVEN_OPTS% ^ + %MAVEN_DEBUG_OPTS% ^ + -classpath %WRAPPER_JAR% ^ + "-Dmaven.multiModuleProjectDirectory=%MAVEN_PROJECTBASEDIR%" ^ + %WRAPPER_LAUNCHER% %MAVEN_CONFIG% %* +if ERRORLEVEL 1 goto error +goto end + +:error +set ERROR_CODE=1 + +:end +@endlocal & set ERROR_CODE=%ERROR_CODE% + +if not "%MAVEN_SKIP_RC%"=="" goto skipRcPost +@REM check for post script, once with legacy .bat ending and once with .cmd ending +if exist "%USERPROFILE%\mavenrc_post.bat" call "%USERPROFILE%\mavenrc_post.bat" +if exist "%USERPROFILE%\mavenrc_post.cmd" call "%USERPROFILE%\mavenrc_post.cmd" +:skipRcPost + +@REM pause the script if MAVEN_BATCH_PAUSE is set to 'on' +if "%MAVEN_BATCH_PAUSE%"=="on" pause + +if "%MAVEN_TERMINATE_CMD%"=="on" exit %ERROR_CODE% + +cmd /C exit /B %ERROR_CODE% diff --git a/llm-rag-with-langchain4j-spring-boot/pom.xml b/llm-rag-with-langchain4j-spring-boot/pom.xml new file mode 100644 index 0000000..c58f939 --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/pom.xml @@ -0,0 +1,128 @@ + + + 4.0.0 + + org.springframework.boot + spring-boot-starter-parent + 3.2.2 + + + org.example.ai + llm-rag-with-langchain4j-spring-boot + 0.0.1-SNAPSHOT + llm-rag-with-langchain4j-spring-boot + Demo project for Spring Boot + + + 17 + + + + + org.springframework.boot + spring-boot-starter-jdbc + + + org.springframework.boot + spring-boot-starter-web + + + + dev.langchain4j + langchain4j + 0.27.1 + + + + org.projectlombok + lombok + + + + dev.langchain4j + langchain4j-pgvector + 0.27.1 + + + + dev.langchain4j + langchain4j-open-ai-spring-boot-starter + 0.27.1 + + + + dev.langchain4j + langchain4j-embeddings-all-minilm-l6-v2 + 0.27.1 + + + + dev.langchain4j + langchain4j-document-parser-apache-pdfbox + 0.27.1 + + + + org.postgresql + postgresql + runtime + + + + org.springframework.boot + spring-boot-starter-test + test + + + + + + + org.graalvm.buildtools + native-maven-plugin + + + org.springframework.boot + spring-boot-maven-plugin + + + + + + spring-milestones + Spring Milestones + https://repo.spring.io/milestone + + false + + + + spring-snapshots + Spring Snapshots + https://repo.spring.io/snapshot + + false + + + + + + spring-milestones + Spring Milestones + https://repo.spring.io/milestone + + false + + + + spring-snapshots + Spring Snapshots + https://repo.spring.io/snapshot + + false + + + + + diff --git a/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/LLMRagWithSpringBoot.java b/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/LLMRagWithSpringBoot.java new file mode 100644 index 0000000..c84332c --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/LLMRagWithSpringBoot.java @@ -0,0 +1,25 @@ +package com.learning.ai; + +import com.learning.ai.config.CustomerSupportAgent; +import org.springframework.boot.ApplicationRunner; +import org.springframework.boot.SpringApplication; +import org.springframework.boot.autoconfigure.SpringBootApplication; +import org.springframework.context.annotation.Bean; + +import java.util.Map; + +@SpringBootApplication +public class LLMRagWithSpringBoot { + + public static void main(String[] args) { + SpringApplication.run(LLMRagWithSpringBoot.class, args); + } + + @Bean + ApplicationRunner interactiveChatRunner(CustomerSupportAgent agent) { + return args -> { + var response = agent.chat("what should I know about the transition to consumer direct care network washington?"); + System.out.println(Map.of("response", response)); + }; + } +} diff --git a/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/AIConfig.java b/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/AIConfig.java new file mode 100644 index 0000000..72ed1ee --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/AIConfig.java @@ -0,0 +1,99 @@ +package com.learning.ai.config; + +import com.zaxxer.hikari.HikariDataSource; +import dev.langchain4j.data.document.Document; +import dev.langchain4j.data.document.DocumentSplitter; +import dev.langchain4j.data.document.parser.apache.pdfbox.ApachePdfBoxDocumentParser; +import dev.langchain4j.data.document.splitter.DocumentSplitters; +import dev.langchain4j.data.segment.TextSegment; +import dev.langchain4j.memory.chat.MessageWindowChatMemory; +import dev.langchain4j.model.chat.ChatLanguageModel; +import dev.langchain4j.model.embedding.AllMiniLmL6V2EmbeddingModel; +import dev.langchain4j.model.embedding.EmbeddingModel; +import dev.langchain4j.model.openai.OpenAiTokenizer; +import dev.langchain4j.rag.content.retriever.ContentRetriever; +import dev.langchain4j.rag.content.retriever.EmbeddingStoreContentRetriever; +import dev.langchain4j.service.AiServices; +import dev.langchain4j.store.embedding.EmbeddingStore; +import dev.langchain4j.store.embedding.EmbeddingStoreIngestor; +import dev.langchain4j.store.embedding.pgvector.PgVectorEmbeddingStore; +import org.springframework.context.annotation.Bean; +import org.springframework.context.annotation.Configuration; +import org.springframework.core.io.Resource; +import org.springframework.core.io.ResourceLoader; + +import javax.sql.DataSource; +import java.io.IOException; + +import static dev.langchain4j.data.document.loader.FileSystemDocumentLoader.loadDocument; +import static dev.langchain4j.model.openai.OpenAiModelName.GPT_3_5_TURBO; + +@Configuration(proxyBeanMethods = false) +public class AIConfig { + + @Bean + CustomerSupportAgent customerSupportAgent(ChatLanguageModel chatLanguageModel, +// ChatTools bookingTools, + ContentRetriever contentRetriever) { + return AiServices.builder(CustomerSupportAgent.class) + .chatLanguageModel(chatLanguageModel) + .chatMemory(MessageWindowChatMemory.withMaxMessages(20)) +// .tools(bookingTools) + .contentRetriever(contentRetriever) + .build(); + } + + @Bean + ContentRetriever contentRetriever(EmbeddingStore embeddingStore, EmbeddingModel embeddingModel) { + + // You will need to adjust these parameters to find the optimal setting, which will depend on two main factors: + // - The nature of your data + // - The embedding model you are using + int maxResults = 1; + double minScore = 0.6; + + return EmbeddingStoreContentRetriever.builder() + .embeddingStore(embeddingStore) + .embeddingModel(embeddingModel) + .maxResults(maxResults) + .minScore(minScore) + .build(); + } + + @Bean + EmbeddingModel embeddingModel() { + return new AllMiniLmL6V2EmbeddingModel(); + } + + @Bean + EmbeddingStore embeddingStore(EmbeddingModel embeddingModel, ResourceLoader resourceLoader, DataSource dataSource) throws IOException { + + // Normally, you would already have your embedding store filled with your data. + // However, for the purpose of this demonstration, we will: + + HikariDataSource hikariDataSource = (HikariDataSource) dataSource; + // 1. Create an postgres embedding store + // dimension of the embedding is 384 (all-minilm) and 1536 (openai) + EmbeddingStore embeddingStore = PgVectorEmbeddingStore.builder().host("localhost").port(5432) + .user(hikariDataSource.getUsername()).password(hikariDataSource.getPassword()).database("vector_store") + .table("ai_vector_store").dimension(384).build(); + + // 2. Load an example document (medicaid-wa-faqs.pdf) + Resource pdfResource = resourceLoader.getResource("classpath:medicaid-wa-faqs.pdf"); + Document document = loadDocument(pdfResource.getFile().toPath(), new ApachePdfBoxDocumentParser()); + + // 3. Split the document into segments 500 tokens each + // 4. Convert segments into embeddings + // 5. Store embeddings into embedding store + // All this can be done manually, but we will use EmbeddingStoreIngestor to automate this: + DocumentSplitter documentSplitter = DocumentSplitters.recursive(500, 0, new OpenAiTokenizer(GPT_3_5_TURBO)); + EmbeddingStoreIngestor ingestor = EmbeddingStoreIngestor.builder() + .documentSplitter(documentSplitter) + .embeddingModel(embeddingModel) + .embeddingStore(embeddingStore) + .build(); + ingestor.ingest(document); + + return embeddingStore; + } +} diff --git a/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/ChatTools.java b/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/ChatTools.java new file mode 100644 index 0000000..c07b81a --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/ChatTools.java @@ -0,0 +1,7 @@ +package com.learning.ai.config; + +import org.springframework.stereotype.Component; + +@Component +public class ChatTools { +} diff --git a/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/CustomerSupportAgent.java b/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/CustomerSupportAgent.java new file mode 100644 index 0000000..4cff604 --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/src/main/java/com/learning/ai/config/CustomerSupportAgent.java @@ -0,0 +1,25 @@ +package com.learning.ai.config; + +import dev.langchain4j.service.SystemMessage; + +public interface CustomerSupportAgent { + + @SystemMessage({ + """ + + You're assisting with questions about services offered by Carina. + Carina is a two-sided healthcare marketplace focusing on home care aides (caregivers) + and their Medicaid in-home care clients (adults and children with developmental disabilities and low income elderly population). + Carina's mission is to build online tools to bring good jobs to care workers, so care workers can provide the + best possible care for those who need it. + + Use the information from the DOCUMENTS section to provide accurate answers but act as if you knew this information innately. + If unsure, simply state that you don't know. + + DOCUMENTS: + {documents} + + """ + }) + String chat(String documents); +} diff --git a/llm-rag-with-langchain4j-spring-boot/src/main/resources/application.properties b/llm-rag-with-langchain4j-spring-boot/src/main/resources/application.properties new file mode 100644 index 0000000..26a972e --- /dev/null +++ b/llm-rag-with-langchain4j-spring-boot/src/main/resources/application.properties @@ -0,0 +1,13 @@ +langchain4j.open-ai.chat-model.api-key=demo +langchain4j.open-ai.chat-model.model-name=gpt-3.5-turbo +langchain4j.open-ai.chat-model.temperature=0.0 +langchain4j.open-ai.chat-model.timeout=PT60S +langchain4j.open-ai.chat-model.log-requests=false +langchain4j.open-ai.chat-model.log-responses=false + +spring.threads.virtual.enabled=true + +spring.datasource.password=postgres +spring.datasource.username=postgres 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b/llm-rag-with-langchain4j-spring-boot/src/test/java/com/learning/ai/LLMRagWithSpringBootTest.java @@ -0,0 +1,12 @@ +package com.learning.ai; + +import org.junit.jupiter.api.Test; +import org.springframework.boot.test.context.SpringBootTest; + +@SpringBootTest +class LLMRagWithSpringBootTest { + + @Test + void contextLoads() { + } +} \ No newline at end of file