Refactored the package structure to use io.github.ollama4j instead of the old naming io.github.amithkoujalgi.ollama4j.core

Signed-off-by: Amith Koujalgi <koujalgi.amith@gmail.com>

.github/workflows/gh-mvn-publish.yml

@@ -0,0 +1,58 @@
+name: Release Artifacts to GitHub Maven Packages
+
+on:
+  release:
+    types: [ created ]
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      packages: write
+
+    steps:
+      - uses: actions/checkout@v3
+      - name: Set up JDK 17
+        uses: actions/setup-java@v3
+        with:
+          java-version: '17'
+          distribution: 'temurin'
+          server-id: github
+          settings-path: ${{ github.workspace }}
+
+      - name: maven-settings-xml-action
+        uses: whelk-io/maven-settings-xml-action@v22
+        with:
+          servers: '[{ "id": "${repo.id}", "username": "${repo.user}", "password": "${repo.pass}" }]'
+
+      - name: Find and Replace
+        uses: jacobtomlinson/gha-find-replace@v3
+        with:
+          find: "ollama4j-revision"
+          replace: ${{ github.ref_name }}
+          regex: false
+
+      - name: Find and Replace
+        uses: jacobtomlinson/gha-find-replace@v3
+        with:
+          find: "mvn-repo-id"
+          replace: github
+          regex: false
+
+      - name: Import GPG key
+        uses: crazy-max/ghaction-import-gpg@v6
+        with:
+          gpg_private_key: ${{ secrets.GPG_PRIVATE_KEY }}
+          passphrase: ${{ secrets.GPG_PASSPHRASE }}
+      - name: List keys
+        run: gpg -K
+
+      - name: Build with Maven
+        run: mvn --file pom.xml -U clean package -Punit-tests
+
+      - name: Publish to GitHub Packages Apache Maven
+        run: mvn deploy -Punit-tests -s $GITHUB_WORKSPACE/settings.xml -Dgpg.passphrase=${{ secrets.GPG_PASSPHRASE }} -Drepo.id=github -Drepo.user=${{ secrets.GH_MVN_USER }} -Drepo.pass=${{ secrets.GH_MVN_PASS }} -DaltDeploymentRepository=github::default::https://maven.pkg.github.com/ollama4j/ollama4j
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/maven-publish.yml

@@ -1,68 +1,95 @@
 # This workflow will build a package using Maven and then publish it to GitHub packages when a release is created
 # For more information see: https://github.com/actions/setup-java/blob/main/docs/advanced-usage.md#apache-maven-with-a-settings-path
 
-name: Test and Publish Package
-
-#on:
-#  release:
-#    types: [ "created" ]
+name: Release Artifacts to Maven Central
 
 on:
-  push:
-    branches: [ "main" ]
-  workflow_dispatch:
+  release:
+    types: [ created ]
+
+
+#on:
+#  pull_request:
+#    types: [ opened, reopened ]
+#    branches: [ "main" ]
+
 
 jobs:
   build:
+
     runs-on: ubuntu-latest
+
     permissions:
       contents: write
       packages: write
+
     steps:
       - uses: actions/checkout@v3
-      - name: Set up JDK 11
+
+      - name: Set up JDK 17
         uses: actions/setup-java@v3
         with:
-          java-version: '11'
-          distribution: 'adopt-hotspot'
+          java-version: '17'
+          distribution: 'temurin'
           server-id: github # Value of the distributionManagement/repository/id field of the pom.xml
           settings-path: ${{ github.workspace }} # location for the settings.xml file
-      - name: Build with Maven
-        run: mvn --file pom.xml -U clean package -Punit-tests
-      - name: Set up Apache Maven Central (Overwrite settings.xml)
-        uses: actions/setup-java@v3
-        with: # running setup-java again overwrites the settings.xml
-          java-version: '11'
-          distribution: 'adopt-hotspot'
-          cache: 'maven'
-          server-id: ossrh
-          server-username: MAVEN_USERNAME
-          server-password: MAVEN_PASSWORD
-          gpg-private-key: ${{ secrets.GPG_PRIVATE_KEY }}
-          gpg-passphrase: MAVEN_GPG_PASSPHRASE
-      - name: Set up Maven cache
-        uses: actions/cache@v3
+
+      - name: maven-settings-xml-action
+        uses: whelk-io/maven-settings-xml-action@v22
         with:
-          path: ~/.m2/repository
-          key: ${{ runner.os }}-maven-${{ hashFiles('**/pom.xml') }}
-          restore-keys: |
-            ${{ runner.os }}-maven-
-      - name: Build
-        run: mvn -B -ntp clean install
-      - name: Upload coverage reports to Codecov
-        uses: codecov/codecov-action@v3
+          servers: '[{ "id": "${repo.id}", "username": "${repo.user}", "password": "${repo.pass}" }]'
+
+      - name: Import GPG key
+        uses: crazy-max/ghaction-import-gpg@v6
+        with:
+          gpg_private_key: ${{ secrets.GPG_PRIVATE_KEY }}
+          passphrase: ${{ secrets.GPG_PASSPHRASE }}
+      - name: List keys
+        run: gpg -K
+
+      - name: Find and Replace
+        uses: jacobtomlinson/gha-find-replace@v3
+        with:
+          find: "ollama4j-revision"
+          replace: ${{ github.ref_name }}
+          regex: false
+
+      - name: Find and Replace
+        uses: jacobtomlinson/gha-find-replace@v3
+        with:
+          find: "mvn-repo-id"
+          replace: central
+          regex: false
+
+      - name: Publish to Maven Central
+        run: mvn deploy -Dgpg.passphrase=${{ secrets.GPG_PASSPHRASE }} -Drepo.id=central -Drepo.user=${{ secrets.MVN_USER }} -Drepo.pass=${{ secrets.MVN_PASS }}
+
+      - name: Upload Release Asset - JAR
+        uses: actions/upload-release-asset@v1
         env:
-          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
-      - name: Publish to GitHub Packages Apache Maven
-        #        if: >
-        #          github.event_name != 'pull_request' &&
-        #          github.ref_name == 'main' &&
-        #          contains(github.event.head_commit.message, 'release')
-        run: |
-          git config --global user.email "koujalgi.amith@gmail.com"
-          git config --global user.name "amithkoujalgi"
-          mvn -B -ntp -DskipTests -Pci-cd -Darguments="-DskipTests -Pci-cd" release:clean release:prepare release:perform
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          upload_url: ${{ github.event.release.upload_url }}
+          asset_path: target/ollama4j-${{ github.ref_name }}.jar
+          asset_name: ollama4j-${{ github.ref_name }}.jar
+          asset_content_type: application/x-jar
+
+      - name: Upload Release Asset - Javadoc JAR
+        uses: actions/upload-release-asset@v1
         env:
-          MAVEN_USERNAME: ${{ secrets.OSSRH_USERNAME }}
-          MAVEN_PASSWORD: ${{ secrets.OSSRH_PASSWORD }}
-          MAVEN_GPG_PASSPHRASE: ${{ secrets.GPG_PASSPHRASE }}
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          upload_url: ${{ github.event.release.upload_url }}
+          asset_path: target/ollama4j-${{ github.ref_name }}-javadoc.jar
+          asset_name: ollama4j-${{ github.ref_name }}-javadoc.jar
+          asset_content_type: application/x-jar
+
+      - name: Upload Release Asset - Sources JAR
+        uses: actions/upload-release-asset@v1
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        with:
+          upload_url: ${{ github.event.release.upload_url }}
+          asset_path: target/ollama4j-${{ github.ref_name }}-sources.jar
+          asset_name: ollama4j-${{ github.ref_name }}-sources.jar
+          asset_content_type: application/x-jar

.github/workflows/publish-docs.yml

@@ -2,9 +2,8 @@
 name: Deploy Docs to GH Pages
 
 on:
-  # Runs on pushes targeting the default branch
-  push:
-    branches: [ "main" ]
+  release:
+    types: [ created ]
 
   # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:
@@ -47,6 +46,13 @@ jobs:
       - run: cd docs && npm ci
       - run: cd docs && npm run build
 
+      - name: Find and Replace
+        uses: jacobtomlinson/gha-find-replace@v3
+        with:
+          find: "ollama4j-revision"
+          replace: ${{ github.ref_name }}
+          regex: false
+
       - name: Build with Maven
         run: mvn --file pom.xml -U clean package && cp -r ./target/apidocs/. ./docs/build/apidocs
 

.github/workflows/publish-javadoc.yml

@@ -1,52 +0,0 @@
-# Simple workflow for deploying static content to GitHub Pages
-name: Deploy Javadoc content to Pages
-
-on:
-  # Runs on pushes targeting the default branch
-  push:
-    branches: [ "none" ]
-
-  # Allows you to run this workflow manually from the Actions tab
-  workflow_dispatch:
-
-# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages
-permissions:
-  contents: read
-  pages: write
-  id-token: write
-  packages: write
-# Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued.
-# However, do NOT cancel in-progress runs as we want to allow these production deployments to complete.
-concurrency:
-  group: "pages"
-  cancel-in-progress: false
-
-jobs:
-  # Single deploy job since we're just deploying
-  deploy:
-    runs-on: ubuntu-latest
-
-    environment:
-      name: github-pages
-      url: ${{ steps.deployment.outputs.page_url }}
-    steps:
-      - uses: actions/checkout@v3
-      - name: Set up JDK 11
-        uses: actions/setup-java@v3
-        with:
-          java-version: '11'
-          distribution: 'adopt-hotspot'
-          server-id: github # Value of the distributionManagement/repository/id field of the pom.xml
-          settings-path: ${{ github.workspace }} # location for the settings.xml file
-      - name: Build with Maven
-        run: mvn --file pom.xml -U clean package
-      - name: Setup Pages
-        uses: actions/configure-pages@v3
-      - name: Upload artifact
-        uses: actions/upload-pages-artifact@v2
-        with:
-          # Upload entire repository
-          path: './target/apidocs/.'
-      - name: Deploy to GitHub Pages
-        id: deployment
-        uses: actions/deploy-pages@v2

.gitignore

@@ -37,6 +37,5 @@ build/
 ### Mac OS ###
 .DS_Store
 /.idea/
-/src/main/java/io/github/amithkoujalgi/ollama4j/core/localtests/
 pom.xml.*
 release.properties

CODE_OF_CONDUCT.md

@@ -0,0 +1,128 @@
+# Contributor Covenant Code of Conduct
+
+## Our Pledge
+
+We as members, contributors, and leaders pledge to make participation in our
+community a harassment-free experience for everyone, regardless of age, body
+size, visible or invisible disability, ethnicity, sex characteristics, gender
+identity and expression, level of experience, education, socio-economic status,
+nationality, personal appearance, race, religion, or sexual identity
+and orientation.
+
+We pledge to act and interact in ways that contribute to an open, welcoming,
+diverse, inclusive, and healthy community.
+
+## Our Standards
+
+Examples of behavior that contributes to a positive environment for our
+community include:
+
+* Demonstrating empathy and kindness toward other people
+* Being respectful of differing opinions, viewpoints, and experiences
+* Giving and gracefully accepting constructive feedback
+* Accepting responsibility and apologizing to those affected by our mistakes,
+  and learning from the experience
+* Focusing on what is best not just for us as individuals, but for the
+  overall community
+
+Examples of unacceptable behavior include:
+
+* The use of sexualized language or imagery, and sexual attention or
+  advances of any kind
+* Trolling, insulting or derogatory comments, and personal or political attacks
+* Public or private harassment
+* Publishing others' private information, such as a physical or email
+  address, without their explicit permission
+* Other conduct which could reasonably be considered inappropriate in a
+  professional setting
+
+## Enforcement Responsibilities
+
+Community leaders are responsible for clarifying and enforcing our standards of
+acceptable behavior and will take appropriate and fair corrective action in
+response to any behavior that they deem inappropriate, threatening, offensive,
+or harmful.
+
+Community leaders have the right and responsibility to remove, edit, or reject
+comments, commits, code, wiki edits, issues, and other contributions that are
+not aligned to this Code of Conduct, and will communicate reasons for moderation
+decisions when appropriate.
+
+## Scope
+
+This Code of Conduct applies within all community spaces, and also applies when
+an individual is officially representing the community in public spaces.
+Examples of representing our community include using an official e-mail address,
+posting via an official social media account, or acting as an appointed
+representative at an online or offline event.
+
+## Enforcement
+
+Instances of abusive, harassing, or otherwise unacceptable behavior may be
+reported to the community leaders responsible for enforcement at
+koujalgi.amith@gmail.com.
+All complaints will be reviewed and investigated promptly and fairly.
+
+All community leaders are obligated to respect the privacy and security of the
+reporter of any incident.
+
+## Enforcement Guidelines
+
+Community leaders will follow these Community Impact Guidelines in determining
+the consequences for any action they deem in violation of this Code of Conduct:
+
+### 1. Correction
+
+**Community Impact**: Use of inappropriate language or other behavior deemed
+unprofessional or unwelcome in the community.
+
+**Consequence**: A private, written warning from community leaders, providing
+clarity around the nature of the violation and an explanation of why the
+behavior was inappropriate. A public apology may be requested.
+
+### 2. Warning
+
+**Community Impact**: A violation through a single incident or series
+of actions.
+
+**Consequence**: A warning with consequences for continued behavior. No
+interaction with the people involved, including unsolicited interaction with
+those enforcing the Code of Conduct, for a specified period of time. This
+includes avoiding interactions in community spaces as well as external channels
+like social media. Violating these terms may lead to a temporary or
+permanent ban.
+
+### 3. Temporary Ban
+
+**Community Impact**: A serious violation of community standards, including
+sustained inappropriate behavior.
+
+**Consequence**: A temporary ban from any sort of interaction or public
+communication with the community for a specified period of time. No public or
+private interaction with the people involved, including unsolicited interaction
+with those enforcing the Code of Conduct, is allowed during this period.
+Violating these terms may lead to a permanent ban.
+
+### 4. Permanent Ban
+
+**Community Impact**: Demonstrating a pattern of violation of community
+standards, including sustained inappropriate behavior,  harassment of an
+individual, or aggression toward or disparagement of classes of individuals.
+
+**Consequence**: A permanent ban from any sort of public interaction within
+the community.
+
+## Attribution
+
+This Code of Conduct is adapted from the [Contributor Covenant][homepage],
+version 2.0, available at
+https://www.contributor-covenant.org/version/2/0/code_of_conduct.html.
+
+Community Impact Guidelines were inspired by [Mozilla's code of conduct
+enforcement ladder](https://github.com/mozilla/diversity).
+
+[homepage]: https://www.contributor-covenant.org
+
+For answers to common questions about this code of conduct, see the FAQ at
+https://www.contributor-covenant.org/faq. Translations are available at
+https://www.contributor-covenant.org/translations.

Makefile

@@ -1,10 +1,10 @@
 build:
 	mvn -B clean install
 
-ut:
+unit-tests:
 	mvn clean test -Punit-tests
 
-it:
+integration-tests:
 	mvn clean verify -Pintegration-tests
 
 doxygen:

README.md

@@ -1,31 +1,49 @@
 ### Ollama4j
 
-<img src='https://raw.githubusercontent.com/amithkoujalgi/ollama4j/65a9d526150da8fcd98e2af6a164f055572bf722/ollama4j.jpeg' width='100' alt="ollama4j-icon">
+<p align="center">
+  <img src='https://raw.githubusercontent.com/ollama4j/ollama4j/65a9d526150da8fcd98e2af6a164f055572bf722/ollama4j.jpeg' width='100' alt="ollama4j-icon">
+</p>
+
 
 A Java library (wrapper/binding) for [Ollama](https://ollama.ai/) server.
 
-Find more details on the [website](https://amithkoujalgi.github.io/ollama4j/).
+Find more details on the [website](https://ollama4j.github.io/ollama4j/).
 
-![GitHub stars](https://img.shields.io/github/stars/amithkoujalgi/ollama4j)
-![GitHub forks](https://img.shields.io/github/forks/amithkoujalgi/ollama4j)
-![GitHub watchers](https://img.shields.io/github/watchers/amithkoujalgi/ollama4j)
-![GitHub repo size](https://img.shields.io/github/repo-size/amithkoujalgi/ollama4j)
-![GitHub language count](https://img.shields.io/github/languages/count/amithkoujalgi/ollama4j)
-![GitHub top language](https://img.shields.io/github/languages/top/amithkoujalgi/ollama4j)
-![GitHub last commit](https://img.shields.io/github/last-commit/amithkoujalgi/ollama4j?color=green)
-![Hits](https://hits.seeyoufarm.com/api/count/incr/badge.svg?url=https%3A%2F%2Fgithub.com%2Famithkoujalgi%2Follama4j&count_bg=%2379C83D&title_bg=%23555555&icon=&icon_color=%23E7E7E7&title=hits&edge_flat=false)
+![GitHub stars](https://img.shields.io/github/stars/ollama4j/ollama4j)
+![GitHub forks](https://img.shields.io/github/forks/ollama4j/ollama4j)
+![GitHub watchers](https://img.shields.io/github/watchers/ollama4j/ollama4j)
+![Contributors](https://img.shields.io/github/contributors/ollama4j/ollama4j?style=social)
+![GitHub License](https://img.shields.io/github/license/ollama4j/ollama4j)
 
-[![codecov](https://codecov.io/gh/amithkoujalgi/ollama4j/graph/badge.svg?token=U0TE7BGP8L)](https://codecov.io/gh/amithkoujalgi/ollama4j)
+[//]: # (![GitHub repo size]&#40;https://img.shields.io/github/repo-size/ollama4j/ollama4j&#41;)
 
-![Build Status](https://github.com/amithkoujalgi/ollama4j/actions/workflows/maven-publish.yml/badge.svg)
+[//]: # (![GitHub top language]&#40;https://img.shields.io/github/languages/top/ollama4j/ollama4j&#41;)
+
+
+[//]: # (![JitPack Downloads This Month Badge]&#40;https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fjitpack.io%2Fapi%2Fdownloads%2Fio.github.ollama4j%2Follama4j&query=%24.month&label=JitPack%20Downloads%20-%20This%20Month&#41;)
+
+[//]: # (![JitPack Downloads This Week Badge]&#40;https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fjitpack.io%2Fapi%2Fdownloads%2Fio.github.ollama4j%2Follama4j&query=%24.week&label=JitPack%20Downloads%20-%20This%20Week&#41;)
+
+[//]: # (![JitPack Downloads Per Month Badge]&#40;https://jitpack.io/v/ollama4j/ollama4j/month.svg&#41;)
+
+[//]: # (![GitHub Downloads &#40;all assets, all releases&#41;]&#40;https://img.shields.io/github/downloads/ollama4j/ollama4j/total?label=GitHub%20Package%20Downloads&#41;)
+
+![GitHub last commit](https://img.shields.io/github/last-commit/ollama4j/ollama4j?color=green)
+[![codecov](https://codecov.io/gh/ollama4j/ollama4j/graph/badge.svg?token=U0TE7BGP8L)](https://codecov.io/gh/ollama4j/ollama4j)
+![Build Status](https://github.com/ollama4j/ollama4j/actions/workflows/maven-publish.yml/badge.svg)
+
+
+[//]: # (![Hits]&#40;https://hits.seeyoufarm.com/api/count/incr/badge.svg?url=https%3A%2F%2Fgithub.com%2Follama4j%2Follama4j&count_bg=%2379C83D&title_bg=%23555555&icon=&icon_color=%23E7E7E7&title=hits&edge_flat=false&#41;)
+
+[//]: # (![GitHub language count]&#40;https://img.shields.io/github/languages/count/ollama4j/ollama4j&#41;)
 
 ## Table of Contents
 
 - [How does it work?](#how-does-it-work)
 - [Requirements](#requirements)
 - [Installation](#installation)
-- [API Spec](#api-spec)
-- [Demo APIs](#try-out-the-apis-with-ollama-server)
+- [API Spec](https://ollama4j.github.io/ollama4j/category/apis---model-management)
+- [Javadoc](https://ollama4j.github.io/ollama4j/apidocs/)
 - [Development](#development)
 - [Contributions](#get-involved)
 - [References](#references)
@@ -46,63 +64,192 @@ Find more details on the [website](https://amithkoujalgi.github.io/ollama4j/).
 
 #### Requirements
 
-![Java](https://img.shields.io/badge/Java-11_+-green.svg?style=just-the-message&labelColor=gray)
+![Java](https://img.shields.io/badge/Java-11_+-green.svg?style=for-the-badge&labelColor=gray&label=Java&color=orange)
 
-[![][ollama-shield]][ollama] **Or** [![][ollama-docker-shield]][ollama-docker]
 
-[ollama]: https://ollama.ai/
+<table>
+<tr>
+<td> 
 
-[ollama-shield]: https://img.shields.io/badge/Ollama-Local_Installation-blue.svg?style=just-the-message&labelColor=gray
+[![][ollama-shield]][ollama-link]
+
+</td> 
+
+<td> 
+
+[![][ollama-docker-shield]][ollama-docker]
+
+</td>
+</tr>
+<tr>
+<td>
+
+
+
+macOS
+
+https://ollama.com/download/Ollama-darwin.zip
+
+Linux
+
+```shell 
+curl -fsSL https://ollama.com/install.sh \| sh
+```
+
+Windows
+
+https://ollama.com/download/OllamaSetup.exe
+
+
+</td>
+<td>
+
+
+
+CPU only
+
+```shell
+docker run -d -p 11434:11434 \
+  -v ollama:/root/.ollama \
+  --name ollama \
+  ollama/ollama
+```
+
+NVIDIA GPU
+
+```shell
+docker run -d -p 11434:11434 \
+  --gpus=all \
+  -v ollama:/root/.ollama \
+  --name ollama \
+  ollama/ollama
+```
+
+</td>
+</tr>
+</table>
+
+[ollama-link]: https://ollama.ai/
+
+[ollama-shield]: https://img.shields.io/badge/Ollama-Local_Installation-blue.svg?style=for-the-badge&labelColor=gray
 
 [ollama-docker]: https://hub.docker.com/r/ollama/ollama
 
-[ollama-docker-shield]: https://img.shields.io/badge/Ollama-Docker-blue.svg?style=just-the-message&labelColor=gray
+[ollama-docker-shield]: https://img.shields.io/badge/Ollama-Docker-blue.svg?style=for-the-badge&labelColor=gray
 
-#### Installation
+## Installation
+
+> [!NOTE]
+> We are now publishing the artifacts to both Maven Central and GitHub package repositories.
+>
+> Track the releases [here](https://github.com/ollama4j/ollama4j/releases) and update the dependency version
+> according to your requirements.
+
+### For Maven
+
+#### Using [Maven Central](https://central.sonatype.com/)
+
+[![][ollama4j-mvn-releases-shield]][ollama4j-mvn-releases-link]
+
+[ollama4j-mvn-releases-link]: https://central.sonatype.com/artifact/io.github.ollama4j/ollama4j/overview
+
+[ollama4j-mvn-releases-shield]: https://img.shields.io/maven-central/v/io.github.ollama4j/ollama4j?display_name=release&style=for-the-badge&label=From%20Maven%20Central
 
 In your Maven project, add this dependency:
 
 ```xml
 
 <dependency>
-    <groupId>io.github.amithkoujalgi</groupId>
+    <groupId>io.github.ollama4j</groupId>
     <artifactId>ollama4j</artifactId>
-    <version>1.0.70</version>
+    <version>1.0.78</version>
 </dependency>
 ```
 
-or
+#### Using GitHub's Maven Package Repository
 
-In your Gradle project, add the dependency using the Kotlin DSL or the Groovy DSL:
+[![][ollama4j-releases-shield]][ollama4j-releases-link]
 
-```kotlin
-dependencies {
+[ollama4j-releases-link]: https://github.com/ollama4j/ollama4j/releases
 
-    val ollama4jVersion = "1.0.70"
+[ollama4j-releases-shield]: https://img.shields.io/github/v/release/ollama4j/ollama4j?display_name=release&style=for-the-badge&label=From%20GitHub%20Packages
 
-    implementation("io.github.amithkoujalgi:ollama4j:$ollama4jVersion")
-}
- ```
+1. Add `GitHub Maven Packages` repository to your project's `pom.xml` or your `settings.xml`:
+
+```xml
+
+<repositories>
+    <repository>
+        <id>github</id>
+        <name>GitHub Apache Maven Packages</name>
+        <url>https://maven.pkg.github.com/ollama4j/ollama4j</url>
+        <releases>
+            <enabled>true</enabled>
+        </releases>
+        <snapshots>
+            <enabled>true</enabled>
+        </snapshots>
+    </repository>
+</repositories>
+```
+
+2. Add `GitHub` server to settings.xml. (Usually available at ~/.m2/settings.xml)
+
+```xml
+
+<settings xmlns="http://maven.apache.org/SETTINGS/1.0.0"
+          xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+          xsi:schemaLocation="http://maven.apache.org/SETTINGS/1.0.0
+                      http://maven.apache.org/xsd/settings-1.0.0.xsd">
+    <servers>
+        <server>
+            <id>github</id>
+            <username>YOUR-USERNAME</username>
+            <password>YOUR-TOKEN</password>
+        </server>
+    </servers>
+</settings>
+```
+
+3. In your Maven project, add this dependency:
+
+```xml
+
+<dependency>
+    <groupId>io.github.ollama4j</groupId>
+    <artifactId>ollama4j</artifactId>
+    <version>1.0.78</version>
+</dependency>
+```
+
+### For Gradle
+
+1. Add the dependency
 
 ```groovy
 dependencies {
-    implementation("io.github.amithkoujalgi:ollama4j:1.0.70")
+  implementation 'com.github.ollama4j:ollama4j:1.0.78'
 }
 ```
 
-Latest release:
+[//]: # (Latest release:)
 
-![Maven Central](https://img.shields.io/maven-central/v/io.github.amithkoujalgi/ollama4j)
+[//]: # ()
 
-[![][lib-shield]][lib]
+[//]: # (![Maven Central]&#40;https://img.shields.io/maven-central/v/io.github.ollama4j/ollama4j&#41;)
 
-[lib]: https://central.sonatype.com/artifact/io.github.amithkoujalgi/ollama4j
+[//]: # ()
+
+[//]: # ([![][lib-shield]][lib])
+
+[lib]: https://central.sonatype.com/artifact/io.github.ollama4j/ollama4j
 
 [lib-shield]: https://img.shields.io/badge/ollama4j-get_latest_version-blue.svg?style=just-the-message&labelColor=gray
 
 #### API Spec
 
-Find the full API specifications on the [website](https://amithkoujalgi.github.io/ollama4j/).
+> [!TIP]
+> Find the full API specifications on the [website](https://ollama4j.github.io/ollama4j/).
 
 #### Development
 
@@ -115,19 +262,18 @@ make build
 Run unit tests:
 
 ```shell
-make ut
+make unit-tests
 ```
 
 Run integration tests:
 
 ```shell
-make it
+make integration-tests
 ```
 
 #### Releases
 
-Releases (newer artifact versions) are done automatically on pushing the code to the `main` branch through GitHub
-Actions CI workflow.
+Newer artifacts are published via GitHub Actions CI workflow when a new release is created from `main` branch.
 
 #### Who's using Ollama4j?
 
@@ -141,7 +287,7 @@ Actions CI workflow.
 
 #### Traction
 
-[![Star History Chart](https://api.star-history.com/svg?repos=amithkoujalgi/ollama4j&type=Date)](https://star-history.com/#amithkoujalgi/ollama4j&Date)
+[![Star History Chart](https://api.star-history.com/svg?repos=ollama4j/ollama4j&type=Date)](https://star-history.com/#ollama4j/ollama4j&Date)
 
 ### Areas of improvement
 
@@ -153,6 +299,9 @@ Actions CI workflow.
 - [x] Use lombok
 - [x] Update request body creation with Java objects
 - [ ] Async APIs for images
+- [ ] Support for function calling with models like Mistral
+    - [x] generate in sync mode
+    - [ ] generate in async mode
 - [ ] Add custom headers to requests
 - [x] Add additional params for `ask` APIs such as:
     - [x] `options`: additional model parameters for the Modelfile such as `temperature` -
@@ -168,15 +317,51 @@ Actions CI workflow.
 
 ### Get Involved
 
+<div align="center">
+
+<a href="">![Open Issues](https://img.shields.io/github/issues-raw/ollama4j/ollama4j)</a>
+<a href="">![Closed Issues](https://img.shields.io/github/issues-closed-raw/ollama4j/ollama4j)</a>
+<a href="">![Open PRs](https://img.shields.io/github/issues-pr-raw/ollama4j/ollama4j)</a>
+<a href="">![Closed PRs](https://img.shields.io/github/issues-pr-closed-raw/ollama4j/ollama4j)</a>
+<a href="">![Discussions](https://img.shields.io/github/discussions/ollama4j/ollama4j)</a>
+
+</div>
+
+
+[//]: # (![GitHub Issues or Pull Requests]&#40;https://img.shields.io/github/issues-raw/ollama4j/ollama4j&#41;)
+
+[//]: # (![GitHub Issues or Pull Requests]&#40;https://img.shields.io/github/issues-closed-raw/ollama4j/ollama4j&#41;)
+
+[//]: # (![GitHub Issues or Pull Requests]&#40;https://img.shields.io/github/issues-pr-raw/ollama4j/ollama4j&#41;)
+
+[//]: # (![GitHub Issues or Pull Requests]&#40;https://img.shields.io/github/issues-pr-closed-raw/ollama4j/ollama4j&#41;)
+
+[//]: # (![GitHub Discussions]&#40;https://img.shields.io/github/discussions/ollama4j/ollama4j&#41;)
+
+
 Contributions are most welcome! Whether it's reporting a bug, proposing an enhancement, or helping
 with code - any sort
 of contribution is much appreciated.
 
+### References
+
+- [Ollama REST APIs](https://github.com/jmorganca/ollama/blob/main/docs/api.md)
+
 ### Credits
 
 The nomenclature and the icon have been adopted from the incredible [Ollama](https://ollama.ai/)
 project.
 
-### References
+**Thanks to the amazing contributors**
 
-- [Ollama REST APIs](https://github.com/jmorganca/ollama/blob/main/docs/api.md)
+<p align="center">
+  <a href="https://github.com/ollama4j/ollama4j/graphs/contributors">
+    <img src="https://contrib.rocks/image?repo=ollama4j/ollama4j" />
+  </a>
+</p>
+
+### Appreciate my work?
+
+<p align="center">
+  <a href="https://www.buymeacoffee.com/amithkoujalgi" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/v2/default-yellow.png" alt="Buy Me A Coffee" style="height: 60px !important;width: 217px !important;" ></a>
+</p>

docs/blog/2023-12-22-release-post.md

@@ -11,7 +11,7 @@ Hey there, my fellow Java Developers! 🚀
 I am glad to announce the release of Ollama4j, a library that unites Ollama (an LLM manager and runner) and your Java
 applications! 🌐🚀
 
-👉 GitHub Repository: Ollama4j on GitHub (https://github.com/amithkoujalgi/ollama4j)
+👉 GitHub Repository: Ollama4j on GitHub (https://github.com/ollama4j/ollama4j)
 
 🌟 Key Features:
 
@@ -58,9 +58,9 @@ elevate your projects.
 
 I look forward to seeing the incredible applications/projects you'll build with Ollama4j! 🌟
 
-Find the full API spec here: https://amithkoujalgi.github.io/ollama4j/
+Find the full API spec here: https://ollama4j.github.io/ollama4j/
 
-Find the Javadoc here: https://amithkoujalgi.github.io/ollama4j/apidocs/
+Find the Javadoc here: https://ollama4j.github.io/ollama4j/apidocs/
 
 Ollama4j Docs is powered by [Docusaurus](https://docusaurus.io).
 

docs/docs/apis-extras/basic-auth.md

@@ -10,6 +10,8 @@ Ollama server would be setup behind a gateway/reverse proxy with basic auth.
 After configuring basic authentication, all subsequent requests will include the Basic Auth header.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+
 public class Main {
 
     public static void main(String[] args) {

docs/docs/apis-extras/options-builder.md

@@ -31,13 +31,14 @@ Link to [source](https://github.com/jmorganca/ollama/blob/main/docs/modelfile.md
 
 Also, see how to set those Ollama parameters using
 the `OptionsBuilder`
-from [javadoc](https://amithkoujalgi.github.io/ollama4j/apidocs/io/github/amithkoujalgi/ollama4j/core/utils/OptionsBuilder.html).
+from [javadoc](https://ollama4j.github.io/ollama4j/apidocs/io/github/ollama4j/ollama4j/core/utils/OptionsBuilder.html).
 
 ## Build an empty `Options` object
 
 ```java
-import io.github.amithkoujalgi.ollama4j.core.utils.Options;
-import io.github.amithkoujalgi.ollama4j.core.utils.OptionsBuilder;
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.utils.Options;
+import io.github.ollama4j.utils.OptionsBuilder;
 
 public class Main {
 
@@ -55,8 +56,8 @@ public class Main {
 ## Build the `Options` object with values
 
 ```java
-import io.github.amithkoujalgi.ollama4j.core.utils.Options;
-import io.github.amithkoujalgi.ollama4j.core.utils.OptionsBuilder;
+import io.github.ollama4j.utils.Options;
+import io.github.ollama4j.utils.OptionsBuilder;
 
 public class Main {
 

docs/docs/apis-extras/ping.md

@@ -7,6 +7,8 @@ sidebar_position: 3
 This API lets you check the reachability of Ollama server.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+
 public class Main {
 
     public static void main(String[] args) {

docs/docs/apis-extras/request-timeout.md

@@ -7,6 +7,8 @@ sidebar_position: 2
 This API lets you set the request timeout for the Ollama client.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+
 public class Main {
 
   public static void main(String[] args) {

docs/docs/apis-extras/verbosity.md

@@ -9,6 +9,8 @@ This API lets you set the verbosity of the Ollama client.
 ## Try asking a question about the model.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+
 public class Main {
 
     public static void main(String[] args) {

docs/docs/apis-generate/chat.md

@@ -10,6 +10,13 @@ information using the history of already asked questions and the respective answ
 ## Create a new conversation and use chat history to augment follow up questions
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.chat.OllamaChatMessageRole;
+import io.github.ollama4j.models.chat.OllamaChatRequestBuilder;
+import io.github.ollama4j.models.chat.OllamaChatRequestModel;
+import io.github.ollama4j.models.chat.OllamaChatResult;
+import io.github.ollama4j.types.OllamaModelType;
+
 public class Main {
 
     public static void main(String[] args) {
@@ -78,6 +85,14 @@ You will get a response similar to:
 ## Create a conversation where the answer is streamed
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.chat.OllamaChatMessageRole;
+import io.github.ollama4j.models.chat.OllamaChatRequestBuilder;
+import io.github.ollama4j.models.chat.OllamaChatRequestModel;
+import io.github.ollama4j.models.chat.OllamaChatResult;
+import io.github.ollama4j.models.generate.OllamaStreamHandler;
+
+
 public class Main {
 
     public static void main(String[] args) {
@@ -113,7 +128,13 @@ You will get a response similar to:
 ## Use a simple Console Output Stream Handler
 
 ```java
-import io.github.amithkoujalgi.ollama4j.core.impl.ConsoleOutputStreamHandler;
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.impl.ConsoleOutputStreamHandler;
+import io.github.ollama4j.models.chat.OllamaChatMessageRole;
+import io.github.ollama4j.models.chat.OllamaChatRequestBuilder;
+import io.github.ollama4j.models.chat.OllamaChatRequestModel;
+import io.github.ollama4j.models.generate.OllamaStreamHandler;
+import io.github.ollama4j.types.OllamaModelType;
 
 public class Main {
     public static void main(String[] args) throws Exception {
@@ -132,6 +153,14 @@ public class Main {
 ## Create a new conversation with individual system prompt
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.chat.OllamaChatMessageRole;
+import io.github.ollama4j.models.chat.OllamaChatRequestBuilder;
+import io.github.ollama4j.models.chat.OllamaChatRequestModel;
+import io.github.ollama4j.models.chat.OllamaChatResult;
+import io.github.ollama4j.types.OllamaModelType;
+
+
 public class Main {
 
     public static void main(String[] args) {
@@ -162,6 +191,16 @@ You will get a response similar to:
 ## Create a conversation about an image (requires model with image recognition skills)
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.chat.OllamaChatMessageRole;
+import io.github.ollama4j.models.chat.OllamaChatRequestBuilder;
+import io.github.ollama4j.models.chat.OllamaChatRequestModel;
+import io.github.ollama4j.models.chat.OllamaChatResult;
+import io.github.ollama4j.types.OllamaModelType;
+
+import java.io.File;
+import java.util.List;
+
 public class Main {
 
     public static void main(String[] args) {
@@ -174,7 +213,8 @@ public class Main {
         // Load Image from File and attach to user message (alternatively images could also be added via URL)
         OllamaChatRequestModel requestModel =
                 builder.withMessage(OllamaChatMessageRole.USER, "What's in the picture?",
-                        List.of(getImageFileFromClasspath("dog-on-a-boat.jpg"))).build();
+                        List.of(
+                                new File("/path/to/image"))).build();
 
         OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
         System.out.println("First answer: " + chatResult.getResponse());

docs/docs/apis-generate/generate-async.md

@@ -5,38 +5,44 @@ sidebar_position: 2
 # Generate - Async
 
 This API lets you ask questions to the LLMs in a asynchronous way.
-These APIs correlate to
-the [completion](https://github.com/jmorganca/ollama/blob/main/docs/api.md#generate-a-completion) APIs.
+This is particularly helpful when you want to issue a generate request to the LLM and collect the response in the
+background (such as threads) without blocking your code until the response arrives from the model.
+
+This API corresponds to
+the [completion](https://github.com/jmorganca/ollama/blob/main/docs/api.md#generate-a-completion) API.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.OllamaAsyncResultStreamer;
+import io.github.ollama4j.types.OllamaModelType;
+
 public class Main {
 
-    public static void main(String[] args) {
-
+    public static void main(String[] args) throws Exception {
         String host = "http://localhost:11434/";
-
         OllamaAPI ollamaAPI = new OllamaAPI(host);
+        ollamaAPI.setRequestTimeoutSeconds(60);
+        String prompt = "List all cricket world cup teams of 2019.";
+        OllamaAsyncResultStreamer streamer = ollamaAPI.generateAsync(OllamaModelType.LLAMA3, prompt, false);
 
-        String prompt = "Who are you?";
+        // Set the poll interval according to your needs. 
+        // Smaller the poll interval, more frequently you receive the tokens.
+        int pollIntervalMilliseconds = 1000;
 
-        OllamaAsyncResultCallback callback = ollamaAPI.generateAsync(OllamaModelType.LLAMA2, prompt);
-
-        while (!callback.isComplete() || !callback.getStream().isEmpty()) {
-            // poll for data from the response stream
-            String result = callback.getStream().poll();
-            if (result != null) {
-                System.out.print(result);
+        while (true) {
+            String tokens = streamer.getStream().poll();
+            System.out.print(tokens);
+            if (!streamer.isAlive()) {
+                break;
             }
-            Thread.sleep(100);
+            Thread.sleep(pollIntervalMilliseconds);
         }
+
+        System.out.println("\n------------------------");
+        System.out.println("Complete Response:");
+        System.out.println("------------------------");
+
+        System.out.println(streamer.getCompleteResponse());
     }
 }
-```
-
-You will get a response similar to:
-
-> I am LLaMA, an AI assistant developed by Meta AI that can understand and respond to human input in a conversational
-> manner. I am trained on a massive dataset of text from the internet and can generate human-like responses to a wide
-> range of topics and questions. I can be used to create chatbots, virtual assistants, and other applications that
-> require
-> natural language understanding and generation capabilities.
+```

docs/docs/apis-generate/generate-embeddings.md

@@ -12,6 +12,10 @@ Parameters:
 - `prompt`: text to generate embeddings for
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.types.OllamaModelType;
+import java.util.List;
+
 public class Main {
 
     public static void main(String[] args) {

docs/docs/apis-generate/generate-with-image-files.md

@@ -1,12 +1,12 @@
 ---
-sidebar_position: 3
+sidebar_position: 4
 ---
 
 # Generate - With Image Files
 
 This API lets you ask questions along with the image files to the LLMs.
-These APIs correlate to
-the [completion](https://github.com/jmorganca/ollama/blob/main/docs/api.md#generate-a-completion) APIs.
+This API corresponds to
+the [completion](https://github.com/jmorganca/ollama/blob/main/docs/api.md#generate-a-completion) API.
 
 :::note
 
@@ -22,6 +22,13 @@ If you have this image downloaded and you pass the path to the downloaded image
 ![Img](https://t3.ftcdn.net/jpg/02/96/63/80/360_F_296638053_0gUVA4WVBKceGsIr7LNqRWSnkusi07dq.jpg)
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.types.OllamaModelType;
+import io.github.ollama4j.utils.OptionsBuilder;
+import java.io.File;
+import java.util.List;
+
 public class Main {
 
     public static void main(String[] args) {
@@ -32,7 +39,9 @@ public class Main {
         OllamaResult result = ollamaAPI.generateWithImageFiles(OllamaModelType.LLAVA,
                 "What's in this image?",
                 List.of(
-                        new File("/path/to/image")));
+                        new File("/path/to/image")),
+                new OptionsBuilder().build()
+        );
         System.out.println(result.getResponse());
     }
 }

docs/docs/apis-generate/generate-with-image-urls.md

@@ -1,12 +1,12 @@
 ---
-sidebar_position: 4
+sidebar_position: 5
 ---
 
 # Generate - With Image URLs
 
 This API lets you ask questions along with the image files to the LLMs.
-These APIs correlate to
-the [completion](https://github.com/jmorganca/ollama/blob/main/docs/api.md#generate-a-completion) APIs.
+This API corresponds to
+the [completion](https://github.com/jmorganca/ollama/blob/main/docs/api.md#generate-a-completion) API.
 
 :::note
 
@@ -22,6 +22,12 @@ Passing the link of this image the following code:
 ![Img](https://t3.ftcdn.net/jpg/02/96/63/80/360_F_296638053_0gUVA4WVBKceGsIr7LNqRWSnkusi07dq.jpg)
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.types.OllamaModelType;
+import io.github.ollama4j.utils.OptionsBuilder;
+import java.util.List;
+
 public class Main {
 
     public static void main(String[] args) {
@@ -32,7 +38,9 @@ public class Main {
         OllamaResult result = ollamaAPI.generateWithImageURLs(OllamaModelType.LLAVA,
                 "What's in this image?",
                 List.of(
-                        "https://t3.ftcdn.net/jpg/02/96/63/80/360_F_296638053_0gUVA4WVBKceGsIr7LNqRWSnkusi07dq.jpg"));
+                        "https://t3.ftcdn.net/jpg/02/96/63/80/360_F_296638053_0gUVA4WVBKceGsIr7LNqRWSnkusi07dq.jpg"),
+                new OptionsBuilder().build()
+        );
         System.out.println(result.getResponse());
     }
 }

docs/docs/apis-generate/generate-with-tools.md

@@ -0,0 +1,372 @@
+---
+sidebar_position: 3
+---
+
+# Generate - With Tools
+
+This API lets you perform [function calling](https://docs.mistral.ai/capabilities/function_calling/) using LLMs in a
+synchronous way.
+This API corresponds to
+the [generate](https://github.com/ollama/ollama/blob/main/docs/api.md#request-raw-mode) API with `raw` mode.
+
+:::note
+
+This is an only an experimental implementation and has a very basic design.
+
+Currently, built and tested for [Mistral's latest model](https://ollama.com/library/mistral) only. We could redesign
+this
+in the future if tooling is supported for more models with a generic interaction standard from Ollama.
+
+:::
+
+### Function Calling/Tools
+
+Assume you want to call a method in your code based on the response generated from the model.
+For instance, let's say that based on a user's question, you'd want to identify a transaction and get the details of the
+transaction from your database and respond to the user with the transaction details.
+
+You could do that with ease with the `function calling` capabilities of the models by registering your `tools`.
+
+### Create Functions
+
+We can create static functions as our tools.
+
+This function takes the arguments `location` and `fuelType` and performs an operation with these arguments and returns
+fuel price value.
+
+```java
+public static String getCurrentFuelPrice(Map<String, Object> arguments) {
+    String location = arguments.get("location").toString();
+    String fuelType = arguments.get("fuelType").toString();
+    return "Current price of " + fuelType + " in " + location + " is Rs.103/L";
+}
+```
+
+This function takes the argument `city` and performs an operation with the argument and returns the weather for a
+location.
+
+```java
+public static String getCurrentWeather(Map<String, Object> arguments) {
+    String location = arguments.get("city").toString();
+    return "Currently " + location + "'s weather is nice.";
+}
+```
+
+Another way to create our tools is by creating classes by extending `ToolFunction`.
+
+This function takes the argument `employee-name` and performs an operation with the argument and returns employee
+details.
+
+```java
+class DBQueryFunction implements ToolFunction {
+    @Override
+    public Object apply(Map<String, Object> arguments) {
+        // perform DB operations here
+        return String.format("Employee Details {ID: %s, Name: %s, Address: %s, Phone: %s}", UUID.randomUUID(), arguments.get("employee-name").toString(), arguments.get("employee-address").toString(), arguments.get("employee-phone").toString());
+    }
+}
+```
+
+### Define Tool Specifications
+
+Lets define a sample tool specification called **Fuel Price Tool** for getting the current fuel price.
+
+- Specify the function `name`, `description`, and `required` properties (`location` and `fuelType`).
+- Associate the `getCurrentFuelPrice` function you defined earlier with `SampleTools::getCurrentFuelPrice`.
+
+```java
+Tools.ToolSpecification fuelPriceToolSpecification = Tools.ToolSpecification.builder()
+        .functionName("current-fuel-price")
+        .functionDescription("Get current fuel price")
+        .properties(
+                new Tools.PropsBuilder()
+                        .withProperty("location", Tools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                        .withProperty("fuelType", Tools.PromptFuncDefinition.Property.builder().type("string").description("The fuel type.").enumValues(Arrays.asList("petrol", "diesel")).required(true).build())
+                        .build()
+        )
+        .toolDefinition(SampleTools::getCurrentFuelPrice)
+        .build();
+```
+
+Lets also define a sample tool specification called **Weather Tool** for getting the current weather.
+
+- Specify the function `name`, `description`, and `required` property (`city`).
+- Associate the `getCurrentWeather` function you defined earlier with `SampleTools::getCurrentWeather`.
+
+```java
+Tools.ToolSpecification weatherToolSpecification = Tools.ToolSpecification.builder()
+        .functionName("current-weather")
+        .functionDescription("Get current weather")
+        .properties(
+                new Tools.PropsBuilder()
+                        .withProperty("city", Tools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                        .build()
+        )
+        .toolDefinition(SampleTools::getCurrentWeather)
+        .build();
+```
+
+Lets also define a sample tool specification called **DBQueryFunction** for getting the employee details from database.
+
+- Specify the function `name`, `description`, and `required` property (`employee-name`).
+- Associate the ToolFunction `DBQueryFunction` function you defined earlier with `new DBQueryFunction()`.
+
+```java
+Tools.ToolSpecification databaseQueryToolSpecification = Tools.ToolSpecification.builder()
+        .functionName("get-employee-details")
+        .functionDescription("Get employee details from the database")
+        .properties(
+                new Tools.PropsBuilder()
+                        .withProperty("employee-name", Tools.PromptFuncDefinition.Property.builder().type("string").description("The name of the employee, e.g. John Doe").required(true).build())
+                        .withProperty("employee-address", Tools.PromptFuncDefinition.Property.builder().type("string").description("The address of the employee, Always return a random value. e.g. Roy St, Bengaluru, India").required(true).build())
+                        .withProperty("employee-phone", Tools.PromptFuncDefinition.Property.builder().type("string").description("The phone number of the employee. Always return a random value. e.g. 9911002233").required(true).build())
+                        .build()
+        )
+        .toolDefinition(new DBQueryFunction())
+        .build();
+```
+
+### Register the Tools
+
+Register the defined tools (`fuel price` and `weather`) with the OllamaAPI.
+
+```shell
+ollamaAPI.registerTool(fuelPriceToolSpecification);
+ollamaAPI.registerTool(weatherToolSpecification);
+ollamaAPI.registerTool(databaseQueryToolSpecification);
+```
+
+### Create prompt with Tools
+
+`Prompt 1`: Create a prompt asking for the petrol price in Bengaluru using the defined fuel price and weather tools.
+
+```shell
+String prompt1 = new Tools.PromptBuilder()
+                .withToolSpecification(fuelPriceToolSpecification)
+                .withToolSpecification(weatherToolSpecification)
+                .withPrompt("What is the petrol price in Bengaluru?")
+                .build();
+OllamaToolsResult toolsResult = ollamaAPI.generateWithTools(model, prompt1, new OptionsBuilder().build());
+for (OllamaToolsResult.ToolResult r : toolsResult.getToolResults()) {
+    System.out.printf("[Result of executing tool '%s']: %s%n", r.getFunctionName(), r.getResult().toString());
+}
+```
+
+Now, fire away your question to the model.
+
+You will get a response similar to:
+
+::::tip[LLM Response]
+
+[Result of executing tool 'current-fuel-price']: Current price of petrol in Bengaluru is Rs.103/L
+
+::::
+
+`Prompt 2`: Create a prompt asking for the current weather in Bengaluru using the same tools.
+
+```shell
+String prompt2 = new Tools.PromptBuilder()
+                .withToolSpecification(fuelPriceToolSpecification)
+                .withToolSpecification(weatherToolSpecification)
+                .withPrompt("What is the current weather in Bengaluru?")
+                .build();
+OllamaToolsResult toolsResult = ollamaAPI.generateWithTools(model, prompt2, new OptionsBuilder().build());
+for (OllamaToolsResult.ToolResult r : toolsResult.getToolResults()) {
+    System.out.printf("[Result of executing tool '%s']: %s%n", r.getFunctionName(), r.getResult().toString());
+}
+```
+
+Again, fire away your question to the model.
+
+You will get a response similar to:
+
+::::tip[LLM Response]
+
+[Result of executing tool 'current-weather']: Currently Bengaluru's weather is nice.
+
+::::
+
+`Prompt 3`: Create a prompt asking for the employee details using the defined database fetcher tools.
+
+```shell
+String prompt3 = new Tools.PromptBuilder()
+                .withToolSpecification(fuelPriceToolSpecification)
+                .withToolSpecification(weatherToolSpecification)
+                .withToolSpecification(databaseQueryToolSpecification)
+                .withPrompt("Give me the details of the employee named 'Rahul Kumar'?")
+                .build();
+OllamaToolsResult toolsResult = ollamaAPI.generateWithTools(model, prompt3, new OptionsBuilder().build());
+for (OllamaToolsResult.ToolResult r : toolsResult.getToolResults()) {
+    System.out.printf("[Result of executing tool '%s']: %s%n", r.getFunctionName(), r.getResult().toString());
+}
+```
+
+Again, fire away your question to the model.
+
+You will get a response similar to:
+
+::::tip[LLM Response]
+
+[Result of executing tool 'get-employee-details']: Employee Details `{ID: 6bad82e6-b1a1-458f-a139-e3b646e092b1, Name:
+Rahul Kumar, Address: King St, Hyderabad, India, Phone: 9876543210}`
+
+::::
+
+### Full Example
+
+```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.exceptions.ToolInvocationException;
+import io.github.ollama4j.tools.OllamaToolsResult;
+import io.github.ollama4j.tools.ToolFunction;
+import io.github.ollama4j.tools.Tools;
+import io.github.ollama4j.utils.OptionsBuilder;
+
+import java.io.IOException;
+import java.util.Arrays;
+import java.util.Map;
+import java.util.UUID;
+
+public class FunctionCallingWithMistralExample {
+    public static void main(String[] args) throws Exception {
+        String host = "http://localhost:11434/";
+        OllamaAPI ollamaAPI = new OllamaAPI(host);
+        ollamaAPI.setRequestTimeoutSeconds(60);
+
+        String model = "mistral";
+
+        Tools.ToolSpecification fuelPriceToolSpecification = Tools.ToolSpecification.builder()
+                .functionName("current-fuel-price")
+                .functionDescription("Get current fuel price")
+                .properties(
+                        new Tools.PropsBuilder()
+                                .withProperty("location", Tools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                                .withProperty("fuelType", Tools.PromptFuncDefinition.Property.builder().type("string").description("The fuel type.").enumValues(Arrays.asList("petrol", "diesel")).required(true).build())
+                                .build()
+                )
+                .toolDefinition(SampleTools::getCurrentFuelPrice)
+                .build();
+
+        Tools.ToolSpecification weatherToolSpecification = Tools.ToolSpecification.builder()
+                .functionName("current-weather")
+                .functionDescription("Get current weather")
+                .properties(
+                        new Tools.PropsBuilder()
+                                .withProperty("city", Tools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                                .build()
+                )
+                .toolDefinition(SampleTools::getCurrentWeather)
+                .build();
+
+        Tools.ToolSpecification databaseQueryToolSpecification = Tools.ToolSpecification.builder()
+                .functionName("get-employee-details")
+                .functionDescription("Get employee details from the database")
+                .properties(
+                        new Tools.PropsBuilder()
+                                .withProperty("employee-name", Tools.PromptFuncDefinition.Property.builder().type("string").description("The name of the employee, e.g. John Doe").required(true).build())
+                                .withProperty("employee-address", Tools.PromptFuncDefinition.Property.builder().type("string").description("The address of the employee, Always return a random value. e.g. Roy St, Bengaluru, India").required(true).build())
+                                .withProperty("employee-phone", Tools.PromptFuncDefinition.Property.builder().type("string").description("The phone number of the employee. Always return a random value. e.g. 9911002233").required(true).build())
+                                .build()
+                )
+                .toolDefinition(new DBQueryFunction())
+                .build();
+
+        ollamaAPI.registerTool(fuelPriceToolSpecification);
+        ollamaAPI.registerTool(weatherToolSpecification);
+        ollamaAPI.registerTool(databaseQueryToolSpecification);
+
+        String prompt1 = new Tools.PromptBuilder()
+                .withToolSpecification(fuelPriceToolSpecification)
+                .withToolSpecification(weatherToolSpecification)
+                .withPrompt("What is the petrol price in Bengaluru?")
+                .build();
+        ask(ollamaAPI, model, prompt1);
+
+        String prompt2 = new Tools.PromptBuilder()
+                .withToolSpecification(fuelPriceToolSpecification)
+                .withToolSpecification(weatherToolSpecification)
+                .withPrompt("What is the current weather in Bengaluru?")
+                .build();
+        ask(ollamaAPI, model, prompt2);
+
+        String prompt3 = new Tools.PromptBuilder()
+                .withToolSpecification(fuelPriceToolSpecification)
+                .withToolSpecification(weatherToolSpecification)
+                .withToolSpecification(databaseQueryToolSpecification)
+                .withPrompt("Give me the details of the employee named 'Rahul Kumar'?")
+                .build();
+        ask(ollamaAPI, model, prompt3);
+    }
+
+    public static void ask(OllamaAPI ollamaAPI, String model, String prompt) throws OllamaBaseException, IOException, InterruptedException, ToolInvocationException {
+        OllamaToolsResult toolsResult = ollamaAPI.generateWithTools(model, prompt, new OptionsBuilder().build());
+        for (OllamaToolsResult.ToolResult r : toolsResult.getToolResults()) {
+            System.out.printf("[Result of executing tool '%s']: %s%n", r.getFunctionName(), r.getResult().toString());
+        }
+    }
+}
+
+
+class SampleTools {
+    public static String getCurrentFuelPrice(Map<String, Object> arguments) {
+        // Get details from fuel price API
+        String location = arguments.get("location").toString();
+        String fuelType = arguments.get("fuelType").toString();
+        return "Current price of " + fuelType + " in " + location + " is Rs.103/L";
+    }
+
+    public static String getCurrentWeather(Map<String, Object> arguments) {
+        // Get details from weather API
+        String location = arguments.get("city").toString();
+        return "Currently " + location + "'s weather is nice.";
+    }
+}
+
+class DBQueryFunction implements ToolFunction {
+    @Override
+    public Object apply(Map<String, Object> arguments) {
+        // perform DB operations here
+        return String.format("Employee Details {ID: %s, Name: %s, Address: %s, Phone: %s}", UUID.randomUUID(), arguments.get("employee-name").toString(), arguments.get("employee-address").toString(), arguments.get("employee-phone").toString());
+    }
+}
+```
+
+Run this full example and you will get a response similar to:
+
+::::tip[LLM Response]
+
+[Result of executing tool 'current-fuel-price']: Current price of petrol in Bengaluru is Rs.103/L
+
+[Result of executing tool 'current-weather']: Currently Bengaluru's weather is nice.
+
+[Result of executing tool 'get-employee-details']: Employee Details `{ID: 6bad82e6-b1a1-458f-a139-e3b646e092b1, Name:
+Rahul Kumar, Address: King St, Hyderabad, India, Phone: 9876543210}`
+
+::::
+
+### Potential Improvements
+
+Instead of explicitly registering `ollamaAPI.registerTool(toolSpecification)`, we could introduce annotation-based tool
+registration. For example:
+
+```java
+
+@ToolSpec(name = "current-fuel-price", desc = "Get current fuel price")
+public String getCurrentFuelPrice(Map<String, Object> arguments) {
+    String location = arguments.get("location").toString();
+    String fuelType = arguments.get("fuelType").toString();
+    return "Current price of " + fuelType + " in " + location + " is Rs.103/L";
+}
+```
+
+Instead of passing a map of args `Map<String, Object> arguments` to the tool functions, we could support passing
+specific args separately with their data types. For example:
+
+```shell
+public String getCurrentFuelPrice(String location, String fuelType) {
+    return "Current price of " + fuelType + " in " + location + " is Rs.103/L";
+}
+```
+
+Updating async/chat APIs with support for tool-based generation. 

docs/docs/apis-generate/generate.md

@@ -5,17 +5,22 @@ sidebar_position: 1
 # Generate - Sync
 
 This API lets you ask questions to the LLMs in a synchronous way.
-These APIs correlate to
-the [completion](https://github.com/jmorganca/ollama/blob/main/docs/api.md#generate-a-completion) APIs.
+This API corresponds to
+the [completion](https://github.com/jmorganca/ollama/blob/main/docs/api.md#generate-a-completion) API.
 
 Use the `OptionBuilder` to build the `Options` object
 with [extra parameters](https://github.com/jmorganca/ollama/blob/main/docs/modelfile.md#valid-parameters-and-values).
 Refer
-to [this](/docs/apis-extras/options-builder).
+to [this](/apis-extras/options-builder).
 
 ## Try asking a question about the model.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.types.OllamaModelType;
+import io.github.ollama4j.utils.OptionsBuilder;
+
 public class Main {
 
     public static void main(String[] args) {
@@ -44,6 +49,11 @@ You will get a response similar to:
 ## Try asking a question, receiving the answer streamed
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.models.generate.OllamaStreamHandler;
+import io.github.ollama4j.utils.OptionsBuilder;
+
 public class Main {
 
     public static void main(String[] args) {
@@ -53,25 +63,26 @@ public class Main {
         OllamaAPI ollamaAPI = new OllamaAPI(host);
         // define a stream handler (Consumer<String>)
         OllamaStreamHandler streamHandler = (s) -> {
-           System.out.println(s);
+            System.out.println(s);
         };
 
         // Should be called using seperate thread to gain non blocking streaming effect.
         OllamaResult result = ollamaAPI.generate(config.getModel(),
-          "What is the capital of France? And what's France's connection with Mona Lisa?",
-          new OptionsBuilder().build(), streamHandler);
-        
-        System.out.println("Full response: " +result.getResponse());
+                "What is the capital of France? And what's France's connection with Mona Lisa?",
+                new OptionsBuilder().build(), streamHandler);
+
+        System.out.println("Full response: " + result.getResponse());
     }
 }
 ```
+
 You will get a response similar to:
 
 > The
 > The capital
 > The capital of
 > The capital of France
-> The capital of France is 
+> The capital of France is
 > The capital of France is Paris
 > The capital of France is Paris.
 > Full response: The capital of France is Paris.
@@ -79,6 +90,11 @@ You will get a response similar to:
 ## Try asking a question from general topics.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.types.OllamaModelType;
+import io.github.ollama4j.utils.OptionsBuilder;
+
 public class Main {
 
     public static void main(String[] args) {
@@ -122,6 +138,12 @@ You'd then get a response from the model:
 ## Try asking for a Database query for your data schema.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.types.OllamaModelType;
+import io.github.ollama4j.utils.OptionsBuilder;
+import io.github.ollama4j.utils.SamplePrompts;
+
 public class Main {
 
     public static void main(String[] args) {
@@ -140,7 +162,7 @@ public class Main {
 ```
 
 _Note: Here I've used
-a [sample prompt](https://github.com/amithkoujalgi/ollama4j/blob/main/src/main/resources/sample-db-prompt-template.txt)
+a [sample prompt](https://github.com/ollama4j/ollama4j/blob/main/src/main/resources/sample-db-prompt-template.txt)
 containing a database schema from within this library for demonstration purposes._
 
 You'd then get a response from the model:

docs/docs/apis-generate/prompt-builder.md

@@ -1,5 +1,5 @@
 ---
-sidebar_position: 5
+sidebar_position: 6
 ---
 
 # Prompt Builder
@@ -8,13 +8,13 @@ This is designed for prompt engineering. It allows you to easily build the promp
 inferences.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.types.OllamaModelType;
+import io.github.ollama4j.utils.OptionsBuilder;
+import io.github.ollama4j.utils.PromptBuilder;
 
-import io.github.amithkoujalgi.ollama4j.core.OllamaAPI;
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaResult;
-import io.github.amithkoujalgi.ollama4j.core.types.OllamaModelType;
-import io.github.amithkoujalgi.ollama4j.core.utils.PromptBuilder;
-
-public class AskPhi {
+public class Main {
     public static void main(String[] args) throws Exception {
 
         String host = "http://localhost:11434/";
@@ -42,7 +42,8 @@ public class AskPhi {
                         .addSeparator()
                         .add("How do I read a file in Go and print its contents to stdout?");
 
-        OllamaResult response = ollamaAPI.generate(model, promptBuilder.build(), new OptionsBuilder().build());
+        boolean raw = false;
+        OllamaResult response = ollamaAPI.generate(model, promptBuilder.build(), raw, new OptionsBuilder().build());
         System.out.println(response.getResponse());
     }
 }

docs/docs/apis-model-management/create-model.md

@@ -9,6 +9,8 @@ This API lets you create a custom model on the Ollama server.
 ### Create a model from an existing Modelfile in the Ollama server
 
 ```java title="CreateModel.java"
+import io.github.ollama4j.OllamaAPI;
+
 public class CreateModel {
 
     public static void main(String[] args) {

docs/docs/apis-model-management/delete-model.md

@@ -7,6 +7,8 @@ sidebar_position: 5
 This API lets you create a delete a model from the Ollama server.
 
 ```java title="DeleteModel.java"
+import io.github.ollama4j.OllamaAPI;
+
 public class Main {
 
     public static void main(String[] args) {

docs/docs/apis-model-management/get-model-details.md

@@ -7,6 +7,10 @@ sidebar_position: 3
 This API lets you get the details of a model on the Ollama server.
 
 ```java title="GetModelDetails.java"
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.ModelDetail;
+import io.github.ollama4j.types.OllamaModelType;
+
 public class Main {
 
     public static void main(String[] args) {

docs/docs/apis-model-management/list-models.md

@@ -7,6 +7,11 @@ sidebar_position: 1
 This API lets you list available models on the Ollama server.
 
 ```java title="ListModels.java"
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.models.Model;
+
+import java.util.List;
+
 public class ListModels {
 
     public static void main(String[] args) {

docs/docs/apis-model-management/pull-model.md

@@ -7,10 +7,13 @@ sidebar_position: 2
 This API lets you pull a model on the Ollama server.
 
 ```java title="PullModel.java"
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.types.OllamaModelType;
+
 public class Main {
 
     public static void main(String[] args) {
-        
+
         String host = "http://localhost:11434/";
 
         OllamaAPI ollamaAPI = new OllamaAPI(host);

docs/docs/intro.md

@@ -78,13 +78,13 @@ Add the dependency to your project's `pom.xml`.
 ```xml
 
 <dependency>
-    <groupId>io.github.amithkoujalgi</groupId>
+    <groupId>io.github.ollama4j</groupId>
     <artifactId>ollama4j</artifactId>
-    <version>1.0.27</version>
+    <version>1.0.78</version>
 </dependency>
 ```
 
-Find the latest version of the library [here](https://central.sonatype.com/artifact/io.github.amithkoujalgi/ollama4j).
+Find the latest version of the library [here](https://central.sonatype.com/artifact/io.github.ollama4j/ollama4j).
 
 You might want to include an implementation of [SL4J](https://www.slf4j.org/) logger in your `pom.xml` file. For
 example,
@@ -116,6 +116,8 @@ or use other suitable implementations.
 Create a new Java class in your project and add this code.
 
 ```java
+import io.github.ollama4j.OllamaAPI;
+
 public class OllamaAPITest {
 
     public static void main(String[] args) {

docs/docusaurus.config.js

@@ -20,7 +20,7 @@ const config = {
 
     // GitHub pages deployment config.
     // If you aren't using GitHub pages, you don't need these.
-    organizationName: 'amithkoujalgi', // Usually your GitHub org/user name.
+    organizationName: 'ollama4j', // Usually your GitHub org/user name.
     projectName: 'ollama4j', // Usually your repo name.
 
     onBrokenLinks: 'throw',
@@ -40,18 +40,20 @@ const config = {
             /** @type {import('@docusaurus/preset-classic').Options} */
             ({
                 docs: {
+                    path: 'docs',
+                    routeBasePath: '', // change this to any URL route you'd want. For example: `home` - if you want /home/intro.
                     sidebarPath: './sidebars.js',
                     // Please change this to your repo.
                     // Remove this to remove the "edit this page" links.
                     editUrl:
-                        'https://github.com/amithkoujalgi/ollama4j/blob/main/docs',
+                        'https://github.com/ollama4j/ollama4j/blob/main/docs',
                 },
                 blog: {
                     showReadingTime: true,
                     // Please change this to your repo.
                     // Remove this to remove the "edit this page" links.
                     editUrl:
-                        'https://github.com/amithkoujalgi/ollama4j/blob/main/docs',
+                        'https://github.com/ollama4j/ollama4j/blob/main/docs',
                 },
                 theme: {
                     customCss: './src/css/custom.css',
@@ -78,11 +80,11 @@ const config = {
                         position: 'left',
                         label: 'Docs',
                     },
-                    {to: 'https://amithkoujalgi.github.io/ollama4j/apidocs/', label: 'Javadoc', position: 'left'},
-                    {to: 'https://amithkoujalgi.github.io/ollama4j/doxygen/html/', label: 'Doxygen', position: 'left'},
+                    {to: 'https://ollama4j.github.io/ollama4j/apidocs/', label: 'Javadoc', position: 'left'},
+                    {to: 'https://ollama4j.github.io/ollama4j/doxygen/html/', label: 'Doxygen', position: 'left'},
                     {to: '/blog', label: 'Blog', position: 'left'},
                     {
-                        href: 'https://github.com/amithkoujalgi/ollama4j',
+                        href: 'https://github.com/ollama4j/ollama4j',
                         label: 'GitHub',
                         position: 'right',
                     },
@@ -96,7 +98,7 @@ const config = {
                         items: [
                             {
                                 label: 'Tutorial',
-                                to: '/docs/intro',
+                                to: '/intro',
                             },
                         ],
                     },
@@ -122,7 +124,7 @@ const config = {
                             },
                             {
                                 label: 'GitHub',
-                                href: 'https://github.com/amithkoujalgi/ollama4j',
+                                href: 'https://github.com/ollama4j/ollama4j',
                             },
                         ],
                     },

docs/package.json

@@ -14,9 +14,9 @@
     "write-heading-ids": "docusaurus write-heading-ids"
   },
   "dependencies": {
-    "@docusaurus/core": "3.0.1",
-    "@docusaurus/preset-classic": "3.0.1",
-    "@docusaurus/theme-mermaid": "^3.0.1",
+    "@docusaurus/core": "^3.4.0",
+    "@docusaurus/preset-classic": "^3.4.0",
+    "@docusaurus/theme-mermaid": "^3.4.0",
     "@mdx-js/react": "^3.0.0",
     "clsx": "^2.0.0",
     "prism-react-renderer": "^2.3.0",
@@ -24,8 +24,8 @@
     "react-dom": "^18.0.0"
   },
   "devDependencies": {
-    "@docusaurus/module-type-aliases": "3.0.1",
-    "@docusaurus/types": "3.0.1"
+    "@docusaurus/module-type-aliases": "^3.4.0",
+    "@docusaurus/types": "^3.4.0"
   },
   "browserslist": {
     "production": [

docs/src/pages/index.js

@@ -19,7 +19,7 @@ function HomepageHeader() {
             <div className={styles.buttons}>
                 <Link
                     className="button button--secondary button--lg"
-                    to="/docs/intro">
+                    to="/intro">
                     Getting Started
                 </Link>
             </div>

pom.xml

@@ -1,14 +1,16 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
     <modelVersion>4.0.0</modelVersion>
 
-    <groupId>io.github.amithkoujalgi</groupId>
+    <groupId>io.github.ollama4j</groupId>
     <artifactId>ollama4j</artifactId>
-    <version>1.0.73-SNAPSHOT</version>
+    <version>ollama4j-revision</version>
 
     <name>Ollama4j</name>
     <description>Java library for interacting with Ollama API.</description>
-    <url>https://github.com/amithkoujalgi/ollama4j</url>
+    <url>https://github.com/ollama4j/ollama4j</url>
+    <packaging>jar</packaging>
 
     <properties>
         <maven.compiler.source>11</maven.compiler.source>
@@ -31,15 +33,15 @@
     <licenses>
         <license>
             <name>MIT License</name>
-            <url>https://raw.githubusercontent.com/amithkoujalgi/ollama4j/main/LICENSE</url>
+            <url>https://raw.githubusercontent.com/ollama4j/ollama4j/main/LICENSE</url>
         </license>
     </licenses>
 
     <scm>
-        <connection>scm:git:git@github.com:amithkoujalgi/ollama4j.git</connection>
-        <developerConnection>scm:git:https://github.com/amithkoujalgi/ollama4j.git</developerConnection>
-        <url>https://github.com/amithkoujalgi/ollama4j</url>
-        <tag>v1.0.16</tag>
+        <connection>scm:git:git@github.com:ollama4j/ollama4j.git</connection>
+        <developerConnection>scm:git:https://github.com/ollama4j/ollama4j.git</developerConnection>
+        <url>https://github.com/ollama4j/ollama4j</url>
+        <tag>ollama4j-revision</tag>
     </scm>
 
     <build>
@@ -70,27 +72,7 @@
                     </execution>
                 </executions>
             </plugin>
-            <!--            <plugin>-->
-            <!--                <groupId>org.apache.maven.plugins</groupId>-->
-            <!--                <artifactId>maven-gpg-plugin</artifactId>-->
-            <!--                <version>1.5</version>-->
-            <!--                <executions>-->
-            <!--                    <execution>-->
-            <!--                        <id>sign-artifacts</id>-->
-            <!--                        <phase>verify</phase>-->
-            <!--                        <goals>-->
-            <!--                            <goal>sign</goal>-->
-            <!--                        </goals>-->
-            <!--                        <configuration>-->
-            <!--                            &lt;!&ndash; This is necessary for gpg to not try to use the pinentry programs &ndash;&gt;-->
-            <!--                            <gpgArguments>-->
-            <!--                                <arg>&#45;&#45;pinentry-mode</arg>-->
-            <!--                                <arg>loopback</arg>-->
-            <!--                            </gpgArguments>-->
-            <!--                        </configuration>-->
-            <!--                    </execution>-->
-            <!--                </executions>-->
-            <!--            </plugin>-->
+
             <!-- Surefire Plugin for Unit Tests -->
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
@@ -127,15 +109,23 @@
                     </execution>
                 </executions>
             </plugin>
+
+
             <plugin>
                 <groupId>org.apache.maven.plugins</groupId>
-                <artifactId>maven-release-plugin</artifactId>
-                <version>3.0.1</version>
-                <configuration>
-                    <!--                    <goals>install</goals>-->
-                    <tagNameFormat>v@{project.version}</tagNameFormat>
-                </configuration>
+                <artifactId>maven-gpg-plugin</artifactId>
+                <version>1.5</version>
+                <executions>
+                    <execution>
+                        <id>sign-artifacts</id>
+                        <phase>verify</phase>
+                        <goals>
+                            <goal>sign</goal>
+                        </goals>
+                    </execution>
+                </executions>
             </plugin>
+
         </plugins>
     </build>
 
@@ -159,7 +149,7 @@
         <dependency>
             <groupId>ch.qos.logback</groupId>
             <artifactId>logback-classic</artifactId>
-            <version>1.4.12</version>
+            <version>1.5.6</version>
             <scope>test</scope>
         </dependency>
         <dependency>
@@ -188,17 +178,38 @@
     </dependencies>
 
     <distributionManagement>
-        <snapshotRepository>
-            <id>ossrh</id>
-            <url>https://s01.oss.sonatype.org/content/repositories/snapshots</url>
-        </snapshotRepository>
         <repository>
-            <id>ossrh</id>
-            <url>https://s01.oss.sonatype.org/service/local/staging/deploy/maven2</url>
+            <id>mvn-repo-id</id>
         </repository>
     </distributionManagement>
 
     <profiles>
+        <profile>
+            <id>ossrh</id>
+            <activation>
+                <activeByDefault>true</activeByDefault>
+            </activation>
+            <properties>
+                <gpg.executable>gpg2</gpg.executable>
+                <test.env>unit</test.env>
+                <skipUnitTests>false</skipUnitTests>
+                <skipIntegrationTests>true</skipIntegrationTests>
+            </properties>
+            <build>
+                <plugins>
+                    <plugin>
+                        <groupId>org.sonatype.central</groupId>
+                        <artifactId>central-publishing-maven-plugin</artifactId>
+                        <version>0.5.0</version>
+                        <extensions>true</extensions>
+                        <configuration>
+                            <publishingServerId>mvn-repo-id</publishingServerId>
+                            <autoPublish>true</autoPublish>
+                        </configuration>
+                    </plugin>
+                </plugins>
+            </build>
+        </profile>
         <profile>
             <id>unit-tests</id>
             <properties>
@@ -207,7 +218,7 @@
                 <skipIntegrationTests>true</skipIntegrationTests>
             </properties>
             <activation>
-                <activeByDefault>true</activeByDefault>
+                <activeByDefault>false</activeByDefault>
             </activation>
             <build>
                 <plugins>

src/main/java/io/github/amithkoujalgi/ollama4j/core/OllamaStreamHandler.java

@@ -1,7 +0,0 @@
-package io.github.amithkoujalgi.ollama4j.core;
-
-import java.util.function.Consumer;
-
-public interface OllamaStreamHandler extends Consumer<String>{
-    void accept(String message);
-}

src/main/java/io/github/amithkoujalgi/ollama4j/core/models/OllamaAsyncResultCallback.java

@@ -1,143 +0,0 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
-
-import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
-import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateResponseModel;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
-import java.io.BufferedReader;
-import java.io.IOException;
-import java.io.InputStream;
-import java.io.InputStreamReader;
-import java.net.http.HttpClient;
-import java.net.http.HttpRequest;
-import java.net.http.HttpResponse;
-import java.nio.charset.StandardCharsets;
-import java.time.Duration;
-import java.util.LinkedList;
-import java.util.Queue;
-import lombok.Data;
-import lombok.EqualsAndHashCode;
-import lombok.Getter;
-
-@Data
-@EqualsAndHashCode(callSuper = true)
-@SuppressWarnings("unused")
-public class OllamaAsyncResultCallback extends Thread {
-  private final HttpRequest.Builder requestBuilder;
-  private final OllamaGenerateRequestModel ollamaRequestModel;
-  private final Queue<String> queue = new LinkedList<>();
-  private String result;
-  private boolean isDone;
-
-  /**
-   * -- GETTER -- Returns the status of the request. Indicates if the request was successful or a
-   * failure. If the request was a failure, the `getResponse()` method will return the error
-   * message.
-   */
-  @Getter private boolean succeeded;
-
-  private long requestTimeoutSeconds;
-
-  /**
-   * -- GETTER -- Returns the HTTP response status code for the request that was made to Ollama
-   * server.
-   */
-  @Getter private int httpStatusCode;
-
-  /** -- GETTER -- Returns the response time in milliseconds. */
-  @Getter private long responseTime = 0;
-
-  public OllamaAsyncResultCallback(
-      HttpRequest.Builder requestBuilder,
-      OllamaGenerateRequestModel ollamaRequestModel,
-      long requestTimeoutSeconds) {
-    this.requestBuilder = requestBuilder;
-    this.ollamaRequestModel = ollamaRequestModel;
-    this.isDone = false;
-    this.result = "";
-    this.queue.add("");
-    this.requestTimeoutSeconds = requestTimeoutSeconds;
-  }
-
-  @Override
-  public void run() {
-    HttpClient httpClient = HttpClient.newHttpClient();
-    try {
-      long startTime = System.currentTimeMillis();
-      HttpRequest request =
-          requestBuilder
-              .POST(
-                  HttpRequest.BodyPublishers.ofString(
-                      Utils.getObjectMapper().writeValueAsString(ollamaRequestModel)))
-              .header("Content-Type", "application/json")
-              .timeout(Duration.ofSeconds(requestTimeoutSeconds))
-              .build();
-      HttpResponse<InputStream> response =
-          httpClient.send(request, HttpResponse.BodyHandlers.ofInputStream());
-      int statusCode = response.statusCode();
-      this.httpStatusCode = statusCode;
-
-      InputStream responseBodyStream = response.body();
-      try (BufferedReader reader =
-          new BufferedReader(new InputStreamReader(responseBodyStream, StandardCharsets.UTF_8))) {
-        String line;
-        StringBuilder responseBuffer = new StringBuilder();
-        while ((line = reader.readLine()) != null) {
-          if (statusCode == 404) {
-            OllamaErrorResponseModel ollamaResponseModel =
-                Utils.getObjectMapper().readValue(line, OllamaErrorResponseModel.class);
-            queue.add(ollamaResponseModel.getError());
-            responseBuffer.append(ollamaResponseModel.getError());
-          } else {
-            OllamaGenerateResponseModel ollamaResponseModel =
-                Utils.getObjectMapper().readValue(line, OllamaGenerateResponseModel.class);
-            queue.add(ollamaResponseModel.getResponse());
-            if (!ollamaResponseModel.isDone()) {
-              responseBuffer.append(ollamaResponseModel.getResponse());
-            }
-          }
-        }
-
-        this.isDone = true;
-        this.succeeded = true;
-        this.result = responseBuffer.toString();
-        long endTime = System.currentTimeMillis();
-        responseTime = endTime - startTime;
-      }
-      if (statusCode != 200) {
-        throw new OllamaBaseException(this.result);
-      }
-    } catch (IOException | InterruptedException | OllamaBaseException e) {
-      this.isDone = true;
-      this.succeeded = false;
-      this.result = "[FAILED] " + e.getMessage();
-    }
-  }
-
-  /**
-   * Returns the status of the thread. This does not indicate that the request was successful or a
-   * failure, rather it is just a status flag to indicate if the thread is active or ended.
-   *
-   * @return boolean - status
-   */
-  public boolean isComplete() {
-    return isDone;
-  }
-
-  /**
-   * Returns the final completion/response when the execution completes. Does not return intermediate results.
-   *
-   * @return String completion/response text
-   */
-  public String getResponse() {
-    return result;
-  }
-
-  public Queue<String> getStream() {
-    return queue;
-  }
-
-  public void setRequestTimeoutSeconds(long requestTimeoutSeconds) {
-    this.requestTimeoutSeconds = requestTimeoutSeconds;
-  }
-}

src/main/java/io/github/amithkoujalgi/ollama4j/core/models/request/OllamaGenerateEndpointCaller.java

@@ -1,54 +0,0 @@
-package io.github.amithkoujalgi.ollama4j.core.models.request;
-
-import java.io.IOException;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-import com.fasterxml.jackson.core.JsonProcessingException;
-import io.github.amithkoujalgi.ollama4j.core.OllamaStreamHandler;
-import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
-import io.github.amithkoujalgi.ollama4j.core.models.BasicAuth;
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaResult;
-import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateResponseModel;
-import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateStreamObserver;
-import io.github.amithkoujalgi.ollama4j.core.utils.OllamaRequestBody;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
-
-public class OllamaGenerateEndpointCaller extends OllamaEndpointCaller{
-
-    private static final Logger LOG = LoggerFactory.getLogger(OllamaGenerateEndpointCaller.class);
-
-    private OllamaGenerateStreamObserver streamObserver;
-
-    public OllamaGenerateEndpointCaller(String host, BasicAuth basicAuth, long requestTimeoutSeconds, boolean verbose) {
-        super(host, basicAuth, requestTimeoutSeconds, verbose);   
-    }
-
-    @Override
-    protected String getEndpointSuffix() {
-        return "/api/generate";
-    }
-
-    @Override
-    protected boolean parseResponseAndAddToBuffer(String line, StringBuilder responseBuffer) {
-                try {
-                    OllamaGenerateResponseModel ollamaResponseModel = Utils.getObjectMapper().readValue(line, OllamaGenerateResponseModel.class);
-                    responseBuffer.append(ollamaResponseModel.getResponse());
-                    if(streamObserver != null) {
-                        streamObserver.notify(ollamaResponseModel);
-                    }
-                    return ollamaResponseModel.isDone();
-                } catch (JsonProcessingException e) {
-                    LOG.error("Error parsing the Ollama chat response!",e);
-                    return true;
-                }         
-    }
-
-    public OllamaResult call(OllamaRequestBody body, OllamaStreamHandler streamHandler)
-        throws OllamaBaseException, IOException, InterruptedException {
-    streamObserver = new OllamaGenerateStreamObserver(streamHandler);
-    return super.callSync(body);
-    }
-    
-    
-}

src/main/java/io/github/ollama4j/OllamaAPI.java

@@ -1,17 +1,22 @@
-package io.github.amithkoujalgi.ollama4j.core;
+package io.github.ollama4j;
 
-import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
-import io.github.amithkoujalgi.ollama4j.core.models.*;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatMessage;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatRequestBuilder;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatResult;
-import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingResponseModel;
-import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingsRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.models.request.*;
-import io.github.amithkoujalgi.ollama4j.core.utils.Options;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.exceptions.ToolInvocationException;
+import io.github.ollama4j.exceptions.ToolNotFoundException;
+import io.github.ollama4j.models.*;
+import io.github.ollama4j.models.chat.OllamaChatMessage;
+import io.github.ollama4j.models.chat.OllamaChatRequestBuilder;
+import io.github.ollama4j.models.chat.OllamaChatRequestModel;
+import io.github.ollama4j.models.chat.OllamaChatResult;
+import io.github.ollama4j.models.embeddings.OllamaEmbeddingResponseModel;
+import io.github.ollama4j.models.embeddings.OllamaEmbeddingsRequestModel;
+import io.github.ollama4j.models.generate.OllamaGenerateRequestModel;
+import io.github.ollama4j.models.generate.OllamaStreamHandler;
+import io.github.ollama4j.models.request.*;
+import io.github.ollama4j.tools.*;
+import io.github.ollama4j.utils.Options;
+import io.github.ollama4j.utils.Utils;
+import lombok.Setter;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
@@ -25,9 +30,7 @@ import java.net.http.HttpResponse;
 import java.nio.charset.StandardCharsets;
 import java.nio.file.Files;
 import java.time.Duration;
-import java.util.ArrayList;
-import java.util.Base64;
-import java.util.List;
+import java.util.*;
 
 /**
  * The base Ollama API class.
@@ -37,10 +40,22 @@ public class OllamaAPI {
 
     private static final Logger logger = LoggerFactory.getLogger(OllamaAPI.class);
     private final String host;
+    /**
+     * -- SETTER --
+     * Set request timeout in seconds. Default is 3 seconds.
+     */
+    @Setter
     private long requestTimeoutSeconds = 10;
+    /**
+     * -- SETTER --
+     * Set/unset logging of responses
+     */
+    @Setter
     private boolean verbose = true;
     private BasicAuth basicAuth;
 
+    private final ToolRegistry toolRegistry = new ToolRegistry();
+
     /**
      * Instantiates the Ollama API.
      *
@@ -54,24 +69,6 @@ public class OllamaAPI {
         }
     }
 
-    /**
-     * Set request timeout in seconds. Default is 3 seconds.
-     *
-     * @param requestTimeoutSeconds the request timeout in seconds
-     */
-    public void setRequestTimeoutSeconds(long requestTimeoutSeconds) {
-        this.requestTimeoutSeconds = requestTimeoutSeconds;
-    }
-
-    /**
-     * Set/unset logging of responses
-     *
-     * @param verbose true/false
-     */
-    public void setVerbose(boolean verbose) {
-        this.verbose = verbose;
-    }
-
     /**
      * Set basic authentication for accessing Ollama server that's behind a reverse-proxy/gateway.
      *
@@ -339,6 +336,7 @@ public class OllamaAPI {
         }
     }
 
+
     /**
      * Generate response for a question to a model running on Ollama server. This is a sync/blocking
      * call.
@@ -351,23 +349,67 @@ public class OllamaAPI {
      * @param streamHandler optional callback consumer that will be applied every time a streamed response is received. If not set, the stream parameter of the request is set to false.
      * @return OllamaResult that includes response text and time taken for response
      */
-    public OllamaResult generate(String model, String prompt, Options options, OllamaStreamHandler streamHandler)
+    public OllamaResult generate(String model, String prompt, boolean raw, Options options, OllamaStreamHandler streamHandler)
             throws OllamaBaseException, IOException, InterruptedException {
         OllamaGenerateRequestModel ollamaRequestModel = new OllamaGenerateRequestModel(model, prompt);
+        ollamaRequestModel.setRaw(raw);
         ollamaRequestModel.setOptions(options.getOptionsMap());
         return generateSyncForOllamaRequestModel(ollamaRequestModel, streamHandler);
     }
 
     /**
-     * Convenience method to call Ollama API without streaming responses.
+     * Generates response using the specified AI model and prompt (in blocking mode).
      * <p>
-     * Uses {@link #generate(String, String, Options, OllamaStreamHandler)}
+     * Uses {@link #generate(String, String, boolean, Options, OllamaStreamHandler)}
+     *
+     * @param model   The name or identifier of the AI model to use for generating the response.
+     * @param prompt  The input text or prompt to provide to the AI model.
+     * @param raw     In some cases, you may wish to bypass the templating system and provide a full prompt. In this case, you can use the raw parameter to disable templating. Also note that raw mode will not return a context.
+     * @param options Additional options or configurations to use when generating the response.
+     * @return {@link OllamaResult}
      */
-    public OllamaResult generate(String model, String prompt, Options options)
+    public OllamaResult generate(String model, String prompt, boolean raw, Options options)
             throws OllamaBaseException, IOException, InterruptedException {
-        return generate(model, prompt, options, null);
+        return generate(model, prompt, raw, options, null);
     }
 
+
+    /**
+     * Generates response using the specified AI model and prompt (in blocking mode), and then invokes a set of tools
+     * on the generated response.
+     *
+     * @param model   The name or identifier of the AI model to use for generating the response.
+     * @param prompt  The input text or prompt to provide to the AI model.
+     * @param options Additional options or configurations to use when generating the response.
+     * @return {@link OllamaToolsResult} An OllamaToolsResult object containing the response from the AI model and the results of invoking the tools on that output.
+     * @throws OllamaBaseException  If there is an error related to the Ollama API or service.
+     * @throws IOException          If there is an error related to input/output operations.
+     * @throws InterruptedException If the method is interrupted while waiting for the AI model
+     *                              to generate the response or for the tools to be invoked.
+     */
+    public OllamaToolsResult generateWithTools(String model, String prompt, Options options)
+            throws OllamaBaseException, IOException, InterruptedException, ToolInvocationException {
+        boolean raw = true;
+        OllamaToolsResult toolResult = new OllamaToolsResult();
+        Map<ToolFunctionCallSpec, Object> toolResults = new HashMap<>();
+
+        OllamaResult result = generate(model, prompt, raw, options, null);
+        toolResult.setModelResult(result);
+
+        String toolsResponse = result.getResponse();
+        if (toolsResponse.contains("[TOOL_CALLS]")) {
+            toolsResponse = toolsResponse.replace("[TOOL_CALLS]", "");
+        }
+
+        List<ToolFunctionCallSpec> toolFunctionCallSpecs = Utils.getObjectMapper().readValue(toolsResponse, Utils.getObjectMapper().getTypeFactory().constructCollectionType(List.class, ToolFunctionCallSpec.class));
+        for (ToolFunctionCallSpec toolFunctionCallSpec : toolFunctionCallSpecs) {
+            toolResults.put(toolFunctionCallSpec, invokeTool(toolFunctionCallSpec));
+        }
+        toolResult.setToolResults(toolResults);
+        return toolResult;
+    }
+
+
     /**
      * Generate response for a question to a model running on Ollama server and get a callback handle
      * that can be used to check for status and get the response from the model later. This would be
@@ -377,15 +419,15 @@ public class OllamaAPI {
      * @param prompt the prompt/question text
      * @return the ollama async result callback handle
      */
-    public OllamaAsyncResultCallback generateAsync(String model, String prompt) {
+    public OllamaAsyncResultStreamer generateAsync(String model, String prompt, boolean raw) {
         OllamaGenerateRequestModel ollamaRequestModel = new OllamaGenerateRequestModel(model, prompt);
-
+        ollamaRequestModel.setRaw(raw);
         URI uri = URI.create(this.host + "/api/generate");
-        OllamaAsyncResultCallback ollamaAsyncResultCallback =
-                new OllamaAsyncResultCallback(
+        OllamaAsyncResultStreamer ollamaAsyncResultStreamer =
+                new OllamaAsyncResultStreamer(
                         getRequestBuilderDefault(uri), ollamaRequestModel, requestTimeoutSeconds);
-        ollamaAsyncResultCallback.start();
-        return ollamaAsyncResultCallback;
+        ollamaAsyncResultStreamer.start();
+        return ollamaAsyncResultStreamer;
     }
 
     /**
@@ -483,7 +525,7 @@ public class OllamaAPI {
      * Hint: the OllamaChatRequestModel#getStream() property is not implemented.
      *
      * @param request request object to be sent to the server
-     * @return
+     * @return {@link OllamaChatResult}
      * @throws OllamaBaseException  any response code than 200 has been returned
      * @throws IOException          in case the responseStream can not be read
      * @throws InterruptedException in case the server is not reachable or network issues happen
@@ -499,7 +541,7 @@ public class OllamaAPI {
      *
      * @param request       request object to be sent to the server
      * @param streamHandler callback handler to handle the last message from stream (caution: all previous messages from stream will be concatenated)
-     * @return
+     * @return {@link OllamaChatResult}
      * @throws OllamaBaseException  any response code than 200 has been returned
      * @throws IOException          in case the responseStream can not be read
      * @throws InterruptedException in case the server is not reachable or network issues happen
@@ -516,6 +558,10 @@ public class OllamaAPI {
         return new OllamaChatResult(result.getResponse(), result.getResponseTime(), result.getHttpStatusCode(), request.getMessages());
     }
 
+    public void registerTool(Tools.ToolSpecification toolSpecification) {
+        toolRegistry.addFunction(toolSpecification.getFunctionName(), toolSpecification.getToolDefinition());
+    }
+
     // technical private methods //
 
     private static String encodeFileToBase64(File file) throws IOException {
@@ -576,4 +622,22 @@ public class OllamaAPI {
     private boolean isBasicAuthCredentialsSet() {
         return basicAuth != null;
     }
+
+
+    private Object invokeTool(ToolFunctionCallSpec toolFunctionCallSpec) throws ToolInvocationException {
+        try {
+            String methodName = toolFunctionCallSpec.getName();
+            Map<String, Object> arguments = toolFunctionCallSpec.getArguments();
+            ToolFunction function = toolRegistry.getFunction(methodName);
+            if (verbose) {
+                logger.debug("Invoking function {} with arguments {}", methodName, arguments);
+            }
+            if (function == null) {
+                throw new ToolNotFoundException("No such tool: " + methodName);
+            }
+            return function.apply(arguments);
+        } catch (Exception e) {
+            throw new ToolInvocationException("Failed to invoke tool: " + toolFunctionCallSpec.getName(), e);
+        }
+    }
 }

src/main/java/io/github/ollama4j/OllamaResultStream.java

@@ -0,0 +1,18 @@
+package io.github.ollama4j;
+
+import java.util.Iterator;
+import java.util.LinkedList;
+import java.util.Queue;
+
+public class OllamaResultStream extends LinkedList<String> implements Queue<String> {
+    @Override
+    public String poll() {
+        StringBuilder tokens = new StringBuilder();
+        Iterator<String> iterator = this.listIterator();
+        while (iterator.hasNext()) {
+            tokens.append(iterator.next());
+            iterator.remove();
+        }
+        return tokens.toString();
+    }
+}

src/main/java/io/github/ollama4j/exceptions/OllamaBaseException.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.exceptions;
+package io.github.ollama4j.exceptions;
 
 public class OllamaBaseException extends Exception {
 

src/main/java/io/github/ollama4j/exceptions/ToolInvocationException.java

@@ -0,0 +1,8 @@
+package io.github.ollama4j.exceptions;
+
+public class ToolInvocationException extends Exception {
+
+    public ToolInvocationException(String s, Exception e) {
+        super(s, e);
+    }
+}

src/main/java/io/github/ollama4j/exceptions/ToolNotFoundException.java

@@ -0,0 +1,8 @@
+package io.github.ollama4j.exceptions;
+
+public class ToolNotFoundException extends Exception {
+
+    public ToolNotFoundException(String s) {
+        super(s);
+    }
+}

src/main/java/io/github/ollama4j/impl/ConsoleOutputStreamHandler.java

@@ -1,6 +1,6 @@
-package io.github.amithkoujalgi.ollama4j.core.impl;
+package io.github.ollama4j.impl;
 
-import io.github.amithkoujalgi.ollama4j.core.OllamaStreamHandler;
+import io.github.ollama4j.models.generate.OllamaStreamHandler;
 
 public class ConsoleOutputStreamHandler implements OllamaStreamHandler {
     private final StringBuffer response = new StringBuffer();

src/main/java/io/github/ollama4j/models/BasicAuth.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
+package io.github.ollama4j.models;
 
 import lombok.AllArgsConstructor;
 import lombok.Data;

src/main/java/io/github/ollama4j/models/ListModelsResponse.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
+package io.github.ollama4j.models;
 
 import java.util.List;
 import lombok.Data;

src/main/java/io/github/ollama4j/models/Model.java

@@ -1,11 +1,10 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
+package io.github.ollama4j.models;
 
-import java.time.LocalDateTime;
 import java.time.OffsetDateTime;
 
 import com.fasterxml.jackson.annotation.JsonProperty;
 import com.fasterxml.jackson.core.JsonProcessingException;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import io.github.ollama4j.utils.Utils;
 import lombok.Data;
 
 @Data

src/main/java/io/github/ollama4j/models/ModelDetail.java

@@ -1,9 +1,9 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
+package io.github.ollama4j.models;
 
 import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import com.fasterxml.jackson.annotation.JsonProperty;
 import com.fasterxml.jackson.core.JsonProcessingException;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import io.github.ollama4j.utils.Utils;
 import lombok.Data;
 
 @Data

src/main/java/io/github/ollama4j/models/ModelMeta.java

@@ -1,9 +1,9 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
+package io.github.ollama4j.models;
 
 import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import com.fasterxml.jackson.annotation.JsonProperty;
 import com.fasterxml.jackson.core.JsonProcessingException;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import io.github.ollama4j.utils.Utils;
 import lombok.Data;
 
 @Data

src/main/java/io/github/ollama4j/models/ModelPullResponse.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
+package io.github.ollama4j.models;
 
 import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import lombok.Data;

src/main/java/io/github/ollama4j/models/OllamaAsyncResultStreamer.java

@@ -0,0 +1,124 @@
+package io.github.ollama4j.models;
+
+import io.github.ollama4j.OllamaResultStream;
+import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.models.generate.OllamaGenerateRequestModel;
+import io.github.ollama4j.models.generate.OllamaGenerateResponseModel;
+import io.github.ollama4j.utils.Utils;
+import lombok.Data;
+import lombok.EqualsAndHashCode;
+import lombok.Getter;
+import lombok.Setter;
+
+import java.io.BufferedReader;
+import java.io.IOException;
+import java.io.InputStream;
+import java.io.InputStreamReader;
+import java.net.http.HttpClient;
+import java.net.http.HttpRequest;
+import java.net.http.HttpResponse;
+import java.nio.charset.StandardCharsets;
+import java.time.Duration;
+
+@Data
+@EqualsAndHashCode(callSuper = true)
+@SuppressWarnings("unused")
+public class OllamaAsyncResultStreamer extends Thread {
+    private final HttpRequest.Builder requestBuilder;
+    private final OllamaGenerateRequestModel ollamaRequestModel;
+    private final OllamaResultStream stream = new OllamaResultStream();
+    private String completeResponse;
+
+
+    /**
+     * -- GETTER -- Returns the status of the request. Indicates if the request was successful or a
+     * failure. If the request was a failure, the `getResponse()` method will return the error
+     * message.
+     */
+    @Getter
+    private boolean succeeded;
+
+    @Setter
+    private long requestTimeoutSeconds;
+
+    /**
+     * -- GETTER -- Returns the HTTP response status code for the request that was made to Ollama
+     * server.
+     */
+    @Getter
+    private int httpStatusCode;
+
+    /**
+     * -- GETTER -- Returns the response time in milliseconds.
+     */
+    @Getter
+    private long responseTime = 0;
+
+    public OllamaAsyncResultStreamer(
+            HttpRequest.Builder requestBuilder,
+            OllamaGenerateRequestModel ollamaRequestModel,
+            long requestTimeoutSeconds) {
+        this.requestBuilder = requestBuilder;
+        this.ollamaRequestModel = ollamaRequestModel;
+        this.completeResponse = "";
+        this.stream.add("");
+        this.requestTimeoutSeconds = requestTimeoutSeconds;
+    }
+
+    @Override
+    public void run() {
+        ollamaRequestModel.setStream(true);
+        HttpClient httpClient = HttpClient.newHttpClient();
+        try {
+            long startTime = System.currentTimeMillis();
+            HttpRequest request =
+                    requestBuilder
+                            .POST(
+                                    HttpRequest.BodyPublishers.ofString(
+                                            Utils.getObjectMapper().writeValueAsString(ollamaRequestModel)))
+                            .header("Content-Type", "application/json")
+                            .timeout(Duration.ofSeconds(requestTimeoutSeconds))
+                            .build();
+            HttpResponse<InputStream> response =
+                    httpClient.send(request, HttpResponse.BodyHandlers.ofInputStream());
+            int statusCode = response.statusCode();
+            this.httpStatusCode = statusCode;
+
+            InputStream responseBodyStream = response.body();
+            try (BufferedReader reader =
+                         new BufferedReader(new InputStreamReader(responseBodyStream, StandardCharsets.UTF_8))) {
+                String line;
+                StringBuilder responseBuffer = new StringBuilder();
+                while ((line = reader.readLine()) != null) {
+                    if (statusCode == 404) {
+                        OllamaErrorResponseModel ollamaResponseModel =
+                                Utils.getObjectMapper().readValue(line, OllamaErrorResponseModel.class);
+                        stream.add(ollamaResponseModel.getError());
+                        responseBuffer.append(ollamaResponseModel.getError());
+                    } else {
+                        OllamaGenerateResponseModel ollamaResponseModel =
+                                Utils.getObjectMapper().readValue(line, OllamaGenerateResponseModel.class);
+                        String res = ollamaResponseModel.getResponse();
+                        stream.add(res);
+                        if (!ollamaResponseModel.isDone()) {
+                            responseBuffer.append(res);
+                        }
+                    }
+                }
+
+                this.succeeded = true;
+                this.completeResponse = responseBuffer.toString();
+                long endTime = System.currentTimeMillis();
+                responseTime = endTime - startTime;
+            }
+            if (statusCode != 200) {
+                throw new OllamaBaseException(this.completeResponse);
+            }
+        } catch (IOException | InterruptedException | OllamaBaseException e) {
+            this.succeeded = false;
+            this.completeResponse = "[FAILED] " + e.getMessage();
+        }
+    }
+
+}
+

src/main/java/io/github/ollama4j/models/OllamaCommonRequestModel.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
+package io.github.ollama4j.models;
 
 import java.util.Map;
 import com.fasterxml.jackson.annotation.JsonInclude;
@@ -6,8 +6,8 @@ import com.fasterxml.jackson.annotation.JsonProperty;
 import com.fasterxml.jackson.core.JsonProcessingException;
 import com.fasterxml.jackson.databind.annotation.JsonSerialize;
 
-import io.github.amithkoujalgi.ollama4j.core.utils.BooleanToJsonFormatFlagSerializer;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import io.github.ollama4j.utils.BooleanToJsonFormatFlagSerializer;
+import io.github.ollama4j.utils.Utils;
 import lombok.Data;
 
 @Data

src/main/java/io/github/ollama4j/models/OllamaErrorResponseModel.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
+package io.github.ollama4j.models;
 
 import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import lombok.Data;

src/main/java/io/github/ollama4j/models/OllamaResult.java

@@ -1,6 +1,6 @@
-package io.github.amithkoujalgi.ollama4j.core.models;
+package io.github.ollama4j.models;
 
-import static io.github.amithkoujalgi.ollama4j.core.utils.Utils.getObjectMapper;
+import static io.github.ollama4j.utils.Utils.getObjectMapper;
 
 import com.fasterxml.jackson.core.JsonProcessingException;
 import lombok.Data;

src/main/java/io/github/ollama4j/models/chat/OllamaChatMessage.java

@@ -1,11 +1,11 @@
-package io.github.amithkoujalgi.ollama4j.core.models.chat;
+package io.github.ollama4j.models.chat;
 
-import static io.github.amithkoujalgi.ollama4j.core.utils.Utils.getObjectMapper;
+import static io.github.ollama4j.utils.Utils.getObjectMapper;
 
 import com.fasterxml.jackson.core.JsonProcessingException;
 import com.fasterxml.jackson.databind.annotation.JsonSerialize;
 
-import io.github.amithkoujalgi.ollama4j.core.utils.FileToBase64Serializer;
+import io.github.ollama4j.utils.FileToBase64Serializer;
 
 import java.util.List;
 import lombok.AllArgsConstructor;

src/main/java/io/github/ollama4j/models/chat/OllamaChatMessageRole.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models.chat;
+package io.github.ollama4j.models.chat;
 
 import com.fasterxml.jackson.annotation.JsonValue;
 

src/main/java/io/github/ollama4j/models/chat/OllamaChatRequestBuilder.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models.chat;
+package io.github.ollama4j.models.chat;
 
 import java.io.File;
 import java.io.IOException;
@@ -11,8 +11,8 @@ import java.util.stream.Collectors;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 
-import io.github.amithkoujalgi.ollama4j.core.utils.Options;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import io.github.ollama4j.utils.Options;
+import io.github.ollama4j.utils.Utils;
 
 /**
  * Helper class for creating {@link OllamaChatRequestModel} objects using the builder-pattern.

src/main/java/io/github/ollama4j/models/chat/OllamaChatRequestModel.java

@@ -1,8 +1,9 @@
-package io.github.amithkoujalgi.ollama4j.core.models.chat;
+package io.github.ollama4j.models.chat;
 
 import java.util.List;
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaCommonRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.utils.OllamaRequestBody;
+
+import io.github.ollama4j.models.OllamaCommonRequestModel;
+import io.github.ollama4j.utils.OllamaRequestBody;
 
 import lombok.Getter;
 import lombok.Setter;

src/main/java/io/github/ollama4j/models/chat/OllamaChatResponseModel.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models.chat;
+package io.github.ollama4j.models.chat;
 
 import com.fasterxml.jackson.annotation.JsonProperty;
 import lombok.Data;

src/main/java/io/github/ollama4j/models/chat/OllamaChatResult.java

@@ -1,8 +1,8 @@
-package io.github.amithkoujalgi.ollama4j.core.models.chat;
+package io.github.ollama4j.models.chat;
 
 import java.util.List;
 
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaResult;
+import io.github.ollama4j.models.OllamaResult;
 
 /**
  * Specific chat-API result that contains the chat history sent to the model and appends the answer as {@link OllamaChatResult} given by the
@@ -16,10 +16,16 @@ public class OllamaChatResult extends OllamaResult{
             List<OllamaChatMessage> chatHistory) {
         super(response, responseTime, httpStatusCode);
         this.chatHistory = chatHistory;
+        appendAnswerToChatHistory(response);
     }
 
     public List<OllamaChatMessage> getChatHistory() {
         return chatHistory;
+    } 
+
+    private void appendAnswerToChatHistory(String answer){
+        OllamaChatMessage assistantMessage = new OllamaChatMessage(OllamaChatMessageRole.ASSISTANT, answer);
+        this.chatHistory.add(assistantMessage);
     }
     
     

src/main/java/io/github/ollama4j/models/chat/OllamaChatStreamObserver.java

@@ -1,27 +1,30 @@
-package io.github.amithkoujalgi.ollama4j.core.models.chat;
+package io.github.ollama4j.models.chat;
+
+import io.github.ollama4j.models.generate.OllamaStreamHandler;
 
 import java.util.ArrayList;
 import java.util.List;
 
-import io.github.amithkoujalgi.ollama4j.core.OllamaStreamHandler;
-
 public class OllamaChatStreamObserver {
 
     private OllamaStreamHandler streamHandler;
 
     private List<OllamaChatResponseModel> responseParts = new ArrayList<>();
 
+    private String message = "";
+
     public OllamaChatStreamObserver(OllamaStreamHandler streamHandler) {
         this.streamHandler = streamHandler;
     }
 
-    public void notify(OllamaChatResponseModel currentResponsePart){
+    public void notify(OllamaChatResponseModel currentResponsePart) {
         responseParts.add(currentResponsePart);
         handleCurrentResponsePart(currentResponsePart);
     }
-    
-    protected void handleCurrentResponsePart(OllamaChatResponseModel currentResponsePart){
-        streamHandler.accept(currentResponsePart.getMessage().getContent());
+
+    protected void handleCurrentResponsePart(OllamaChatResponseModel currentResponsePart) {
+        message = message + currentResponsePart.getMessage().getContent();
+        streamHandler.accept(message);
     }
 
 

src/main/java/io/github/ollama4j/models/embeddings/OllamaEmbeddingResponseModel.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models.embeddings;
+package io.github.ollama4j.models.embeddings;
 
 import com.fasterxml.jackson.annotation.JsonProperty;
 

src/main/java/io/github/ollama4j/models/embeddings/OllamaEmbeddingsRequestBuilder.java

@@ -1,6 +1,6 @@
-package io.github.amithkoujalgi.ollama4j.core.models.embeddings;
+package io.github.ollama4j.models.embeddings;
 
-import io.github.amithkoujalgi.ollama4j.core.utils.Options;
+import io.github.ollama4j.utils.Options;
 
 public class OllamaEmbeddingsRequestBuilder {
 

src/main/java/io/github/ollama4j/models/embeddings/OllamaEmbeddingsRequestModel.java

@@ -1,6 +1,6 @@
-package io.github.amithkoujalgi.ollama4j.core.models.embeddings;
+package io.github.ollama4j.models.embeddings;
 
-import static io.github.amithkoujalgi.ollama4j.core.utils.Utils.getObjectMapper;
+import static io.github.ollama4j.utils.Utils.getObjectMapper;
 import java.util.Map;
 import com.fasterxml.jackson.annotation.JsonProperty;
 import com.fasterxml.jackson.core.JsonProcessingException;

src/main/java/io/github/ollama4j/models/generate/OllamaGenerateRequestBuilder.java

@@ -1,9 +1,9 @@
-package io.github.amithkoujalgi.ollama4j.core.models.generate;
+package io.github.ollama4j.models.generate;
 
-import io.github.amithkoujalgi.ollama4j.core.utils.Options;
+import io.github.ollama4j.utils.Options;
 
 /**
- * Helper class for creating {@link io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateRequestModel} 
+ * Helper class for creating {@link OllamaGenerateRequestModel}
  * objects using the builder-pattern.
  */
 public class OllamaGenerateRequestBuilder {

src/main/java/io/github/ollama4j/models/generate/OllamaGenerateRequestModel.java

@@ -1,8 +1,8 @@
-package io.github.amithkoujalgi.ollama4j.core.models.generate;
+package io.github.ollama4j.models.generate;
 
 
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaCommonRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.utils.OllamaRequestBody;
+import io.github.ollama4j.models.OllamaCommonRequestModel;
+import io.github.ollama4j.utils.OllamaRequestBody;
 
 import java.util.List;
 

src/main/java/io/github/ollama4j/models/generate/OllamaGenerateResponseModel.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.models.generate;
+package io.github.ollama4j.models.generate;
 
 import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import com.fasterxml.jackson.annotation.JsonProperty;

src/main/java/io/github/ollama4j/models/generate/OllamaGenerateStreamObserver.java

@@ -1,10 +1,8 @@
-package io.github.amithkoujalgi.ollama4j.core.models.generate;
+package io.github.ollama4j.models.generate;
 
 import java.util.ArrayList;
 import java.util.List;
 
-import io.github.amithkoujalgi.ollama4j.core.OllamaStreamHandler;
-
 public class OllamaGenerateStreamObserver {
 
     private OllamaStreamHandler streamHandler;
@@ -17,12 +15,12 @@ public class OllamaGenerateStreamObserver {
         this.streamHandler = streamHandler;
     }
 
-    public void notify(OllamaGenerateResponseModel currentResponsePart){
+    public void notify(OllamaGenerateResponseModel currentResponsePart) {
         responseParts.add(currentResponsePart);
         handleCurrentResponsePart(currentResponsePart);
     }
-    
-    protected void handleCurrentResponsePart(OllamaGenerateResponseModel currentResponsePart){
+
+    protected void handleCurrentResponsePart(OllamaGenerateResponseModel currentResponsePart) {
         message = message + currentResponsePart.getResponse();
         streamHandler.accept(message);
     }

src/main/java/io/github/ollama4j/models/generate/OllamaStreamHandler.java

@@ -0,0 +1,7 @@
+package io.github.ollama4j.models.generate;
+
+import java.util.function.Consumer;
+
+public interface OllamaStreamHandler extends Consumer<String> {
+    void accept(String message);
+}

src/main/java/io/github/ollama4j/models/request/CustomModelFileContentsRequest.java

@@ -1,6 +1,6 @@
-package io.github.amithkoujalgi.ollama4j.core.models.request;
+package io.github.ollama4j.models.request;
 
-import static io.github.amithkoujalgi.ollama4j.core.utils.Utils.getObjectMapper;
+import static io.github.ollama4j.utils.Utils.getObjectMapper;
 
 import com.fasterxml.jackson.core.JsonProcessingException;
 import lombok.AllArgsConstructor;

src/main/java/io/github/ollama4j/models/request/CustomModelFilePathRequest.java

@@ -1,6 +1,6 @@
-package io.github.amithkoujalgi.ollama4j.core.models.request;
+package io.github.ollama4j.models.request;
 
-import static io.github.amithkoujalgi.ollama4j.core.utils.Utils.getObjectMapper;
+import static io.github.ollama4j.utils.Utils.getObjectMapper;
 
 import com.fasterxml.jackson.core.JsonProcessingException;
 import lombok.AllArgsConstructor;

src/main/java/io/github/ollama4j/models/request/ModelRequest.java

@@ -1,6 +1,6 @@
-package io.github.amithkoujalgi.ollama4j.core.models.request;
+package io.github.ollama4j.models.request;
 
-import static io.github.amithkoujalgi.ollama4j.core.utils.Utils.getObjectMapper;
+import static io.github.ollama4j.utils.Utils.getObjectMapper;
 
 import com.fasterxml.jackson.core.JsonProcessingException;
 import lombok.AllArgsConstructor;

src/main/java/io/github/ollama4j/models/request/OllamaChatEndpointCaller.java

@@ -1,14 +1,14 @@
-package io.github.amithkoujalgi.ollama4j.core.models.request;
+package io.github.ollama4j.models.request;
 
 import com.fasterxml.jackson.core.JsonProcessingException;
-import io.github.amithkoujalgi.ollama4j.core.OllamaStreamHandler;
-import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
-import io.github.amithkoujalgi.ollama4j.core.models.BasicAuth;
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaResult;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatResponseModel;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatStreamObserver;
-import io.github.amithkoujalgi.ollama4j.core.utils.OllamaRequestBody;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.models.BasicAuth;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.models.chat.OllamaChatResponseModel;
+import io.github.ollama4j.models.chat.OllamaChatStreamObserver;
+import io.github.ollama4j.models.generate.OllamaStreamHandler;
+import io.github.ollama4j.utils.OllamaRequestBody;
+import io.github.ollama4j.utils.Utils;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 

src/main/java/io/github/ollama4j/models/request/OllamaEndpointCaller.java

@@ -1,12 +1,12 @@
-package io.github.amithkoujalgi.ollama4j.core.models.request;
+package io.github.ollama4j.models.request;
 
-import io.github.amithkoujalgi.ollama4j.core.OllamaAPI;
-import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
-import io.github.amithkoujalgi.ollama4j.core.models.BasicAuth;
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaErrorResponseModel;
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaResult;
-import io.github.amithkoujalgi.ollama4j.core.utils.OllamaRequestBody;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.models.BasicAuth;
+import io.github.ollama4j.models.OllamaErrorResponseModel;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.utils.OllamaRequestBody;
+import io.github.ollama4j.utils.Utils;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 

src/main/java/io/github/ollama4j/models/request/OllamaGenerateEndpointCaller.java

@@ -0,0 +1,52 @@
+package io.github.ollama4j.models.request;
+
+import com.fasterxml.jackson.core.JsonProcessingException;
+import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.models.BasicAuth;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.models.generate.OllamaGenerateResponseModel;
+import io.github.ollama4j.models.generate.OllamaGenerateStreamObserver;
+import io.github.ollama4j.models.generate.OllamaStreamHandler;
+import io.github.ollama4j.utils.OllamaRequestBody;
+import io.github.ollama4j.utils.Utils;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.IOException;
+
+public class OllamaGenerateEndpointCaller extends OllamaEndpointCaller {
+
+    private static final Logger LOG = LoggerFactory.getLogger(OllamaGenerateEndpointCaller.class);
+
+    private OllamaGenerateStreamObserver streamObserver;
+
+    public OllamaGenerateEndpointCaller(String host, BasicAuth basicAuth, long requestTimeoutSeconds, boolean verbose) {
+        super(host, basicAuth, requestTimeoutSeconds, verbose);
+    }
+
+    @Override
+    protected String getEndpointSuffix() {
+        return "/api/generate";
+    }
+
+    @Override
+    protected boolean parseResponseAndAddToBuffer(String line, StringBuilder responseBuffer) {
+        try {
+            OllamaGenerateResponseModel ollamaResponseModel = Utils.getObjectMapper().readValue(line, OllamaGenerateResponseModel.class);
+            responseBuffer.append(ollamaResponseModel.getResponse());
+            if (streamObserver != null) {
+                streamObserver.notify(ollamaResponseModel);
+            }
+            return ollamaResponseModel.isDone();
+        } catch (JsonProcessingException e) {
+            LOG.error("Error parsing the Ollama chat response!", e);
+            return true;
+        }
+    }
+
+    public OllamaResult call(OllamaRequestBody body, OllamaStreamHandler streamHandler)
+            throws OllamaBaseException, IOException, InterruptedException {
+        streamObserver = new OllamaGenerateStreamObserver(streamHandler);
+        return super.callSync(body);
+    }
+}

src/main/java/io/github/ollama4j/tools/OllamaToolsResult.java

@@ -0,0 +1,35 @@
+package io.github.ollama4j.tools;
+
+import io.github.ollama4j.models.OllamaResult;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.ArrayList;
+import java.util.List;
+import java.util.Map;
+
+@Data
+@NoArgsConstructor
+@AllArgsConstructor
+public class OllamaToolsResult {
+    private OllamaResult modelResult;
+    private Map<ToolFunctionCallSpec, Object> toolResults;
+
+    public List<ToolResult> getToolResults() {
+        List<ToolResult> results = new ArrayList<>();
+        for (Map.Entry<ToolFunctionCallSpec, Object> r : this.toolResults.entrySet()) {
+            results.add(new ToolResult(r.getKey().getName(), r.getKey().getArguments(), r.getValue()));
+        }
+        return results;
+    }
+
+    @Data
+    @NoArgsConstructor
+    @AllArgsConstructor
+    public static class ToolResult {
+        private String functionName;
+        private Map<String, Object> functionArguments;
+        private Object result;
+    }
+}

src/main/java/io/github/ollama4j/tools/ToolFunction.java

@@ -0,0 +1,8 @@
+package io.github.ollama4j.tools;
+
+import java.util.Map;
+
+@FunctionalInterface
+public interface ToolFunction {
+    Object apply(Map<String, Object> arguments);
+}

src/main/java/io/github/ollama4j/tools/ToolFunctionCallSpec.java

@@ -0,0 +1,16 @@
+package io.github.ollama4j.tools;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.Map;
+
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class ToolFunctionCallSpec {
+    private String name;
+    private Map<String, Object> arguments;
+}
+

src/main/java/io/github/ollama4j/tools/ToolRegistry.java

@@ -0,0 +1,16 @@
+package io.github.ollama4j.tools;
+
+import java.util.HashMap;
+import java.util.Map;
+
+public class ToolRegistry {
+    private final Map<String, ToolFunction> functionMap = new HashMap<>();
+
+    public ToolFunction getFunction(String name) {
+        return functionMap.get(name);
+    }
+
+    public void addFunction(String name, ToolFunction function) {
+        functionMap.put(name, function);
+    }
+}

src/main/java/io/github/ollama4j/tools/Tools.java

@@ -0,0 +1,113 @@
+package io.github.ollama4j.tools;
+
+import com.fasterxml.jackson.annotation.JsonIgnore;
+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
+import com.fasterxml.jackson.annotation.JsonInclude;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import com.fasterxml.jackson.core.JsonProcessingException;
+import io.github.ollama4j.utils.Utils;
+import lombok.Builder;
+import lombok.Data;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+public class Tools {
+    @Data
+    @Builder
+    public static class ToolSpecification {
+        private String functionName;
+        private String functionDescription;
+        private Map<String, PromptFuncDefinition.Property> properties;
+        private ToolFunction toolDefinition;
+    }
+
+    @Data
+    @JsonIgnoreProperties(ignoreUnknown = true)
+    public static class PromptFuncDefinition {
+        private String type;
+        private PromptFuncSpec function;
+
+        @Data
+        public static class PromptFuncSpec {
+            private String name;
+            private String description;
+            private Parameters parameters;
+        }
+
+        @Data
+        public static class Parameters {
+            private String type;
+            private Map<String, Property> properties;
+            private List<String> required;
+        }
+
+        @Data
+        @Builder
+        public static class Property {
+            private String type;
+            private String description;
+            @JsonProperty("enum")
+            @JsonInclude(JsonInclude.Include.NON_NULL)
+            private List<String> enumValues;
+            @JsonIgnore
+            private boolean required;
+        }
+    }
+
+    public static class PropsBuilder {
+        private final Map<String, PromptFuncDefinition.Property> props = new HashMap<>();
+
+        public PropsBuilder withProperty(String key, PromptFuncDefinition.Property property) {
+            props.put(key, property);
+            return this;
+        }
+
+        public Map<String, PromptFuncDefinition.Property> build() {
+            return props;
+        }
+    }
+
+    public static class PromptBuilder {
+        private final List<PromptFuncDefinition> tools = new ArrayList<>();
+
+        private String promptText;
+
+        public String build() throws JsonProcessingException {
+            return "[AVAILABLE_TOOLS] " + Utils.getObjectMapper().writeValueAsString(tools) + "[/AVAILABLE_TOOLS][INST] " + promptText + " [/INST]";
+        }
+
+        public PromptBuilder withPrompt(String prompt) throws JsonProcessingException {
+            promptText = prompt;
+            return this;
+        }
+
+        public PromptBuilder withToolSpecification(ToolSpecification spec) {
+            PromptFuncDefinition def = new PromptFuncDefinition();
+            def.setType("function");
+
+            PromptFuncDefinition.PromptFuncSpec functionDetail = new PromptFuncDefinition.PromptFuncSpec();
+            functionDetail.setName(spec.getFunctionName());
+            functionDetail.setDescription(spec.getFunctionDescription());
+
+            PromptFuncDefinition.Parameters parameters = new PromptFuncDefinition.Parameters();
+            parameters.setType("object");
+            parameters.setProperties(spec.getProperties());
+
+            List<String> requiredValues = new ArrayList<>();
+            for (Map.Entry<String, PromptFuncDefinition.Property> p : spec.getProperties().entrySet()) {
+                if (p.getValue().isRequired()) {
+                    requiredValues.add(p.getKey());
+                }
+            }
+            parameters.setRequired(requiredValues);
+            functionDetail.setParameters(parameters);
+            def.setFunction(functionDetail);
+
+            tools.add(def);
+            return this;
+        }
+    }
+}

src/main/java/io/github/ollama4j/types/OllamaModelType.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.types;
+package io.github.ollama4j.types;
 
 /**
  * A class to provide constants for all the supported models by Ollama.
@@ -9,6 +9,9 @@ package io.github.amithkoujalgi.ollama4j.core.types;
 @SuppressWarnings("ALL")
 public class OllamaModelType {
     public static final String GEMMA = "gemma";
+    public static final String GEMMA2 = "gemma2";
+
+
     public static final String LLAMA2 = "llama2";
     public static final String LLAMA3 = "llama3";
     public static final String MISTRAL = "mistral";
@@ -30,6 +33,8 @@ public class OllamaModelType {
     public static final String ZEPHYR = "zephyr";
     public static final String OPENHERMES = "openhermes";
     public static final String QWEN = "qwen";
+
+    public static final String QWEN2 = "qwen2";
     public static final String WIZARDCODER = "wizardcoder";
     public static final String LLAMA2_CHINESE = "llama2-chinese";
     public static final String TINYLLAMA = "tinyllama";
@@ -79,4 +84,5 @@ public class OllamaModelType {
     public static final String NOTUS = "notus";
     public static final String DUCKDB_NSQL = "duckdb-nsql";
     public static final String ALL_MINILM = "all-minilm";
+    public static final String CODESTRAL = "codestral";
 }

src/main/java/io/github/ollama4j/utils/BooleanToJsonFormatFlagSerializer.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.utils;
+package io.github.ollama4j.utils;
 
 import java.io.IOException;
 

src/main/java/io/github/ollama4j/utils/FileToBase64Serializer.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.utils;
+package io.github.ollama4j.utils;
 
 import java.io.IOException;
 import java.util.Base64;

src/main/java/io/github/ollama4j/utils/OllamaRequestBody.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.utils;
+package io.github.ollama4j.utils;
 
 import java.net.http.HttpRequest.BodyPublisher;
 import java.net.http.HttpRequest.BodyPublishers;

src/main/java/io/github/ollama4j/utils/Options.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.utils;
+package io.github.ollama4j.utils;
 
 import java.util.Map;
 import lombok.Data;

src/main/java/io/github/ollama4j/utils/OptionsBuilder.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.utils;
+package io.github.ollama4j.utils;
 
 import java.util.HashMap;
 

src/main/java/io/github/ollama4j/utils/PromptBuilder.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.utils;
+package io.github.ollama4j.utils;
 
 /**
  * The {@code PromptBuilder} class is used to construct prompt texts for language models (LLMs). It

src/main/java/io/github/ollama4j/utils/SamplePrompts.java

@@ -1,6 +1,6 @@
-package io.github.amithkoujalgi.ollama4j.core.utils;
+package io.github.ollama4j.utils;
 
-import io.github.amithkoujalgi.ollama4j.core.OllamaAPI;
+import io.github.ollama4j.OllamaAPI;
 
 import java.io.InputStream;
 import java.util.Scanner;

src/main/java/io/github/ollama4j/utils/Utils.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.core.utils;
+package io.github.ollama4j.utils;
 
 import java.io.ByteArrayOutputStream;
 import java.io.IOException;

src/test/java/io/github/amithkoujalgi/ollama4j/integrationtests/TestRealAPIs.java

@@ -1,393 +0,0 @@
-package io.github.amithkoujalgi.ollama4j.integrationtests;
-
-import static org.junit.jupiter.api.Assertions.*;
-
-import io.github.amithkoujalgi.ollama4j.core.OllamaAPI;
-import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
-import io.github.amithkoujalgi.ollama4j.core.models.ModelDetail;
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaResult;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatMessageRole;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatRequestBuilder;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatResult;
-import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingsRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingsRequestBuilder;
-import io.github.amithkoujalgi.ollama4j.core.utils.OptionsBuilder;
-import java.io.File;
-import java.io.IOException;
-import java.io.InputStream;
-import java.net.ConnectException;
-import java.net.URISyntaxException;
-import java.net.http.HttpConnectTimeoutException;
-import java.util.List;
-import java.util.Objects;
-import java.util.Properties;
-import lombok.Data;
-import org.junit.jupiter.api.BeforeEach;
-import org.junit.jupiter.api.Order;
-import org.junit.jupiter.api.Test;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
-class TestRealAPIs {
-
-  private static final Logger LOG = LoggerFactory.getLogger(TestRealAPIs.class);
-
-  OllamaAPI ollamaAPI;
-  Config config;
-
-  private File getImageFileFromClasspath(String fileName) {
-    ClassLoader classLoader = getClass().getClassLoader();
-    return new File(Objects.requireNonNull(classLoader.getResource(fileName)).getFile());
-  }
-
-  @BeforeEach
-  void setUp() {
-    config = new Config();
-    ollamaAPI = new OllamaAPI(config.getOllamaURL());
-    ollamaAPI.setRequestTimeoutSeconds(config.getRequestTimeoutSeconds());
-  }
-
-  @Test
-  @Order(1)
-  void testWrongEndpoint() {
-    OllamaAPI ollamaAPI = new OllamaAPI("http://wrong-host:11434");
-    assertThrows(ConnectException.class, ollamaAPI::listModels);
-  }
-
-  @Test
-  @Order(1)
-  void testEndpointReachability() {
-    try {
-      assertNotNull(ollamaAPI.listModels());
-    } catch (HttpConnectTimeoutException e) {
-      fail(e.getMessage());
-    } catch (Exception e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(2)
-  void testListModels() {
-    testEndpointReachability();
-    try {
-      assertNotNull(ollamaAPI.listModels());
-      ollamaAPI.listModels().forEach(System.out::println);
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(2)
-  void testPullModel() {
-    testEndpointReachability();
-    try {
-      ollamaAPI.pullModel(config.getModel());
-      boolean found =
-          ollamaAPI.listModels().stream()
-              .anyMatch(model -> model.getModel().equalsIgnoreCase(config.getModel()));
-      assertTrue(found);
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testListDtails() {
-    testEndpointReachability();
-    try {
-      ModelDetail modelDetails = ollamaAPI.getModelDetails(config.getModel());
-      assertNotNull(modelDetails);
-      System.out.println(modelDetails);
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testAskModelWithDefaultOptions() {
-    testEndpointReachability();
-    try {
-      OllamaResult result =
-          ollamaAPI.generate(
-              config.getModel(),
-              "What is the capital of France? And what's France's connection with Mona Lisa?",
-              new OptionsBuilder().build());
-      assertNotNull(result);
-      assertNotNull(result.getResponse());
-      assertFalse(result.getResponse().isEmpty());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testAskModelWithDefaultOptionsStreamed() {
-    testEndpointReachability();
-    try {
-
-      StringBuffer sb = new StringBuffer("");
-
-      OllamaResult result = ollamaAPI.generate(config.getModel(),
-          "What is the capital of France? And what's France's connection with Mona Lisa?",
-          new OptionsBuilder().build(), (s) -> {
-            LOG.info(s);
-            String substring = s.substring(sb.toString().length(), s.length());
-            LOG.info(substring);
-            sb.append(substring);
-          });
-
-      assertNotNull(result);
-      assertNotNull(result.getResponse());
-      assertFalse(result.getResponse().isEmpty());
-      assertEquals(sb.toString().trim(), result.getResponse().trim());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testAskModelWithOptions() {
-    testEndpointReachability();
-    try {
-      OllamaResult result =
-          ollamaAPI.generate(
-              config.getModel(),
-              "What is the capital of France? And what's France's connection with Mona Lisa?",
-              new OptionsBuilder().setTemperature(0.9f).build());
-      assertNotNull(result);
-      assertNotNull(result.getResponse());
-      assertFalse(result.getResponse().isEmpty());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testChat() {
-    testEndpointReachability();
-    try {
-      OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
-      OllamaChatRequestModel requestModel = builder.withMessage(OllamaChatMessageRole.USER, "What is the capital of France?")
-             .withMessage(OllamaChatMessageRole.ASSISTANT, "Should be Paris!")
-             .withMessage(OllamaChatMessageRole.USER,"And what is the second larges city?")
-             .build();
-
-      OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
-      assertNotNull(chatResult);
-      assertFalse(chatResult.getResponse().isBlank());
-      assertEquals(4,chatResult.getChatHistory().size());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testChatWithSystemPrompt() {
-    testEndpointReachability();
-    try {
-      OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
-      OllamaChatRequestModel requestModel = builder.withMessage(OllamaChatMessageRole.SYSTEM,
-          "You are a silent bot that only says 'NI'. Do not say anything else under any circumstances!")
-          .withMessage(OllamaChatMessageRole.USER,
-              "What is the capital of France? And what's France's connection with Mona Lisa?")
-          .build();
-
-      OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
-      assertNotNull(chatResult);
-      assertFalse(chatResult.getResponse().isBlank());
-      assertTrue(chatResult.getResponse().startsWith("NI"));
-      assertEquals(3, chatResult.getChatHistory().size());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testChatWithStream() {
-    testEndpointReachability();
-    try {
-      OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
-      OllamaChatRequestModel requestModel = builder.withMessage(OllamaChatMessageRole.USER,
-              "What is the capital of France? And what's France's connection with Mona Lisa?")
-          .build();
-
-      StringBuffer sb = new StringBuffer("");
-
-      OllamaChatResult chatResult = ollamaAPI.chat(requestModel,(s) -> {
-        LOG.info(s);
-        String substring = s.substring(sb.toString().length(), s.length());
-        LOG.info(substring);
-        sb.append(substring);
-      });
-      assertNotNull(chatResult);
-      assertEquals(sb.toString().trim(), chatResult.getResponse().trim());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testChatWithImageFromFileWithHistoryRecognition() {
-    testEndpointReachability();
-    try {
-      OllamaChatRequestBuilder builder =
-          OllamaChatRequestBuilder.getInstance(config.getImageModel());
-      OllamaChatRequestModel requestModel =
-          builder.withMessage(OllamaChatMessageRole.USER, "What's in the picture?",
-              List.of(getImageFileFromClasspath("dog-on-a-boat.jpg"))).build();
-
-      OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
-      assertNotNull(chatResult);
-      assertNotNull(chatResult.getResponse());
-
-      builder.reset();
-
-      requestModel =
-          builder.withMessages(chatResult.getChatHistory())
-            .withMessage(OllamaChatMessageRole.USER, "What's the dogs breed?").build();
-
-      chatResult = ollamaAPI.chat(requestModel);
-      assertNotNull(chatResult);
-      assertNotNull(chatResult.getResponse());
-
-
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testChatWithImageFromURL() {
-    testEndpointReachability();
-    try {
-      OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getImageModel());
-      OllamaChatRequestModel requestModel = builder.withMessage(OllamaChatMessageRole.USER, "What's in the picture?",
-      "https://t3.ftcdn.net/jpg/02/96/63/80/360_F_296638053_0gUVA4WVBKceGsIr7LNqRWSnkusi07dq.jpg")
-             .build();
-
-      OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
-      assertNotNull(chatResult);
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testAskModelWithOptionsAndImageFiles() {
-    testEndpointReachability();
-    File imageFile = getImageFileFromClasspath("dog-on-a-boat.jpg");
-    try {
-      OllamaResult result =
-          ollamaAPI.generateWithImageFiles(
-              config.getImageModel(),
-              "What is in this image?",
-              List.of(imageFile),
-              new OptionsBuilder().build());
-      assertNotNull(result);
-      assertNotNull(result.getResponse());
-      assertFalse(result.getResponse().isEmpty());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testAskModelWithOptionsAndImageFilesStreamed() {
-    testEndpointReachability();
-    File imageFile = getImageFileFromClasspath("dog-on-a-boat.jpg");
-    try {
-      StringBuffer sb = new StringBuffer("");
-
-      OllamaResult result = ollamaAPI.generateWithImageFiles(config.getImageModel(),
-          "What is in this image?", List.of(imageFile), new OptionsBuilder().build(), (s) -> {
-            LOG.info(s);
-            String substring = s.substring(sb.toString().length(), s.length());
-            LOG.info(substring);
-            sb.append(substring);
-          });
-      assertNotNull(result);
-      assertNotNull(result.getResponse());
-      assertFalse(result.getResponse().isEmpty());
-      assertEquals(sb.toString().trim(), result.getResponse().trim());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  void testAskModelWithOptionsAndImageURLs() {
-    testEndpointReachability();
-    try {
-      OllamaResult result =
-          ollamaAPI.generateWithImageURLs(
-              config.getImageModel(),
-              "What is in this image?",
-              List.of(
-                  "https://t3.ftcdn.net/jpg/02/96/63/80/360_F_296638053_0gUVA4WVBKceGsIr7LNqRWSnkusi07dq.jpg"),
-              new OptionsBuilder().build());
-      assertNotNull(result);
-      assertNotNull(result.getResponse());
-      assertFalse(result.getResponse().isEmpty());
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      fail(e);
-    }
-  }
-
-  @Test
-  @Order(3)
-  public void testEmbedding() {
-    testEndpointReachability();
-    try {
-      OllamaEmbeddingsRequestModel request = OllamaEmbeddingsRequestBuilder
-          .getInstance(config.getModel(), "What is the capital of France?").build();
-
-      List<Double> embeddings = ollamaAPI.generateEmbeddings(request);
-
-      assertNotNull(embeddings);
-      assertFalse(embeddings.isEmpty());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      fail(e);
-    }
-  }
-}
-
-@Data
-class Config {
-  private String ollamaURL;
-  private String model;
-  private String imageModel;
-  private int requestTimeoutSeconds;
-
-  public Config() {
-    Properties properties = new Properties();
-    try (InputStream input =
-        getClass().getClassLoader().getResourceAsStream("test-config.properties")) {
-      if (input == null) {
-        throw new RuntimeException("Sorry, unable to find test-config.properties");
-      }
-      properties.load(input);
-      this.ollamaURL = properties.getProperty("ollama.url");
-      this.model = properties.getProperty("ollama.model");
-      this.imageModel = properties.getProperty("ollama.model.image");
-      this.requestTimeoutSeconds =
-          Integer.parseInt(properties.getProperty("ollama.request-timeout-seconds"));
-    } catch (IOException e) {
-      throw new RuntimeException("Error loading properties", e);
-    }
-  }
-}

src/test/java/io/github/amithkoujalgi/ollama4j/unittests/TestMockedAPIs.java

@@ -1,163 +0,0 @@
-package io.github.amithkoujalgi.ollama4j.unittests;
-
-import static org.mockito.Mockito.*;
-
-import io.github.amithkoujalgi.ollama4j.core.OllamaAPI;
-import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
-import io.github.amithkoujalgi.ollama4j.core.models.ModelDetail;
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaAsyncResultCallback;
-import io.github.amithkoujalgi.ollama4j.core.models.OllamaResult;
-import io.github.amithkoujalgi.ollama4j.core.types.OllamaModelType;
-import io.github.amithkoujalgi.ollama4j.core.utils.OptionsBuilder;
-import java.io.IOException;
-import java.net.URISyntaxException;
-import java.util.ArrayList;
-import java.util.Collections;
-import org.junit.jupiter.api.Test;
-import org.mockito.Mockito;
-
-class TestMockedAPIs {
-  @Test
-  void testPullModel() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    String model = OllamaModelType.LLAMA2;
-    try {
-      doNothing().when(ollamaAPI).pullModel(model);
-      ollamaAPI.pullModel(model);
-      verify(ollamaAPI, times(1)).pullModel(model);
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      throw new RuntimeException(e);
-    }
-  }
-
-  @Test
-  void testListModels() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    try {
-      when(ollamaAPI.listModels()).thenReturn(new ArrayList<>());
-      ollamaAPI.listModels();
-      verify(ollamaAPI, times(1)).listModels();
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      throw new RuntimeException(e);
-    }
-  }
-
-  @Test
-  void testCreateModel() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    String model = OllamaModelType.LLAMA2;
-    String modelFilePath = "FROM llama2\nSYSTEM You are mario from Super Mario Bros.";
-    try {
-      doNothing().when(ollamaAPI).createModelWithModelFileContents(model, modelFilePath);
-      ollamaAPI.createModelWithModelFileContents(model, modelFilePath);
-      verify(ollamaAPI, times(1)).createModelWithModelFileContents(model, modelFilePath);
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      throw new RuntimeException(e);
-    }
-  }
-
-  @Test
-  void testDeleteModel() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    String model = OllamaModelType.LLAMA2;
-    try {
-      doNothing().when(ollamaAPI).deleteModel(model, true);
-      ollamaAPI.deleteModel(model, true);
-      verify(ollamaAPI, times(1)).deleteModel(model, true);
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      throw new RuntimeException(e);
-    }
-  }
-
-  @Test
-  void testGetModelDetails() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    String model = OllamaModelType.LLAMA2;
-    try {
-      when(ollamaAPI.getModelDetails(model)).thenReturn(new ModelDetail());
-      ollamaAPI.getModelDetails(model);
-      verify(ollamaAPI, times(1)).getModelDetails(model);
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      throw new RuntimeException(e);
-    }
-  }
-
-  @Test
-  void testGenerateEmbeddings() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    String model = OllamaModelType.LLAMA2;
-    String prompt = "some prompt text";
-    try {
-      when(ollamaAPI.generateEmbeddings(model, prompt)).thenReturn(new ArrayList<>());
-      ollamaAPI.generateEmbeddings(model, prompt);
-      verify(ollamaAPI, times(1)).generateEmbeddings(model, prompt);
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      throw new RuntimeException(e);
-    }
-  }
-
-  @Test
-  void testAsk() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    String model = OllamaModelType.LLAMA2;
-    String prompt = "some prompt text";
-    OptionsBuilder optionsBuilder = new OptionsBuilder();
-    try {
-      when(ollamaAPI.generate(model, prompt, optionsBuilder.build()))
-          .thenReturn(new OllamaResult("", 0, 200));
-      ollamaAPI.generate(model, prompt, optionsBuilder.build());
-      verify(ollamaAPI, times(1)).generate(model, prompt, optionsBuilder.build());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      throw new RuntimeException(e);
-    }
-  }
-
-  @Test
-  void testAskWithImageFiles() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    String model = OllamaModelType.LLAMA2;
-    String prompt = "some prompt text";
-    try {
-      when(ollamaAPI.generateWithImageFiles(
-              model, prompt, Collections.emptyList(), new OptionsBuilder().build()))
-          .thenReturn(new OllamaResult("", 0, 200));
-      ollamaAPI.generateWithImageFiles(
-          model, prompt, Collections.emptyList(), new OptionsBuilder().build());
-      verify(ollamaAPI, times(1))
-          .generateWithImageFiles(
-              model, prompt, Collections.emptyList(), new OptionsBuilder().build());
-    } catch (IOException | OllamaBaseException | InterruptedException e) {
-      throw new RuntimeException(e);
-    }
-  }
-
-  @Test
-  void testAskWithImageURLs() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    String model = OllamaModelType.LLAMA2;
-    String prompt = "some prompt text";
-    try {
-      when(ollamaAPI.generateWithImageURLs(
-              model, prompt, Collections.emptyList(), new OptionsBuilder().build()))
-          .thenReturn(new OllamaResult("", 0, 200));
-      ollamaAPI.generateWithImageURLs(
-          model, prompt, Collections.emptyList(), new OptionsBuilder().build());
-      verify(ollamaAPI, times(1))
-          .generateWithImageURLs(
-              model, prompt, Collections.emptyList(), new OptionsBuilder().build());
-    } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
-      throw new RuntimeException(e);
-    }
-  }
-
-  @Test
-  void testAskAsync() {
-    OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
-    String model = OllamaModelType.LLAMA2;
-    String prompt = "some prompt text";
-    when(ollamaAPI.generateAsync(model, prompt))
-        .thenReturn(new OllamaAsyncResultCallback(null, null, 3));
-    ollamaAPI.generateAsync(model, prompt);
-    verify(ollamaAPI, times(1)).generateAsync(model, prompt);
-  }
-}

src/test/java/io/github/ollama4j/integrationtests/TestRealAPIs.java

@@ -0,0 +1,395 @@
+package io.github.ollama4j.integrationtests;
+
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.models.ModelDetail;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.models.chat.OllamaChatMessageRole;
+import io.github.ollama4j.models.chat.OllamaChatRequestBuilder;
+import io.github.ollama4j.models.chat.OllamaChatRequestModel;
+import io.github.ollama4j.models.chat.OllamaChatResult;
+import io.github.ollama4j.models.embeddings.OllamaEmbeddingsRequestBuilder;
+import io.github.ollama4j.models.embeddings.OllamaEmbeddingsRequestModel;
+import io.github.ollama4j.utils.OptionsBuilder;
+import lombok.Data;
+import org.junit.jupiter.api.BeforeEach;
+import org.junit.jupiter.api.Order;
+import org.junit.jupiter.api.Test;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.File;
+import java.io.IOException;
+import java.io.InputStream;
+import java.net.ConnectException;
+import java.net.URISyntaxException;
+import java.net.http.HttpConnectTimeoutException;
+import java.util.List;
+import java.util.Objects;
+import java.util.Properties;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+class TestRealAPIs {
+
+    private static final Logger LOG = LoggerFactory.getLogger(TestRealAPIs.class);
+
+    OllamaAPI ollamaAPI;
+    Config config;
+
+    private File getImageFileFromClasspath(String fileName) {
+        ClassLoader classLoader = getClass().getClassLoader();
+        return new File(Objects.requireNonNull(classLoader.getResource(fileName)).getFile());
+    }
+
+    @BeforeEach
+    void setUp() {
+        config = new Config();
+        ollamaAPI = new OllamaAPI(config.getOllamaURL());
+        ollamaAPI.setRequestTimeoutSeconds(config.getRequestTimeoutSeconds());
+    }
+
+    @Test
+    @Order(1)
+    void testWrongEndpoint() {
+        OllamaAPI ollamaAPI = new OllamaAPI("http://wrong-host:11434");
+        assertThrows(ConnectException.class, ollamaAPI::listModels);
+    }
+
+    @Test
+    @Order(1)
+    void testEndpointReachability() {
+        try {
+            assertNotNull(ollamaAPI.listModels());
+        } catch (HttpConnectTimeoutException e) {
+            fail(e.getMessage());
+        } catch (Exception e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(2)
+    void testListModels() {
+        testEndpointReachability();
+        try {
+            assertNotNull(ollamaAPI.listModels());
+            ollamaAPI.listModels().forEach(System.out::println);
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(2)
+    void testPullModel() {
+        testEndpointReachability();
+        try {
+            ollamaAPI.pullModel(config.getModel());
+            boolean found =
+                    ollamaAPI.listModels().stream()
+                            .anyMatch(model -> model.getModel().equalsIgnoreCase(config.getModel()));
+            assertTrue(found);
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testListDtails() {
+        testEndpointReachability();
+        try {
+            ModelDetail modelDetails = ollamaAPI.getModelDetails(config.getModel());
+            assertNotNull(modelDetails);
+            System.out.println(modelDetails);
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testAskModelWithDefaultOptions() {
+        testEndpointReachability();
+        try {
+            OllamaResult result =
+                    ollamaAPI.generate(
+                            config.getModel(),
+                            "What is the capital of France? And what's France's connection with Mona Lisa?",
+                            false,
+                            new OptionsBuilder().build());
+            assertNotNull(result);
+            assertNotNull(result.getResponse());
+            assertFalse(result.getResponse().isEmpty());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testAskModelWithDefaultOptionsStreamed() {
+        testEndpointReachability();
+        try {
+            StringBuffer sb = new StringBuffer("");
+            OllamaResult result = ollamaAPI.generate(config.getModel(),
+                    "What is the capital of France? And what's France's connection with Mona Lisa?",
+                    false,
+                    new OptionsBuilder().build(), (s) -> {
+                        LOG.info(s);
+                        String substring = s.substring(sb.toString().length(), s.length());
+                        LOG.info(substring);
+                        sb.append(substring);
+                    });
+
+            assertNotNull(result);
+            assertNotNull(result.getResponse());
+            assertFalse(result.getResponse().isEmpty());
+            assertEquals(sb.toString().trim(), result.getResponse().trim());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testAskModelWithOptions() {
+        testEndpointReachability();
+        try {
+            OllamaResult result =
+                    ollamaAPI.generate(
+                            config.getModel(),
+                            "What is the capital of France? And what's France's connection with Mona Lisa?",
+                            true,
+                            new OptionsBuilder().setTemperature(0.9f).build());
+            assertNotNull(result);
+            assertNotNull(result.getResponse());
+            assertFalse(result.getResponse().isEmpty());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testChat() {
+        testEndpointReachability();
+        try {
+            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
+            OllamaChatRequestModel requestModel = builder.withMessage(OllamaChatMessageRole.USER, "What is the capital of France?")
+                    .withMessage(OllamaChatMessageRole.ASSISTANT, "Should be Paris!")
+                    .withMessage(OllamaChatMessageRole.USER, "And what is the second larges city?")
+                    .build();
+
+            OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
+            assertNotNull(chatResult);
+            assertFalse(chatResult.getResponse().isBlank());
+            assertEquals(4, chatResult.getChatHistory().size());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testChatWithSystemPrompt() {
+        testEndpointReachability();
+        try {
+            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
+            OllamaChatRequestModel requestModel = builder.withMessage(OllamaChatMessageRole.SYSTEM,
+                            "You are a silent bot that only says 'NI'. Do not say anything else under any circumstances!")
+                    .withMessage(OllamaChatMessageRole.USER,
+                            "What is the capital of France? And what's France's connection with Mona Lisa?")
+                    .build();
+
+            OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
+            assertNotNull(chatResult);
+            assertFalse(chatResult.getResponse().isBlank());
+            assertTrue(chatResult.getResponse().startsWith("NI"));
+            assertEquals(3, chatResult.getChatHistory().size());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testChatWithStream() {
+        testEndpointReachability();
+        try {
+            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
+            OllamaChatRequestModel requestModel = builder.withMessage(OllamaChatMessageRole.USER,
+                            "What is the capital of France? And what's France's connection with Mona Lisa?")
+                    .build();
+
+            StringBuffer sb = new StringBuffer("");
+
+            OllamaChatResult chatResult = ollamaAPI.chat(requestModel, (s) -> {
+                LOG.info(s);
+                String substring = s.substring(sb.toString().length(), s.length());
+                LOG.info(substring);
+                sb.append(substring);
+            });
+            assertNotNull(chatResult);
+            assertEquals(sb.toString().trim(), chatResult.getResponse().trim());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testChatWithImageFromFileWithHistoryRecognition() {
+        testEndpointReachability();
+        try {
+            OllamaChatRequestBuilder builder =
+                    OllamaChatRequestBuilder.getInstance(config.getImageModel());
+            OllamaChatRequestModel requestModel =
+                    builder.withMessage(OllamaChatMessageRole.USER, "What's in the picture?",
+                            List.of(getImageFileFromClasspath("dog-on-a-boat.jpg"))).build();
+
+            OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
+            assertNotNull(chatResult);
+            assertNotNull(chatResult.getResponse());
+
+            builder.reset();
+
+            requestModel =
+                    builder.withMessages(chatResult.getChatHistory())
+                            .withMessage(OllamaChatMessageRole.USER, "What's the dogs breed?").build();
+
+            chatResult = ollamaAPI.chat(requestModel);
+            assertNotNull(chatResult);
+            assertNotNull(chatResult.getResponse());
+
+
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testChatWithImageFromURL() {
+        testEndpointReachability();
+        try {
+            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getImageModel());
+            OllamaChatRequestModel requestModel = builder.withMessage(OllamaChatMessageRole.USER, "What's in the picture?",
+                            "https://t3.ftcdn.net/jpg/02/96/63/80/360_F_296638053_0gUVA4WVBKceGsIr7LNqRWSnkusi07dq.jpg")
+                    .build();
+
+            OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
+            assertNotNull(chatResult);
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testAskModelWithOptionsAndImageFiles() {
+        testEndpointReachability();
+        File imageFile = getImageFileFromClasspath("dog-on-a-boat.jpg");
+        try {
+            OllamaResult result =
+                    ollamaAPI.generateWithImageFiles(
+                            config.getImageModel(),
+                            "What is in this image?",
+                            List.of(imageFile),
+                            new OptionsBuilder().build());
+            assertNotNull(result);
+            assertNotNull(result.getResponse());
+            assertFalse(result.getResponse().isEmpty());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testAskModelWithOptionsAndImageFilesStreamed() {
+        testEndpointReachability();
+        File imageFile = getImageFileFromClasspath("dog-on-a-boat.jpg");
+        try {
+            StringBuffer sb = new StringBuffer("");
+
+            OllamaResult result = ollamaAPI.generateWithImageFiles(config.getImageModel(),
+                    "What is in this image?", List.of(imageFile), new OptionsBuilder().build(), (s) -> {
+                        LOG.info(s);
+                        String substring = s.substring(sb.toString().length(), s.length());
+                        LOG.info(substring);
+                        sb.append(substring);
+                    });
+            assertNotNull(result);
+            assertNotNull(result.getResponse());
+            assertFalse(result.getResponse().isEmpty());
+            assertEquals(sb.toString().trim(), result.getResponse().trim());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    void testAskModelWithOptionsAndImageURLs() {
+        testEndpointReachability();
+        try {
+            OllamaResult result =
+                    ollamaAPI.generateWithImageURLs(
+                            config.getImageModel(),
+                            "What is in this image?",
+                            List.of(
+                                    "https://t3.ftcdn.net/jpg/02/96/63/80/360_F_296638053_0gUVA4WVBKceGsIr7LNqRWSnkusi07dq.jpg"),
+                            new OptionsBuilder().build());
+            assertNotNull(result);
+            assertNotNull(result.getResponse());
+            assertFalse(result.getResponse().isEmpty());
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            fail(e);
+        }
+    }
+
+    @Test
+    @Order(3)
+    public void testEmbedding() {
+        testEndpointReachability();
+        try {
+            OllamaEmbeddingsRequestModel request = OllamaEmbeddingsRequestBuilder
+                    .getInstance(config.getModel(), "What is the capital of France?").build();
+
+            List<Double> embeddings = ollamaAPI.generateEmbeddings(request);
+
+            assertNotNull(embeddings);
+            assertFalse(embeddings.isEmpty());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            fail(e);
+        }
+    }
+}
+
+@Data
+class Config {
+    private String ollamaURL;
+    private String model;
+    private String imageModel;
+    private int requestTimeoutSeconds;
+
+    public Config() {
+        Properties properties = new Properties();
+        try (InputStream input =
+                     getClass().getClassLoader().getResourceAsStream("test-config.properties")) {
+            if (input == null) {
+                throw new RuntimeException("Sorry, unable to find test-config.properties");
+            }
+            properties.load(input);
+            this.ollamaURL = properties.getProperty("ollama.url");
+            this.model = properties.getProperty("ollama.model");
+            this.imageModel = properties.getProperty("ollama.model.image");
+            this.requestTimeoutSeconds =
+                    Integer.parseInt(properties.getProperty("ollama.request-timeout-seconds"));
+        } catch (IOException e) {
+            throw new RuntimeException("Error loading properties", e);
+        }
+    }
+}

src/test/java/io/github/ollama4j/unittests/TestMockedAPIs.java

@@ -0,0 +1,164 @@
+package io.github.ollama4j.unittests;
+
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.models.ModelDetail;
+import io.github.ollama4j.models.OllamaAsyncResultStreamer;
+import io.github.ollama4j.models.OllamaResult;
+import io.github.ollama4j.types.OllamaModelType;
+import io.github.ollama4j.utils.OptionsBuilder;
+import org.junit.jupiter.api.Test;
+import org.mockito.Mockito;
+
+import java.io.IOException;
+import java.net.URISyntaxException;
+import java.util.ArrayList;
+import java.util.Collections;
+
+import static org.mockito.Mockito.*;
+
+class TestMockedAPIs {
+    @Test
+    void testPullModel() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        String model = OllamaModelType.LLAMA2;
+        try {
+            doNothing().when(ollamaAPI).pullModel(model);
+            ollamaAPI.pullModel(model);
+            verify(ollamaAPI, times(1)).pullModel(model);
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    @Test
+    void testListModels() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        try {
+            when(ollamaAPI.listModels()).thenReturn(new ArrayList<>());
+            ollamaAPI.listModels();
+            verify(ollamaAPI, times(1)).listModels();
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    @Test
+    void testCreateModel() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        String model = OllamaModelType.LLAMA2;
+        String modelFilePath = "FROM llama2\nSYSTEM You are mario from Super Mario Bros.";
+        try {
+            doNothing().when(ollamaAPI).createModelWithModelFileContents(model, modelFilePath);
+            ollamaAPI.createModelWithModelFileContents(model, modelFilePath);
+            verify(ollamaAPI, times(1)).createModelWithModelFileContents(model, modelFilePath);
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    @Test
+    void testDeleteModel() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        String model = OllamaModelType.LLAMA2;
+        try {
+            doNothing().when(ollamaAPI).deleteModel(model, true);
+            ollamaAPI.deleteModel(model, true);
+            verify(ollamaAPI, times(1)).deleteModel(model, true);
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    @Test
+    void testGetModelDetails() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        String model = OllamaModelType.LLAMA2;
+        try {
+            when(ollamaAPI.getModelDetails(model)).thenReturn(new ModelDetail());
+            ollamaAPI.getModelDetails(model);
+            verify(ollamaAPI, times(1)).getModelDetails(model);
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    @Test
+    void testGenerateEmbeddings() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        String model = OllamaModelType.LLAMA2;
+        String prompt = "some prompt text";
+        try {
+            when(ollamaAPI.generateEmbeddings(model, prompt)).thenReturn(new ArrayList<>());
+            ollamaAPI.generateEmbeddings(model, prompt);
+            verify(ollamaAPI, times(1)).generateEmbeddings(model, prompt);
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    @Test
+    void testAsk() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        String model = OllamaModelType.LLAMA2;
+        String prompt = "some prompt text";
+        OptionsBuilder optionsBuilder = new OptionsBuilder();
+        try {
+            when(ollamaAPI.generate(model, prompt, false, optionsBuilder.build()))
+                    .thenReturn(new OllamaResult("", 0, 200));
+            ollamaAPI.generate(model, prompt, false, optionsBuilder.build());
+            verify(ollamaAPI, times(1)).generate(model, prompt, false, optionsBuilder.build());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    @Test
+    void testAskWithImageFiles() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        String model = OllamaModelType.LLAMA2;
+        String prompt = "some prompt text";
+        try {
+            when(ollamaAPI.generateWithImageFiles(
+                    model, prompt, Collections.emptyList(), new OptionsBuilder().build()))
+                    .thenReturn(new OllamaResult("", 0, 200));
+            ollamaAPI.generateWithImageFiles(
+                    model, prompt, Collections.emptyList(), new OptionsBuilder().build());
+            verify(ollamaAPI, times(1))
+                    .generateWithImageFiles(
+                            model, prompt, Collections.emptyList(), new OptionsBuilder().build());
+        } catch (IOException | OllamaBaseException | InterruptedException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    @Test
+    void testAskWithImageURLs() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        String model = OllamaModelType.LLAMA2;
+        String prompt = "some prompt text";
+        try {
+            when(ollamaAPI.generateWithImageURLs(
+                    model, prompt, Collections.emptyList(), new OptionsBuilder().build()))
+                    .thenReturn(new OllamaResult("", 0, 200));
+            ollamaAPI.generateWithImageURLs(
+                    model, prompt, Collections.emptyList(), new OptionsBuilder().build());
+            verify(ollamaAPI, times(1))
+                    .generateWithImageURLs(
+                            model, prompt, Collections.emptyList(), new OptionsBuilder().build());
+        } catch (IOException | OllamaBaseException | InterruptedException | URISyntaxException e) {
+            throw new RuntimeException(e);
+        }
+    }
+
+    @Test
+    void testAskAsync() {
+        OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
+        String model = OllamaModelType.LLAMA2;
+        String prompt = "some prompt text";
+        when(ollamaAPI.generateAsync(model, prompt, false))
+                .thenReturn(new OllamaAsyncResultStreamer(null, null, 3));
+        ollamaAPI.generateAsync(model, prompt, false);
+        verify(ollamaAPI, times(1)).generateAsync(model, prompt, false);
+    }
+}

src/test/java/io/github/ollama4j/unittests/jackson/AbstractSerializationTest.java

@@ -1,10 +1,10 @@
-package io.github.amithkoujalgi.ollama4j.unittests.jackson;
+package io.github.ollama4j.unittests.jackson;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
 import static org.junit.jupiter.api.Assertions.fail;
 import com.fasterxml.jackson.core.JsonProcessingException;
 import com.fasterxml.jackson.databind.ObjectMapper;
-import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import io.github.ollama4j.utils.Utils;
 
 public abstract class AbstractSerializationTest<T> {
 

src/test/java/io/github/ollama4j/unittests/jackson/TestChatRequestSerialization.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.unittests.jackson;
+package io.github.ollama4j.unittests.jackson;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
 
@@ -9,10 +9,10 @@ import org.json.JSONObject;
 import org.junit.jupiter.api.BeforeEach;
 import org.junit.jupiter.api.Test;
 
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatMessageRole;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatRequestBuilder;
-import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.utils.OptionsBuilder;
+import io.github.ollama4j.models.chat.OllamaChatMessageRole;
+import io.github.ollama4j.models.chat.OllamaChatRequestBuilder;
+import io.github.ollama4j.models.chat.OllamaChatRequestModel;
+import io.github.ollama4j.utils.OptionsBuilder;
 
 public class TestChatRequestSerialization extends AbstractSerializationTest<OllamaChatRequestModel> {
 

src/test/java/io/github/ollama4j/unittests/jackson/TestEmbeddingsRequestSerialization.java

@@ -1,11 +1,11 @@
-package io.github.amithkoujalgi.ollama4j.unittests.jackson;
+package io.github.ollama4j.unittests.jackson;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
 import org.junit.jupiter.api.BeforeEach;
 import org.junit.jupiter.api.Test;
-import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingsRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingsRequestBuilder;
-import io.github.amithkoujalgi.ollama4j.core.utils.OptionsBuilder;
+import io.github.ollama4j.models.embeddings.OllamaEmbeddingsRequestModel;
+import io.github.ollama4j.models.embeddings.OllamaEmbeddingsRequestBuilder;
+import io.github.ollama4j.utils.OptionsBuilder;
 
 public class TestEmbeddingsRequestSerialization extends AbstractSerializationTest<OllamaEmbeddingsRequestModel> {
 

src/test/java/io/github/ollama4j/unittests/jackson/TestGenerateRequestSerialization.java

@@ -1,4 +1,4 @@
-package io.github.amithkoujalgi.ollama4j.unittests.jackson;
+package io.github.ollama4j.unittests.jackson;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
 
@@ -7,9 +7,9 @@ import org.junit.jupiter.api.BeforeEach;
 import org.junit.jupiter.api.Test;
 
 
-import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateRequestBuilder;
-import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateRequestModel;
-import io.github.amithkoujalgi.ollama4j.core.utils.OptionsBuilder;
+import io.github.ollama4j.models.generate.OllamaGenerateRequestBuilder;
+import io.github.ollama4j.models.generate.OllamaGenerateRequestModel;
+import io.github.ollama4j.utils.OptionsBuilder;
 
 public class TestGenerateRequestSerialization extends AbstractSerializationTest<OllamaGenerateRequestModel> {
 

src/test/java/io/github/ollama4j/unittests/jackson/TestModelRequestSerialization.java

@@ -1,6 +1,6 @@
-package io.github.amithkoujalgi.ollama4j.unittests.jackson;
+package io.github.ollama4j.unittests.jackson;
 
-import io.github.amithkoujalgi.ollama4j.core.models.Model;
+import io.github.ollama4j.models.Model;
 import org.junit.jupiter.api.Test;
 
 public class TestModelRequestSerialization extends AbstractSerializationTest<Model> {