Merge pull request #107 from ollama4j/integration-tests-updates

test
Updated integration tests
2025-10-30 16:10:40 +01:00 · 2025-03-18 23:29:21 +05:30 · 2025-03-18 23:18:42 +05:30 · 2025-03-18 23:07:19 +05:30 · 2025-03-18 22:54:56 +05:30 · 2025-03-18 22:33:29 +05:30
25 changed files with 1317 additions and 960 deletions
--- a/.github/workflows/build-and-test-on-pr-open.yml
+++ b/.github/workflows/build-and-test-on-pr-open.yml
@@ -1,21 +1,20 @@
-# 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: Build on PR Create
+name: Run Tests

 on:
  pull_request:
-    types: [ opened, reopened ]
+#    types: [opened, reopened, synchronize, edited]
    branches: [ "main" ]

+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
+  cancel-in-progress: true

 jobs:
-  build:
+  run-tests:

    runs-on: ubuntu-latest
    permissions:
      contents: read
-      packages: write

    steps:
      - uses: actions/checkout@v3
@@ -30,5 +29,8 @@ jobs:
      - name: Build with Maven
        run: mvn --file pom.xml -U clean package

-      - name: Run Tests
-        run: mvn --file pom.xml -U clean test -Punit-tests
+      - name: Run unit tests
+        run: mvn --file pom.xml -U clean test -Punit-tests
+
+      - name: Run integration tests
+        run: mvn --file pom.xml -U clean verify -Pintegration-tests
--- a/.github/workflows/publish-docs.yml
+++ b/.github/workflows/publish-docs.yml
@@ -1,5 +1,5 @@
 # Simple workflow for deploying static content to GitHub Pages
-name: Deploy Docs to GH Pages
+name: Publish Docs to GH Pages

 on:
  release:
--- a/.github/workflows/run-tests.yml
+++ b/.github/workflows/run-tests.yml
@@ -1,15 +1,18 @@
-name: Run Tests
+name: Run Unit and Integration Tests

 on:
+#  push:
+#    branches:
+#      - main
  workflow_dispatch:
    inputs:
      branch:
-        description: 'Branch name to run tests on'
+        description: 'Branch name to run the tests on'
        required: true
        default: 'main'

 jobs:
-  build:
+  run-tests:
    runs-on: ubuntu-latest

    steps:
@@ -27,3 +30,6 @@ jobs:

      - name: Run unit tests
        run: mvn clean test -Punit-tests
+
+      - name: Run integration tests
+        run: mvn clean verify -Pintegration-tests
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,38 @@
+repos:
+
+  # pre-commit hooks
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: "v5.0.0"
+    hooks:
+      - id: no-commit-to-branch
+        args: ['--branch', 'main']
+      - id: check-merge-conflict
+      - id: check-added-large-files
+      - id: check-yaml
+      - id: check-xml
+      - id: check-json
+      - id: pretty-format-json
+        args: ['--no-sort-keys', '--autofix', '--indent=4']
+      - id: end-of-file-fixer
+        exclude: \.json$
+        files: \.java$|\.xml$
+      - id: trailing-whitespace
+      - id: mixed-line-ending
+
+  # for commit message formatting
+  - repo: https://github.com/commitizen-tools/commitizen
+    rev: v4.4.1
+    hooks:
+      - id: commitizen
+        stages: [commit-msg]
+
+#  # for java code quality
+#  - repo: https://github.com/gherynos/pre-commit-java
+#    rev: v0.6.10
+#    hooks:
+#      - id: pmd
+#        exclude: /test/
+#      - id: cpd
+#        exclude: /test/
+#      - id: checkstyle
+#        exclude: /test/
--- a/8
+++ b/8
@@ -1,3 +1,11 @@
+dev:
+	@echo "Setting up dev environment..."
+	@command -v pre-commit >/dev/null 2>&1 || { echo "Error: pre-commit is not installed. Please install it first."; exit 1; }
+	@command -v docker >/dev/null 2>&1 || { echo "Error: docker is not installed. Please install it first."; exit 1; }
+	pre-commit install
+	pre-commit autoupdate
+	pre-commit install --install-hooks
+
 build:
 	mvn -B clean install

--- a/README.md
+++ b/README.md
@@ -31,8 +31,11 @@ Find more details on the [website](https://ollama4j.github.io/ollama4j/).

 ![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)
+
+[![Run Unit and Integration Tests](https://github.com/ollama4j/ollama4j/actions/workflows/run-tests.yml/badge.svg)](https://github.com/ollama4j/ollama4j/actions/workflows/run-tests.yml)
 ![Build Status](https://github.com/ollama4j/ollama4j/actions/workflows/maven-publish.yml/badge.svg)

+
 </div>

 [//]: # (![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;)
@@ -45,6 +48,7 @@ Find more details on the [website](https://ollama4j.github.io/ollama4j/).
 - [Requirements](#requirements)
 - [Installation](#installation)
 - [API Spec](https://ollama4j.github.io/ollama4j/category/apis---model-management)
+- [Examples](#examples)
 - [Javadoc](https://ollama4j.github.io/ollama4j/apidocs/)
 - [Development](#development)
 - [Contributions](#get-involved)
@@ -73,61 +77,6 @@ Find more details on the [website](https://ollama4j.github.io/ollama4j/).
  <img src="https://img.shields.io/badge/v0.3.0-green.svg?style=for-the-badge&labelColor=gray&label=Ollama&color=blue" alt=""/>
 </a>

-<table>
-<tr>
-<td> 
-
-<a href="https://ollama.ai/" target="_blank">Local Installation</a>
-
-</td> 
-
-<td> 
-
-<a href="https://hub.docker.com/r/ollama/ollama" target="_blank">Docker Installation</a>
-
-</td>
-</tr>
-<tr>
-<td>
-
-<a href="https://ollama.com/download/Ollama-darwin.zip" target="_blank">Download for macOS</a>
-
-<a href="https://ollama.com/download/OllamaSetup.exe" target="_blank">Download for Windows</a>
-
-Install on Linux
-
-```shell 
-curl -fsSL https://ollama.com/install.sh | sh
-```
-
-</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>
-
 ## Installation

 > [!NOTE]
@@ -242,49 +191,77 @@ dependencies {
 > [!TIP]
 > Find the full API specifications on the [website](https://ollama4j.github.io/ollama4j/).

-#### Development
+### Development

-Build:
+Make sure you have `pre-commit` installed.
+
+With `brew`:
+
+```shell
+brew install pre-commit
+```
+
+With `pip`:
+
+```shell
+pip install pre-commit
+```
+
+#### Setup dev environment
+
+```shell
+make dev
+```
+
+#### Build

 ```shell
 make build
 ```

-Run unit tests:
+#### Run unit tests

 ```shell
 make unit-tests
 ```

-Run integration tests:
+#### Run integration tests
+
+Make sure you have Docker running as this uses [testcontainers](https://testcontainers.com/) to run the integration
+tests on Ollama Docker container.

 ```shell
 make integration-tests
 ```

-#### Releases
+### Releases

 Newer artifacts are published via GitHub Actions CI workflow when a new release is created from `main` branch.

+## Examples
+
+The `ollama4j-examples` repository contains examples for using the Ollama4j library. You can explore
+it [here](https://github.com/ollama4j/ollama4j-examples).
+
 ## ⭐ Give us a Star!

 If you like or are using this project to build your own, please give us a star. It's a free way to show your support.

 ## Who's using Ollama4j?

-| # | Project Name      | Description                                                                                                   | Link                                                                                                                                           |
-|---|-------------------|---------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------|
-| 1 | Datafaker         | A library to generate fake data                                                                               | [GitHub](https://github.com/datafaker-net/datafaker-experimental/tree/main/ollama-api)                                                         |
-| 2 | Vaadin Web UI     | UI-Tester for interactions with Ollama via ollama4j                                                           | [GitHub](https://github.com/TEAMPB/ollama4j-vaadin-ui)                                                                                         |
-| 3 | ollama-translator | A Minecraft 1.20.6 Spigot plugin that translates all messages into a specific target language via Ollama      | [GitHub](https://github.com/liebki/ollama-translator)                                                                                          |
-| 4 | AI Player         | A Minecraft mod that adds an intelligent "second player" to the game                                          | [GitHub](https://github.com/shasankp000/AI-Player), <br/> [Reddit Thread](https://www.reddit.com/r/fabricmc/comments/1e65x5s/comment/ldr2vcf/) |
-| 5 | Ollama4j Web UI   | A web UI for Ollama written in Java using Spring Boot, Vaadin, and Ollama4j                                   | [GitHub](https://github.com/ollama4j/ollama4j-web-ui)                                                                                          |
-| 6 | JnsCLI            | A command-line tool for Jenkins that manages jobs, builds, and configurations, with AI-powered error analysis | [GitHub](https://github.com/mirum8/jnscli)                                                                                                     |
-| 7 | Katie Backend     | An open-source AI-based question-answering platform for accessing private domain knowledge                    | [GitHub](https://github.com/wyona/katie-backend)                                                                                               |
-| 8 | TeleLlama3 Bot    | A question-answering Telegram bot                                                                             | [Repo](https://git.hiast.edu.sy/mohamadbashar.disoki/telellama3-bot)                                                                           |
-| 9 | moqui-wechat      | A moqui-wechat component                                                                                      | [GitHub](https://github.com/heguangyong/moqui-wechat)                                                                                          |
-| 10 | B4X      | A set of simple and powerful RAD tool for Desktop and Server development                                              | [Website](https://www.b4x.com/android/forum/threads/ollama4j-library-pnd_ollama4j-your-local-offline-llm-like-chatgpt.165003/)     |                                                              
-
+| #  | Project Name      | Description                                                                                                                                                        | Link                                                                                                                                                                                          |
+|----|-------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| 1  | Datafaker         | A library to generate fake data                                                                                                                                    | [GitHub](https://github.com/datafaker-net/datafaker-experimental/tree/main/ollama-api)                                                                                                        |
+| 2  | Vaadin Web UI     | UI-Tester for interactions with Ollama via ollama4j                                                                                                                | [GitHub](https://github.com/TEAMPB/ollama4j-vaadin-ui)                                                                                                                                        |
+| 3  | ollama-translator | A Minecraft 1.20.6 Spigot plugin that translates all messages into a specific target language via Ollama                                                           | [GitHub](https://github.com/liebki/ollama-translator)                                                                                                                                         |
+| 4  | AI Player         | A Minecraft mod that adds an intelligent "second player" to the game                                                                                               | [Website](https://modrinth.com/mod/ai-player), [GitHub](https://github.com/shasankp000/AI-Player), <br/> [Reddit Thread](https://www.reddit.com/r/fabricmc/comments/1e65x5s/comment/ldr2vcf/) |
+| 5  | Ollama4j Web UI   | A web UI for Ollama written in Java using Spring Boot, Vaadin, and Ollama4j                                                                                        | [GitHub](https://github.com/ollama4j/ollama4j-web-ui)                                                                                                                                         |
+| 6  | JnsCLI            | A command-line tool for Jenkins that manages jobs, builds, and configurations, with AI-powered error analysis                                                      | [GitHub](https://github.com/mirum8/jnscli)                                                                                                                                                    |
+| 7  | Katie Backend     | An open-source AI-based question-answering platform for accessing private domain knowledge                                                                         | [GitHub](https://github.com/wyona/katie-backend)                                                                                                                                              |
+| 8  | TeleLlama3 Bot    | A question-answering Telegram bot                                                                                                                                  | [Repo](https://git.hiast.edu.sy/mohamadbashar.disoki/telellama3-bot)                                                                                                                          |
+| 9  | moqui-wechat      | A moqui-wechat component                                                                                                                                           | [GitHub](https://github.com/heguangyong/moqui-wechat)                                                                                                                                         |
+| 10 | B4X               | A set of simple and powerful RAD tool for Desktop and Server development                                                                                           | [Website](https://www.b4x.com/android/forum/threads/ollama4j-library-pnd_ollama4j-your-local-offline-llm-like-chatgpt.165003/)                                                                |
+| 11 | Research Article  | Article: `Large language model based mutations in genetic improvement` - published on National Library of Medicine (National Center for Biotechnology Information) | [Website](https://pmc.ncbi.nlm.nih.gov/articles/PMC11750896/)                                                                                                                                 |

 ## Traction

@@ -351,7 +328,7 @@ project.
  </a>
 </p>

-### Appreciate my work?
+### Appreciate the 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>
--- a/docs/docs/apis-generate/chat.md
+++ b/docs/docs/apis-generate/chat.md
@@ -7,6 +7,8 @@ sidebar_position: 7
 This API lets you create a conversation with LLMs. Using this API enables you to ask questions to the model including
 information using the history of already asked questions and the respective answers.

+
+
 ## Create a new conversation and use chat history to augment follow up questions

 ```java
@@ -269,4 +271,12 @@ You will get a response similar to:
 > Second Answer: Based on the image, it's difficult to definitively determine the breed of the dog. However, the dog
 > appears to be medium-sized with a short coat and a brown coloration, which might suggest that it is a Golden Retriever
 > or a similar breed. Without more details like ear shape and tail length, it's not possible to identify the exact breed
-> confidently.
+> confidently.
+
+
+[//]: # (Generated using: https://emgithub.com/)
+<iframe style={{ width: '100%', height: '919px', border: 'none' }} allow="clipboard-write" src="https://emgithub.com/iframe.html?target=https%3A%2F%2Fgithub.com%2Follama4j%2Follama4j-examples%2Fblob%2Fmain%2Fsrc%2Fmain%2Fjava%2Fio%2Fgithub%2Follama4j%2Fexamples%2FChatExample.java&style=default&type=code&showBorder=on&showLineNumbers=on&showFileMeta=on&showFullPath=on&showCopy=on" />
+
+<a href="https://github.com/ollama4j/ollama4j-examples/blob/main/src/main/java/io/github/ollama4j/examples/ChatExample.java" target="_blank">
+  View ChatExample.java on GitHub
+</a>
--- a/docs/docusaurus.config.js
+++ b/docs/docusaurus.config.js
@@ -84,6 +84,7 @@ const config = {
                        position: 'left',
                        label: 'Docs',
                    },
+                    {to: 'https://github.com/ollama4j/ollama4j-examples', label: 'Examples', 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'},
@@ -106,6 +107,15 @@ const config = {
                            },
                        ],
                    },
+                    {
+                        title: 'Usage',
+                        items: [
+                            {
+                                label: 'Examples',
+                                to: 'https://github.com/ollama4j/ollama4j-examples',
+                            },
+                        ],
+                    },
                    {
                        title: 'Community',
                        items: [
--- a/docs/package-lock.json
+++ b/docs/package-lock.json
@@ -4242,9 +4242,9 @@
      }
    },
    "node_modules/body-parser": {
-      "version": "1.20.2",
-      "resolved": "https://registry.npmjs.org/body-parser/-/body-parser-1.20.2.tgz",
-      "integrity": "sha512-ml9pReCu3M61kGlqoTm2umSXTlRTuGTx0bfYj+uIUKKYycG5NtSbeetV3faSU6R7ajOPw0g/J1PvK4qNy7s5bA==",
+      "version": "1.20.3",
+      "resolved": "https://registry.npmjs.org/body-parser/-/body-parser-1.20.3.tgz",
+      "integrity": "sha512-7rAxByjUMqQ3/bHJy7D6OGXvx/MMc4IqBn/X0fcM1QUcAItpZrBEYhWGem+tzXH90c+G01ypMcYJBO9Y30203g==",
      "license": "MIT",
      "dependencies": {
        "bytes": "3.1.2",
@@ -4255,7 +4255,7 @@
        "http-errors": "2.0.0",
        "iconv-lite": "0.4.24",
        "on-finished": "2.4.1",
-        "qs": "6.11.0",
+        "qs": "6.13.0",
        "raw-body": "2.5.2",
        "type-is": "~1.6.18",
        "unpipe": "1.0.0"
@@ -4446,6 +4446,35 @@
        "url": "https://github.com/sponsors/ljharb"
      }
    },
+    "node_modules/call-bind-apply-helpers": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/call-bind-apply-helpers/-/call-bind-apply-helpers-1.0.2.tgz",
+      "integrity": "sha512-Sp1ablJ0ivDkSzjcaJdxEunN5/XvksFJ2sMBFfq6x0ryhQV/2b/KwFe21cMpmHtPOSij8K99/wSfoEuTObmuMQ==",
+      "license": "MIT",
+      "dependencies": {
+        "es-errors": "^1.3.0",
+        "function-bind": "^1.1.2"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      }
+    },
+    "node_modules/call-bound": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/call-bound/-/call-bound-1.0.4.tgz",
+      "integrity": "sha512-+ys997U96po4Kx/ABpBCqhA9EuxJaQWDQg7295H4hBphv3IZg0boBKuwYpt4YXp6MZ5AmZQnU/tyMTlRpaSejg==",
+      "license": "MIT",
+      "dependencies": {
+        "call-bind-apply-helpers": "^1.0.2",
+        "get-intrinsic": "^1.3.0"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
    "node_modules/callsites": {
      "version": "3.1.0",
      "resolved": "https://registry.npmjs.org/callsites/-/callsites-3.1.0.tgz",
@@ -4945,9 +4974,9 @@
      "integrity": "sha512-Kvp459HrV2FEJ1CAsi1Ku+MY3kasH19TFykTz2xWmMeq6bk2NU3XXvfJ+Q61m0xktWwt+1HSYf3JZsTms3aRJg=="
    },
    "node_modules/cookie": {
-      "version": "0.6.0",
-      "resolved": "https://registry.npmjs.org/cookie/-/cookie-0.6.0.tgz",
-      "integrity": "sha512-U71cyTamuh1CRNCfpGY6to28lxvNwPG4Guz/EVjgf3Jmzv0vlDp1atT9eS5dDjMYHucpHbWns6Lwf3BKz6svdw==",
+      "version": "0.7.1",
+      "resolved": "https://registry.npmjs.org/cookie/-/cookie-0.7.1.tgz",
+      "integrity": "sha512-6DnInpx7SJ2AK3+CTUE/ZM0vWTUboZCegxhC2xiIydHR9jNuTAASBrfEpHhiGOZw/nX51bHt6YQl8jsGo4y/0w==",
      "license": "MIT",
      "engines": {
        "node": ">= 0.6"
@@ -5103,9 +5132,10 @@
      }
    },
    "node_modules/cross-spawn": {
-      "version": "7.0.3",
-      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.3.tgz",
-      "integrity": "sha512-iRDPJKUPVEND7dHPO8rkbOnPpyDygcDFtWjpeWNCgy8WP2rXcxXL8TskReQl6OrB2G7+UJrags1q15Fudc7G6w==",
+      "version": "7.0.6",
+      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.6.tgz",
+      "integrity": "sha512-uV2QOWP2nWzsy2aMp8aRibhi9dlzF5Hgh5SHaB9OiTGEyDTiJJyx0uy51QXdyWbtAHNua4XJzUKca3OzKUd3vA==",
+      "license": "MIT",
      "dependencies": {
        "path-key": "^3.1.0",
        "shebang-command": "^2.0.0",
@@ -5419,30 +5449,6 @@
        "cytoscape": "^3.2.0"
      }
    },
-    "node_modules/cytoscape-fcose": {
-      "version": "2.2.0",
-      "resolved": "https://registry.npmjs.org/cytoscape-fcose/-/cytoscape-fcose-2.2.0.tgz",
-      "integrity": "sha512-ki1/VuRIHFCzxWNrsshHYPs6L7TvLu3DL+TyIGEsRcvVERmxokbf5Gdk7mFxZnTdiGtnA4cfSmjZJMviqSuZrQ==",
-      "dependencies": {
-        "cose-base": "^2.2.0"
-      },
-      "peerDependencies": {
-        "cytoscape": "^3.2.0"
-      }
-    },
-    "node_modules/cytoscape-fcose/node_modules/cose-base": {
-      "version": "2.2.0",
-      "resolved": "https://registry.npmjs.org/cose-base/-/cose-base-2.2.0.tgz",
-      "integrity": "sha512-AzlgcsCbUMymkADOJtQm3wO9S3ltPfYOFD5033keQn9NJzIbtnZj+UdBJe7DYml/8TdbtHJW3j58SOnKhWY/5g==",
-      "dependencies": {
-        "layout-base": "^2.0.0"
-      }
-    },
-    "node_modules/cytoscape-fcose/node_modules/layout-base": {
-      "version": "2.0.1",
-      "resolved": "https://registry.npmjs.org/layout-base/-/layout-base-2.0.1.tgz",
-      "integrity": "sha512-dp3s92+uNI1hWIpPGH3jK2kxE2lMjdXdr+DH8ynZHpd6PUlH6x6cbuXnoMmiNumznqaNO31xu9e79F0uuZ0JFg=="
-    },
    "node_modules/d3": {
      "version": "7.8.5",
      "resolved": "https://registry.npmjs.org/d3/-/d3-7.8.5.tgz",
@@ -6048,6 +6054,7 @@
      "version": "2.0.0",
      "resolved": "https://registry.npmjs.org/depd/-/depd-2.0.0.tgz",
      "integrity": "sha512-g7nH6P6dyDioJogAAGprGpCtVImJhpPk/roCzdb3fIh61/s/nPsfR6onyMwkCAR/OlC3yBC0lESvUoQEAssIrw==",
+      "license": "MIT",
      "engines": {
        "node": ">= 0.8"
      }
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+    "node_modules/side-channel-weakmap": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/side-channel-weakmap/-/side-channel-weakmap-1.0.2.tgz",
+      "integrity": "sha512-WPS/HvHQTYnHisLo9McqBHOJk2FkHO/tlpvldyrnem4aeQp4hai3gythswg6p01oSoTl58rcpiFAjF2br2Ak2A==",
+      "license": "MIT",
+      "dependencies": {
+        "call-bound": "^1.0.2",
+        "es-errors": "^1.3.0",
+        "get-intrinsic": "^1.2.5",
+        "object-inspect": "^1.13.3",
+        "side-channel-map": "^1.0.1"
      },
      "engines": {
        "node": ">= 0.4"
@@ -14227,6 +14386,7 @@
      "version": "2.0.1",
      "resolved": "https://registry.npmjs.org/statuses/-/statuses-2.0.1.tgz",
      "integrity": "sha512-RwNA9Z/7PrK06rYLIzFMlaF+l73iwpzsqRIFgbMLbTcLD6cOao82TaWefPXQvB2fOC4AjuYSEndS7N/mTCbkdQ==",
+      "license": "MIT",
      "engines": {
        "node": ">= 0.8"
      }
@@ -14616,6 +14776,7 @@
      "version": "1.0.1",
      "resolved": "https://registry.npmjs.org/toidentifier/-/toidentifier-1.0.1.tgz",
      "integrity": "sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==",
+      "license": "MIT",
      "engines": {
        "node": ">=0.6"
      }
@@ -14906,6 +15067,7 @@
      "version": "1.0.0",
      "resolved": "https://registry.npmjs.org/unpipe/-/unpipe-1.0.0.tgz",
      "integrity": "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ==",
+      "license": "MIT",
      "engines": {
        "node": ">= 0.8"
      }
--- a/pom.xml
+++ b/pom.xml
@@ -13,8 +13,8 @@
    <packaging>jar</packaging>

    <properties>
-        <maven.compiler.source>11</maven.compiler.source>
-        <maven.compiler.target>11</maven.compiler.target>
+        <maven.compiler.release>11</maven.compiler.release>
+        <project.build.outputTimestamp>${git.commit.time}</project.build.outputTimestamp><!-- populated via git-commit-id-plugin -->
        <project.build.sourceEncoding>UTF-8</project.build.sourceEncoding>
        <maven-surefire-plugin.version>3.0.0-M5</maven-surefire-plugin.version>
        <maven-failsafe-plugin.version>3.0.0-M5</maven-failsafe-plugin.version>
@@ -49,7 +49,7 @@
            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-source-plugin</artifactId>
-                <version>3.3.0</version>
+                <version>3.3.1</version>
                <executions>
                    <execution>
                        <id>attach-sources</id>
@@ -62,7 +62,7 @@
            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-javadoc-plugin</artifactId>
-                <version>3.5.0</version>
+                <version>3.11.2</version>
                <configuration>
                    <!-- to disable the "missing" warnings. Remove the doclint to enable warnings-->
                    <doclint>all,-missing</doclint>
@@ -70,9 +70,13 @@
                <executions>
                    <execution>
                        <id>attach-javadocs</id>
+                        <phase>package</phase>
                        <goals>
                            <goal>jar</goal>
                        </goals>
+                        <configuration>
+                            <outputDirectory>${project.build.directory}</outputDirectory>
+                        </configuration>
                    </execution>
                </executions>
            </plugin>
@@ -114,7 +118,6 @@
                </executions>
            </plugin>

-
            <plugin>
                <groupId>org.apache.maven.plugins</groupId>
                <artifactId>maven-gpg-plugin</artifactId>
@@ -130,7 +133,36 @@
                </executions>
            </plugin>

+            <plugin>
+                <groupId>io.github.git-commit-id</groupId>
+                <artifactId>git-commit-id-maven-plugin</artifactId>
+                <version>9.0.1</version>
+                <executions>
+                    <execution>
+                        <goals>
+                            <goal>revision</goal>
+                        </goals>
+                    </execution>
+                </executions>
+                <configuration>
+                    <dateFormat>yyyy-MM-dd'T'HH:mm:ss'Z'</dateFormat>
+		    <dateFormatTimeZone>Etc/UTC</dateFormatTimeZone>
+                </configuration>
+            </plugin>
        </plugins>
+
+        <pluginManagement>
+            <plugins>
+                <plugin>
+                    <artifactId>maven-compiler-plugin</artifactId>
+                    <version>3.14.0</version>
+                </plugin>
+                <plugin>
+                    <artifactId>maven-jar-plugin</artifactId>
+                    <version>3.4.2</version>
+                </plugin>
+            </plugins>
+        </pluginManagement>
    </build>

    <dependencies>
@@ -184,6 +216,13 @@
            <version>20240205</version>
            <scope>test</scope>
        </dependency>
+
+        <dependency>
+            <groupId>org.testcontainers</groupId>
+            <artifactId>ollama</artifactId>
+            <version>1.20.2</version>
+            <scope>test</scope>
+        </dependency>
    </dependencies>

    <distributionManagement>
@@ -225,6 +264,7 @@
                <test.env>unit</test.env>
                <skipUnitTests>false</skipUnitTests>
                <skipIntegrationTests>true</skipIntegrationTests>
+                <skipGpgPluginDuringTests>true</skipGpgPluginDuringTests>
            </properties>
            <activation>
                <activeByDefault>false</activeByDefault>
@@ -250,6 +290,23 @@
                            </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>
+                                    <skip>${skipGpgPluginDuringTests}</skip>
+                                </configuration>
+                            </execution>
+                        </executions>
+                    </plugin>
                </plugins>
            </build>
        </profile>
@@ -259,7 +316,29 @@
                <test.env>integration</test.env>
                <skipUnitTests>true</skipUnitTests>
                <skipIntegrationTests>false</skipIntegrationTests>
+                <skipGpgPluginDuringTests>true</skipGpgPluginDuringTests>
            </properties>
+            <build>
+                <plugins>
+                    <plugin>
+                        <groupId>org.apache.maven.plugins</groupId>
+                        <artifactId>maven-gpg-plugin</artifactId>
+                        <version>1.5</version>
+                        <executions>
+                            <execution>
+                                <id>sign-artifacts</id>
+                                <phase>verify</phase>
+                                <goals>
+                                    <goal>sign</goal>
+                                </goals>
+                                <configuration>
+                                    <skip>${skipGpgPluginDuringTests}</skip>
+                                </configuration>
+                            </execution>
+                        </executions>
+                    </plugin>
+                </plugins>
+            </build>
        </profile>
        <profile>
            <id>ci-cd</id>
@@ -303,7 +382,6 @@
                            <autoReleaseAfterClose>true</autoReleaseAfterClose>
                        </configuration>
                    </plugin>
-
                    <plugin>
                        <groupId>org.jacoco</groupId>
                        <artifactId>jacoco-maven-plugin</artifactId>
@@ -328,4 +406,4 @@
        </profile>
    </profiles>

-</project>
+</project>
--- a/src/main/java/io/github/ollama4j/OllamaAPI.java
+++ b/src/main/java/io/github/ollama4j/OllamaAPI.java
@@ -1,14 +1,17 @@
 package io.github.ollama4j;

+import com.fasterxml.jackson.core.JsonParseException;
+import com.fasterxml.jackson.databind.JsonNode;
+import com.fasterxml.jackson.databind.ObjectMapper;
 import io.github.ollama4j.exceptions.OllamaBaseException;
 import io.github.ollama4j.exceptions.RoleNotFoundException;
 import io.github.ollama4j.exceptions.ToolInvocationException;
 import io.github.ollama4j.exceptions.ToolNotFoundException;
 import io.github.ollama4j.models.chat.*;
 import io.github.ollama4j.models.embeddings.OllamaEmbedRequestModel;
+import io.github.ollama4j.models.embeddings.OllamaEmbedResponseModel;
 import io.github.ollama4j.models.embeddings.OllamaEmbeddingResponseModel;
 import io.github.ollama4j.models.embeddings.OllamaEmbeddingsRequestModel;
-import io.github.ollama4j.models.embeddings.OllamaEmbedResponseModel;
 import io.github.ollama4j.models.generate.OllamaGenerateRequest;
 import io.github.ollama4j.models.generate.OllamaStreamHandler;
 import io.github.ollama4j.models.generate.OllamaTokenHandler;
@@ -22,6 +25,12 @@ import io.github.ollama4j.tools.annotations.ToolSpec;
 import io.github.ollama4j.utils.Options;
 import io.github.ollama4j.utils.Utils;
 import lombok.Setter;
+import org.jsoup.Jsoup;
+import org.jsoup.nodes.Document;
+import org.jsoup.nodes.Element;
+import org.jsoup.select.Elements;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;

 import java.io.*;
 import java.lang.reflect.InvocationTargetException;
@@ -39,13 +48,6 @@ import java.time.Duration;
 import java.util.*;
 import java.util.stream.Collectors;

-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-import org.jsoup.Jsoup;
-import org.jsoup.nodes.Document;
-import org.jsoup.nodes.Element;
-import org.jsoup.select.Elements;
-
 /**
 * The base Ollama API class.
 */
@@ -70,7 +72,7 @@ public class OllamaAPI {
    @Setter
    private int maxChatToolCallRetries = 3;

-    private BasicAuth basicAuth;
+    private Auth auth;

    private final ToolRegistry toolRegistry = new ToolRegistry();

@@ -92,6 +94,9 @@ public class OllamaAPI {
        } else {
            this.host = host;
        }
+        if (this.verbose) {
+            logger.info("Ollama API initialized with host: " + this.host);
+        }
    }

    /**
@@ -101,7 +106,16 @@ public class OllamaAPI {
     * @param password the password
     */
    public void setBasicAuth(String username, String password) {
-        this.basicAuth = new BasicAuth(username, password);
+        this.auth = new BasicAuth(username, password);
+    }
+
+    /**
+     * Set Bearer authentication for accessing Ollama server that's behind a reverse-proxy/gateway.
+     *
+     * @param bearerToken the Bearer authentication token to provide
+     */
+    public void setBearerAuth(String bearerToken) {
+        this.auth = new BearerAuth(bearerToken);
    }

    /**
@@ -318,26 +332,58 @@ public class OllamaAPI {
    public void pullModel(String modelName) throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
        String url = this.host + "/api/pull";
        String jsonData = new ModelRequest(modelName).toString();
-        HttpRequest request = getRequestBuilderDefault(new URI(url)).POST(HttpRequest.BodyPublishers.ofString(jsonData)).header("Accept", "application/json").header("Content-type", "application/json").build();
+        HttpRequest request = getRequestBuilderDefault(new URI(url))
+                .POST(HttpRequest.BodyPublishers.ofString(jsonData))
+                .header("Accept", "application/json")
+                .header("Content-type", "application/json")
+                .build();
        HttpClient client = HttpClient.newHttpClient();
        HttpResponse<InputStream> response = client.send(request, HttpResponse.BodyHandlers.ofInputStream());
        int statusCode = response.statusCode();
        InputStream responseBodyStream = response.body();
        String responseString = "";
+        boolean success = false; // Flag to check the pull success.
        try (BufferedReader reader = new BufferedReader(new InputStreamReader(responseBodyStream, StandardCharsets.UTF_8))) {
            String line;
            while ((line = reader.readLine()) != null) {
                ModelPullResponse modelPullResponse = Utils.getObjectMapper().readValue(line, ModelPullResponse.class);
-                if (verbose) {
-                    logger.info(modelPullResponse.getStatus());
+                if (modelPullResponse != null && modelPullResponse.getStatus() != null) {
+                    if (verbose) {
+                        logger.info(modelName + ": " + modelPullResponse.getStatus());
+                    }
+                    // Check if status is "success" and set success flag to true.
+                    if ("success".equalsIgnoreCase(modelPullResponse.getStatus())) {
+                        success = true;
+                    }
+                } else {
+                    logger.error("Received null or invalid status for model pull.");
                }
            }
        }
+        if (!success) {
+            logger.error("Model pull failed or returned invalid status.");
+            throw new OllamaBaseException("Model pull failed or returned invalid status.");
+        }
        if (statusCode != 200) {
            throw new OllamaBaseException(statusCode + " - " + responseString);
        }
    }

+
+    public String getVersion() throws URISyntaxException, IOException, InterruptedException, OllamaBaseException {
+        String url = this.host + "/api/version";
+        HttpClient httpClient = HttpClient.newHttpClient();
+        HttpRequest httpRequest = getRequestBuilderDefault(new URI(url)).header("Accept", "application/json").header("Content-type", "application/json").GET().build();
+        HttpResponse<String> response = httpClient.send(httpRequest, HttpResponse.BodyHandlers.ofString());
+        int statusCode = response.statusCode();
+        String responseString = response.body();
+        if (statusCode == 200) {
+            return Utils.getObjectMapper().readValue(responseString, OllamaVersion.class).getVersion();
+        } else {
+            throw new OllamaBaseException(statusCode + " - " + responseString);
+        }
+    }
+
    /**
     * Pulls a model using the specified Ollama library model tag.
     * The model is identified by a name and a tag, which are combined into a single identifier
@@ -658,7 +704,22 @@ public class OllamaAPI {
            toolsResponse = toolsResponse.replace("[TOOL_CALLS]", "");
        }

-        List<ToolFunctionCallSpec> toolFunctionCallSpecs = Utils.getObjectMapper().readValue(toolsResponse, Utils.getObjectMapper().getTypeFactory().constructCollectionType(List.class, ToolFunctionCallSpec.class));
+        List<ToolFunctionCallSpec> toolFunctionCallSpecs = new ArrayList<>();
+        ObjectMapper objectMapper = Utils.getObjectMapper();
+
+        if (!toolsResponse.isEmpty()) {
+            try {
+                // Try to parse the string to see if it's a valid JSON
+                JsonNode jsonNode = objectMapper.readTree(toolsResponse);
+            } catch (JsonParseException e) {
+                logger.warn("Response from model does not contain any tool calls. Returning the response as is.");
+                return toolResult;
+            }
+            toolFunctionCallSpecs = objectMapper.readValue(
+                    toolsResponse,
+                    objectMapper.getTypeFactory().constructCollectionType(List.class, ToolFunctionCallSpec.class)
+            );
+        }
        for (ToolFunctionCallSpec toolFunctionCallSpec : toolFunctionCallSpecs) {
            toolResults.put(toolFunctionCallSpec, invokeTool(toolFunctionCallSpec));
        }
@@ -836,7 +897,7 @@ public class OllamaAPI {
     * @throws InterruptedException if the operation is interrupted
     */
    public OllamaChatResult chatStreaming(OllamaChatRequest request, OllamaTokenHandler tokenHandler) throws OllamaBaseException, IOException, InterruptedException {
-        OllamaChatEndpointCaller requestCaller = new OllamaChatEndpointCaller(host, basicAuth, requestTimeoutSeconds, verbose);
+        OllamaChatEndpointCaller requestCaller = new OllamaChatEndpointCaller(host, auth, requestTimeoutSeconds, verbose);
        OllamaChatResult result;

        // add all registered tools to Request
@@ -881,6 +942,9 @@ public class OllamaAPI {
     */
    public void registerTool(Tools.ToolSpecification toolSpecification) {
        toolRegistry.addTool(toolSpecification.getFunctionName(), toolSpecification);
+        if (this.verbose) {
+            logger.debug("Registered tool: {}", toolSpecification.getFunctionName());
+        }
    }

    /**
@@ -1039,7 +1103,7 @@ public class OllamaAPI {
     * @throws InterruptedException if the thread is interrupted during the request.
     */
    private OllamaResult generateSyncForOllamaRequestModel(OllamaGenerateRequest ollamaRequestModel, OllamaStreamHandler streamHandler) throws OllamaBaseException, IOException, InterruptedException {
-        OllamaGenerateEndpointCaller requestCaller = new OllamaGenerateEndpointCaller(host, basicAuth, requestTimeoutSeconds, verbose);
+        OllamaGenerateEndpointCaller requestCaller = new OllamaGenerateEndpointCaller(host, auth, requestTimeoutSeconds, verbose);
        OllamaResult result;
        if (streamHandler != null) {
            ollamaRequestModel.setStream(true);
@@ -1060,28 +1124,18 @@ public class OllamaAPI {
    private HttpRequest.Builder getRequestBuilderDefault(URI uri) {
        HttpRequest.Builder requestBuilder = HttpRequest.newBuilder(uri).header("Content-Type", "application/json").timeout(Duration.ofSeconds(requestTimeoutSeconds));
        if (isBasicAuthCredentialsSet()) {
-            requestBuilder.header("Authorization", getBasicAuthHeaderValue());
+            requestBuilder.header("Authorization", auth.getAuthHeaderValue());
        }
        return requestBuilder;
    }

-    /**
-     * Get basic authentication header value.
-     *
-     * @return basic authentication header value (encoded credentials)
-     */
-    private String getBasicAuthHeaderValue() {
-        String credentialsToEncode = basicAuth.getUsername() + ":" + basicAuth.getPassword();
-        return "Basic " + Base64.getEncoder().encodeToString(credentialsToEncode.getBytes());
-    }
-
    /**
     * Check if Basic Auth credentials set.
     *
     * @return true when Basic Auth credentials set
     */
    private boolean isBasicAuthCredentialsSet() {
-        return basicAuth != null;
+        return auth != null;
    }

    private Object invokeTool(ToolFunctionCallSpec toolFunctionCallSpec) throws ToolInvocationException {
@@ -1093,7 +1147,7 @@ public class OllamaAPI {
                logger.debug("Invoking function {} with arguments {}", methodName, arguments);
            }
            if (function == null) {
-                throw new ToolNotFoundException("No such tool: " + methodName);
+                throw new ToolNotFoundException("No such tool: " + methodName + ". Please register the tool before invoking it.");
            }
            return function.apply(arguments);
        } catch (Exception e) {
--- a/src/main/java/io/github/ollama4j/models/chat/OllamaChatMessageRole.java
+++ b/src/main/java/io/github/ollama4j/models/chat/OllamaChatMessageRole.java
@@ -28,9 +28,9 @@ public class OllamaChatMessageRole {
    }

    public static OllamaChatMessageRole newCustomRole(String roleName) {
-        OllamaChatMessageRole customRole = new OllamaChatMessageRole(roleName);
-        roles.add(customRole);
-        return customRole;
+//        OllamaChatMessageRole customRole = new OllamaChatMessageRole(roleName);
+//        roles.add(customRole);
+        return new OllamaChatMessageRole(roleName);
    }

    public static List<OllamaChatMessageRole> getRoles() {
--- a/src/main/java/io/github/ollama4j/models/chat/OllamaChatResult.java
+++ b/src/main/java/io/github/ollama4j/models/chat/OllamaChatResult.java
@@ -14,10 +14,9 @@ import static io.github.ollama4j.utils.Utils.getObjectMapper;
@Getter
 public class OllamaChatResult {

+    private final List<OllamaChatMessage> chatHistory;

-    private List<OllamaChatMessage> chatHistory;
-
-    private OllamaChatResponseModel responseModel;
+    private final OllamaChatResponseModel responseModel;

    public OllamaChatResult(OllamaChatResponseModel responseModel, List<OllamaChatMessage> chatHistory) {
        this.chatHistory = chatHistory;
--- a/src/main/java/io/github/ollama4j/models/request/Auth.java
+++ b/src/main/java/io/github/ollama4j/models/request/Auth.java
@@ -0,0 +1,10 @@
+package io.github.ollama4j.models.request;
+
+public abstract class Auth {
+  /**
+   * Get authentication header value.
+   *
+   * @return authentication header value
+   */
+  public abstract String getAuthHeaderValue();
+}
--- a/src/main/java/io/github/ollama4j/models/request/BasicAuth.java
+++ b/src/main/java/io/github/ollama4j/models/request/BasicAuth.java
@@ -1,13 +1,24 @@
 package io.github.ollama4j.models.request;

+import java.util.Base64;
+
 import lombok.AllArgsConstructor;
 import lombok.Data;
 import lombok.NoArgsConstructor;

@Data
-@NoArgsConstructor
@AllArgsConstructor
-public class BasicAuth {
+public class BasicAuth extends Auth {
  private String username;
  private String password;
+
+  /**
+   * Get basic authentication header value.
+   *
+   * @return basic authentication header value (encoded credentials)
+   */
+  public String getAuthHeaderValue() {
+      final String credentialsToEncode = this.getUsername() + ":" + this.getPassword();
+      return "Basic " + Base64.getEncoder().encodeToString(credentialsToEncode.getBytes());
+  }
 }
--- a/src/main/java/io/github/ollama4j/models/request/BearerAuth.java
+++ b/src/main/java/io/github/ollama4j/models/request/BearerAuth.java
@@ -0,0 +1,19 @@
+package io.github.ollama4j.models.request;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+
+@Data
+@AllArgsConstructor
+public class BearerAuth extends Auth {
+  private String bearerToken;
+
+  /**
+   * Get authentication header value.
+   *
+   * @return authentication header value with bearer token
+   */
+  public String getAuthHeaderValue() {
+      return "Bearer "+ bearerToken;
+  }
+}
--- a/src/main/java/io/github/ollama4j/models/request/OllamaChatEndpointCaller.java
+++ b/src/main/java/io/github/ollama4j/models/request/OllamaChatEndpointCaller.java
@@ -30,8 +30,8 @@ public class OllamaChatEndpointCaller extends OllamaEndpointCaller {

    private OllamaTokenHandler tokenHandler;

-    public OllamaChatEndpointCaller(String host, BasicAuth basicAuth, long requestTimeoutSeconds, boolean verbose) {
-        super(host, basicAuth, requestTimeoutSeconds, verbose);
+    public OllamaChatEndpointCaller(String host, Auth auth, long requestTimeoutSeconds, boolean verbose) {
+        super(host, auth, requestTimeoutSeconds, verbose);
    }

    @Override
--- a/src/main/java/io/github/ollama4j/models/request/OllamaEndpointCaller.java
+++ b/src/main/java/io/github/ollama4j/models/request/OllamaEndpointCaller.java
@@ -1,26 +1,14 @@
 package io.github.ollama4j.models.request;

-import io.github.ollama4j.OllamaAPI;
-import io.github.ollama4j.exceptions.OllamaBaseException;
-import io.github.ollama4j.models.response.OllamaErrorResponse;
-import io.github.ollama4j.models.response.OllamaResult;
-import io.github.ollama4j.utils.OllamaRequestBody;
-import io.github.ollama4j.utils.Utils;
-import lombok.Getter;
+import java.net.URI;
+import java.net.http.HttpRequest;
+import java.time.Duration;
+
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;

-import java.io.BufferedReader;
-import java.io.IOException;
-import java.io.InputStream;
-import java.io.InputStreamReader;
-import java.net.URI;
-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.Base64;
+import io.github.ollama4j.OllamaAPI;
+import lombok.Getter;

 /**
 * Abstract helperclass to call the ollama api server.
@@ -31,13 +19,13 @@ public abstract class OllamaEndpointCaller {
    private static final Logger LOG = LoggerFactory.getLogger(OllamaAPI.class);

    private final String host;
-    private final BasicAuth basicAuth;
+    private final Auth auth;
    private final long requestTimeoutSeconds;
    private final boolean verbose;

-    public OllamaEndpointCaller(String host, BasicAuth basicAuth, long requestTimeoutSeconds, boolean verbose) {
+    public OllamaEndpointCaller(String host, Auth auth, long requestTimeoutSeconds, boolean verbose) {
        this.host = host;
-        this.basicAuth = basicAuth;
+        this.auth = auth;
        this.requestTimeoutSeconds = requestTimeoutSeconds;
        this.verbose = verbose;
    }
@@ -58,29 +46,19 @@ public abstract class OllamaEndpointCaller {
                HttpRequest.newBuilder(uri)
                        .header("Content-Type", "application/json")
                        .timeout(Duration.ofSeconds(this.requestTimeoutSeconds));
-        if (isBasicAuthCredentialsSet()) {
-            requestBuilder.header("Authorization", getBasicAuthHeaderValue());
+        if (isAuthCredentialsSet()) {
+            requestBuilder.header("Authorization", this.auth.getAuthHeaderValue());
        }
        return requestBuilder;
    }

    /**
-     * Get basic authentication header value.
+     * Check if Auth credentials set.
     *
-     * @return basic authentication header value (encoded credentials)
+     * @return true when Auth credentials set
     */
-    protected String getBasicAuthHeaderValue() {
-        String credentialsToEncode = this.basicAuth.getUsername() + ":" + this.basicAuth.getPassword();
-        return "Basic " + Base64.getEncoder().encodeToString(credentialsToEncode.getBytes());
-    }
-
-    /**
-     * Check if Basic Auth credentials set.
-     *
-     * @return true when Basic Auth credentials set
-     */
-    protected boolean isBasicAuthCredentialsSet() {
-        return this.basicAuth != null;
+    protected boolean isAuthCredentialsSet() {
+        return this.auth != null;
    }

 }
--- a/src/main/java/io/github/ollama4j/models/request/OllamaGenerateEndpointCaller.java
+++ b/src/main/java/io/github/ollama4j/models/request/OllamaGenerateEndpointCaller.java
@@ -28,7 +28,7 @@ public class OllamaGenerateEndpointCaller extends OllamaEndpointCaller {

    private OllamaGenerateStreamObserver streamObserver;

-    public OllamaGenerateEndpointCaller(String host, BasicAuth basicAuth, long requestTimeoutSeconds, boolean verbose) {
+    public OllamaGenerateEndpointCaller(String host, Auth basicAuth, long requestTimeoutSeconds, boolean verbose) {
        super(host, basicAuth, requestTimeoutSeconds, verbose);
    }

--- a/src/main/java/io/github/ollama4j/models/response/Model.java
+++ b/src/main/java/io/github/ollama4j/models/response/Model.java
@@ -2,12 +2,14 @@ package io.github.ollama4j.models.response;

 import java.time.OffsetDateTime;

+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import com.fasterxml.jackson.annotation.JsonProperty;
 import com.fasterxml.jackson.core.JsonProcessingException;
 import io.github.ollama4j.utils.Utils;
 import lombok.Data;

@Data
+@JsonIgnoreProperties(ignoreUnknown = true)
 public class Model {

  private String name;
--- a/src/main/java/io/github/ollama4j/models/response/OllamaVersion.java
+++ b/src/main/java/io/github/ollama4j/models/response/OllamaVersion.java
@@ -0,0 +1,10 @@
+package io.github.ollama4j.models.response;
+
+import lombok.Data;
+
+import java.util.List;
+
+@Data
+public class OllamaVersion {
+    private String version;
+}
--- a/src/main/java/io/github/ollama4j/tools/OllamaToolCallsFunction.java
+++ b/src/main/java/io/github/ollama4j/tools/OllamaToolCallsFunction.java
@@ -1,5 +1,6 @@
 package io.github.ollama4j.tools;

+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
 import lombok.AllArgsConstructor;
 import lombok.Data;
 import lombok.NoArgsConstructor;
@@ -9,8 +10,9 @@ import java.util.Map;
@Data
@NoArgsConstructor
@AllArgsConstructor
+@JsonIgnoreProperties(ignoreUnknown = true)
 public class OllamaToolCallsFunction
 {
    private String name;
    private Map<String,Object> arguments;
-}
+}
--- a/src/main/java/io/github/ollama4j/tools/OllamaToolsResult.java
+++ b/src/main/java/io/github/ollama4j/tools/OllamaToolsResult.java
@@ -18,6 +18,9 @@ public class OllamaToolsResult {

    public List<ToolResult> getToolResults() {
        List<ToolResult> results = new ArrayList<>();
+        if (this.toolResults == null) {
+            return results;
+        }
        for (Map.Entry<ToolFunctionCallSpec, Object> r : this.toolResults.entrySet()) {
            results.add(new ToolResult(r.getKey().getName(), r.getKey().getArguments(), r.getValue()));
        }
--- a/src/test/java/io/github/ollama4j/integrationtests/OllamaAPIIntegrationTest.java
+++ b/src/test/java/io/github/ollama4j/integrationtests/OllamaAPIIntegrationTest.java
@@ -0,0 +1,600 @@
+package io.github.ollama4j.integrationtests;
+
+import io.github.ollama4j.OllamaAPI;
+import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.models.chat.*;
+import io.github.ollama4j.models.embeddings.OllamaEmbedResponseModel;
+import io.github.ollama4j.models.response.LibraryModel;
+import io.github.ollama4j.models.response.Model;
+import io.github.ollama4j.models.response.ModelDetail;
+import io.github.ollama4j.models.response.OllamaResult;
+import io.github.ollama4j.samples.AnnotatedTool;
+import io.github.ollama4j.tools.OllamaToolCallsFunction;
+import io.github.ollama4j.tools.ToolFunction;
+import io.github.ollama4j.tools.Tools;
+import io.github.ollama4j.tools.annotations.OllamaToolService;
+import io.github.ollama4j.utils.OptionsBuilder;
+import org.junit.jupiter.api.BeforeAll;
+import org.junit.jupiter.api.MethodOrderer.OrderAnnotation;
+import org.junit.jupiter.api.Order;
+import org.junit.jupiter.api.Test;
+import org.junit.jupiter.api.TestMethodOrder;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.testcontainers.ollama.OllamaContainer;
+
+import java.io.File;
+import java.io.IOException;
+import java.net.ConnectException;
+import java.net.URISyntaxException;
+import java.util.*;
+
+import static org.junit.jupiter.api.Assertions.*;
+
+@OllamaToolService(providers = {AnnotatedTool.class})
+@TestMethodOrder(OrderAnnotation.class)
+
+@SuppressWarnings("HttpUrlsUsage")
+public class OllamaAPIIntegrationTest {
+    private static final Logger LOG = LoggerFactory.getLogger(OllamaAPIIntegrationTest.class);
+
+    private static OllamaContainer ollama;
+    private static OllamaAPI api;
+
+    @BeforeAll
+    public static void setUp() {
+        String ollamaVersion = "0.6.1";
+        int internalPort = 11434;
+        int mappedPort = 11435;
+        ollama = new OllamaContainer("ollama/ollama:" + ollamaVersion);
+        ollama.addExposedPort(internalPort);
+        List<String> portBindings = new ArrayList<>();
+        portBindings.add(mappedPort + ":" + internalPort);
+        ollama.setPortBindings(portBindings);
+        ollama.start();
+        api = new OllamaAPI("http://" + ollama.getHost() + ":" + ollama.getMappedPort(internalPort));
+        api.setRequestTimeoutSeconds(120);
+        api.setVerbose(true);
+    }
+
+    @Test
+    @Order(1)
+    void testWrongEndpoint() {
+        OllamaAPI ollamaAPI = new OllamaAPI("http://wrong-host:11434");
+        assertThrows(ConnectException.class, ollamaAPI::listModels);
+    }
+
+    @Test
+    @Order(1)
+    public void testVersionAPI() throws URISyntaxException, IOException, OllamaBaseException, InterruptedException {
+        String expectedVersion = ollama.getDockerImageName().split(":")[1];
+        String actualVersion = api.getVersion();
+        assertEquals(expectedVersion, actualVersion, "Version should match the Docker image version");
+    }
+
+    @Test
+    @Order(2)
+    public void testListModelsAPI() throws URISyntaxException, IOException, OllamaBaseException, InterruptedException {
+        // Fetch the list of models
+        List<Model> models = api.listModels();
+        // Assert that the models list is not null
+        assertNotNull(models, "Models should not be null");
+        // Assert that models list is either empty or contains more than 0 models
+        assertTrue(models.size() >= 0, "Models list should be empty or contain elements");
+    }
+
+    @Test
+    @Order(2)
+    void testListModelsFromLibrary() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        List<LibraryModel> models = api.listModelsFromLibrary();
+        assertNotNull(models);
+        assertFalse(models.isEmpty());
+    }
+
+    @Test
+    @Order(3)
+    public void testPullModelAPI() throws URISyntaxException, IOException, OllamaBaseException, InterruptedException {
+        String embeddingModelMinilm = "all-minilm";
+        api.pullModel(embeddingModelMinilm);
+        List<Model> models = api.listModels();
+        assertNotNull(models, "Models should not be null");
+        assertFalse(models.isEmpty(), "Models list should contain elements");
+    }
+
+    @Test
+    @Order(4)
+    void testListModelDetails() throws IOException, OllamaBaseException, URISyntaxException, InterruptedException {
+        String embeddingModelMinilm = "all-minilm";
+        api.pullModel(embeddingModelMinilm);
+        ModelDetail modelDetails = api.getModelDetails("all-minilm");
+        assertNotNull(modelDetails);
+        assertTrue(modelDetails.getModelFile().contains(embeddingModelMinilm));
+    }
+
+    @Test
+    @Order(5)
+    public void testEmbeddings() throws Exception {
+        String embeddingModelMinilm = "all-minilm";
+        api.pullModel(embeddingModelMinilm);
+        OllamaEmbedResponseModel embeddings = api.embed(embeddingModelMinilm, Arrays.asList("Why is the sky blue?", "Why is the grass green?"));
+        assertNotNull(embeddings, "Embeddings should not be null");
+        assertFalse(embeddings.getEmbeddings().isEmpty(), "Embeddings should not be empty");
+    }
+
+    @Test
+    @Order(6)
+    void testAskModelWithDefaultOptions() throws OllamaBaseException, IOException, InterruptedException, URISyntaxException {
+        String chatModel = "qwen2.5:0.5b";
+        api.pullModel(chatModel);
+        OllamaResult result =
+                api.generate(
+                        chatModel,
+                        "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());
+    }
+
+    @Test
+    @Order(7)
+    void testAskModelWithDefaultOptionsStreamed() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String chatModel = "qwen2.5:0.5b";
+        api.pullModel(chatModel);
+        StringBuffer sb = new StringBuffer();
+        OllamaResult result = api.generate(chatModel,
+                "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());
+    }
+
+    @Test
+    @Order(8)
+    void testAskModelWithOptions() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String chatModel = "qwen2.5:0.5b-instruct";
+        api.pullModel(chatModel);
+
+        OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(chatModel);
+        OllamaChatRequest requestModel = builder.withMessage(OllamaChatMessageRole.SYSTEM, "You are a helpful assistant who can generate random person's first and last names in the format [First name, Last name].")
+                .build();
+        requestModel = builder.withMessages(requestModel.getMessages())
+                .withMessage(OllamaChatMessageRole.USER, "Give me a cool name")
+                .withOptions(new OptionsBuilder().setTemperature(0.5f).build()).build();
+        OllamaChatResult chatResult = api.chat(requestModel);
+
+        assertNotNull(chatResult);
+        assertNotNull(chatResult.getResponseModel());
+        assertFalse(chatResult.getResponseModel().getMessage().getContent().isEmpty());
+    }
+
+    @Test
+    @Order(9)
+    void testChatWithSystemPrompt() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String chatModel = "llama3.2:1b";
+        api.pullModel(chatModel);
+        OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(chatModel);
+        OllamaChatRequest requestModel = builder.withMessage(OllamaChatMessageRole.SYSTEM,
+                        "You are a silent bot that only says 'Shush'. Do not say anything else under any circumstances!")
+                .withMessage(OllamaChatMessageRole.USER,
+                        "What's something that's brown and sticky?")
+                .withOptions(new OptionsBuilder().setTemperature(0.8f).build())
+                .build();
+
+        OllamaChatResult chatResult = api.chat(requestModel);
+        assertNotNull(chatResult);
+        assertNotNull(chatResult.getResponseModel());
+        assertNotNull(chatResult.getResponseModel().getMessage());
+        assertFalse(chatResult.getResponseModel().getMessage().getContent().isBlank());
+        assertTrue(chatResult.getResponseModel().getMessage().getContent().contains("Shush"));
+        assertEquals(3, chatResult.getChatHistory().size());
+    }
+
+    @Test
+    @Order(10)
+    public void testChat() throws Exception {
+        String chatModel = "llama3";
+        api.pullModel(chatModel);
+        OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(chatModel);
+
+        // Create the initial user question
+        OllamaChatRequest requestModel = builder.withMessage(OllamaChatMessageRole.USER, "What is 1+1? Answer only in numbers.")
+                .build();
+
+        // Start conversation with model
+        OllamaChatResult chatResult = api.chat(requestModel);
+
+        assertTrue(
+                chatResult.getChatHistory().stream()
+                        .anyMatch(chat -> chat.getContent().contains("2")),
+                "Expected chat history to contain '2'"
+        );
+
+        // Create the next user question: second largest city
+        requestModel = builder.withMessages(chatResult.getChatHistory())
+                .withMessage(OllamaChatMessageRole.USER, "And what is its squared value?")
+                .build();
+
+        // Continue conversation with model
+        chatResult = api.chat(requestModel);
+
+        assertTrue(
+                chatResult.getChatHistory().stream()
+                        .anyMatch(chat -> chat.getContent().contains("4")),
+                "Expected chat history to contain '4'"
+        );
+
+        // Create the next user question: the third question
+        requestModel = builder.withMessages(chatResult.getChatHistory())
+                .withMessage(OllamaChatMessageRole.USER, "What is the largest value between 2, 4 and 6?")
+                .build();
+
+        // Continue conversation with the model for the third question
+        chatResult = api.chat(requestModel);
+
+        // verify the result
+        assertNotNull(chatResult, "Chat result should not be null");
+        assertTrue(chatResult.getChatHistory().size() > 2, "Chat history should contain more than two messages");
+        assertTrue(chatResult.getChatHistory().get(chatResult.getChatHistory().size() - 1).getContent().contains("6"), "Response should contain '6'");
+    }
+
+    @Test
+    @Order(10)
+    void testChatWithImageFromURL() throws OllamaBaseException, IOException, InterruptedException, URISyntaxException {
+        String imageModel = "llava";
+        api.pullModel(imageModel);
+
+        OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(imageModel);
+        OllamaChatRequest requestModel = builder.withMessage(OllamaChatMessageRole.USER, "What's in the picture?", Collections.emptyList(),
+                        "https://t3.ftcdn.net/jpg/02/96/63/80/360_F_296638053_0gUVA4WVBKceGsIr7LNqRWSnkusi07dq.jpg")
+                .build();
+        api.registerAnnotatedTools(new OllamaAPIIntegrationTest());
+
+        OllamaChatResult chatResult = api.chat(requestModel);
+        assertNotNull(chatResult);
+    }
+    @Test
+    @Order(10)
+    void testChatWithImageFromFileWithHistoryRecognition() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String imageModel = "moondream";
+        api.pullModel(imageModel);
+        OllamaChatRequestBuilder builder =
+                OllamaChatRequestBuilder.getInstance(imageModel);
+        OllamaChatRequest requestModel =
+                builder.withMessage(OllamaChatMessageRole.USER, "What's in the picture?", Collections.emptyList(),
+                        List.of(getImageFileFromClasspath("dog-on-a-boat.jpg"))).build();
+
+        OllamaChatResult chatResult = api.chat(requestModel);
+        assertNotNull(chatResult);
+        assertNotNull(chatResult.getResponseModel());
+        builder.reset();
+
+        requestModel =
+                builder.withMessages(chatResult.getChatHistory())
+                        .withMessage(OllamaChatMessageRole.USER, "What's the dogs breed?").build();
+
+        chatResult = api.chat(requestModel);
+        assertNotNull(chatResult);
+        assertNotNull(chatResult.getResponseModel());
+    }
+    @Test
+    @Order(11)
+    void testChatWithExplicitToolDefinition() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String chatModel = "llama3.2:1b";
+        api.pullModel(chatModel);
+        OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(chatModel);
+
+        final Tools.ToolSpecification databaseQueryToolSpecification = Tools.ToolSpecification.builder()
+                .functionName("get-employee-details")
+                .functionDescription("Get employee details from the database")
+                .toolPrompt(
+                        Tools.PromptFuncDefinition.builder().type("function").function(
+                                Tools.PromptFuncDefinition.PromptFuncSpec.builder()
+                                        .name("get-employee-details")
+                                        .description("Get employee details from the database")
+                                        .parameters(
+                                                Tools.PromptFuncDefinition.Parameters.builder()
+                                                        .type("object")
+                                                        .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()
+                                                        )
+                                                        .required(List.of("employee-name"))
+                                                        .build()
+                                        ).build()
+                        ).build()
+                )
+                .toolFunction(arguments -> {
+                    // perform DB operations here
+                    return String.format("Employee Details {ID: %s, Name: %s, Address: %s, Phone: %s}", UUID.randomUUID(), arguments.get("employee-name"), arguments.get("employee-address"), arguments.get("employee-phone"));
+                })
+                .build();
+
+        api.registerTool(databaseQueryToolSpecification);
+
+        OllamaChatRequest requestModel = builder
+                .withMessage(OllamaChatMessageRole.USER,
+                        "Give me the ID of the employee named 'Rahul Kumar'?")
+                .build();
+
+        OllamaChatResult chatResult = api.chat(requestModel);
+        assertNotNull(chatResult);
+        assertNotNull(chatResult.getResponseModel());
+        assertNotNull(chatResult.getResponseModel().getMessage());
+        assertEquals(OllamaChatMessageRole.ASSISTANT.getRoleName(), chatResult.getResponseModel().getMessage().getRole().getRoleName());
+        List<OllamaChatToolCalls> toolCalls = chatResult.getChatHistory().get(1).getToolCalls();
+        assertEquals(1, toolCalls.size());
+        OllamaToolCallsFunction function = toolCalls.get(0).getFunction();
+        assertEquals("get-employee-details", function.getName());
+        assert !function.getArguments().isEmpty();
+        Object employeeName = function.getArguments().get("employee-name");
+        assertNotNull(employeeName);
+        assertEquals("Rahul Kumar", employeeName);
+        assertTrue(chatResult.getChatHistory().size() > 2);
+        List<OllamaChatToolCalls> finalToolCalls = chatResult.getResponseModel().getMessage().getToolCalls();
+        assertNull(finalToolCalls);
+    }
+
+    @Test
+    @Order(12)
+    void testChatWithAnnotatedToolsAndSingleParam() throws OllamaBaseException, IOException, InterruptedException, URISyntaxException {
+        String chatModel = "llama3.2:1b";
+        api.pullModel(chatModel);
+
+        OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(chatModel);
+
+        api.registerAnnotatedTools();
+
+        OllamaChatRequest requestModel = builder
+                .withMessage(OllamaChatMessageRole.USER,
+                        "Compute the most important constant in the world using 5 digits")
+                .build();
+
+        OllamaChatResult chatResult = api.chat(requestModel);
+        assertNotNull(chatResult);
+        assertNotNull(chatResult.getResponseModel());
+        assertNotNull(chatResult.getResponseModel().getMessage());
+        assertEquals(OllamaChatMessageRole.ASSISTANT.getRoleName(), chatResult.getResponseModel().getMessage().getRole().getRoleName());
+        List<OllamaChatToolCalls> toolCalls = chatResult.getChatHistory().get(1).getToolCalls();
+        assertEquals(1, toolCalls.size());
+        OllamaToolCallsFunction function = toolCalls.get(0).getFunction();
+        assertEquals("computeImportantConstant", function.getName());
+        assertEquals(1, function.getArguments().size());
+        Object noOfDigits = function.getArguments().get("noOfDigits");
+        assertNotNull(noOfDigits);
+        assertEquals("5", noOfDigits.toString());
+        assertTrue(chatResult.getChatHistory().size() > 2);
+        List<OllamaChatToolCalls> finalToolCalls = chatResult.getResponseModel().getMessage().getToolCalls();
+        assertNull(finalToolCalls);
+    }
+
+    @Test
+    @Order(13)
+    void testChatWithAnnotatedToolsAndMultipleParams() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String chatModel = "llama3.2:1b";
+        api.pullModel(chatModel);
+        OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(chatModel);
+
+        api.registerAnnotatedTools(new AnnotatedTool());
+
+        OllamaChatRequest requestModel = builder
+                .withMessage(OllamaChatMessageRole.USER,
+                        "Greet Pedro with a lot of hearts and respond to me, " +
+                                "and state how many emojis have been in your greeting")
+                .build();
+
+        OllamaChatResult chatResult = api.chat(requestModel);
+        assertNotNull(chatResult);
+        assertNotNull(chatResult.getResponseModel());
+        assertNotNull(chatResult.getResponseModel().getMessage());
+        assertEquals(OllamaChatMessageRole.ASSISTANT.getRoleName(), chatResult.getResponseModel().getMessage().getRole().getRoleName());
+        List<OllamaChatToolCalls> toolCalls = chatResult.getChatHistory().get(1).getToolCalls();
+        assertEquals(1, toolCalls.size());
+        OllamaToolCallsFunction function = toolCalls.get(0).getFunction();
+        assertEquals("sayHello", function.getName());
+        assertEquals(2, function.getArguments().size());
+        Object name = function.getArguments().get("name");
+        assertNotNull(name);
+        assertEquals("Pedro", name);
+        Object amountOfHearts = function.getArguments().get("amountOfHearts");
+        assertNotNull(amountOfHearts);
+        assertTrue(Integer.parseInt(amountOfHearts.toString()) > 1);
+        assertTrue(chatResult.getChatHistory().size() > 2);
+        List<OllamaChatToolCalls> finalToolCalls = chatResult.getResponseModel().getMessage().getToolCalls();
+        assertNull(finalToolCalls);
+    }
+
+    @Test
+    @Order(14)
+    void testChatWithToolsAndStream() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String chatModel = "llama3.2:1b";
+        api.pullModel(chatModel);
+        OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(chatModel);
+        final Tools.ToolSpecification databaseQueryToolSpecification = Tools.ToolSpecification.builder()
+                .functionName("get-employee-details")
+                .functionDescription("Get employee details from the database")
+                .toolPrompt(
+                        Tools.PromptFuncDefinition.builder().type("function").function(
+                                Tools.PromptFuncDefinition.PromptFuncSpec.builder()
+                                        .name("get-employee-details")
+                                        .description("Get employee details from the database")
+                                        .parameters(
+                                                Tools.PromptFuncDefinition.Parameters.builder()
+                                                        .type("object")
+                                                        .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()
+                                                        )
+                                                        .required(List.of("employee-name"))
+                                                        .build()
+                                        ).build()
+                        ).build()
+                )
+                .toolFunction(new 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"), arguments.get("employee-address"), arguments.get("employee-phone"));
+                    }
+                })
+                .build();
+
+        api.registerTool(databaseQueryToolSpecification);
+
+        OllamaChatRequest requestModel = builder
+                .withMessage(OllamaChatMessageRole.USER,
+                        "Give me the ID of the employee named 'Rahul Kumar'?")
+                .build();
+
+        StringBuffer sb = new StringBuffer();
+
+        OllamaChatResult chatResult = api.chat(requestModel, (s) -> {
+            LOG.info(s);
+            String substring = s.substring(sb.toString().length());
+            LOG.info(substring);
+            sb.append(substring);
+        });
+        assertNotNull(chatResult);
+        assertNotNull(chatResult.getResponseModel());
+        assertNotNull(chatResult.getResponseModel().getMessage());
+        assertNotNull(chatResult.getResponseModel().getMessage().getContent());
+        assertEquals(sb.toString().trim(), chatResult.getResponseModel().getMessage().getContent().trim());
+    }
+
+    @Test
+    @Order(15)
+    void testChatWithStream() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String chatModel = "llama3.2:1b";
+        api.pullModel(chatModel);
+        OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(chatModel);
+        OllamaChatRequest 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 = api.chat(requestModel, (s) -> {
+            LOG.info(s);
+            String substring = s.substring(sb.toString().length(), s.length());
+            LOG.info(substring);
+            sb.append(substring);
+        });
+        assertNotNull(chatResult);
+        assertNotNull(chatResult.getResponseModel());
+        assertNotNull(chatResult.getResponseModel().getMessage());
+        assertNotNull(chatResult.getResponseModel().getMessage().getContent());
+        assertEquals(sb.toString().trim(), chatResult.getResponseModel().getMessage().getContent().trim());
+    }
+
+
+    @Test
+    @Order(17)
+    void testAskModelWithOptionsAndImageURLs() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String imageModel = "llava";
+        api.pullModel(imageModel);
+
+        OllamaResult result =
+                api.generateWithImageURLs(
+                        imageModel,
+                        "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());
+    }
+
+    @Test
+    @Order(18)
+    void testAskModelWithOptionsAndImageFiles() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String imageModel = "llava";
+        api.pullModel(imageModel);
+        File imageFile = getImageFileFromClasspath("dog-on-a-boat.jpg");
+        try {
+            OllamaResult result =
+                    api.generateWithImageFiles(
+                            imageModel,
+                            "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(20)
+    void testAskModelWithOptionsAndImageFilesStreamed() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+        String imageModel = "llava";
+        api.pullModel(imageModel);
+
+        File imageFile = getImageFileFromClasspath("dog-on-a-boat.jpg");
+
+        StringBuffer sb = new StringBuffer();
+
+        OllamaResult result = api.generateWithImageFiles(imageModel,
+                "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());
+    }
+
+    private File getImageFileFromClasspath(String fileName) {
+        ClassLoader classLoader = getClass().getClassLoader();
+        return new File(Objects.requireNonNull(classLoader.getResource(fileName)).getFile());
+    }
+}
+//
+//@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);
+//        }
+//    }
+//}
--- a/src/test/java/io/github/ollama4j/integrationtests/TestRealAPIs.java
+++ b/src/test/java/io/github/ollama4j/integrationtests/TestRealAPIs.java
@@ -1,622 +0,0 @@
-package io.github.ollama4j.integrationtests;
-
-import io.github.ollama4j.OllamaAPI;
-import io.github.ollama4j.exceptions.OllamaBaseException;
-import io.github.ollama4j.models.chat.*;
-import io.github.ollama4j.models.response.ModelDetail;
-import io.github.ollama4j.models.response.OllamaResult;
-import io.github.ollama4j.models.embeddings.OllamaEmbeddingsRequestBuilder;
-import io.github.ollama4j.models.embeddings.OllamaEmbeddingsRequestModel;
-import io.github.ollama4j.samples.AnnotatedTool;
-import io.github.ollama4j.tools.OllamaToolCallsFunction;
-import io.github.ollama4j.tools.ToolFunction;
-import io.github.ollama4j.tools.Tools;
-import io.github.ollama4j.tools.annotations.OllamaToolService;
-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.*;
-
-import static org.junit.jupiter.api.Assertions.*;
-
-@OllamaToolService(providers = {AnnotatedTool.class}
-)
-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());
-        ollamaAPI.setVerbose(true);
-    }
-
-    @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 testListModelsFromLibrary() {
-        testEndpointReachability();
-        try {
-            assertNotNull(ollamaAPI.listModelsFromLibrary());
-            ollamaAPI.listModelsFromLibrary().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());
-            OllamaChatRequest 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);
-            assertNotNull(chatResult.getResponseModel());
-            assertNotNull(chatResult.getResponseModel().getMessage());
-            assertFalse(chatResult.getResponseModel().getMessage().getContent().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());
-            OllamaChatRequest 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);
-            assertNotNull(chatResult.getResponseModel());
-            assertNotNull(chatResult.getResponseModel().getMessage());
-            assertFalse(chatResult.getResponseModel().getMessage().getContent().isBlank());
-            assertTrue(chatResult.getResponseModel().getMessage().getContent().startsWith("NI"));
-            assertEquals(3, chatResult.getChatHistory().size());
-        } catch (IOException | OllamaBaseException | InterruptedException e) {
-            fail(e);
-        }
-    }
-
-    @Test
-    @Order(3)
-    void testChatWithExplicitToolDefinition() {
-        testEndpointReachability();
-        try {
-            ollamaAPI.setVerbose(true);
-            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
-
-            final Tools.ToolSpecification databaseQueryToolSpecification = Tools.ToolSpecification.builder()
-                    .functionName("get-employee-details")
-                    .functionDescription("Get employee details from the database")
-                    .toolPrompt(
-                            Tools.PromptFuncDefinition.builder().type("function").function(
-                                    Tools.PromptFuncDefinition.PromptFuncSpec.builder()
-                                            .name("get-employee-details")
-                                            .description("Get employee details from the database")
-                                            .parameters(
-                                                    Tools.PromptFuncDefinition.Parameters.builder()
-                                                            .type("object")
-                                                            .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()
-                                                    )
-                                                            .required(List.of("employee-name"))
-                                                            .build()
-                                            ).build()
-                            ).build()
-                    )
-                    .toolFunction(new DBQueryFunction())
-                    .build();
-
-            ollamaAPI.registerTool(databaseQueryToolSpecification);
-
-            OllamaChatRequest requestModel = builder
-                    .withMessage(OllamaChatMessageRole.USER,
-                            "Give me the ID of the employee named 'Rahul Kumar'?")
-                    .build();
-
-            OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
-            assertNotNull(chatResult);
-            assertNotNull(chatResult.getResponseModel());
-            assertNotNull(chatResult.getResponseModel().getMessage());
-            assertEquals(OllamaChatMessageRole.ASSISTANT.getRoleName(),chatResult.getResponseModel().getMessage().getRole().getRoleName());
-            List<OllamaChatToolCalls> toolCalls = chatResult.getChatHistory().get(1).getToolCalls();
-            assertEquals(1, toolCalls.size());
-            OllamaToolCallsFunction function = toolCalls.get(0).getFunction();
-            assertEquals("get-employee-details", function.getName());
-            assertEquals(1, function.getArguments().size());
-            Object employeeName = function.getArguments().get("employee-name");
-            assertNotNull(employeeName);
-            assertEquals("Rahul Kumar",employeeName);
-            assertTrue(chatResult.getChatHistory().size()>2);
-            List<OllamaChatToolCalls> finalToolCalls = chatResult.getResponseModel().getMessage().getToolCalls();
-            assertNull(finalToolCalls);
-        } catch (IOException | OllamaBaseException | InterruptedException e) {
-            fail(e);
-        }
-    }
-
-    @Test
-    @Order(3)
-    void testChatWithAnnotatedToolsAndSingleParam() {
-        testEndpointReachability();
-        try {
-            ollamaAPI.setVerbose(true);
-            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
-
-            ollamaAPI.registerAnnotatedTools();
-
-            OllamaChatRequest requestModel = builder
-                    .withMessage(OllamaChatMessageRole.USER,
-                            "Compute the most important constant in the world using 5 digits")
-                    .build();
-
-            OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
-            assertNotNull(chatResult);
-            assertNotNull(chatResult.getResponseModel());
-            assertNotNull(chatResult.getResponseModel().getMessage());
-            assertEquals(OllamaChatMessageRole.ASSISTANT.getRoleName(),chatResult.getResponseModel().getMessage().getRole().getRoleName());
-            List<OllamaChatToolCalls> toolCalls = chatResult.getChatHistory().get(1).getToolCalls();
-            assertEquals(1, toolCalls.size());
-            OllamaToolCallsFunction function = toolCalls.get(0).getFunction();
-            assertEquals("computeImportantConstant", function.getName());
-            assertEquals(1, function.getArguments().size());
-            Object noOfDigits = function.getArguments().get("noOfDigits");
-            assertNotNull(noOfDigits);
-            assertEquals("5", noOfDigits.toString());
-            assertTrue(chatResult.getChatHistory().size()>2);
-            List<OllamaChatToolCalls> finalToolCalls = chatResult.getResponseModel().getMessage().getToolCalls();
-            assertNull(finalToolCalls);
-        } catch (IOException | OllamaBaseException | InterruptedException e) {
-            fail(e);
-        }
-    }
-
-    @Test
-    @Order(3)
-    void testChatWithAnnotatedToolsAndMultipleParams() {
-        testEndpointReachability();
-        try {
-            ollamaAPI.setVerbose(true);
-            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
-
-            ollamaAPI.registerAnnotatedTools(new AnnotatedTool());
-
-            OllamaChatRequest requestModel = builder
-                    .withMessage(OllamaChatMessageRole.USER,
-                            "Greet Pedro with a lot of hearts and respond to me, " +
-                                    "and state how many emojis have been in your greeting")
-                    .build();
-
-            OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
-            assertNotNull(chatResult);
-            assertNotNull(chatResult.getResponseModel());
-            assertNotNull(chatResult.getResponseModel().getMessage());
-            assertEquals(OllamaChatMessageRole.ASSISTANT.getRoleName(),chatResult.getResponseModel().getMessage().getRole().getRoleName());
-            List<OllamaChatToolCalls> toolCalls = chatResult.getChatHistory().get(1).getToolCalls();
-            assertEquals(1, toolCalls.size());
-            OllamaToolCallsFunction function = toolCalls.get(0).getFunction();
-            assertEquals("sayHello", function.getName());
-            assertEquals(2, function.getArguments().size());
-            Object name = function.getArguments().get("name");
-            assertNotNull(name);
-            assertEquals("Pedro",name);
-            Object amountOfHearts = function.getArguments().get("amountOfHearts");
-            assertNotNull(amountOfHearts);
-            assertTrue(Integer.parseInt(amountOfHearts.toString()) > 1);
-            assertTrue(chatResult.getChatHistory().size()>2);
-            List<OllamaChatToolCalls> finalToolCalls = chatResult.getResponseModel().getMessage().getToolCalls();
-            assertNull(finalToolCalls);
-        } catch (IOException | OllamaBaseException | InterruptedException e) {
-            fail(e);
-        }
-    }
-
-    @Test
-    @Order(3)
-    void testChatWithToolsAndStream() {
-        testEndpointReachability();
-        try {
-            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
-            final Tools.ToolSpecification databaseQueryToolSpecification = Tools.ToolSpecification.builder()
-                    .functionName("get-employee-details")
-                    .functionDescription("Get employee details from the database")
-                    .toolPrompt(
-                            Tools.PromptFuncDefinition.builder().type("function").function(
-                                    Tools.PromptFuncDefinition.PromptFuncSpec.builder()
-                                            .name("get-employee-details")
-                                            .description("Get employee details from the database")
-                                            .parameters(
-                                                    Tools.PromptFuncDefinition.Parameters.builder()
-                                                            .type("object")
-                                                            .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()
-                                                            )
-                                                            .required(List.of("employee-name"))
-                                                            .build()
-                                            ).build()
-                            ).build()
-                    )
-                    .toolFunction(new DBQueryFunction())
-                    .build();
-
-            ollamaAPI.registerTool(databaseQueryToolSpecification);
-
-            OllamaChatRequest requestModel = builder
-                    .withMessage(OllamaChatMessageRole.USER,
-                            "Give me the ID of the employee named 'Rahul Kumar'?")
-                    .build();
-
-            StringBuffer sb = new StringBuffer();
-
-            OllamaChatResult chatResult = ollamaAPI.chat(requestModel, (s) -> {
-                LOG.info(s);
-                String substring = s.substring(sb.toString().length());
-                LOG.info(substring);
-                sb.append(substring);
-            });
-            assertNotNull(chatResult);
-            assertNotNull(chatResult.getResponseModel());
-            assertNotNull(chatResult.getResponseModel().getMessage());
-            assertNotNull(chatResult.getResponseModel().getMessage().getContent());
-            assertEquals(sb.toString().trim(), chatResult.getResponseModel().getMessage().getContent().trim());
-        } catch (IOException | OllamaBaseException | InterruptedException e) {
-            fail(e);
-        }
-    }
-
-    @Test
-    @Order(3)
-    void testChatWithStream() {
-        testEndpointReachability();
-        try {
-            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getModel());
-            OllamaChatRequest 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);
-            assertNotNull(chatResult.getResponseModel());
-            assertNotNull(chatResult.getResponseModel().getMessage());
-            assertNotNull(chatResult.getResponseModel().getMessage().getContent());
-            assertEquals(sb.toString().trim(), chatResult.getResponseModel().getMessage().getContent().trim());
-        } catch (IOException | OllamaBaseException | InterruptedException e) {
-            fail(e);
-        }
-    }
-
-    @Test
-    @Order(3)
-    void testChatWithImageFromFileWithHistoryRecognition() {
-        testEndpointReachability();
-        try {
-            OllamaChatRequestBuilder builder =
-                    OllamaChatRequestBuilder.getInstance(config.getImageModel());
-            OllamaChatRequest requestModel =
-                    builder.withMessage(OllamaChatMessageRole.USER, "What's in the picture?",Collections.emptyList(),
-                            List.of(getImageFileFromClasspath("dog-on-a-boat.jpg"))).build();
-
-            OllamaChatResult chatResult = ollamaAPI.chat(requestModel);
-            assertNotNull(chatResult);
-            assertNotNull(chatResult.getResponseModel());
-
-            builder.reset();
-
-            requestModel =
-                    builder.withMessages(chatResult.getChatHistory())
-                            .withMessage(OllamaChatMessageRole.USER, "What's the dogs breed?").build();
-
-            chatResult = ollamaAPI.chat(requestModel);
-            assertNotNull(chatResult);
-            assertNotNull(chatResult.getResponseModel());
-
-
-        } catch (IOException | OllamaBaseException | InterruptedException e) {
-            fail(e);
-        }
-    }
-
-    @Test
-    @Order(3)
-    void testChatWithImageFromURL() {
-        testEndpointReachability();
-        try {
-            OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(config.getImageModel());
-            OllamaChatRequest requestModel = builder.withMessage(OllamaChatMessageRole.USER, "What's in the picture?",Collections.emptyList(),
-                            "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);
-        }
-    }
-}
-
-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"), arguments.get("employee-address"), arguments.get("employee-phone"));
-    }
-}
-
-@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);
-        }
-    }
-
-
-}
Author	SHA1	Message	Date
Amith Koujalgi	c9db51a71e	Merge pull request #107 from ollama4j/integration-tests-updates All checks were successful Mark stale issues / stale (push) Successful in 21s Details test	2025-03-18 23:29:21 +05:30
Amith Koujalgi	681a692ca9	Updated integration tests	2025-03-18 23:18:42 +05:30
Amith Koujalgi	9a6065fdb3	Updated integration tests	2025-03-18 23:07:19 +05:30
Amith Koujalgi	e245d9633f	Updated integration tests	2025-03-18 22:54:56 +05:30
Amith Koujalgi	590364dd53	test	2025-03-18 22:33:29 +05:30
Amith Koujalgi	bb4e7477bd	Merge pull request #106 from ollama4j/integration-tests-updates test	2025-03-18 22:32:38 +05:30
Amith Koujalgi	c33c1c8315	test	2025-03-18 22:23:06 +05:30
Amith Koujalgi	05eecdccaa	Merge pull request #105 from ollama4j/integration-tests-refactor Integration tests refactor	2025-03-18 22:17:33 +05:30
Amith Koujalgi	26bb2f9bab	Updated GH workflow	2025-03-18 22:15:58 +05:30
Amith Koujalgi	bbafc95577	Updated GH workflow	2025-03-18 22:13:39 +05:30
Amith Koujalgi	bee09aa626	Updated integration tests	2025-03-18 22:03:04 +05:30
Amith Koujalgi	8aa6e3b066	Updated integration tests	2025-03-18 21:41:20 +05:30
Amith Koujalgi	d40912c638	Merge remote-tracking branch 'origin/main' into integration-tests-refactor	2025-03-18 20:54:04 +05:30
Amith Koujalgi	ba0444194f	Merge pull request #98 from csware/bearertoken Support bearer token	2025-03-18 20:30:08 +05:30
Amith Koujalgi	ac3f505aa6	Switch image model to "moondream" in integration test	2025-03-11 13:12:55 +05:30
Amith Koujalgi	7e5ca53fda	Merge remote-tracking branch 'origin/integration-tests-refactor' into integration-tests-refactor # Conflicts: # Makefile # README.md	2025-03-11 12:28:39 +05:30
Amith Koujalgi	2b0238b9e8	Ensure Docker availability in dev setup and integration tests Updated `README.md` to include Docker as a prerequisite for running integration tests using Testcontainers. Modified the `Makefile` to check for Docker installation during the dev environment setup.	2025-03-11 12:26:35 +05:30
amithkoujalgi	469a0fe491	Refactor - Remove TestRealAPIs and enhance OllamaAPIIntegrationTest - Add dev setup instruction	2025-03-11 12:26:08 +05:30
Amith Koujalgi	983a3617f0	Add dev setup instructions and update pre-commit config	2025-03-11 12:15:19 +05:30
Amith Koujalgi	b638b981c9	Remove unnecessary blank lines from pom.xml Cleaned up redundant blank lines at the end of the pom.xml file to ensure consistent formatting. This helps improve code readability and adheres to standard practices.	2025-03-11 12:05:11 +05:30
amithkoujalgi	fe5078891f	Remove TestRealAPIs and enhance OllamaAPIIntegrationTest	2025-03-11 11:41:51 +05:30
Amith Koujalgi	44b4de9ed9	Merge pull request #102 from ollama4j/update-pre-commit-hook All checks were successful Mark stale issues / stale (push) Successful in 31s Details update-pre-commit-hook	2025-03-11 10:38:05 +05:30
amithkoujalgi	854c0b4acf	test GH action	2025-03-11 10:35:06 +05:30
Amith Koujalgi	18c5d06a6c	Merge pull request #101 from ollama4j/update-pre-commit-hook update-pre-commit-hook	2025-03-11 10:34:10 +05:30
amithkoujalgi	22b403d0b0	Remove unnecessary write permission for packages in workflow	2025-03-11 10:33:14 +05:30
amithkoujalgi	ee0493eb57	Rename and adjust workflows for PR builds and testing. Renamed the PR-related workflow for clarity and replaced `build-on-pr-create.yml` with `build-and-test-on-pr-open.yml` for better naming consistency. Also commented out the push trigger in `run-tests.yml` to refine its activation criteria.	2025-03-11 10:19:34 +05:30
Amith Koujalgi	f966b4b74e	Merge pull request #100 from ollama4j/update-pre-commit-hook update-pre-commit-hook	2025-03-11 10:18:06 +05:30
amithkoujalgi	1dadbacd2c	Enable `no-commit-to-branch` pre-commit hook.	2025-03-11 10:12:03 +05:30
amithkoujalgi	714c16c216	Merge remote-tracking branch 'origin/main'	2025-03-11 10:10:46 +05:30
amithkoujalgi	cf2c510b23	Add integration test step to CI workflow Previously, only unit tests were run during the PR workflow. This update introduces a separate step to run integration tests, ensuring broader test coverage. It enhances build verification by validating both unit and integration aspects.	2025-03-11 10:10:14 +05:30
amithkoujalgi	a0bcc47b2e	Add pre-commit configuration file test	2025-03-11 10:08:57 +05:30
amithkoujalgi	57ecbc2572	Add pre-commit configuration file test	2025-03-11 10:00:11 +05:30
amithkoujalgi	99beb3e6d0	Add pre-commit configuration file test	2025-03-11 09:31:12 +05:30
amithkoujalgi	7756eed9a0	Add pre-commit configuration file Introduce a pre-commit-config.yaml to automate code quality checks and enforce best practices. Includes hooks for file validation, formatting, and commit message standardization, as well as Java-specific quality tools. This ensures consistent coding standards and reduces manual errors.	2025-03-11 09:29:57 +05:30
amithkoujalgi	b795117f0a	Add integration test step to CI workflow Some checks failed Run Unit and Integration Tests / run-tests (push) Failing after 2m2s Details Mark stale issues / stale (push) Successful in 15s Details Previously, only unit tests were run during the PR workflow. This update introduces a separate step to run integration tests, ensuring broader test coverage. It enhances build verification by validating both unit and integration aspects.	2025-03-11 00:20:01 +05:30
amithkoujalgi	0d091d1826	Update integration test	2025-03-11 00:06:30 +05:30
amithkoujalgi	9fd77a6743	Add branch trigger for tests and update README with badge Added a trigger to run tests on pushes to the main branch in the GitHub Actions workflow. Also updated the README to include a badge linking to the test workflow for better visibility.	2025-03-11 00:02:13 +05:30
amithkoujalgi	57a962148b	Update workflow name and job for clarity in testing Renamed the workflow to specify both unit and integration tests. Adjusted the job name to better reflect its purpose and ensured clear descriptions for inputs. These changes enhance readability and intent in the CI configuration.	2025-03-10 23:58:03 +05:30
amithkoujalgi	3c64f2099f	Add GPG plugin with test-skipping configuration Integrated the Maven GPG plugin to sign artifacts during the "verify" phase, with the ability to skip it during tests using a new `skipGpgPluginDuringTests` property. Enhanced the build profiles to manage GPG signing selectively, ensuring smoother test and build workflows.	2025-03-10 23:53:02 +05:30
amithkoujalgi	a9c7f4e5e0	Rename TestAPIsTest to OllamaAPIIntegrationTest	2025-03-10 23:44:18 +05:30
amithkoujalgi	e7f58d4e0d	Add integration tests and enhance test configurations Introduced integration tests for various API functionalities, ensuring comprehensive coverage. Updated test dependencies in `pom.xml` and added handling for unknown JSON properties in the `Model` class. Also included configuration to support running unit and integration tests in the CI workflow.	2025-03-10 23:40:44 +05:30
Sven Strickroth	138497b30f	Introduce BearerAuth class Signed-off-by: Sven Strickroth <email@cs-ware.de>	2025-03-10 14:55:38 +01:00
Sven Strickroth	3a792090e2	Support bearer token May be use as follows: ``` ollamaAPI.setBasicAuth(new BasicAuth() { @Override public String getBasicAuthHeaderValue() { return "Bearer [sometext]"; } }); ``` Signed-off-by: Sven Strickroth <email@cs-ware.de>	2025-03-10 14:39:54 +01:00
amithkoujalgi	7ef859bba5	clean up All checks were successful Mark stale issues / stale (push) Successful in 31s Details	2025-03-09 20:29:34 +05:30
amithkoujalgi	3c30593e1e	clean up All checks were successful Mark stale issues / stale (push) Successful in 31s Details	2025-03-08 17:44:00 +05:30
amithkoujalgi	98b794ca2b	Add a test GitHub Actions workflow to publish to a GitHub repository, Maven repository, and GitHub Pages	2025-03-08 17:24:29 +05:30
amithkoujalgi	bc90a15a68	Add "Examples" link to navbar and footer Added a link to the "Examples" repository in both the navbar and the "Usage" section of the footer. This improves accessibility to code examples, providing users with an easier way to explore practical use cases.	2025-03-08 16:45:43 +05:30
amithkoujalgi	bb4689e94b	Add examples section and GitHub links to docs and README Introduced an examples section in the README to highlight the `ollama4j-examples` repository. Added an iframe and link in the chat API documentation for better reference. Adjusted formatting for improved readability and consistency.	2025-03-08 16:34:00 +05:30
amithkoujalgi	6739c93edc	Refactor workflows and update dependencies. Renamed workflow for clearer purpose and updated project dependencies across multiple packages to newer versions. Improved the `pom.xml` Maven config by adding a build phase and output directory for Javadoc generation. Upgraded several NPM packages, removing deprecated versions and adding license metadata for better dependency management.	2025-03-08 16:05:17 +05:30
amithkoujalgi	c8c30d703b	Refactor code to enhance robustness and clarity Refactored `OllamaChatMessageRole` to simplify custom role creation, guarding against nulls in `OllamaToolsResult`, and made `OllamaChatResult` properties immutable. Improved error handling in `OllamaAPI`, added verbose logs, and ensured safer JSON parsing for tool responses. Introduced `@JsonIgnoreProperties` for better deserialization support.	2025-03-08 15:46:43 +05:30
Amith Koujalgi	419b0369c9	Merge pull request #93 from hboutemy/reproducible-builds All checks were successful Mark stale issues / stale (push) Successful in 34s Details enable Reproducible Builds	2025-02-28 21:57:31 +05:30
Hervé Boutemy	d9a94b95e1	enable Reproducible Builds	2025-02-23 18:02:15 +01:00
Amith Koujalgi	db1db948c8	Merge pull request #94 from hboutemy/release All checks were successful Mark stale issues / stale (push) Successful in 28s Details use release flag instead of old source/target	2025-02-23 19:48:26 +05:30
Hervé Boutemy	41ad780224	use release flag instead of old source/target	2025-02-21 17:14:54 +01:00
Amith Koujalgi	cb58c6a9b0	Updated README.md All checks were successful Mark stale issues / stale (push) Successful in 10s Details	2025-02-17 23:47:48 +05:30
Amith Koujalgi	d1115e0b35	Updated README.md	2025-02-17 23:47:11 +05:30