Updated README.md

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

.github/workflows/maven-publish.yml

@@ -1,68 +1,41 @@
 # This workflow will build a package using Maven and then publish it to GitHub packages when a release is created
 # For more information see: https://github.com/actions/setup-java/blob/main/docs/advanced-usage.md#apache-maven-with-a-settings-path
 
-name: Test and Publish Package
+name: Release Artifacts
-
-#on:
-#  release:
-#    types: [ "created" ]
 
 on:
-  push:
+  release:
-    branches: [ "main" ]
+    types: [ created ]
-  workflow_dispatch:
 
 jobs:
   build:
+
     runs-on: ubuntu-latest
     permissions:
-      contents: write
+      contents: read
       packages: write
+
     steps:
       - uses: actions/checkout@v3
-      - name: Set up JDK 11
+      - name: Set up JDK 17
         uses: actions/setup-java@v3
         with:
-          java-version: '11'
+          java-version: '17'
-          distribution: 'adopt-hotspot'
+          distribution: 'temurin'
           server-id: github # Value of the distributionManagement/repository/id field of the pom.xml
           settings-path: ${{ github.workspace }} # location for the settings.xml file
+
+      - name: Find and Replace
+        uses: jacobtomlinson/gha-find-replace@v3
+        with:
+          find: "ollama4j-revision"
+          replace: ${{ github.ref_name }}
+          regex: false
+
       - name: Build with Maven
         run: mvn --file pom.xml -U clean package -Punit-tests
-      - name: Set up Apache Maven Central (Overwrite settings.xml)
+
-        uses: actions/setup-java@v3
-        with: # running setup-java again overwrites the settings.xml
-          java-version: '11'
-          distribution: 'adopt-hotspot'
-          cache: 'maven'
-          server-id: ossrh
-          server-username: MAVEN_USERNAME
-          server-password: MAVEN_PASSWORD
-          gpg-private-key: ${{ secrets.GPG_PRIVATE_KEY }}
-          gpg-passphrase: MAVEN_GPG_PASSPHRASE
-      - name: Set up Maven cache
-        uses: actions/cache@v3
-        with:
-          path: ~/.m2/repository
-          key: ${{ runner.os }}-maven-${{ hashFiles('**/pom.xml') }}
-          restore-keys: |
-            ${{ runner.os }}-maven-
-      - name: Build
-        run: mvn -B -ntp clean install
-      - name: Upload coverage reports to Codecov
-        uses: codecov/codecov-action@v3
-        env:
-          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
       - name: Publish to GitHub Packages Apache Maven
-        #        if: >
+        run: mvn deploy -s $GITHUB_WORKSPACE/settings.xml --file pom.xml
-        #          github.event_name != 'pull_request' &&
-        #          github.ref_name == 'main' &&
-        #          contains(github.event.head_commit.message, 'release')
-        run: |
-          git config --global user.email "koujalgi.amith@gmail.com"
-          git config --global user.name "amithkoujalgi"
-          mvn -B -ntp -DskipTests -Pci-cd -Darguments="-DskipTests -Pci-cd" release:clean release:prepare release:perform
         env:
-          MAVEN_USERNAME: ${{ secrets.OSSRH_USERNAME }}
+          GITHUB_TOKEN: ${{ github.token }}
-          MAVEN_PASSWORD: ${{ secrets.OSSRH_PASSWORD }}
-          MAVEN_GPG_PASSPHRASE: ${{ secrets.GPG_PASSPHRASE }}

.github/workflows/publish-docs.yml

@@ -2,9 +2,8 @@
 name: Deploy Docs to GH Pages
 
 on:
-  # Runs on pushes targeting the default branch
+  release:
-  push:
+    types: [ created ]
-    branches: [ "main" ]
 
   # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:

.github/workflows/publish-javadoc.yml

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

README.md

@@ -1,3 +1,5 @@
+<div style="text-align: center">
+
 ### Ollama4j
 
 <img src='https://raw.githubusercontent.com/amithkoujalgi/ollama4j/65a9d526150da8fcd98e2af6a164f055572bf722/ollama4j.jpeg' width='100' alt="ollama4j-icon">
@@ -9,23 +11,36 @@ Find more details on the [website](https://amithkoujalgi.github.io/ollama4j/).
 ![GitHub stars](https://img.shields.io/github/stars/amithkoujalgi/ollama4j)
 ![GitHub forks](https://img.shields.io/github/forks/amithkoujalgi/ollama4j)
 ![GitHub watchers](https://img.shields.io/github/watchers/amithkoujalgi/ollama4j)
+![Contributors](https://img.shields.io/github/contributors/amithkoujalgi/ollama4j)
+![GitHub License](https://img.shields.io/github/license/amithkoujalgi/ollama4j)
+
 ![GitHub repo size](https://img.shields.io/github/repo-size/amithkoujalgi/ollama4j)
-![GitHub language count](https://img.shields.io/github/languages/count/amithkoujalgi/ollama4j)
 ![GitHub top language](https://img.shields.io/github/languages/top/amithkoujalgi/ollama4j)
 ![GitHub last commit](https://img.shields.io/github/last-commit/amithkoujalgi/ollama4j?color=green)
-![Hits](https://hits.seeyoufarm.com/api/count/incr/badge.svg?url=https%3A%2F%2Fgithub.com%2Famithkoujalgi%2Follama4j&count_bg=%2379C83D&title_bg=%23555555&icon=&icon_color=%23E7E7E7&title=hits&edge_flat=false)
-
 [![codecov](https://codecov.io/gh/amithkoujalgi/ollama4j/graph/badge.svg?token=U0TE7BGP8L)](https://codecov.io/gh/amithkoujalgi/ollama4j)
 
+![GitHub Issues or Pull Requests](https://img.shields.io/github/issues-raw/amithkoujalgi/ollama4j)
+![GitHub Issues or Pull Requests](https://img.shields.io/github/issues-closed-raw/amithkoujalgi/ollama4j)
+![GitHub Issues or Pull Requests](https://img.shields.io/github/issues-pr-raw/amithkoujalgi/ollama4j)
+![GitHub Issues or Pull Requests](https://img.shields.io/github/issues-pr-closed-raw/amithkoujalgi/ollama4j)
+![GitHub Discussions](https://img.shields.io/github/discussions/amithkoujalgi/ollama4j)
+
 ![Build Status](https://github.com/amithkoujalgi/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%2Famithkoujalgi%2Follama4j&count_bg=%2379C83D&title_bg=%23555555&icon=&icon_color=%23E7E7E7&title=hits&edge_flat=false&#41;)
+
+[//]: # (![GitHub language count]&#40;https://img.shields.io/github/languages/count/amithkoujalgi/ollama4j&#41;)
+
 ## Table of Contents
 
 - [How does it work?](#how-does-it-work)
 - [Requirements](#requirements)
 - [Installation](#installation)
-- [API Spec](#api-spec)
+- [API Spec](https://amithkoujalgi.github.io/ollama4j/docs/category/apis---model-management)
-- [Demo APIs](#try-out-the-apis-with-ollama-server)
+- [Javadoc Spec](https://amithkoujalgi.github.io/ollama4j/apidocs/)
 - [Development](#development)
 - [Contributions](#get-involved)
 - [References](#references)
@@ -60,25 +75,68 @@ Find more details on the [website](https://amithkoujalgi.github.io/ollama4j/).
 
 #### Installation
 
-In your Maven project, add this dependency:
+Check the releases [here](https://github.com/amithkoujalgi/ollama4j/releases).
+
+![GitHub Release](https://img.shields.io/github/v/release/amithkoujalgi/ollama4j)
+
+##### For Maven
+
+1. In your Maven project, add this dependency:
 
 ```xml
 
 <dependency>
     <groupId>io.github.amithkoujalgi</groupId>
     <artifactId>ollama4j</artifactId>
-    <version>1.0.70</version>
+    <version>v1.0.74</version>
 </dependency>
 ```
 
-or
+2. Add repository to your project's pom.xml:
+
+```xml
+
+<repositories>
+    <repository>
+        <id>github</id>
+        <name>GitHub Apache Maven Packages</name>
+        <url>https://maven.pkg.github.com/amithkoujalgi/ollama4j</url>
+        <releases>
+            <enabled>true</enabled>
+        </releases>
+        <snapshots>
+            <enabled>true</enabled>
+        </snapshots>
+    </repository>
+</repositories>
+```
+
+3. Add GitHub server to settings.xml. (Usually available at ~/.m2/settings.xml)
+
+```xml
+
+<settings xmlns="http://maven.apache.org/SETTINGS/1.0.0"
+          xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+          xsi:schemaLocation="http://maven.apache.org/SETTINGS/1.0.0
+                      http://maven.apache.org/xsd/settings-1.0.0.xsd">
+    <servers>
+        <server>
+            <id>github</id>
+            <username>YOUR-USERNAME</username>
+            <password>YOUR-TOKEN</password>
+        </server>
+    </servers>
+</settings>
+```
+
+##### For Gradle
 
 In your Gradle project, add the dependency using the Kotlin DSL or the Groovy DSL:
 
 ```kotlin
 dependencies {
 
-    val ollama4jVersion = "1.0.70"
+    val ollama4jVersion = "1.0.74"
 
     implementation("io.github.amithkoujalgi:ollama4j:$ollama4jVersion")
 }
@@ -86,15 +144,19 @@ dependencies {
 
 ```groovy
 dependencies {
-    implementation("io.github.amithkoujalgi:ollama4j:1.0.70")
+    implementation("io.github.amithkoujalgi:ollama4j:1.0.74")
 }
 ```
 
-Latest release:
+[//]: # (Latest release:)
 
-![Maven Central](https://img.shields.io/maven-central/v/io.github.amithkoujalgi/ollama4j)
+[//]: # ()
 
-[![][lib-shield]][lib]
+[//]: # (![Maven Central]&#40;https://img.shields.io/maven-central/v/io.github.amithkoujalgi/ollama4j&#41;)
+
+[//]: # ()
+
+[//]: # ([![][lib-shield]][lib])
 
 [lib]: https://central.sonatype.com/artifact/io.github.amithkoujalgi/ollama4j
 
@@ -153,6 +215,9 @@ Actions CI workflow.
 - [x] Use lombok
 - [x] Update request body creation with Java objects
 - [ ] Async APIs for images
+- [ ] Support for function calling with models like Mistral
+    - [x] generate in sync mode
+    - [ ] generate in async mode
 - [ ] Add custom headers to requests
 - [x] Add additional params for `ask` APIs such as:
     - [x] `options`: additional model parameters for the Modelfile such as `temperature` -
@@ -172,11 +237,28 @@ Contributions are most welcome! Whether it's reporting a bug, proposing an enhan
 with code - any sort
 of contribution is much appreciated.
 
+### References
+
+- [Ollama REST APIs](https://github.com/jmorganca/ollama/blob/main/docs/api.md)
+
 ### Credits
 
 The nomenclature and the icon have been adopted from the incredible [Ollama](https://ollama.ai/)
 project.
 
-### References
 
-- [Ollama REST APIs](https://github.com/jmorganca/ollama/blob/main/docs/api.md)
+<div style="text-align: center">
+
+**Thanks to the amazing contributors**
+
+<a href="https://github.com/amithkoujalgi/ollama4j/graphs/contributors">
+  <img src="https://contrib.rocks/image?repo=amithkoujalgi/ollama4j" />
+</a>
+
+### Appreciate my work?
+
+<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>
+
+
+</div>
+

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

@@ -1,5 +1,5 @@
 ---
-sidebar_position: 2
+sidebar_position: 3
 ---
 
 # Generate - Async

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

@@ -1,5 +1,5 @@
 ---
-sidebar_position: 3
+sidebar_position: 4
 ---
 
 # Generate - With Image Files

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

@@ -1,5 +1,5 @@
 ---
-sidebar_position: 4
+sidebar_position: 5
 ---
 
 # Generate - With Image URLs

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

@@ -0,0 +1,271 @@
+---
+sidebar_position: 2
+---
+
+# Generate - With Tools
+
+This API lets you perform [function calling](https://docs.mistral.ai/capabilities/function_calling/) using LLMs in a
+synchronous way.
+This API correlates to
+the [generate](https://github.com/ollama/ollama/blob/main/docs/api.md#request-raw-mode) API with `raw` mode.
+
+:::note
+
+This is an only an experimental implementation and has a very basic design.
+
+Currently, built and tested for [Mistral's latest model](https://ollama.com/library/mistral) only. We could redesign
+this
+in the future if tooling is supported for more models with a generic interaction standard from Ollama.
+
+:::
+
+### Function Calling/Tools
+
+Assume you want to call a method in your code based on the response generated from the model.
+For instance, let's say that based on a user's question, you'd want to identify a transaction and get the details of the
+transaction from your database and respond to the user with the transaction details.
+
+You could do that with ease with the `function calling` capabilities of the models by registering your `tools`.
+
+### Create Functions
+
+This function takes the arguments `location` and `fuelType` and performs an operation with these arguments and returns a
+value.
+
+```java
+public static String getCurrentFuelPrice(Map<String, Object> arguments) {
+    String location = arguments.get("location").toString();
+    String fuelType = arguments.get("fuelType").toString();
+    return "Current price of " + fuelType + " in " + location + " is Rs.103/L";
+}
+```
+
+This function takes the argument `city` and performs an operation with the argument and returns a
+value.
+
+```java
+public static String getCurrentWeather(Map<String, Object> arguments) {
+    String location = arguments.get("city").toString();
+    return "Currently " + location + "'s weather is nice.";
+}
+```
+
+### Define Tool Specifications
+
+Lets define a sample tool specification called **Fuel Price Tool** for getting the current fuel price.
+
+- Specify the function `name`, `description`, and `required` properties (`location` and `fuelType`).
+- Associate the `getCurrentFuelPrice` function you defined earlier with `SampleTools::getCurrentFuelPrice`.
+
+```java
+MistralTools.ToolSpecification fuelPriceToolSpecification = MistralTools.ToolSpecification.builder()
+        .functionName("current-fuel-price")
+        .functionDesc("Get current fuel price")
+        .props(
+                new MistralTools.PropsBuilder()
+                        .withProperty("location", MistralTools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                        .withProperty("fuelType", MistralTools.PromptFuncDefinition.Property.builder().type("string").description("The fuel type.").enumValues(Arrays.asList("petrol", "diesel")).required(true).build())
+                        .build()
+        )
+        .toolDefinition(SampleTools::getCurrentFuelPrice)
+        .build();
+```
+
+Lets also define a sample tool specification called **Weather Tool** for getting the current weather.
+
+- Specify the function `name`, `description`, and `required` property (`city`).
+- Associate the `getCurrentWeather` function you defined earlier with `SampleTools::getCurrentWeather`.
+
+```java
+MistralTools.ToolSpecification weatherToolSpecification = MistralTools.ToolSpecification.builder()
+        .functionName("current-weather")
+        .functionDesc("Get current weather")
+        .props(
+                new MistralTools.PropsBuilder()
+                        .withProperty("city", MistralTools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                        .build()
+        )
+        .toolDefinition(SampleTools::getCurrentWeather)
+        .build();
+```
+
+### Register the Tools
+
+Register the defined tools (`fuel price` and `weather`) with the OllamaAPI.
+
+```shell
+ollamaAPI.registerTool(fuelPriceToolSpecification);
+ollamaAPI.registerTool(weatherToolSpecification);
+```
+
+### Create prompt with Tools
+
+`Prompt 1`: Create a prompt asking for the petrol price in Bengaluru using the defined fuel price and weather tools.
+
+```shell
+String prompt1 = new MistralTools.PromptBuilder()
+        .withToolSpecification(fuelPriceToolSpecification)
+        .withToolSpecification(weatherToolSpecification)
+        .withPrompt("What is the petrol price in Bengaluru?")
+        .build();
+OllamaToolsResult toolsResult = ollamaAPI.generateWithTools(model, prompt1, false, new OptionsBuilder().build());
+for (Map.Entry<ToolDef, Object> r : toolsResult.getToolResults().entrySet()) {
+  System.out.printf("[Response from tool '%s']: %s%n", r.getKey().getName(), r.getValue().toString());
+}
+```
+
+Now, fire away your question to the model.
+
+You will get a response similar to:
+
+::::tip[LLM Response]
+
+[Response from tool 'current-fuel-price']: Current price of petrol in Bengaluru is Rs.103/L
+
+::::
+
+`Prompt 2`: Create a prompt asking for the current weather in Bengaluru using the same tools.
+
+```shell
+String prompt2 = new MistralTools.PromptBuilder()
+        .withToolSpecification(fuelPriceToolSpecification)
+        .withToolSpecification(weatherToolSpecification)
+        .withPrompt("What is the current weather in Bengaluru?")
+        .build();
+OllamaToolsResult toolsResult = ollamaAPI.generateWithTools(model, prompt2, false, new OptionsBuilder().build());
+for (Map.Entry<ToolDef, Object> r : toolsResult.getToolResults().entrySet()) {
+  System.out.printf("[Response from tool '%s']: %s%n", r.getKey().getName(), r.getValue().toString());
+}
+```
+
+Again, fire away your question to the model.
+
+You will get a response similar to:
+
+::::tip[LLM Response]
+
+[Response from tool 'current-weather']: Currently Bengaluru's weather is nice
+::::
+
+### Full Example
+
+```java
+
+import io.github.amithkoujalgi.ollama4j.core.OllamaAPI;
+import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
+import io.github.amithkoujalgi.ollama4j.core.tools.ToolDef;
+import io.github.amithkoujalgi.ollama4j.core.tools.MistralTools;
+import io.github.amithkoujalgi.ollama4j.core.tools.OllamaToolsResult;
+import io.github.amithkoujalgi.ollama4j.core.utils.OptionsBuilder;
+
+import java.io.IOException;
+import java.util.Arrays;
+import java.util.Map;
+
+public class FunctionCallingWithMistral {
+    public static void main(String[] args) throws Exception {
+        String host = "http://localhost:11434/";
+        OllamaAPI ollamaAPI = new OllamaAPI(host);
+        ollamaAPI.setRequestTimeoutSeconds(60);
+
+        String model = "mistral";
+
+
+        MistralTools.ToolSpecification fuelPriceToolSpecification = MistralTools.ToolSpecification.builder()
+                .functionName("current-fuel-price")
+                .functionDesc("Get current fuel price")
+                .props(
+                        new MistralTools.PropsBuilder()
+                                .withProperty("location", MistralTools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                                .withProperty("fuelType", MistralTools.PromptFuncDefinition.Property.builder().type("string").description("The fuel type.").enumValues(Arrays.asList("petrol", "diesel")).required(true).build())
+                                .build()
+                )
+                .toolDefinition(SampleTools::getCurrentFuelPrice)
+                .build();
+
+        MistralTools.ToolSpecification weatherToolSpecification = MistralTools.ToolSpecification.builder()
+                .functionName("current-weather")
+                .functionDesc("Get current weather")
+                .props(
+                        new MistralTools.PropsBuilder()
+                                .withProperty("city", MistralTools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                                .build()
+                )
+                .toolDefinition(SampleTools::getCurrentWeather)
+                .build();
+
+        ollamaAPI.registerTool(fuelPriceToolSpecification);
+        ollamaAPI.registerTool(weatherToolSpecification);
+
+        String prompt1 = new MistralTools.PromptBuilder()
+                .withToolSpecification(fuelPriceToolSpecification)
+                .withToolSpecification(weatherToolSpecification)
+                .withPrompt("What is the petrol price in Bengaluru?")
+                .build();
+        String prompt2 = new MistralTools.PromptBuilder()
+                .withToolSpecification(fuelPriceToolSpecification)
+                .withToolSpecification(weatherToolSpecification)
+                .withPrompt("What is the current weather in Bengaluru?")
+                .build();
+
+        ask(ollamaAPI, model, prompt1);
+        ask(ollamaAPI, model, prompt2);
+    }
+
+    public static void ask(OllamaAPI ollamaAPI, String model, String prompt) throws OllamaBaseException, IOException, InterruptedException {
+        OllamaToolsResult toolsResult = ollamaAPI.generateWithTools(model, prompt, false, new OptionsBuilder().build());
+        for (Map.Entry<ToolDef, Object> r : toolsResult.getToolResults().entrySet()) {
+            System.out.printf("[Response from tool '%s']: %s%n", r.getKey().getName(), r.getValue().toString());
+        }
+    }
+}
+
+class SampleTools {
+    public static String getCurrentFuelPrice(Map<String, Object> arguments) {
+        String location = arguments.get("location").toString();
+        String fuelType = arguments.get("fuelType").toString();
+        return "Current price of " + fuelType + " in " + location + " is Rs.103/L";
+    }
+
+    public static String getCurrentWeather(Map<String, Object> arguments) {
+        String location = arguments.get("city").toString();
+        return "Currently " + location + "'s weather is nice.";
+    }
+}
+
+```
+
+Run this full example and you will get a response similar to:
+
+::::tip[LLM Response]
+
+[Response from tool 'current-fuel-price']: Current price of petrol in Bengaluru is Rs.103/L
+
+[Response from tool 'current-weather']: Currently Bengaluru's weather is nice
+::::
+
+### Room for improvement
+
+Instead of explicitly registering `ollamaAPI.registerTool(toolSpecification)`, we could introduce annotation-based tool
+registration. For example:
+
+```java
+
+@ToolSpec(name = "current-fuel-price", desc = "Get current fuel price")
+public String getCurrentFuelPrice(Map<String, Object> arguments) {
+    String location = arguments.get("location").toString();
+    String fuelType = arguments.get("fuelType").toString();
+    return "Current price of " + fuelType + " in " + location + " is Rs.103/L";
+}
+```
+
+Instead of passing a map of args `Map<String, Object> arguments` to the tool functions, we could support passing
+specific args separately with their data types. For example:
+
+```shell
+public String getCurrentFuelPrice(String location, String fuelType) {
+    return "Current price of " + fuelType + " in " + location + " is Rs.103/L";
+}
+```
+
+Updating async/chat APIs with support for tool-based generation. 

docs/docs/apis-generate/generate.md

@@ -11,7 +11,7 @@ the [completion](https://github.com/jmorganca/ollama/blob/main/docs/api.md#gener
 Use the `OptionBuilder` to build the `Options` object
 with [extra parameters](https://github.com/jmorganca/ollama/blob/main/docs/modelfile.md#valid-parameters-and-values).
 Refer
-to [this](/docs/apis-extras/options-builder).
+to [this](/apis-extras/options-builder).
 
 ## Try asking a question about the model.
 
@@ -65,6 +65,7 @@ public class Main {
     }
 }
 ```
+
 You will get a response similar to:
 
 > The

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

@@ -1,5 +1,5 @@
 ---
-sidebar_position: 5
+sidebar_position: 6
 ---
 
 # Prompt Builder

docs/docusaurus.config.js

@@ -40,6 +40,8 @@ const config = {
             /** @type {import('@docusaurus/preset-classic').Options} */
             ({
                 docs: {
+                    path: 'docs',
+                    routeBasePath: '', // change this to any URL route you'd want. For example: `home` - if you want /home/intro.
                     sidebarPath: './sidebars.js',
                     // Please change this to your repo.
                     // Remove this to remove the "edit this page" links.
@@ -96,7 +98,7 @@ const config = {
                         items: [
                             {
                                 label: 'Tutorial',
-                                to: '/docs/intro',
+                                to: '/intro',
                             },
                         ],
                     },

docs/package.json

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

docs/src/pages/index.js

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

maven-publish.yml

@@ -0,0 +1,68 @@
+## This workflow will build a package using Maven and then publish it to GitHub packages when a release is created
+## For more information see: https://github.com/actions/setup-java/blob/main/docs/advanced-usage.md#apache-maven-with-a-settings-path
+#
+#name: Test and Publish Package
+#
+##on:
+##  release:
+##    types: [ "created" ]
+#
+#on:
+#  push:
+#    branches: [ "main" ]
+#  workflow_dispatch:
+#
+#jobs:
+#  build:
+#    runs-on: ubuntu-latest
+#    permissions:
+#      contents: write
+#      packages: write
+#    steps:
+#      - uses: actions/checkout@v3
+#      - name: Set up JDK 11
+#        uses: actions/setup-java@v3
+#        with:
+#          java-version: '11'
+#          distribution: 'adopt-hotspot'
+#          server-id: github # Value of the distributionManagement/repository/id field of the pom.xml
+#          settings-path: ${{ github.workspace }} # location for the settings.xml file
+#      - name: Build with Maven
+#        run: mvn --file pom.xml -U clean package -Punit-tests
+#      - name: Set up Apache Maven Central (Overwrite settings.xml)
+#        uses: actions/setup-java@v3
+#        with: # running setup-java again overwrites the settings.xml
+#          java-version: '11'
+#          distribution: 'adopt-hotspot'
+#          cache: 'maven'
+#          server-id: ossrh
+#          server-username: MAVEN_USERNAME
+#          server-password: MAVEN_PASSWORD
+#          gpg-private-key: ${{ secrets.GPG_PRIVATE_KEY }}
+#          gpg-passphrase: MAVEN_GPG_PASSPHRASE
+#      - name: Set up Maven cache
+#        uses: actions/cache@v3
+#        with:
+#          path: ~/.m2/repository
+#          key: ${{ runner.os }}-maven-${{ hashFiles('**/pom.xml') }}
+#          restore-keys: |
+#            ${{ runner.os }}-maven-
+#      - name: Build
+#        run: mvn -B -ntp clean install
+#      - name: Upload coverage reports to Codecov
+#        uses: codecov/codecov-action@v3
+#        env:
+#          CODECOV_TOKEN: ${{ secrets.CODECOV_TOKEN }}
+#      - name: Publish to GitHub Packages Apache Maven
+#        #        if: >
+#        #          github.event_name != 'pull_request' &&
+#        #          github.ref_name == 'main' &&
+#        #          contains(github.event.head_commit.message, 'release')
+#        run: |
+#          git config --global user.email "koujalgi.amith@gmail.com"
+#          git config --global user.name "amithkoujalgi"
+#          mvn -B -ntp -DskipTests -Pci-cd -Darguments="-DskipTests -Pci-cd" release:clean release:prepare release:perform
+#        env:
+#          MAVEN_USERNAME: ${{ secrets.OSSRH_USERNAME }}
+#          MAVEN_PASSWORD: ${{ secrets.OSSRH_PASSWORD }}
+#          MAVEN_GPG_PASSPHRASE: ${{ secrets.GPG_PASSPHRASE }}

pom.xml

@@ -1,14 +1,16 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
     <modelVersion>4.0.0</modelVersion>
 
     <groupId>io.github.amithkoujalgi</groupId>
     <artifactId>ollama4j</artifactId>
-    <version>1.0.72</version>
+    <version>ollama4j-revision</version>
 
     <name>Ollama4j</name>
     <description>Java library for interacting with Ollama API.</description>
     <url>https://github.com/amithkoujalgi/ollama4j</url>
+    <packaging>jar</packaging>
 
     <properties>
         <maven.compiler.source>11</maven.compiler.source>
@@ -39,7 +41,7 @@
         <connection>scm:git:git@github.com:amithkoujalgi/ollama4j.git</connection>
         <developerConnection>scm:git:https://github.com/amithkoujalgi/ollama4j.git</developerConnection>
         <url>https://github.com/amithkoujalgi/ollama4j</url>
-        <tag>v1.0.72</tag>
+        <tag>v1.0.16</tag>
     </scm>
 
     <build>
@@ -127,15 +129,15 @@
                     </execution>
                 </executions>
             </plugin>
-            <plugin>
+            <!--            <plugin>-->
-                <groupId>org.apache.maven.plugins</groupId>
+            <!--                <groupId>org.apache.maven.plugins</groupId>-->
-                <artifactId>maven-release-plugin</artifactId>
+            <!--                <artifactId>maven-release-plugin</artifactId>-->
-                <version>3.0.1</version>
+            <!--                <version>3.0.1</version>-->
-                <configuration>
+            <!--                <configuration>-->
-                    <!--                    <goals>install</goals>-->
+            <!--                    &lt;!&ndash;                    <goals>install</goals>&ndash;&gt;-->
-                    <tagNameFormat>v@{project.version}</tagNameFormat>
+            <!--                    <tagNameFormat>v@{project.version}</tagNameFormat>-->
-                </configuration>
+            <!--                </configuration>-->
-            </plugin>
+            <!--            </plugin>-->
         </plugins>
     </build>
 
@@ -159,7 +161,7 @@
         <dependency>
             <groupId>ch.qos.logback</groupId>
             <artifactId>logback-classic</artifactId>
-            <version>1.4.12</version>
+            <version>1.5.6</version>
             <scope>test</scope>
         </dependency>
         <dependency>
@@ -187,14 +189,23 @@
         </dependency>
     </dependencies>
 
+    <!--    <distributionManagement>-->
+    <!--        <snapshotRepository>-->
+    <!--            <id>ossrh</id>-->
+    <!--            <url>https://s01.oss.sonatype.org/content/repositories/snapshots</url>-->
+    <!--        </snapshotRepository>-->
+    <!--        <repository>-->
+    <!--            <id>ossrh</id>-->
+    <!--            <url>https://s01.oss.sonatype.org/service/local/staging/deploy/maven2</url>-->
+    <!--        </repository>-->
+    <!--    </distributionManagement>-->
+
+    <!--    Replaced publishing packages to GitHub Packages instead of Maven central -->
     <distributionManagement>
-        <snapshotRepository>
-            <id>ossrh</id>
-            <url>https://s01.oss.sonatype.org/content/repositories/snapshots</url>
-        </snapshotRepository>
         <repository>
-            <id>ossrh</id>
+            <id>github</id>
-            <url>https://s01.oss.sonatype.org/service/local/staging/deploy/maven2</url>
+            <name>GitHub Packages</name>
+            <url>https://maven.pkg.github.com/amithkoujalgi/ollama4j</url>
         </repository>
     </distributionManagement>
 
@@ -250,39 +261,39 @@
             </properties>
             <build>
                 <plugins>
-                    <plugin>
+                    <!--                    <plugin>-->
-                        <groupId>org.apache.maven.plugins</groupId>
+                    <!--                        <groupId>org.apache.maven.plugins</groupId>-->
-                        <artifactId>maven-gpg-plugin</artifactId>
+                    <!--                        <artifactId>maven-gpg-plugin</artifactId>-->
-                        <version>3.1.0</version>
+                    <!--                        <version>3.1.0</version>-->
-                        <executions>
+                    <!--                        <executions>-->
-                            <execution>
+                    <!--                            <execution>-->
-                                <id>sign-artifacts</id>
+                    <!--                                <id>sign-artifacts</id>-->
-                                <phase>verify</phase>
+                    <!--                                <phase>verify</phase>-->
-                                <goals>
+                    <!--                                <goals>-->
-                                    <goal>sign</goal>
+                    <!--                                    <goal>sign</goal>-->
-                                </goals>
+                    <!--                                </goals>-->
-                                <configuration>
+                    <!--                                <configuration>-->
-                                    <!-- Prevent gpg from using pinentry programs. Fixes:
+                    <!--                                    &lt;!&ndash; Prevent gpg from using pinentry programs. Fixes:-->
-                                         gpg: signing failed: Inappropriate ioctl for device -->
+                    <!--                                         gpg: signing failed: Inappropriate ioctl for device &ndash;&gt;-->
-                                    <gpgArguments>
+                    <!--                                    <gpgArguments>-->
-                                        <arg>--pinentry-mode</arg>
+                    <!--                                        <arg>&#45;&#45;pinentry-mode</arg>-->
-                                        <arg>loopback</arg>
+                    <!--                                        <arg>loopback</arg>-->
-                                    </gpgArguments>
+                    <!--                                    </gpgArguments>-->
-                                </configuration>
+                    <!--                                </configuration>-->
-                            </execution>
+                    <!--                            </execution>-->
-                        </executions>
+                    <!--                        </executions>-->
-                    </plugin>
+                    <!--                    </plugin>-->
-                    <plugin>
+                    <!--                    <plugin>-->
-                        <groupId>org.sonatype.plugins</groupId>
+                    <!--                        <groupId>org.sonatype.plugins</groupId>-->
-                        <artifactId>nexus-staging-maven-plugin</artifactId>
+                    <!--                        <artifactId>nexus-staging-maven-plugin</artifactId>-->
-                        <version>1.6.13</version>
+                    <!--                        <version>1.6.13</version>-->
-                        <extensions>true</extensions>
+                    <!--                        <extensions>true</extensions>-->
-                        <configuration>
+                    <!--                        <configuration>-->
-                            <serverId>ossrh</serverId>
+                    <!--                            <serverId>ossrh</serverId>-->
-                            <nexusUrl>https://s01.oss.sonatype.org/</nexusUrl>
+                    <!--                            <nexusUrl>https://s01.oss.sonatype.org/</nexusUrl>-->
-                            <autoReleaseAfterClose>true</autoReleaseAfterClose>
+                    <!--                            <autoReleaseAfterClose>true</autoReleaseAfterClose>-->
-                        </configuration>
+                    <!--                        </configuration>-->
-                    </plugin>
+                    <!--                    </plugin>-->
 
                     <plugin>
                         <groupId>org.jacoco</groupId>

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

@@ -10,6 +10,7 @@ import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingRe
 import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingsRequestModel;
 import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateRequestModel;
 import io.github.amithkoujalgi.ollama4j.core.models.request.*;
+import io.github.amithkoujalgi.ollama4j.core.tools.*;
 import io.github.amithkoujalgi.ollama4j.core.utils.Options;
 import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
 import org.slf4j.Logger;
@@ -25,9 +26,7 @@ import java.net.http.HttpResponse;
 import java.nio.charset.StandardCharsets;
 import java.nio.file.Files;
 import java.time.Duration;
-import java.util.ArrayList;
+import java.util.*;
-import java.util.Base64;
-import java.util.List;
 
 /**
  * The base Ollama API class.
@@ -339,6 +338,7 @@ public class OllamaAPI {
         }
     }
 
+
     /**
      * Generate response for a question to a model running on Ollama server. This is a sync/blocking
      * call.
@@ -351,9 +351,10 @@ public class OllamaAPI {
      * @param streamHandler optional callback consumer that will be applied every time a streamed response is received. If not set, the stream parameter of the request is set to false.
      * @return OllamaResult that includes response text and time taken for response
      */
-    public OllamaResult generate(String model, String prompt, Options options, OllamaStreamHandler streamHandler)
+    public OllamaResult generate(String model, String prompt, boolean raw, Options options, OllamaStreamHandler streamHandler)
             throws OllamaBaseException, IOException, InterruptedException {
         OllamaGenerateRequestModel ollamaRequestModel = new OllamaGenerateRequestModel(model, prompt);
+        ollamaRequestModel.setRaw(raw);
         ollamaRequestModel.setOptions(options.getOptionsMap());
         return generateSyncForOllamaRequestModel(ollamaRequestModel, streamHandler);
     }
@@ -361,13 +362,37 @@ public class OllamaAPI {
     /**
      * Convenience method to call Ollama API without streaming responses.
      * <p>
-     * Uses {@link #generate(String, String, Options, OllamaStreamHandler)}
+     * Uses {@link #generate(String, String, boolean, Options, OllamaStreamHandler)}
+     *
+     * @param model   Model to use
+     * @param prompt  Prompt text
+     * @param raw     In some cases, you may wish to bypass the templating system and provide a full prompt. In this case, you can use the raw parameter to disable templating. Also note that raw mode will not return a context.
+     * @param options Additional Options
+     * @return OllamaResult
      */
-    public OllamaResult generate(String model, String prompt, Options options)
+    public OllamaResult generate(String model, String prompt, boolean raw, Options options)
             throws OllamaBaseException, IOException, InterruptedException {
-        return generate(model, prompt, options, null);
+        return generate(model, prompt, raw, options, null);
     }
 
+
+    public OllamaToolsResult generateWithTools(String model, String prompt, boolean raw, Options options)
+            throws OllamaBaseException, IOException, InterruptedException {
+        OllamaToolsResult toolResult = new OllamaToolsResult();
+        Map<ToolDef, Object> toolResults = new HashMap<>();
+
+        OllamaResult result = generate(model, prompt, raw, options, null);
+        toolResult.setModelResult(result);
+
+        List<ToolDef> toolDefs = Utils.getObjectMapper().readValue(result.getResponse(), Utils.getObjectMapper().getTypeFactory().constructCollectionType(List.class, ToolDef.class));
+        for (ToolDef toolDef : toolDefs) {
+            toolResults.put(toolDef, invokeTool(toolDef));
+        }
+        toolResult.setToolResults(toolResults);
+        return toolResult;
+    }
+
+
     /**
      * Generate response for a question to a model running on Ollama server and get a callback handle
      * that can be used to check for status and get the response from the model later. This would be
@@ -377,9 +402,9 @@ public class OllamaAPI {
      * @param prompt the prompt/question text
      * @return the ollama async result callback handle
      */
-    public OllamaAsyncResultCallback generateAsync(String model, String prompt) {
+    public OllamaAsyncResultCallback generateAsync(String model, String prompt, boolean raw) {
         OllamaGenerateRequestModel ollamaRequestModel = new OllamaGenerateRequestModel(model, prompt);
-
+        ollamaRequestModel.setRaw(raw);
         URI uri = URI.create(this.host + "/api/generate");
         OllamaAsyncResultCallback ollamaAsyncResultCallback =
                 new OllamaAsyncResultCallback(
@@ -576,4 +601,24 @@ public class OllamaAPI {
     private boolean isBasicAuthCredentialsSet() {
         return basicAuth != null;
     }
+
+
+    public void registerTool(MistralTools.ToolSpecification toolSpecification) {
+        ToolRegistry.addFunction(toolSpecification.getFunctionName(), toolSpecification.getToolDefinition());
+    }
+
+    private Object invokeTool(ToolDef toolDef) {
+        try {
+            String methodName = toolDef.getName();
+            Map<String, Object> arguments = toolDef.getArguments();
+            DynamicFunction function = ToolRegistry.getFunction(methodName);
+            if (function == null) {
+                throw new IllegalArgumentException("No such tool: " + methodName);
+            }
+            return function.apply(arguments);
+        } catch (Exception e) {
+            e.printStackTrace();
+            return "Error calling tool: " + e.getMessage();
+        }
+    }
 }

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

@@ -1,9 +1,5 @@
 package io.github.amithkoujalgi.ollama4j.core.models.request;
 
-import java.io.IOException;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
-
 import com.fasterxml.jackson.core.JsonProcessingException;
 import io.github.amithkoujalgi.ollama4j.core.OllamaStreamHandler;
 import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
@@ -13,6 +9,10 @@ import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateRespo
 import io.github.amithkoujalgi.ollama4j.core.models.generate.OllamaGenerateStreamObserver;
 import io.github.amithkoujalgi.ollama4j.core.utils.OllamaRequestBody;
 import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+
+import java.io.IOException;
 
 public class OllamaGenerateEndpointCaller extends OllamaEndpointCaller {
 
@@ -49,6 +49,4 @@ public class OllamaGenerateEndpointCaller extends OllamaEndpointCaller{
         streamObserver = new OllamaGenerateStreamObserver(streamHandler);
         return super.callSync(body);
     }
-    
-    
 }

src/main/java/io/github/amithkoujalgi/ollama4j/core/tools/DynamicFunction.java

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

src/main/java/io/github/amithkoujalgi/ollama4j/core/tools/MistralTools.java

@@ -0,0 +1,139 @@
+package io.github.amithkoujalgi.ollama4j.core.tools;
+
+import com.fasterxml.jackson.annotation.JsonIgnore;
+import com.fasterxml.jackson.annotation.JsonIgnoreProperties;
+import com.fasterxml.jackson.annotation.JsonInclude;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import com.fasterxml.jackson.core.JsonProcessingException;
+import io.github.amithkoujalgi.ollama4j.core.utils.Utils;
+import lombok.Builder;
+import lombok.Data;
+
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+public class MistralTools {
+    @Data
+    @Builder
+    public static class ToolSpecification {
+        private String functionName;
+        private String functionDesc;
+        private Map<String, PromptFuncDefinition.Property> props;
+        private DynamicFunction toolDefinition;
+    }
+
+    @Data
+    @JsonIgnoreProperties(ignoreUnknown = true)
+    public static class PromptFuncDefinition {
+        private String type;
+        private PromptFuncSpec function;
+
+        @Data
+        public static class PromptFuncSpec {
+            private String name;
+            private String description;
+            private Parameters parameters;
+        }
+
+        @Data
+        public static class Parameters {
+            private String type;
+            private Map<String, Property> properties;
+            private List<String> required;
+        }
+
+        @Data
+        @Builder
+        public static class Property {
+            private String type;
+            private String description;
+            @JsonProperty("enum")
+            @JsonInclude(JsonInclude.Include.NON_NULL)
+            private List<String> enumValues;
+            @JsonIgnore
+            private boolean required;
+        }
+    }
+
+    public static class PropsBuilder {
+        private final Map<String, PromptFuncDefinition.Property> props = new HashMap<>();
+
+        public PropsBuilder withProperty(String key, PromptFuncDefinition.Property property) {
+            props.put(key, property);
+            return this;
+        }
+
+        public Map<String, PromptFuncDefinition.Property> build() {
+            return props;
+        }
+    }
+
+    public static class PromptBuilder {
+        private final List<PromptFuncDefinition> tools = new ArrayList<>();
+
+        private String promptText;
+
+        public String build() throws JsonProcessingException {
+            return "[AVAILABLE_TOOLS] " + Utils.getObjectMapper().writeValueAsString(tools) + "[/AVAILABLE_TOOLS][INST] " + promptText + " [/INST]";
+        }
+
+        public PromptBuilder withPrompt(String prompt) throws JsonProcessingException {
+            promptText = prompt;
+            return this;
+        }
+
+        public PromptBuilder withToolSpecification(ToolSpecification spec) {
+            PromptFuncDefinition def = new PromptFuncDefinition();
+            def.setType("function");
+
+            PromptFuncDefinition.PromptFuncSpec functionDetail = new PromptFuncDefinition.PromptFuncSpec();
+            functionDetail.setName(spec.getFunctionName());
+            functionDetail.setDescription(spec.getFunctionDesc());
+
+            PromptFuncDefinition.Parameters parameters = new PromptFuncDefinition.Parameters();
+            parameters.setType("object");
+            parameters.setProperties(spec.getProps());
+
+            List<String> requiredValues = new ArrayList<>();
+            for (Map.Entry<String, PromptFuncDefinition.Property> p : spec.getProps().entrySet()) {
+                if (p.getValue().isRequired()) {
+                    requiredValues.add(p.getKey());
+                }
+            }
+            parameters.setRequired(requiredValues);
+            functionDetail.setParameters(parameters);
+            def.setFunction(functionDetail);
+
+            tools.add(def);
+            return this;
+        }
+//
+//        public PromptBuilder withToolSpecification(String functionName, String functionDesc, Map<String, PromptFuncDefinition.Property> props) {
+//            PromptFuncDefinition def = new PromptFuncDefinition();
+//            def.setType("function");
+//
+//            PromptFuncDefinition.PromptFuncSpec functionDetail = new PromptFuncDefinition.PromptFuncSpec();
+//            functionDetail.setName(functionName);
+//            functionDetail.setDescription(functionDesc);
+//
+//            PromptFuncDefinition.Parameters parameters = new PromptFuncDefinition.Parameters();
+//            parameters.setType("object");
+//            parameters.setProperties(props);
+//
+//            List<String> requiredValues = new ArrayList<>();
+//            for (Map.Entry<String, PromptFuncDefinition.Property> p : props.entrySet()) {
+//                if (p.getValue().isRequired()) {
+//                    requiredValues.add(p.getKey());
+//                }
+//            }
+//            parameters.setRequired(requiredValues);
+//            functionDetail.setParameters(parameters);
+//            def.setFunction(functionDetail);
+//
+//            tools.add(def);
+//            return this;
+//        }
+    }
+}

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

@@ -0,0 +1,16 @@
+package io.github.amithkoujalgi.ollama4j.core.tools;
+
+import io.github.amithkoujalgi.ollama4j.core.models.OllamaResult;
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.Map;
+
+@Data
+@NoArgsConstructor
+@AllArgsConstructor
+public class OllamaToolsResult {
+    private OllamaResult modelResult;
+    private Map<ToolDef, Object> toolResults;
+}

src/main/java/io/github/amithkoujalgi/ollama4j/core/tools/ToolDef.java

@@ -0,0 +1,18 @@
+package io.github.amithkoujalgi.ollama4j.core.tools;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+import java.util.Map;
+
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class ToolDef {
+
+    private String name;
+    private Map<String, Object> arguments;
+
+}
+

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

@@ -0,0 +1,17 @@
+package io.github.amithkoujalgi.ollama4j.core.tools;
+
+import java.util.HashMap;
+import java.util.Map;
+
+public class ToolRegistry {
+    private static final Map<String, DynamicFunction> functionMap = new HashMap<>();
+
+
+    public static DynamicFunction getFunction(String name) {
+        return functionMap.get(name);
+    }
+
+    public static void addFunction(String name, DynamicFunction function) {
+        functionMap.put(name, function);
+    }
+}

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

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

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

@@ -1,7 +1,5 @@
 package io.github.amithkoujalgi.ollama4j.integrationtests;
 
-import static org.junit.jupiter.api.Assertions.*;
-
 import io.github.amithkoujalgi.ollama4j.core.OllamaAPI;
 import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
 import io.github.amithkoujalgi.ollama4j.core.models.ModelDetail;
@@ -10,9 +8,16 @@ import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatMessageRole;
 import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatRequestBuilder;
 import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatRequestModel;
 import io.github.amithkoujalgi.ollama4j.core.models.chat.OllamaChatResult;
-import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingsRequestModel;
 import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingsRequestBuilder;
+import io.github.amithkoujalgi.ollama4j.core.models.embeddings.OllamaEmbeddingsRequestModel;
 import io.github.amithkoujalgi.ollama4j.core.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;
@@ -22,12 +27,8 @@ import java.net.http.HttpConnectTimeoutException;
 import java.util.List;
 import java.util.Objects;
 import java.util.Properties;
-import lombok.Data;
+
-import org.junit.jupiter.api.BeforeEach;
+import static org.junit.jupiter.api.Assertions.*;
-import org.junit.jupiter.api.Order;
-import org.junit.jupiter.api.Test;
-import org.slf4j.Logger;
-import org.slf4j.LoggerFactory;
 
 class TestRealAPIs {
 
@@ -116,6 +117,7 @@ class TestRealAPIs {
                     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());
@@ -130,11 +132,10 @@ class TestRealAPIs {
     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());
@@ -160,6 +161,7 @@ class TestRealAPIs {
                     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());

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

@@ -1,7 +1,5 @@
 package io.github.amithkoujalgi.ollama4j.unittests;
 
-import static org.mockito.Mockito.*;
-
 import io.github.amithkoujalgi.ollama4j.core.OllamaAPI;
 import io.github.amithkoujalgi.ollama4j.core.exceptions.OllamaBaseException;
 import io.github.amithkoujalgi.ollama4j.core.models.ModelDetail;
@@ -9,12 +7,15 @@ import io.github.amithkoujalgi.ollama4j.core.models.OllamaAsyncResultCallback;
 import io.github.amithkoujalgi.ollama4j.core.models.OllamaResult;
 import io.github.amithkoujalgi.ollama4j.core.types.OllamaModelType;
 import io.github.amithkoujalgi.ollama4j.core.utils.OptionsBuilder;
+import org.junit.jupiter.api.Test;
+import org.mockito.Mockito;
+
 import java.io.IOException;
 import java.net.URISyntaxException;
 import java.util.ArrayList;
 import java.util.Collections;
-import org.junit.jupiter.api.Test;
+
-import org.mockito.Mockito;
+import static org.mockito.Mockito.*;
 
 class TestMockedAPIs {
     @Test
@@ -103,10 +104,10 @@ class TestMockedAPIs {
         String prompt = "some prompt text";
         OptionsBuilder optionsBuilder = new OptionsBuilder();
         try {
-      when(ollamaAPI.generate(model, prompt, optionsBuilder.build()))
+            when(ollamaAPI.generate(model, prompt, false, optionsBuilder.build()))
                     .thenReturn(new OllamaResult("", 0, 200));
-      ollamaAPI.generate(model, prompt, optionsBuilder.build());
+            ollamaAPI.generate(model, prompt, false, optionsBuilder.build());
-      verify(ollamaAPI, times(1)).generate(model, prompt, optionsBuilder.build());
+            verify(ollamaAPI, times(1)).generate(model, prompt, false, optionsBuilder.build());
         } catch (IOException | OllamaBaseException | InterruptedException e) {
             throw new RuntimeException(e);
         }
@@ -155,9 +156,9 @@ class TestMockedAPIs {
         OllamaAPI ollamaAPI = Mockito.mock(OllamaAPI.class);
         String model = OllamaModelType.LLAMA2;
         String prompt = "some prompt text";
-    when(ollamaAPI.generateAsync(model, prompt))
+        when(ollamaAPI.generateAsync(model, prompt, false))
                 .thenReturn(new OllamaAsyncResultCallback(null, null, 3));
-    ollamaAPI.generateAsync(model, prompt);
+        ollamaAPI.generateAsync(model, prompt, false);
-    verify(ollamaAPI, times(1)).generateAsync(model, prompt);
+        verify(ollamaAPI, times(1)).generateAsync(model, prompt, false);
     }
 }