- Updated Makefile to add a new remote integration test command.

- Updated docs – Enhanced DBQueryFunction to validate input arguments and throw a RuntimeException if required arguments are missing.
- Updated docs – Refactored tool specifications for fuel price, weather, and employee details to use a unified prompt function structure.  (Addresses #116).
- Improved javadoc for `chatStreaming()` API. (Addresses #115).
- Introduced `ToolInvocationException` to handle errors during tool invocation in OllamaAPI. (Addresses #117).
- Updated integration tests to include `ToolInvocationException` in method signatures for better error handling.

Makefile

@@ -18,8 +18,8 @@ unit-tests:
 integration-tests:
 	export USE_EXTERNAL_OLLAMA_HOST=false && mvn clean verify -Pintegration-tests
 
-integration-tests-local:
+integration-tests-remote:
-	export USE_EXTERNAL_OLLAMA_HOST=true && export OLLAMA_HOST=http://localhost:11434 && mvn clean verify -Pintegration-tests -Dgpg.skip=true
+	export USE_EXTERNAL_OLLAMA_HOST=true && export OLLAMA_HOST=http://192.168.29.223:11434 && mvn clean verify -Pintegration-tests -Dgpg.skip=true
 
 doxygen:
 	doxygen Doxyfile

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

@@ -61,6 +61,9 @@ details.
 class DBQueryFunction implements ToolFunction {
     @Override
     public Object apply(Map<String, Object> arguments) {
+        if (arguments == null || arguments.isEmpty() || arguments.get("employee-name") == null || arguments.get("employee-address") == null || arguments.get("employee-phone") == null) {
+            throw new RuntimeException("Tool was called but the model failed to provide all the required arguments.");
+        }
         // perform DB operations here
         return String.format("Employee Details {ID: %s, Name: %s, Address: %s, Phone: %s}", UUID.randomUUID(), arguments.get("employee-name").toString(), arguments.get("employee-address").toString(), arguments.get("employee-phone").toString());
     }
@@ -78,14 +81,39 @@ Lets define a sample tool specification called **Fuel Price Tool** for getting t
 Tools.ToolSpecification fuelPriceToolSpecification = Tools.ToolSpecification.builder()
         .functionName("current-fuel-price")
         .functionDescription("Get current fuel price")
-        .properties(
+        .toolFunction(SampleTools::getCurrentFuelPrice)
-                new Tools.PropsBuilder()
+        .toolPrompt(
-                        .withProperty("location", Tools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                Tools.PromptFuncDefinition.builder()
-                        .withProperty("fuelType", Tools.PromptFuncDefinition.Property.builder().type("string").description("The fuel type.").enumValues(Arrays.asList("petrol", "diesel")).required(true).build())
+                        .type("prompt")
+                        .function(
+                                Tools.PromptFuncDefinition.PromptFuncSpec.builder()
+                                        .name("get-location-fuel-info")
+                                        .description("Get location and fuel type details")
+                                        .parameters(
+                                                Tools.PromptFuncDefinition.Parameters.builder()
+                                                        .type("object")
+                                                        .properties(
+                                                                Map.of(
+                                                                        "location", Tools.PromptFuncDefinition.Property.builder()
+                                                                                .type("string")
+                                                                                .description("The city, e.g. New Delhi, India")
+                                                                                .required(true)
+                                                                                .build(),
+                                                                        "fuelType", Tools.PromptFuncDefinition.Property.builder()
+                                                                                .type("string")
+                                                                                .description("The fuel type.")
+                                                                                .enumValues(Arrays.asList("petrol", "diesel"))
+                                                                                .required(true)
+                                                                                .build()
+                                                                )
+                                                        )
+                                                        .required(java.util.List.of("location", "fuelType"))
+                                                        .build()
+                                        )
+                                        .build()
+                        )
                         .build()
-        )
+        ).build();
-        .toolDefinition(SampleTools::getCurrentFuelPrice)
-        .build();
 ```
 
 Lets also define a sample tool specification called **Weather Tool** for getting the current weather.
@@ -97,13 +125,33 @@ Lets also define a sample tool specification called **Weather Tool** for getting
 Tools.ToolSpecification weatherToolSpecification = Tools.ToolSpecification.builder()
         .functionName("current-weather")
         .functionDescription("Get current weather")
-        .properties(
+        .toolFunction(SampleTools::getCurrentWeather)
-                new Tools.PropsBuilder()
+        .toolPrompt(
-                        .withProperty("city", Tools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                Tools.PromptFuncDefinition.builder()
+                        .type("prompt")
+                        .function(
+                                Tools.PromptFuncDefinition.PromptFuncSpec.builder()
+                                        .name("get-location-weather-info")
+                                        .description("Get location details")
+                                        .parameters(
+                                                Tools.PromptFuncDefinition.Parameters.builder()
+                                                        .type("object")
+                                                        .properties(
+                                                                Map.of(
+                                                                        "city", Tools.PromptFuncDefinition.Property.builder()
+                                                                                .type("string")
+                                                                                .description("The city, e.g. New Delhi, India")
+                                                                                .required(true)
+                                                                                .build()
+                                                                )
+                                                        )
+                                                        .required(java.util.List.of("city"))
+                                                        .build()
+                                        )
+                                        .build()
+                        )
                         .build()
-        )
+        ).build();
-        .toolDefinition(SampleTools::getCurrentWeather)
-        .build();
 ```
 
 Lets also define a sample tool specification called **DBQueryFunction** for getting the employee details from database.
@@ -115,14 +163,43 @@ Lets also define a sample tool specification called **DBQueryFunction** for gett
 Tools.ToolSpecification databaseQueryToolSpecification = Tools.ToolSpecification.builder()
         .functionName("get-employee-details")
         .functionDescription("Get employee details from the database")
-        .properties(
+        .toolFunction(new DBQueryFunction())
-                new Tools.PropsBuilder()
+        .toolPrompt(
-                        .withProperty("employee-name", Tools.PromptFuncDefinition.Property.builder().type("string").description("The name of the employee, e.g. John Doe").required(true).build())
+                Tools.PromptFuncDefinition.builder()
-                        .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())
+                        .type("prompt")
-                        .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())
+                        .function(
+                                Tools.PromptFuncDefinition.PromptFuncSpec.builder()
+                                        .name("get-employee-details")
+                                        .description("Get employee details from the database")
+                                        .parameters(
+                                                Tools.PromptFuncDefinition.Parameters.builder()
+                                                        .type("object")
+                                                        .properties(
+                                                                Map.of(
+                                                                        "employee-name", Tools.PromptFuncDefinition.Property.builder()
+                                                                                .type("string")
+                                                                                .description("The name of the employee, e.g. John Doe")
+                                                                                .required(true)
+                                                                                .build(),
+                                                                        "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(),
+                                                                        "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()
+                                                                )
+                                                        )
+                                                        .required(java.util.List.of("employee-name", "employee-address", "employee-phone"))
+                                                        .build()
+                                        )
+                                        .build()
+                        )
                         .build()
         )
-        .toolDefinition(new DBQueryFunction())
         .build();
 ```
 
@@ -239,37 +316,111 @@ public class FunctionCallingWithMistralExample {
         Tools.ToolSpecification fuelPriceToolSpecification = Tools.ToolSpecification.builder()
                 .functionName("current-fuel-price")
                 .functionDescription("Get current fuel price")
-                .properties(
+                .toolFunction(SampleTools::getCurrentFuelPrice)
-                        new Tools.PropsBuilder()
+                .toolPrompt(
-                                .withProperty("location", Tools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                        Tools.PromptFuncDefinition.builder()
-                                .withProperty("fuelType", Tools.PromptFuncDefinition.Property.builder().type("string").description("The fuel type.").enumValues(Arrays.asList("petrol", "diesel")).required(true).build())
+                                .type("prompt")
+                                .function(
+                                        Tools.PromptFuncDefinition.PromptFuncSpec.builder()
+                                                .name("get-location-fuel-info")
+                                                .description("Get location and fuel type details")
+                                                .parameters(
+                                                        Tools.PromptFuncDefinition.Parameters.builder()
+                                                                .type("object")
+                                                                .properties(
+                                                                        Map.of(
+                                                                                "location", Tools.PromptFuncDefinition.Property.builder()
+                                                                                        .type("string")
+                                                                                        .description("The city, e.g. New Delhi, India")
+                                                                                        .required(true)
+                                                                                        .build(),
+                                                                                "fuelType", Tools.PromptFuncDefinition.Property.builder()
+                                                                                        .type("string")
+                                                                                        .description("The fuel type.")
+                                                                                        .enumValues(Arrays.asList("petrol", "diesel"))
+                                                                                        .required(true)
+                                                                                        .build()
+                                                                        )
+                                                                )
+                                                                .required(java.util.List.of("location", "fuelType"))
+                                                                .build()
+                                                )
+                                                .build()
+                                )
                                 .build()
-                )
+                ).build();
-                .toolDefinition(SampleTools::getCurrentFuelPrice)
-                .build();
 
         Tools.ToolSpecification weatherToolSpecification = Tools.ToolSpecification.builder()
                 .functionName("current-weather")
                 .functionDescription("Get current weather")
-                .properties(
+                .toolFunction(SampleTools::getCurrentWeather)
-                        new Tools.PropsBuilder()
+                .toolPrompt(
-                                .withProperty("city", Tools.PromptFuncDefinition.Property.builder().type("string").description("The city, e.g. New Delhi, India").required(true).build())
+                        Tools.PromptFuncDefinition.builder()
+                                .type("prompt")
+                                .function(
+                                        Tools.PromptFuncDefinition.PromptFuncSpec.builder()
+                                                .name("get-location-weather-info")
+                                                .description("Get location details")
+                                                .parameters(
+                                                        Tools.PromptFuncDefinition.Parameters.builder()
+                                                                .type("object")
+                                                                .properties(
+                                                                        Map.of(
+                                                                                "city", Tools.PromptFuncDefinition.Property.builder()
+                                                                                        .type("string")
+                                                                                        .description("The city, e.g. New Delhi, India")
+                                                                                        .required(true)
+                                                                                        .build()
+                                                                        )
+                                                                )
+                                                                .required(java.util.List.of("city"))
+                                                                .build()
+                                                )
+                                                .build()
+                                )
                                 .build()
-                )
+                ).build();
-                .toolDefinition(SampleTools::getCurrentWeather)
-                .build();
 
         Tools.ToolSpecification databaseQueryToolSpecification = Tools.ToolSpecification.builder()
                 .functionName("get-employee-details")
                 .functionDescription("Get employee details from the database")
-                .properties(
+                .toolFunction(new DBQueryFunction())
-                        new Tools.PropsBuilder()
+                .toolPrompt(
-                                .withProperty("employee-name", Tools.PromptFuncDefinition.Property.builder().type("string").description("The name of the employee, e.g. John Doe").required(true).build())
+                        Tools.PromptFuncDefinition.builder()
-                                .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())
+                                .type("prompt")
-                                .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())
+                                .function(
+                                        Tools.PromptFuncDefinition.PromptFuncSpec.builder()
+                                                .name("get-employee-details")
+                                                .description("Get employee details from the database")
+                                                .parameters(
+                                                        Tools.PromptFuncDefinition.Parameters.builder()
+                                                                .type("object")
+                                                                .properties(
+                                                                        Map.of(
+                                                                                "employee-name", Tools.PromptFuncDefinition.Property.builder()
+                                                                                        .type("string")
+                                                                                        .description("The name of the employee, e.g. John Doe")
+                                                                                        .required(true)
+                                                                                        .build(),
+                                                                                "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(),
+                                                                                "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()
+                                                                        )
+                                                                )
+                                                                .required(java.util.List.of("employee-name", "employee-address", "employee-phone"))
+                                                                .build()
+                                                )
+                                                .build()
+                                )
                                 .build()
                 )
-                .toolDefinition(new DBQueryFunction())
                 .build();
 
         ollamaAPI.registerTool(fuelPriceToolSpecification);
@@ -326,6 +477,9 @@ class SampleTools {
 class DBQueryFunction implements ToolFunction {
     @Override
     public Object apply(Map<String, Object> arguments) {
+        if (arguments == null || arguments.isEmpty() || arguments.get("employee-name") == null || arguments.get("employee-address") == null || arguments.get("employee-phone") == null) {
+            throw new RuntimeException("Tool was called but the model failed to provide all the required arguments.");
+        }
         // perform DB operations here
         return String.format("Employee Details {ID: %s, Name: %s, Address: %s, Phone: %s}", UUID.randomUUID(), arguments.get("employee-name").toString(), arguments.get("employee-address").toString(), arguments.get("employee-phone").toString());
     }

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

@@ -1058,7 +1058,7 @@ public class OllamaAPI {
      * @param model    the ollama model to ask the question to
      * @param messages chat history / message stack to send to the model
      * @return {@link OllamaChatResult} containing the api response and the message
-     *         history including the newly aqcuired assistant response.
+     *         history including the newly acquired assistant response.
      * @throws OllamaBaseException  any response code than 200 has been returned
      * @throws IOException          in case the responseStream can not be read
      * @throws InterruptedException in case the server is not reachable or network
@@ -1066,9 +1066,10 @@ public class OllamaAPI {
      * @throws OllamaBaseException  if the response indicates an error status
      * @throws IOException          if an I/O error occurs during the HTTP request
      * @throws InterruptedException if the operation is interrupted
+     * @throws ToolInvocationException if the tool invocation fails
      */
     public OllamaChatResult chat(String model, List<OllamaChatMessage> messages)
-            throws OllamaBaseException, IOException, InterruptedException {
+            throws OllamaBaseException, IOException, InterruptedException, ToolInvocationException {
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(model);
         return chat(builder.withMessages(messages).build());
     }
@@ -1088,9 +1089,10 @@ public class OllamaAPI {
      * @throws OllamaBaseException  if the response indicates an error status
      * @throws IOException          if an I/O error occurs during the HTTP request
      * @throws InterruptedException if the operation is interrupted
+     * @throws ToolInvocationException if the tool invocation fails
      */
     public OllamaChatResult chat(OllamaChatRequest request)
-            throws OllamaBaseException, IOException, InterruptedException {
+            throws OllamaBaseException, IOException, InterruptedException, ToolInvocationException {
         return chat(request, null);
     }
 
@@ -1102,7 +1104,7 @@ public class OllamaAPI {
      *
      * @param request       request object to be sent to the server
      * @param streamHandler callback handler to handle the last message from stream
-     *                      (caution: all previous messages from stream will be
+     *                      (caution: all previous tokens from stream will be
      *                      concatenated)
      * @return {@link OllamaChatResult}
      * @throws OllamaBaseException  any response code than 200 has been returned
@@ -1112,9 +1114,10 @@ public class OllamaAPI {
      * @throws OllamaBaseException  if the response indicates an error status
      * @throws IOException          if an I/O error occurs during the HTTP request
      * @throws InterruptedException if the operation is interrupted
+     * @throws ToolInvocationException if the tool invocation fails
      */
     public OllamaChatResult chat(OllamaChatRequest request, OllamaStreamHandler streamHandler)
-            throws OllamaBaseException, IOException, InterruptedException {
+            throws OllamaBaseException, IOException, InterruptedException, ToolInvocationException {
         return chatStreaming(request, new OllamaChatStreamObserver(streamHandler));
     }
 
@@ -1126,7 +1129,7 @@ public class OllamaAPI {
      *
      * @param request      request object to be sent to the server
      * @param tokenHandler callback handler to handle the last token from stream
-     *                     (caution: all previous messages from stream will be
+     *                     (caution: the previous tokens from stream will not be
      *                     concatenated)
      * @return {@link OllamaChatResult}
      * @throws OllamaBaseException  any response code than 200 has been returned
@@ -1138,7 +1141,7 @@ public class OllamaAPI {
      * @throws InterruptedException if the operation is interrupted
      */
     public OllamaChatResult chatStreaming(OllamaChatRequest request, OllamaTokenHandler tokenHandler)
-            throws OllamaBaseException, IOException, InterruptedException {
+            throws OllamaBaseException, IOException, InterruptedException, ToolInvocationException {
         OllamaChatEndpointCaller requestCaller = new OllamaChatEndpointCaller(host, auth, requestTimeoutSeconds,
                 verbose);
         OllamaChatResult result;
@@ -1161,6 +1164,9 @@ public class OllamaAPI {
             for (OllamaChatToolCalls toolCall : toolCalls) {
                 String toolName = toolCall.getFunction().getName();
                 ToolFunction toolFunction = toolRegistry.getToolFunction(toolName);
+                if (toolFunction == null) {
+                    throw new ToolInvocationException("Tool function not found: " + toolName);
+                }
                 Map<String, Object> arguments = toolCall.getFunction().getArguments();
                 Object res = toolFunction.apply(arguments);
                 request.getMessages().add(new OllamaChatMessage(OllamaChatMessageRole.TOOL,

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

@@ -2,6 +2,10 @@ package io.github.ollama4j.exceptions;
 
 public class ToolInvocationException extends Exception {
 
+    public ToolInvocationException(String s) {
+        super(s);
+    }
+
     public ToolInvocationException(String s, Exception e) {
         super(s, e);
     }

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

@@ -3,6 +3,7 @@ package io.github.ollama4j.integrationtests;
 import com.fasterxml.jackson.annotation.JsonProperty;
 import io.github.ollama4j.OllamaAPI;
 import io.github.ollama4j.exceptions.OllamaBaseException;
+import io.github.ollama4j.exceptions.ToolInvocationException;
 import io.github.ollama4j.models.chat.*;
 import io.github.ollama4j.models.embeddings.OllamaEmbedResponseModel;
 import io.github.ollama4j.models.response.LibraryModel;
@@ -233,7 +234,7 @@ public class OllamaAPIIntegrationTest {
     @Test
     @Order(8)
     void testAskModelWithOptions()
-            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException, ToolInvocationException {
         api.pullModel(CHAT_MODEL_INSTRUCT);
 
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(CHAT_MODEL_INSTRUCT);
@@ -253,7 +254,7 @@ public class OllamaAPIIntegrationTest {
     @Test
     @Order(9)
     void testChatWithSystemPrompt()
-            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException, ToolInvocationException {
         api.pullModel(CHAT_MODEL_SYSTEM_PROMPT);
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(CHAT_MODEL_SYSTEM_PROMPT);
         OllamaChatRequest requestModel = builder.withMessage(OllamaChatMessageRole.SYSTEM,
@@ -318,7 +319,7 @@ public class OllamaAPIIntegrationTest {
     @Test
     @Order(10)
     void testChatWithImageFromURL()
-            throws OllamaBaseException, IOException, InterruptedException, URISyntaxException {
+            throws OllamaBaseException, IOException, InterruptedException, URISyntaxException, ToolInvocationException {
         api.pullModel(IMAGE_MODEL_LLAVA);
 
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(IMAGE_MODEL_LLAVA);
@@ -336,7 +337,7 @@ public class OllamaAPIIntegrationTest {
     @Test
     @Order(10)
     void testChatWithImageFromFileWithHistoryRecognition()
-            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException, ToolInvocationException {
         api.pullModel(IMAGE_MODEL_LLAVA);
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(IMAGE_MODEL_LLAVA);
         OllamaChatRequest requestModel = builder.withMessage(OllamaChatMessageRole.USER,
@@ -360,7 +361,7 @@ public class OllamaAPIIntegrationTest {
     @Test
     @Order(11)
     void testChatWithExplicitToolDefinition()
-            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException, ToolInvocationException {
         api.pullModel(CHAT_MODEL_SYSTEM_PROMPT);
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(CHAT_MODEL_SYSTEM_PROMPT);
 
@@ -440,7 +441,7 @@ public class OllamaAPIIntegrationTest {
     @Test
     @Order(12)
     void testChatWithAnnotatedToolsAndSingleParam()
-            throws OllamaBaseException, IOException, InterruptedException, URISyntaxException {
+            throws OllamaBaseException, IOException, InterruptedException, URISyntaxException, ToolInvocationException {
         api.pullModel(CHAT_MODEL_SYSTEM_PROMPT);
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(CHAT_MODEL_SYSTEM_PROMPT);
 
@@ -471,7 +472,7 @@ public class OllamaAPIIntegrationTest {
     @Test
     @Order(13)
     void testChatWithAnnotatedToolsAndMultipleParams()
-            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException, ToolInvocationException {
         api.pullModel(CHAT_MODEL_SYSTEM_PROMPT);
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(CHAT_MODEL_SYSTEM_PROMPT);
 
@@ -508,7 +509,7 @@ public class OllamaAPIIntegrationTest {
     @Test
     @Order(14)
     void testChatWithToolsAndStream()
-            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+            throws OllamaBaseException, IOException, URISyntaxException, InterruptedException, ToolInvocationException {
         api.pullModel(CHAT_MODEL_SYSTEM_PROMPT);
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(CHAT_MODEL_SYSTEM_PROMPT);
         final Tools.ToolSpecification databaseQueryToolSpecification = Tools.ToolSpecification.builder()
@@ -585,7 +586,7 @@ public class OllamaAPIIntegrationTest {
 
     @Test
     @Order(15)
-    void testChatWithStream() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException {
+    void testChatWithStream() throws OllamaBaseException, IOException, URISyntaxException, InterruptedException, ToolInvocationException {
         api.pullModel(CHAT_MODEL_SYSTEM_PROMPT);
         OllamaChatRequestBuilder builder = OllamaChatRequestBuilder.getInstance(CHAT_MODEL_SYSTEM_PROMPT);
         OllamaChatRequest requestModel = builder.withMessage(OllamaChatMessageRole.USER,