Initial draft

.idea/.gitignore

@@ -0,0 +1,8 @@
+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml

.idea/Agents_Course_Final_Project.iml

@@ -0,0 +1,14 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$">
+      <excludeFolder url="file://$MODULE_DIR$/venv" />
+    </content>
+    <orderEntry type="jdk" jdkName="Python 3.11 (Agents_Course_Final_Project)" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+  <component name="PyDocumentationSettings">
+    <option name="format" value="PLAIN" />
+    <option name="myDocStringFormat" value="Plain" />
+  </component>
+</module>

.idea/inspectionProfiles/Project_Default.xml

@@ -0,0 +1,25 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="12">
+            <item index="0" class="java.lang.String" itemvalue="blinker" />
+            <item index="1" class="java.lang.String" itemvalue="joblib" />
+            <item index="2" class="java.lang.String" itemvalue="Werkzeug" />
+            <item index="3" class="java.lang.String" itemvalue="tzdata" />
+            <item index="4" class="java.lang.String" itemvalue="MarkupSafe" />
+            <item index="5" class="java.lang.String" itemvalue="numpy" />
+            <item index="6" class="java.lang.String" itemvalue="click" />
+            <item index="7" class="java.lang.String" itemvalue="uuid" />
+            <item index="8" class="java.lang.String" itemvalue="pandas" />
+            <item index="9" class="java.lang.String" itemvalue="pytz" />
+            <item index="10" class="java.lang.String" itemvalue="itsdangerous" />
+            <item index="11" class="java.lang.String" itemvalue="Flask" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>

.idea/inspectionProfiles/profiles_settings.xml

@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>

.idea/misc.xml

@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.11 (Agents_Course_Final_Project)" project-jdk-type="Python SDK" />
+</project>

.idea/modules.xml

@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/Agents_Course_Final_Project.iml" filepath="$PROJECT_DIR$/.idea/Agents_Course_Final_Project.iml" />
+    </modules>
+  </component>
+</project>

.idea/vcs.xml

@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>

app.py

@@ -7,6 +7,15 @@ import asyncio
 from llama_index.tools.duckduckgo import DuckDuckGoSearchToolSpec
 from llama_index.llms.huggingface_api import HuggingFaceInferenceAPI
 from llama_index.core.agent.workflow import AgentWorkflow
+from llama_index.core import SummaryIndex
+from llama_index.readers.web import SimpleWebPageReader
+from llama_index.core.agent.workflow import (
+    AgentInput,
+    AgentOutput,
+    ToolCall,
+    ToolCallResult,
+    AgentStream,
+)
 
 
 # (Keep Constants as is)
@@ -18,13 +27,41 @@ DEFAULT_API_URL = "https://agents-course-unit4-scoring.hf.space"
 class BasicAgent:
     def __init__(self):
         self.llm = HuggingFaceInferenceAPI(model_name="Qwen/Qwen2.5-Coder-32B-Instruct")
-        self.search_tool = DuckDuckGoSearchToolSpec()
-        self.agent = AgentWorkflow.from_tools_or_functions([self.search_tool], llm=self.llm)
+        system_prompt = """
+            You are a helpful assistant that answers questions. If you don't know the answer, you can search the web for information.
+            If you are searching the web, keep the query very concise in order to get good results.
+        """
+        self.agent = AgentWorkflow.from_tools_or_functions([search_web], llm=self.llm,
+                                                           system_prompt=system_prompt)
         print("BasicAgent initialized.")
         
     async def __call__(self, question: str) -> str:
-        response = await self.agent.run(question)
-        return response
+        handler = self.agent.run(user_msg=question)
+        async for event in handler.stream_events():
+            if isinstance(event, AgentStream):
+                print(event.delta, end="", flush=True)
+            elif isinstance(event, ToolCallResult):
+               print(event.tool_name)  # the tool name
+               print(event.tool_kwargs)  # the tool kwargs
+               print(event.tool_output)  # the tool output
+        response = await handler
+        return str(response)
+
+async def search_web(query: str) -> str:
+    """Useful for using the web to answer questions. Keep the query very concise in order to get good results."""
+    client = DuckDuckGoSearchToolSpec()
+    search_res = client.duckduckgo_instant_search(query)
+    return str(search_res)
+    # print("Search res: ", search_res)
+    # web_pages = [search_res[i]['url'] if 'url' in search_res[i] else None for i in range(len(search_res))]
+    # web_pages = [web_pages[0]]
+    # documents = SimpleWebPageReader(html_to_text=True).load_data(
+    #     web_pages
+    # )
+    # return documents
+    # # documents = SimpleWebPageReader(html_to_text=True).load_data(
+    # #     ["http://paulgraham.com/worked.html"]
+    # # )
 
 def run_and_submit_all( profile: gr.OAuthProfile | None):
     """
@@ -179,25 +216,28 @@ with gr.Blocks() as demo:
     )
 
 if __name__ == "__main__":
-    print("\n" + "-"*30 + " App Starting " + "-"*30)
-    # Check for SPACE_HOST and SPACE_ID at startup for information
-    space_host_startup = os.getenv("SPACE_HOST")
-    space_id_startup = os.getenv("SPACE_ID") # Get SPACE_ID at startup
-
-    if space_host_startup:
-        print(f"✅ SPACE_HOST found: {space_host_startup}")
-        print(f"   Runtime URL should be: https://{space_host_startup}.hf.space")
-    else:
-        print("ℹ️  SPACE_HOST environment variable not found (running locally?).")
-
-    if space_id_startup: # Print repo URLs if SPACE_ID is found
-        print(f"✅ SPACE_ID found: {space_id_startup}")
-        print(f"   Repo URL: https://huggingface.co/spaces/{space_id_startup}")
-        print(f"   Repo Tree URL: https://huggingface.co/spaces/{space_id_startup}/tree/main")
-    else:
-        print("ℹ️  SPACE_ID environment variable not found (running locally?). Repo URL cannot be determined.")
-
-    print("-"*(60 + len(" App Starting ")) + "\n")
-
-    print("Launching Gradio Interface for Basic Agent Evaluation...")
-    demo.launch(debug=True, share=False)
+    agent = BasicAgent()
+    answ = asyncio.run(agent("Who is Michael Jackson?"))
+
+    # print("\n" + "-"*30 + " App Starting " + "-"*30)
+    # # Check for SPACE_HOST and SPACE_ID at startup for information
+    # space_host_startup = os.getenv("SPACE_HOST")
+    # space_id_startup = os.getenv("SPACE_ID") # Get SPACE_ID at startup
+    #
+    # if space_host_startup:
+    #     print(f"✅ SPACE_HOST found: {space_host_startup}")
+    #     print(f"   Runtime URL should be: https://{space_host_startup}.hf.space")
+    # else:
+    #     print("ℹ️  SPACE_HOST environment variable not found (running locally?).")
+    #
+    # if space_id_startup: # Print repo URLs if SPACE_ID is found
+    #     print(f"✅ SPACE_ID found: {space_id_startup}")
+    #     print(f"   Repo URL: https://huggingface.co/spaces/{space_id_startup}")
+    #     print(f"   Repo Tree URL: https://huggingface.co/spaces/{space_id_startup}/tree/main")
+    # else:
+    #     print("ℹ️  SPACE_ID environment variable not found (running locally?). Repo URL cannot be determined.")
+    #
+    # print("-"*(60 + len(" App Starting ")) + "\n")
+    #
+    # print("Launching Gradio Interface for Basic Agent Evaluation...")
+    # demo.launch(debug=True, share=False)

requirements.txt

@@ -1,8 +1,10 @@
 gradio
+gradio[oauth]
 requests
 llama-index 
 llama-index-vector-stores-chroma 
 llama-index-llms-huggingface-api 
 llama-index-embeddings-huggingface
 llama-index-tools-duckduckgo
+llama-index-readers-web
 syncio