fixed image and search ttol

README.md

@@ -91,6 +91,12 @@ This project is licensed under the MIT License - see the [LICENSE](LICENSE) file
 ![crewaidemo](image.png)
 ![alt text](image-1.png)
 
+### Multiagent with SearchTool - DuckDuckGo
+![alt text](image-3.png)
+
+### MultiAgent with Image
+![alt text](image-2.png)
+
 
 
 ---

app.py

@@ -73,7 +73,7 @@ if __name__ == "__main__":
             
             # agents 
             obj_crewai_agents = CrewAIAgents(llm=llm)
-            lst_agents = obj_crewai_agents.gen_with_crewai_agents(image_generate=SupportingTools.image_generate,search_tool=search_tool)
+            lst_agents = obj_crewai_agents.gen_with_crewai_agents(search_tool=search_tool)
 
             # Define tasks for each agent
             obj_crewai_tasks = CrewAITasks(llm=llm,prompt=prompt,lst_agents=lst_agents)
@@ -109,15 +109,15 @@ if __name__ == "__main__":
             obj_crewai_tasks = CrewAITasks(llm=llm,prompt=prompt,lst_agents=lst_agents)
             lst_tasks = obj_crewai_tasks.create_tasks_image_gen()
             
-            # Set up the crew and process tasks hierarchically
+            # Set up the crew and process tasks
             project_crew = Crew(
-                tasks=lst_tasks,
-                agents=lst_agents,
-                process=Process.hierarchical,
+                tasks=[lst_tasks[1]],
+                agents=[lst_agents[1]],
+                process=Process.sequential,
                 manager_llm=llm,
                 manager_callbacks=[CustomHandler("Crew Manager")]
             )
-            final = project_crew.kickoff()
+            final = project_crew.kickoff({'input':prompt})
 
 
         # Display the final result

outputs/content_creator.md

@@ -1,49 +1,33 @@
-```diff
-Title: Unleashing the Potential of Agriculture in India: A Comprehensive Overview
-
-Introduction:
-
-India, a land rich in cultural heritage and diversity, is also home to an agriculture sector that has the potential to revolutionize its economy and the lives of its people. This comprehensive overview explores the current state of agriculture in India, the challenges it faces, and the opportunities that lie ahead.
-
-Section 1: The Current State of Agriculture in India
-
-1.1 Overview of Indian Agriculture
-
-Indian agriculture is a significant contributor to the country's economy, providing employment to over 50% of the population and accounting for around 17-18% of the Gross Domestic Product (GDP). The sector is characterized by small and marginal farmers, with over 86% of the farmlands owned by these farmers.
-
-1.2 Major Crops and Production
-
-India is the world's largest producer of various crops, such as milk, pulses, spices, and tea. The country also ranks second in the production of rice, wheat, sugarcane, fruits, and vegetables.
-
-Section 2: Challenges Facing Indian Agriculture
-
-2.1 Climate Change and Its Impact
-
-Climate change has emerged as a significant challenge for Indian agriculture, with changing weather patterns affecting crop yields and threatening food security.
-
-2.2 Water Scarcity and Inefficient Irrigation
-
-Water scarcity and inefficient irrigation practices are major issues that need immediate attention. With groundwater levels depleting rapidly, there is a pressing need to adopt sustainable irrigation methods.
-
-2.3 Lack of Modern Technology and Infrastructure
-
-The agriculture sector in India lacks modern technology and infrastructure, which hampers its growth and productivity. The adoption of advanced technology and modern farming practices can significantly improve the sector's performance.
-
-Section 3: Opportunities for Indian Agriculture
-
-3.1 Harnessing the Power of Technology
-
-The adoption of technology can transform Indian agriculture by improving efficiency, reducing waste, and increasing crop yields. From precision farming to drones and artificial intelligence, technology has the potential to revolutionize the sector.
-
-3.2 Organic Farming and Exports
-
-Organic farming is gaining popularity in India, both domestically and internationally. With a growing demand for organic products, India can tap into this market and increase its agricultural exports.
-
-3.3 Focus on Value-Added Processing and Branding
-
-Value-added processing and branding of agricultural products can provide a significant boost to the sector. By focusing on quality, packaging, and marketing, farmers can increase their income and contribute to the growth of the economy.
-
-Conclusion:
-
-The agriculture sector in India holds immense potential, and addressing the challenges it faces is crucial for the country's overall development. By harnessing the power of technology, focusing on organic farming and exports, and investing in value-added processing and branding, India can transform its agriculture sector and improve the lives of its people.
-```
+### Title: 2024 Budget Overview
+
+### Introduction:
+- Brief overview of the 2024 budget, including its purpose and key objectives.
+
+### Total Expenditure:
+- Projected at ₹ 48,20,512 crore
+
+### Fiscal Deficit:
+- Estimated at 4.9% of the GDP for the current financial year
+- Aims to reduce it to below 4.5% in 2024
+
+### Revenue Sources:
+- Majority of revenue comes from tax-related sources
+- Other Revenues (1%): Non-debt capital receipts
+
+### Expenditure Categories:
+- The largest share of government spending is directed at:
+    - States' share of tax duties (21% of total expenditure)
+    - Interest payments (19% of total expenditure)
+- Other Expenditures (9%):
+    - Defense Budget Increases By 4.79% Under 'Atmanirbhar Bharat' Initiative
+
+### Additional Information:
+- The Union Budget 2024-25 will be presented by Finance Minister Nirmala Sitharaman on July 23.
+- This will be the seventh consecutive budget presented by Sitharaman.
+- The budget is an account of the government's income and expenditure for the upcoming fiscal year.
+
+### Conclusion:
+- Summary of the key points and categories of the 2024 budget, including total expenditure, fiscal deficit, revenue sources, and expenditure categories.
+- Discussion of the budget's significance and potential impact on the economy.
+- Call-to-action encouraging readers to stay informed about the 2024 budget and its implementation.
+- Closing remarks emphasizing the importance of the 2024 budget in shaping the country's financial future.

src/agents/agents.py

@@ -30,7 +30,10 @@ class CustomHandler(BaseCallbackHandler):
         st.write("**********")
         st.write(self.agent_name)
         st.write("**********")
-        chat_message(self.agent_name).write(f"{self.agent_name } : {output}")
+        if self.agent_name == 'Visual Content Creator':
+            chat_message(self.agent_name).image(f"{self.agent_name } : {output}")
+        else : 
+            chat_message(self.agent_name).markdown(f"{self.agent_name } : {output}")
         
 class CrewAIAgents:
     def __init__(self,llm):
@@ -229,8 +232,8 @@ class CrewAIAgents:
                 # step_callback=lambda step: step_callback(
                 #     agent_output=step, agent_name="Visual Content creator Agent")
                 llm=self.llm,
-                max_iter=4,
-                callbacks=[CustomHandler("Visual Creator")]
+                #max_iter=4,
+                callbacks=[CustomHandler("Visual Content Creator")]
             )
             return [content_creator_agent,visual_content_creator_agent]
 

src/llmconfig/groqllm.py

@@ -12,7 +12,9 @@ class GroqLLM:
 
     def groq_llm_config(self):
         groq = ChatGroq(
-            temperature=0.5,
+            max_tokens=4000,
+            max_retries=3,
+            temperature=0.7,
             model= self.user_controls_input["selected_model"],
             api_key="" # Optional if not set as an environment variable
         )

src/supportingtools/tools.py

@@ -32,8 +32,11 @@ class SupportingTools:
         return image
 
     @tool("Image Generate Tool")
-    def image_generate(self,context: str):
-        """This is Image generate tool"""
+    def image_generate(prompt: str):
+        """
+        Args:
+           prompt (str): the prompt string return from the classification agent is the argument prompt in the functiom generat image tool.
+        """
         API_URL = "https://api-inference.huggingface.co/models/stabilityai/stable-diffusion-xl-base-1.0"
         hugginface_api_key = os.getenv("HUGGINGFACE_API_KEY")
         headers = {"Authorization": f"Bearer {hugginface_api_key}"}
@@ -42,11 +45,14 @@ class SupportingTools:
             response = requests.post(API_URL, headers=headers, json=payload)
             return response.content
         image_bytes = query({
-            "inputs": context,
+            "inputs": prompt,
         })
-        name = context.split(" ")[0]
+        name = prompt.split(" ")[0]
         image = Image.open(io.BytesIO(image_bytes)).resize((1024, 1024))
         image.save(f"./outputs/generate_{name}.jpg")
+        import streamlit as st 
+        st.write("************ # IMAGE GEN # ********")
+        st.image(image)
         return image
     
     

src/task/tasks.py

@@ -103,7 +103,7 @@ class CrewAITasks:
                 description="""
                 The role involves optimizing content for search engines by analyzing, recommending improvements, and monitoring performance, ultimately aiming to enhance content discoverability online and improve its ranking on search engine results pages.
                 """,
-                agent=self.lst_agents[4], # seo_analyst_agent,
+                agent=self.lst_agents[3], # seo_analyst_agent,
                 expected_output="""
                 Apply SEO best practices to the generated content. This may involve:
                 - Keyword optimization.
@@ -119,7 +119,7 @@ class CrewAITasks:
                 description="""
                 The Editorial Assistant plays a pivotal role in guaranteeing that published content is error-free, stylistically appropriate, and prepared to meet the publication's standards and expectations.
                 """,
-                agent=self.lst_agents[5] , # editorial_assistant_agent,
+                agent=self.lst_agents[4] , # editorial_assistant_agent,
                 expected_output="""
                 The expected output is high-quality content that is polished, accurate, and in line with the publication's editorial standards, ensuring a positive reader experience and maintaining the publication's reputation for excellence.
                 """,
@@ -174,8 +174,8 @@ class CrewAITasks:
                 """,
                 agent=self.lst_agents[1],
                 #context=[content_creator_task],
-                expected_output=f"""Generate a High Resolution image in .png or .jpg file image based on the {self.topic} and return it in images folder and append it in output_file="images/gen_*""",
-                output_file="outputs/img_creator.png"
+                expected_output=f"""Generate a High Resolution image in .png or .jpg file image based on the {self.topic} and return it in images folder and append it in output_file="./images/gen_*""",
+                output_file="./outputs/img_creator.png"
                 
             )