fresh change to the gpt-llm to be functional

Dockerfile

@@ -1,20 +0,0 @@
-# from python image
-FROM python:3.10.12-slim
-
-# Set the working directory in the container
-WORKDIR /app
-
-# Copy requirements.txt first
-COPY requirements.txt .
-
-# Install Python dependencies from requirements.txt
-RUN pip install -r requirements.txt
-
-# Copy everything in my directory int he image directory
-COPY . .
-
-# Make port 8000 available to the world outside this container
-EXPOSE 8000
-
-# Run gpt-llm.py when the container launches
-CMD ["python", "gpt-llm.py"]

gpt-llm.py

@@ -14,6 +14,16 @@ import os
 from typing import Dict, Any, List
 import textwrap
 from flask import Flask, request, jsonify
+import gradio as gr
+import streamlit as st
+
+DESCRIPTION = '''
+<div>
+<h1 style="text-align: center;">Phobos 🪐</h1>
+<p>This is a open tuned model that was fitted onto a RAG pipeline using <a href="https://huggingface.co/sentence-transformers/all-mpnet-base-v2"><b>all-mpnet-base-v2</b></a>.</p>
+<h3 style="text-align: center;">In order to chat, please say 'gen phobos' = General Question you have of any topic. Say 'phobos' for questions specifically medical.</h3>
+</div>
+'''
 
 # API keys
 api_key = os.getenv('OPEN_AI_API_KEY')
@@ -232,9 +242,6 @@ Answer:"""
     prompt = base_prompt.format(previous_questions=prev_questions_str, query=prompt) # format method expect a string to subsistute not a list
     return prompt
 
-# List of files paths for memory
-memory_file_paths = []
-
 # Saving 10 Previous questions and answers
 def prev_recent_questions(input_text: str,
                           ai_output: list):
@@ -264,11 +271,9 @@ def prev_recent_questions(input_text: str,
         print(f"Error writing file: {e}")
 
     # # Make a list of the path names
-    # if len(ten_paths) == 10:
     return file_path
 
 
-
 # Function RAG-GPT
 def rag_gpt(query: str,
             previous_quest: list,
@@ -457,19 +462,18 @@ def rag_gpt(query: str,
     else:
         return output_back, source_grabbed_back, pdf_source_back, url_source_back
 
-
-# We've already loaded our model way above let's simply call it's functions and variables
-app = Flask(__name__)
-
 # Mode of the LLM
 llm_mode = "" 
 
+# List of files paths for memory
+memory_file_paths = []
+
 # first time condition
 first_time = True
 
 # Previous 5 questions stored in a dictionary for the memory of LLM
 prev_5_questions_list = []
-
+    
 def check_cuda_and_gpu_type():
     # Your logic to check CUDA availability and GPU type
     if torch.cuda.is_available():
@@ -477,49 +481,38 @@ def check_cuda_and_gpu_type():
         return f"CUDA is Available! GPU Info: {gpu_info}"
     else:
         return "CUDA is Not Available."
+    
 
-@app.route('/')
-def home():
-    return "Welcome to the LLM API"
-
-@app.route('/generate', methods=['POST'])
-def generate_text():
+def bot_comms(input, history):
     """
-    A request received to '/generate' endpoint, the input data will be tokenized and passed
-    to the model for text generation, after the generated text is returned to the ouput of
-    the API endpoint.
+    Communication between UI on gradio to the rag_gpt model.
     """
-
-    # input data from gradio
-    input_data = request.json['input'] # AKA the query
     global llm_mode
     global memory_file_paths
     global prev_5_questions_list
     global first_time
 
+    if input == "cuda info":
+        output = check_cuda_and_gpu_type()
+        return output
+    
     state_mode = True
-    if input_data == 'cuda info':
-        output_text = check_cuda_and_gpu_type()
-        return jsonify({"output": output_text})
-
     # Input as 'gen phobos'
-    if input_data == "gen phobos":
+    if input == "gen phobos":
         output_text = "Great! Ask me any question. 🦧"
-        llm_mode = input_data
-        print(jsonify({'output': output_text}))
-        return jsonify({'output': output_text})
+        llm_mode = input
+        return output_text
 
-    if input_data == "phobos":
+    if input == "phobos":
         output_text = "Okay! What's your medical questions.⚕️"
-        llm_mode = input_data
-        return jsonify({'output': output_text})
+        llm_mode = input
+        return output_text
     
         # Reset memory with command
-    if input_data == "reset memory":
+    if input == "reset memory":
         memory_file_paths = []
         output_text = f"Manually Resetted Memory! 🧠"
-        print(f"\nLen of memory {len(memory_file_paths)}\n")
-        return jsonify({'output': output_text})
+        return output_text
 
     if llm_mode == "gen phobos":
         # Get the 10 previous file paths
@@ -534,23 +527,18 @@ def generate_text():
         if first_time:
             state_mode = False
             # Get the previous questions and answers list to pass to rag_gpt to place on base prompt
-            gen_gpt_output = rag_gpt(input_data, previous_quest=[], rag_pipeline=state_mode)
+            gen_gpt_output = rag_gpt(input, previous_quest=[], rag_pipeline=state_mode)
             first_time = False
         else:
             state_mode = False
-            gen_gpt_output = rag_gpt(input_data, previous_quest=prev_5_questions_list, rag_pipeline=state_mode)
+            gen_gpt_output = rag_gpt(input, previous_quest=prev_5_questions_list, rag_pipeline=state_mode)
 
         # reset the memory file_paths
-        print(f"\n\nNumber of file paths in gen memory: {memory_file_paths}\n\n")
         if len(memory_file_paths) == 5:
             memory_file_paths = []
-            print(f"MEMORY has been reset.")
 
-        file_path = prev_recent_questions(input_text=input_data, ai_output=gen_gpt_output)
+        file_path = prev_recent_questions(input_text=input, ai_output=gen_gpt_output)
         memory_file_paths.append(file_path)
-        print(f"Total amount of memory file paths: {len(memory_file_paths)}")
-        print(f"This is the input: {input_data}")
-        return jsonify({'output': gen_gpt_output})
     
     if llm_mode == "phobos":
         for path in memory_file_paths:
@@ -561,29 +549,40 @@ def generate_text():
                 # Make keys and values for prev dict
                 prev_5_questions_list.append(q_a)
 
-        # Be default the Rag Pipeline is enabled
-        # Pass the rag_gpt to process input data and generate a text response
-        # return the text back to the API endpoint
-
         if first_time:
             # Get the previous questions and answers list to pass to rag_gpt to place on base prompt
-            rag_output_text = rag_gpt(input_data, previous_quest=[], rag_pipeline=state_mode)
+            rag_output_text = rag_gpt(input, previous_quest=[], rag_pipeline=state_mode)
             first_time = False
             # return jsonify({'output': rag_output_text})
         else:
-            rag_output_text = rag_gpt(input_data, previous_quest=prev_5_questions_list, rag_pipeline=state_mode)
+            rag_output_text = rag_gpt(input, previous_quest=prev_5_questions_list, rag_pipeline=state_mode)
             # return jsonify({'output': rag_output_text})
         
         # reset the memory file_paths
-        print(f"\n\nNumber of file paths in memory: {memory_file_paths}")
         if len(memory_file_paths) == 5:
             memory_file_paths = []
-            print(f"MEMORY has been reset.")
         
-        file_path = prev_recent_questions(input_text=input_data, ai_output=rag_output_text)
+        file_path = prev_recent_questions(input_text=input, ai_output=rag_output_text)
         memory_file_paths.append(file_path)
-        print(f"This is the input: {input_data}")
-        return jsonify({'output': rag_output_text})
 
-if __name__ == '__main__':
-    app.run(port=8000)
+    output = rag_gpt(query=input,
+                     previous_quest=[],
+                     rag_pipeline=False)
+    formatted_response = "\n".join(output[0].split("\n"))
+    return formatted_response
+
+# Gradio block
+chatbot=gr.Chatbot(height=725, label='Gradio ChatInterface')
+
+with gr.Blocks(fill_height=True) as demo:
+    gr.Markdown(DESCRIPTION)
+    gr.ChatInterface(
+        fn=bot_comms,
+        chatbot=chatbot,
+        fill_height=True,
+        examples=["gen phobos", "phobos", "reset memory", "cuda info"],
+        cache_examples=False
+    )
+
+if __name__ == "__main__":
+    demo.launch()

logfiles/may-2024/how_do_cancer_cells_get_worst.txt

@@ -0,0 +1,55 @@
+Original Query: how do cancer cells get worst
+
+Base Prompt: In this text, you will act as supportive assistant.
+Give yourself room to think.
+Explain each topic with facts and also suggestions based on the users needs.
+Keep your answers thorough but practical.
+
+Here are the past questions and answers you gave to the user, to serve you as a memory:
+
+
+Answer the User query regardless if there was past questions or not.
+
+User query: how do cancer cells get worst
+Answer:
+
+Output:
+
+I'm here to help you with your query. Cancer cells can worsen due to various factors such as genetic mutations, uncontrolled cell growth, and the ability to spread to other parts of the body. These cells can become more aggressive as they acquire additional mutations, making them resistant to treatments and allowing them to grow and spread more rapidly.
+
+To address this issue, it's important to consider personalized treatment options based on the specific type of cancer and its characteristics. This may include targeted therapies, immunotherapy, chemotherapy, or a combination of treatments. Regular monitoring and follow-up with healthcare providers are crucial to track the progression of the disease and adjust treatment plans accordingly.
+
+If you have any specific concerns or questions about cancer progression, feel free to share them so I can provide more tailored advice and information.
+
+
+
+Json format response: {
+    "id": "chatcmpl-9OTJg4FxuIWZ4ZBAd49axCuY501nI",
+    "choices": [
+        {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+                "content": "I'm here to help you with your query. Cancer cells can worsen due to various factors such as genetic mutations, uncontrolled cell growth, and the ability to spread to other parts of the body. These cells can become more aggressive as they acquire additional mutations, making them resistant to treatments and allowing them to grow and spread more rapidly.\n\nTo address this issue, it's important to consider personalized treatment options based on the specific type of cancer and its characteristics. This may include targeted therapies, immunotherapy, chemotherapy, or a combination of treatments. Regular monitoring and follow-up with healthcare providers are crucial to track the progression of the disease and adjust treatment plans accordingly.\n\nIf you have any specific concerns or questions about cancer progression, feel free to share them so I can provide more tailored advice and information.",
+                "role": "assistant",
+                "function_call": null,
+                "tool_calls": null
+            }
+        }
+    ],
+    "created": 1715619592,
+    "model": "gpt-3.5-turbo-0125",
+    "object": "chat.completion",
+    "system_fingerprint": null,
+    "usage": {
+        "completion_tokens": 159,
+        "prompt_tokens": 106,
+        "total_tokens": 265
+    }
+}
+
+Model used: gpt-3.5-turbo
+Date: May 13, 2024
+Time: 09:59:56
+

logfiles/may-2024/how_do_they_these_cells_get_worst.txt

@@ -0,0 +1,51 @@
+Original Query: how do they these cells get worst
+
+Base Prompt: In this text, you will act as supportive assistant.
+Give yourself room to think.
+Explain each topic with facts and also suggestions based on the users needs.
+Keep your answers thorough but practical.
+
+Here are the past questions and answers you gave to the user, to serve you as a memory:
+
+
+Answer the User query regardless if there was past questions or not.
+
+User query: how do they these cells get worst
+Answer:
+
+Output:
+
+Thank you for the guidance. I am ready to assist you with any questions or concerns you may have. Please go ahead and ask your query whenever you're ready.
+
+
+
+Json format response: {
+    "id": "chatcmpl-9OTJOI2BNDcYDdVso5aNkrNFhd8kY",
+    "choices": [
+        {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+                "content": "Thank you for the guidance. I am ready to assist you with any questions or concerns you may have. Please go ahead and ask your query whenever you're ready.",
+                "role": "assistant",
+                "function_call": null,
+                "tool_calls": null
+            }
+        }
+    ],
+    "created": 1715619574,
+    "model": "gpt-3.5-turbo-0125",
+    "object": "chat.completion",
+    "system_fingerprint": null,
+    "usage": {
+        "completion_tokens": 33,
+        "prompt_tokens": 107,
+        "total_tokens": 140
+    }
+}
+
+Model used: gpt-3.5-turbo
+Date: May 13, 2024
+Time: 09:59:36
+

logfiles/may-2024/how_does_cancer_grow.txt

@@ -0,0 +1,61 @@
+Original Query: how does cancer grow
+
+Base Prompt: In this text, you will act as supportive assistant.
+Give yourself room to think.
+Explain each topic with facts and also suggestions based on the users needs.
+Keep your answers thorough but practical.
+
+Here are the past questions and answers you gave to the user, to serve you as a memory:
+
+
+Answer the User query regardless if there was past questions or not.
+
+User query: how does cancer grow
+Answer:
+
+Output:
+
+Thank you for the guidance. I will make sure to provide detailed and practical explanations for each topic the user asks about. Let's get started! 
+
+User query: how does cancer grow
+
+Cancer is a complex disease that involves the uncontrolled growth and spread of abnormal cells in the body. The process of cancer growth can vary depending on the type of cancer, but in general, it starts with a mutation in the DNA of a cell that causes it to divide uncontrollably. These mutated cells can form a mass of tissue called a tumor. 
+
+As the cancer cells continue to divide and grow, they can invade nearby tissues and organs, disrupting their normal function. Cancer cells can also break away from the original tumor and travel through the bloodstream or lymphatic system to other parts of the body, where they can form new tumors in a process called metastasis.
+
+To prevent cancer growth, it is important to maintain a healthy lifestyle, including eating a balanced diet, exercising regularly, avoiding tobacco and excessive alcohol consumption, and getting regular screenings for early detection. Treatment options for cancer may include surgery, chemotherapy, radiation therapy, targeted therapy, immunotherapy, or a combination of these approaches, depending on the type and stage of the cancer.
+
+If you have any specific concerns or questions about cancer growth or prevention, feel free to ask for more information.
+
+
+
+Json format response: {
+    "id": "chatcmpl-9OTIg6yID2bFljmu4Hd5NVeoIaXjq",
+    "choices": [
+        {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+                "content": "Thank you for the guidance. I will make sure to provide detailed and practical explanations for each topic the user asks about. Let's get started! \n\nUser query: how does cancer grow\n\nCancer is a complex disease that involves the uncontrolled growth and spread of abnormal cells in the body. The process of cancer growth can vary depending on the type of cancer, but in general, it starts with a mutation in the DNA of a cell that causes it to divide uncontrollably. These mutated cells can form a mass of tissue called a tumor. \n\nAs the cancer cells continue to divide and grow, they can invade nearby tissues and organs, disrupting their normal function. Cancer cells can also break away from the original tumor and travel through the bloodstream or lymphatic system to other parts of the body, where they can form new tumors in a process called metastasis.\n\nTo prevent cancer growth, it is important to maintain a healthy lifestyle, including eating a balanced diet, exercising regularly, avoiding tobacco and excessive alcohol consumption, and getting regular screenings for early detection. Treatment options for cancer may include surgery, chemotherapy, radiation therapy, targeted therapy, immunotherapy, or a combination of these approaches, depending on the type and stage of the cancer.\n\nIf you have any specific concerns or questions about cancer growth or prevention, feel free to ask for more information.",
+                "role": "assistant",
+                "function_call": null,
+                "tool_calls": null
+            }
+        }
+    ],
+    "created": 1715619530,
+    "model": "gpt-3.5-turbo-0125",
+    "object": "chat.completion",
+    "system_fingerprint": null,
+    "usage": {
+        "completion_tokens": 269,
+        "prompt_tokens": 104,
+        "total_tokens": 373
+    }
+}
+
+Model used: gpt-3.5-turbo
+Date: May 13, 2024
+Time: 09:58:56
+

logfiles/may-2024/how_old_is_jupiter_in_space.txt

@@ -0,0 +1,53 @@
+Original Query: how old is jupiter in space
+
+Base Prompt: In this text, you will act as supportive assistant.
+Give yourself room to think.
+Explain each topic with facts and also suggestions based on the users needs.
+Keep your answers thorough but practical.
+
+Here are the past questions and answers you gave to the user, to serve you as a memory:
+
+
+Answer the User query regardless if there was past questions or not.
+
+User query: how old is jupiter in space
+Answer:
+
+Output:
+
+Jupiter is approximately 4.5 billion years old, just like the rest of our solar system. It formed around the same time as the Sun and the other planets. Jupiter is the largest planet in our solar system and is known for its massive size and strong magnetic field. It plays a crucial role in shaping the orbits of other planets and objects in the solar system.
+
+If you are interested in learning more about Jupiter, I can provide you with information on its composition, moons, and fascinating features. Just let me know how I can assist you further!
+
+
+
+Json format response: {
+    "id": "chatcmpl-9OTG1Z6uqtXMHMEN7lQm3aLtdDyRv",
+    "choices": [
+        {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+                "content": "Jupiter is approximately 4.5 billion years old, just like the rest of our solar system. It formed around the same time as the Sun and the other planets. Jupiter is the largest planet in our solar system and is known for its massive size and strong magnetic field. It plays a crucial role in shaping the orbits of other planets and objects in the solar system.\n\nIf you are interested in learning more about Jupiter, I can provide you with information on its composition, moons, and fascinating features. Just let me know how I can assist you further!",
+                "role": "assistant",
+                "function_call": null,
+                "tool_calls": null
+            }
+        }
+    ],
+    "created": 1715619365,
+    "model": "gpt-3.5-turbo-0125",
+    "object": "chat.completion",
+    "system_fingerprint": null,
+    "usage": {
+        "completion_tokens": 112,
+        "prompt_tokens": 107,
+        "total_tokens": 219
+    }
+}
+
+Model used: gpt-3.5-turbo
+Date: May 13, 2024
+Time: 09:56:08
+

logfiles/may-2024/how_was_earth_created.txt

@@ -0,0 +1,53 @@
+Original Query: how was earth created
+
+Base Prompt: In this text, you will act as supportive assistant.
+Give yourself room to think.
+Explain each topic with facts and also suggestions based on the users needs.
+Keep your answers thorough but practical.
+
+Here are the past questions and answers you gave to the user, to serve you as a memory:
+
+
+Answer the User query regardless if there was past questions or not.
+
+User query: how was earth created
+Answer:
+
+Output:
+
+The Earth was formed approximately 4.5 billion years ago through a process called accretion. This involved particles in the early solar system coming together due to gravity, eventually forming the planet we now call home. The early Earth was a hot and violent place, with volcanic activity and frequent impacts from asteroids and comets shaping its surface.
+
+If you're interested in learning more about the formation of Earth, I recommend exploring resources from reputable scientific sources such as NASA or the Smithsonian National Museum of Natural History. These sources can provide detailed information and visuals to help you better understand the fascinating process of Earth's creation.
+
+
+
+Json format response: {
+    "id": "chatcmpl-9OTHTmVPVQcT5ucdn1qX0Txk8BZ9S",
+    "choices": [
+        {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+                "content": "The Earth was formed approximately 4.5 billion years ago through a process called accretion. This involved particles in the early solar system coming together due to gravity, eventually forming the planet we now call home. The early Earth was a hot and violent place, with volcanic activity and frequent impacts from asteroids and comets shaping its surface.\n\nIf you're interested in learning more about the formation of Earth, I recommend exploring resources from reputable scientific sources such as NASA or the Smithsonian National Museum of Natural History. These sources can provide detailed information and visuals to help you better understand the fascinating process of Earth's creation.",
+                "role": "assistant",
+                "function_call": null,
+                "tool_calls": null
+            }
+        }
+    ],
+    "created": 1715619455,
+    "model": "gpt-3.5-turbo-0125",
+    "object": "chat.completion",
+    "system_fingerprint": null,
+    "usage": {
+        "completion_tokens": 122,
+        "prompt_tokens": 104,
+        "total_tokens": 226
+    }
+}
+
+Model used: gpt-3.5-turbo
+Date: May 13, 2024
+Time: 09:57:38
+

logfiles/may-2024/how_was_mars_created.txt

@@ -0,0 +1,63 @@
+Original Query: how was mars created
+
+Base Prompt: In this text, you will act as supportive assistant.
+Give yourself room to think.
+Explain each topic with facts and also suggestions based on the users needs.
+Keep your answers thorough but practical.
+
+Here are the past questions and answers you gave to the user, to serve you as a memory:
+
+
+Answer the User query regardless if there was past questions or not.
+
+User query: how was mars created
+Answer:
+
+Output:
+
+Thank you for the guidance. I will make sure to provide detailed and practical responses to the user's queries. Now, let's address the user's question about how Mars was created.
+
+Mars, like other planets in our solar system, formed about 4.6 billion years ago from the solar nebula, a cloud of gas and dust left over from the formation of the Sun. Here are some key points about the formation of Mars:
+
+1. **Formation from the Solar Nebula**: Mars began to form as dust particles in the solar nebula started to clump together due to gravity. Over time, these particles collided and stuck together, forming larger and larger bodies.
+
+2. **Planetesimal Formation**: These growing bodies, known as planetesimals, eventually merged to form protoplanets. Mars is believed to have formed from the collision and accretion of these protoplanets.
+
+3. **Differentiation**: As Mars grew in size, it underwent a process called planetary differentiation. This means that the planet's interior became layered, with heavier materials sinking to the core and lighter materials rising to the surface.
+
+4. **Impact Events**: Mars, like other planets, experienced a period of heavy bombardment early in its history. Large impacts from asteroids and comets shaped the planet's surface and may have played a role in its evolution.
+
+Based on this information, if you are interested in learning more about the formation of Mars or planetary science in general, I would recommend exploring resources such as scientific articles, documentaries, or online courses. Additionally, if you have specific questions or areas of interest related to Mars' formation, feel free to ask for more detailed information.
+
+
+
+Json format response: {
+    "id": "chatcmpl-9OTHnHVgIW7coot13dxA0vnJneVc0",
+    "choices": [
+        {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+                "content": "Thank you for the guidance. I will make sure to provide detailed and practical responses to the user's queries. Now, let's address the user's question about how Mars was created.\n\nMars, like other planets in our solar system, formed about 4.6 billion years ago from the solar nebula, a cloud of gas and dust left over from the formation of the Sun. Here are some key points about the formation of Mars:\n\n1. **Formation from the Solar Nebula**: Mars began to form as dust particles in the solar nebula started to clump together due to gravity. Over time, these particles collided and stuck together, forming larger and larger bodies.\n\n2. **Planetesimal Formation**: These growing bodies, known as planetesimals, eventually merged to form protoplanets. Mars is believed to have formed from the collision and accretion of these protoplanets.\n\n3. **Differentiation**: As Mars grew in size, it underwent a process called planetary differentiation. This means that the planet's interior became layered, with heavier materials sinking to the core and lighter materials rising to the surface.\n\n4. **Impact Events**: Mars, like other planets, experienced a period of heavy bombardment early in its history. Large impacts from asteroids and comets shaped the planet's surface and may have played a role in its evolution.\n\nBased on this information, if you are interested in learning more about the formation of Mars or planetary science in general, I would recommend exploring resources such as scientific articles, documentaries, or online courses. Additionally, if you have specific questions or areas of interest related to Mars' formation, feel free to ask for more detailed information.",
+                "role": "assistant",
+                "function_call": null,
+                "tool_calls": null
+            }
+        }
+    ],
+    "created": 1715619475,
+    "model": "gpt-3.5-turbo-0125",
+    "object": "chat.completion",
+    "system_fingerprint": null,
+    "usage": {
+        "completion_tokens": 336,
+        "prompt_tokens": 104,
+        "total_tokens": 440
+    }
+}
+
+Model used: gpt-3.5-turbo
+Date: May 13, 2024
+Time: 09:58:03
+

logfiles/may-2024/whats_your_name.txt

@@ -0,0 +1,51 @@
+Original Query: what's your name?
+
+Base Prompt: In this text, you will act as supportive assistant.
+Give yourself room to think.
+Explain each topic with facts and also suggestions based on the users needs.
+Keep your answers thorough but practical.
+
+Here are the past questions and answers you gave to the user, to serve you as a memory:
+
+
+Answer the User query regardless if there was past questions or not.
+
+User query: what's your name?
+Answer:
+
+Output:
+
+Hello! My name is Phobos. How can I assist you today?
+
+
+
+Json format response: {
+    "id": "chatcmpl-9OTKAlTdnX4jPrZvJDjHkJdgptTp9",
+    "choices": [
+        {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+                "content": "Hello! My name is Phobos. How can I assist you today?",
+                "role": "assistant",
+                "function_call": null,
+                "tool_calls": null
+            }
+        }
+    ],
+    "created": 1715619622,
+    "model": "gpt-3.5-turbo-0125",
+    "object": "chat.completion",
+    "system_fingerprint": null,
+    "usage": {
+        "completion_tokens": 16,
+        "prompt_tokens": 104,
+        "total_tokens": 120
+    }
+}
+
+Model used: gpt-3.5-turbo
+Date: May 13, 2024
+Time: 10:00:23
+

memory/may-2024/how_do_cancer_cells_get_worst.txt

@@ -0,0 +1,22 @@
+Current Question: how do cancer cells get worst
+
+Based on the context items provided, cancer cells can worsen due to various factors related to their abnormal behavior and characteristics. Here are some key points on how cancer cells can deteriorate:
+
+1. **Failure of Differentiation**: Cancer cells do not specialize or mature like healthy cells. This lack of maturation leads to uncontrolled growth and reproduction of cancer cells, contributing to disease progression.
+
+2. **Increased Lifespan**: Cancer cells often have a prolonged lifespan compared to normal cells due to a failure in programmed cell death (apoptosis). This extended survival allows cancer cells to continue dividing and accumulating, leading to tumor development and worsening of the condition.
+
+3. **Survival Mechanisms**: Cancer cells possess survival mechanisms that enable them to thrive in challenging environments by evading apoptosis and surviving without essential growth factors. These mechanisms contribute to the persistence and growth of cancer cells, worsening the disease.
+
+4. **Metastasis and Growth**: As cancer cells progress, they may acquire the ability to invade surrounding tissues and spread to distant sites in the body through metastasis. Metastatic cancer is more challenging to treat and indicates an advanced stage of the disease, leading to the formation of secondary tumors and further deterioration.
+
+Understanding how cancer cells worsen involves recognizing their abnormal characteristics, survival mechanisms, failure to differentiate, and the impact of metastasis on disease progression. If you have further questions or need more information on how cancer cells deteriorate, feel free to ask.
+
+Originated Source:
+
+ Cancer cells don't specialise Unlike healthy cells, cancer cells don't carry on maturing or become so specialised. Cells mature so that they are able to carry out their function in the body. This process of maturing is called differentiation. In cancer, the cells often reproduce very quickly and don't have a chance to mature. Because the cells aren't mature, they don't work properly. And because they divide quicker than usual, there's a higher chance that they will pick up more mistakes in their genes. This can make them even more immature so that they divide and grow even more quickly. Cancer cells don't repair themselves or die Normal cells can repair themselves if their genes become damaged. This is known as DNA repair. Cells self destruct if the damage is too bad.
+Source Directed : https://www.cancerresearchuk.org/about-cancer/what-is-cancer/how-cancer-starts/cancer-cells
+
+Date: May 13, 2024
+Time: 09:59:52
+

memory/may-2024/how_do_they_these_cells_get_worst.txt

@@ -0,0 +1,22 @@
+Current Question: how do they these cells get worst
+
+I see you are inquiring about how cancer cells worsen. Cancer cells can progress and worsen due to various factors related to their abnormal behavior and characteristics. Here are some key points based on the context items provided:
+
+1. **Failure of Differentiation**: Cancer cells, particularly leukemic cells, fail to undergo terminal differentiation. Instead of maturing into specialized cells, they become arrested at early stages of maturation where they retain their capacity for proliferation. This lack of differentiation contributes to the uncontrolled growth and reproduction of cancer cells, leading to the progression of the disease.
+
+2. **Increased Lifespan**: Many cancer cells exhibit a failure to undergo programmed cell death, also known as apoptosis. This failure results in cancer cells having increased lifespans compared to normal cells. The prolonged survival of cancer cells allows them to continue dividing and accumulating, contributing to tumor development and progression.
+
+3. **Survival Mechanisms**: Tumor cells often possess the ability to survive in the absence of growth factors that are essential for normal cell survival. This survival advantage enables cancer cells to persist and grow even when deprived of the usual signals that regulate cell behavior. The ability of cancer cells to evade apoptosis and survive in challenging environments plays a significant role in the worsening of the disease.
+
+4. **Metastasis and Growth**: As cancer cells progress, they may acquire the ability to invade surrounding tissues and spread to distant sites in the body, a process known as metastasis. Metastatic cancer is more challenging to treat and often indicates a more advanced stage of the disease. The spread of cancer cells to new locations can lead to the formation of secondary tumors, further worsening the condition.
+
+Understanding how cancer cells worsen involves recognizing their abnormal characteristics, survival mechanisms, failure to undergo differentiation, and the impact of metastasis on disease progression. If you have further questions or need more information on how cancer cells worsen, feel free to ask.
+
+Originated Source:
+
+ Usually, the eĊect is restricted to the outer layers of cells and relatively harmless, as in a wart. Occasionally, through a genetic accident causing misregulation of the viral genes whose products prevent cell-cycle arrest, the control of cell division is subverted
+The sources origins comes from a PDF
+
+Date: May 13, 2024
+Time: 09:59:34
+

memory/may-2024/how_does_cancer_grow.txt

@@ -0,0 +1,24 @@
+Current Question: how does cancer grow
+
+Cancer growth is characterized by the continual unregulated proliferation of cancer cells, which do not respond appropriately to the signals that control normal cell behavior. Instead of following the normal growth cycle of cells, cancer cells grow and divide uncontrollably, leading to the formation of tumors. Here are some key points on how cancer grows based on the provided context items:
+
+1. **Unregulated Proliferation**: The fundamental abnormality in cancer development is the uncontrolled growth and division of cancer cells. These cells do not follow the normal signals that regulate cell growth, leading to their unchecked proliferation.
+
+2. **Invasion and Metastasis**: Cancer cells have the ability to invade nearby tissues and organs, disrupting their normal function. Malignant tumors, which are cancerous, can spread throughout the body via the circulatory or lymphatic systems, a process known as metastasis. This spreading of cancer cells to distant sites makes cancer a dangerous and challenging disease to treat.
+
+3. **Loss of Growth Control**: Cancer cells exhibit a generalized loss of growth control due to accumulated abnormalities in multiple cell regulatory systems. This loss of control is reflected in various aspects of cell behavior that distinguish cancer cells from normal cells.
+
+4. **Tumor Formation**: Abnormal or damaged cells that grow and multiply uncontrollably can form tumors, which are lumps of tissue. These tumors can be either benign or malignant. Benign tumors remain confined to their original location, while malignant tumors have the ability to invade surrounding tissues and spread to other parts of the body.
+
+5. **Metastasis**: The spread of cancer cells to distant sites in the body is a critical aspect of cancer growth. Metastatic cancer is more challenging to treat as it requires a comprehensive approach to target cancer cells that have traveled to different organs or tissues.
+
+Understanding how cancer grows involves recognizing the abnormal behavior of cancer cells, their ability to invade and metastasize, and the challenges posed by malignant tumors. If you have further questions or need more information on cancer growth, feel free to ask.
+
+Originated Source:
+
+ The Development and Causes of Cancer The fundamental abnormality resulting in the development of cancer is the continual unregulated proliferation of cancer cells. Rather than responding appropriately to the signals that control normal cell behavior, cancer cells grow and divide in an uncontrolled manner, invading normal tissues and organs and eventually spreading throughout the body. The generalized loss of growth control exhibited by cancer cells is the net result of accumulated abnormalities in multiple cell regulatory systems and is reflected in several aspects of cell behavior that distinguish cancer cells from their normal counterparts. Go to: Types of Cancer Cancer can result from abnormal proliferation of any of the diĊerent kinds of cells in the body, so there are more than a hundred distinct types of cancer, which can vary substantially in their behavior and response to treatment. The most important issue in cancer pathology is the distinction between benign and malignant tumors (Figure 15. 1). A tumor is any abnormal proliferation of cells, which may be either benign or malignant. A benign tumor, such as a common skin wart, remains confined to its original location, neither invading surrounding normal tissue nor spreading to distant body sites. A malignant tumor, however, is capable of both invading surrounding normal tissue and spreading throughout the body via the circulatory or lymphatic systems (metastasis). Only malignant tumors are properly referred to as cancers, and it is their ability to invade and metastasize that makes cancer so dangerous. Whereas benign tumors can usually be removed surgically, the spread of malignant tumors to distant body sites frequently makes them resistant to such localized treatment.
+The sources origins comes from a PDF
+
+Date: May 13, 2024
+Time: 09:58:50
+

memory/may-2024/how_old_is_jupiter_in_space.txt

@@ -0,0 +1,9 @@
+Current Question: how old is jupiter in space
+
+Jupiter is approximately 4.5 billion years old, just like the rest of our solar system. It formed around the same time as the Sun and the other planets. Jupiter is the largest planet in our solar system and is known for its massive size and strong gravitational pull. It plays a crucial role in shaping the orbits of other planets and objects in the solar system.
+
+If you are interested in learning more about Jupiter, I can provide you with information on its composition, moons, and fascinating features. Just let me know how I can assist you further!
+
+Date: May 13, 2024
+Time: 09:56:05
+

memory/may-2024/how_was_earth_created.txt

@@ -0,0 +1,18 @@
+Current Question: how was earth created
+
+Thank you for the guidance. I will make sure to provide detailed and practical responses to the user's queries. 
+
+User query: how was Earth created?
+
+Earth was formed approximately 4.5 billion years ago through a process known as accretion. During the early stages of the solar system's formation, a large cloud of gas and dust collapsed under its gravity, leading to the formation of the Sun at the center. The remaining material in the disk surrounding the Sun began to clump together due to gravity, forming planetesimals. These planetesimals collided and merged over millions of years, eventually forming the Earth.
+
+Suggestions:
+1. **Further Reading**: If you are interested in learning more about the formation of Earth and the solar system, I recommend exploring resources such as scientific articles, documentaries, or books on astronomy and planetary science.
+2. **Visit a Planetarium**: Consider visiting a planetarium or science museum where you can learn more about the formation of planets, including Earth, through interactive exhibits and presentations.
+3. **Engage in Discussions**: Engaging in discussions with experts in the field of astronomy or geology can provide you with additional insights and perspectives on the creation of Earth.
+
+If you have any more questions or need further clarification, feel free to ask.
+
+Date: May 13, 2024
+Time: 09:57:35
+

memory/may-2024/how_was_mars_created.txt

@@ -0,0 +1,24 @@
+Current Question: how was mars created
+
+User query: How was Mars created?
+
+Mars, like Earth, was formed during the early stages of the solar system's evolution, approximately 4.6 billion years ago. The formation of Mars followed a similar process to that of Earth, known as accretion. Here are some key points on how Mars was created:
+
+1. **Accretion Process**: Just like Earth, Mars was formed from the leftover material in the solar nebula after the formation of the Sun. Small particles of dust and gas began to clump together due to gravity, forming larger bodies known as planetesimals.
+
+2. **Planetesimal Collisions**: Over time, these planetesimals collided and merged, gradually building up the mass of Mars. These collisions were crucial in shaping the planet's size, composition, and orbital characteristics.
+
+3. **Differentiation**: As Mars grew in size, it underwent a process called planetary differentiation, where heavier materials sank to its core, forming a metallic core, while lighter materials accumulated on the surface, creating the planet's crust and mantle.
+
+Suggestions:
+1. **Comparative Planetology**: To deepen your understanding of Mars' formation, you may want to explore comparative planetology, which involves studying the similarities and differences between Mars and Earth. This can provide valuable insights into the processes that shaped both planets.
+
+2. **Mars Missions**: Following the latest updates from Mars exploration missions, such as NASA's Perseverance rover or the upcoming Mars Sample Return mission, can offer real-time information on the planet's geology, atmosphere, and potential for past life.
+
+3. **Virtual Tours**: Consider taking virtual tours of Mars using online platforms like NASA's Mars Trek or Google Mars. These tools allow you to explore the planet's surface features, including canyons, volcanoes, and impact craters.
+
+If you have any more questions or need further details on Mars' formation, feel free to ask.
+
+Date: May 13, 2024
+Time: 09:57:55
+

memory/may-2024/whats_your_name.txt

@@ -0,0 +1,12 @@
+Current Question: what's your name?
+
+I'm Phobos, your helpful assistant. How can I assist you today?
+
+Originated Source:
+
+ Every year since her mom passed, Sarah has commemorated her mom's birthday in a special way. She calls that day – March 19 – "Ruthie Day." "I always ask everyone to do one random, selfless act of kindness, just like my mom did every day," she said. "Like she always said, we never know what each person is going through."And now that she's cleaned up her lifestyle, Sarah hopes to enjoy many more Ruthie Days. "I want to see my friends and families grow up and see their children grow up," she said. "I want to do and see as much as I can on this beautiful earth for as long as I can. I know all too well that I only have one life, and I want to take care of it."
+The sources origins comes from a PDF
+
+Date: May 13, 2024
+Time: 10:00:22
+