added better documentation

scripts/BaseOllama.py

@@ -4,6 +4,7 @@ class OllamaChatBot:
     def __init__(self, base_url, model, headers):
         self.base_url = base_url
         self.model = model
+        # check if header exists
         if self.is_empty(headers):
             self.headers = ""
         else: 
@@ -22,12 +23,11 @@ class OllamaChatBot:
                 headers = self.headers
             )
 
-    def is_empty(self, dictionary):
+    def is_empty(self, dictionary: dict) -> bool:
         return len(dictionary) == 1 and list(dictionary.keys())[0] == '' and list(dictionary.values())[0] == ''
 
         
-
+    def get_request(self, prompt: str) -> str:
-    def get_request(self, prompt):
         messanges = []
         self.messanges.append(prompt)
         if len(self.messanges) > 5:

scripts/GUIChat.py

@@ -24,7 +24,7 @@ class ChatGUI(CTk.CTk):
         self.create_widgets()
         self.start_message_processing_thread()
     
-    def get_response_from_ollama(self, prompt, context):
+    def get_response_from_ollama(self, prompt: str, context: str):
         try:
             if context !=  "":
                 if self.context != context:
@@ -52,7 +52,7 @@ class ChatGUI(CTk.CTk):
             self.entry_bar.delete(0, CTk.END)  # Clear input field after sending
             Thread(target=lambda q, arg1, arg2: q.put(self.get_response_from_ollama(arg1, arg2)), args=(self.message_queue, message, context)).start()
 
-    def show_reply(self, message):
+    def show_reply(self, message: str):
         bot_reply = Reply(master=self.messages_frame,reply_type = "Fabelous-AI-Bot", message=message)
         self.history.append(bot_reply)
         bot_reply.pack(anchor="w", padx=5, pady=2)
@@ -115,7 +115,7 @@ class ChatGUI(CTk.CTk):
         self.history = []
         self.bot.messanges = []
         self.rag.init_ollama()
-
+        self.file_entry.delete(0, "end")
 
     
     def start_message_processing_thread(self):

scripts/Message.py

@@ -7,7 +7,6 @@ class Reply(tk.Frame):
     def __init__(self, master, message,reply_type, font_size=12, background="#252525", text_color="white"):
         super().__init__(master)
         
-        # Define style configurations
         self.font = ("Helvetica", font_size)
         self.background = background
         self.text_color = text_color
@@ -15,8 +14,8 @@ class Reply(tk.Frame):
         
         self.message = self.extract_code(message)
         self.reply_scope = []
-        
+
-        # Adjust the overall background of the ttk.Notebook
+        # change background of message
         self.configure(background=self.background)
         
         
@@ -28,6 +27,7 @@ class Reply(tk.Frame):
         row_index = 1 # Track the current grid row for widgets
 
         for part in self.message:
+            # part is a code block
             if part.startswith(CODE_PREFIX):
                 part = part[len(CODE_PREFIX):]
                 code = tk.Text(master=self, width=50, font=self.font,
@@ -48,22 +48,31 @@ class Reply(tk.Frame):
             row_index += 1
 
 
-    def extract_code(self, input_string, replacement=CODE_PREFIX):
+    def extract_code(self, input_string: str, replacement=CODE_PREFIX) -> list:
-        split_parts = re.split(r'(```)', input_string)
+            # Split the input string on the ``` delimiter
-        output_array = []
+            split_parts = re.split(r'(```)', input_string)  # Include the delimiter in the results
-        previously_delimiter = False
-        
-        for part in split_parts:
-            if part == "```":
-                previously_delimiter = True
-                continue
             
-            if previously_delimiter:
+            # Initialize an empty list to store the output array
-                part = re.sub(r'^\b\w+\b', replacement, part, count=1)
+            output_array = []
-                previously_delimiter = False
             
-            if part.strip():
+            # Track whether the previous part was a ``` delimiter
-                output_array.append(part)
+            previously_delimiter = False
-        
+            
-        return output_array
+
+            for part in split_parts:
+                # Check if the current part is a ``` delimiter
+                if part == "```":
+                    previously_delimiter = True  # Set flag if a delimiter is found
+                    continue  # Skip adding the delimiter to the output
+                
+                # If the previous part was a delimiter, replace the first word with the specified string
+                if previously_delimiter:
+                    part = re.sub(r'^\b\w+\b', replacement, part, count=1)  # Replace the programming Language
+                    previously_delimiter = False  # Reset the flag
+                
+                # Only add non-empty parts to the output array
+                if part.strip():
+                    output_array.append(part)
+            
+            return output_array
     

scripts/Rag.py

@@ -20,7 +20,7 @@ class Rag:
         
         self.base_url_llm = base_url_llm
         self.base_url_embed = base_url_embed
-
+        # check if header exists 
         if self.is_empty(base_header):
             self.base_header = ""
         else: 
@@ -38,7 +38,7 @@ class Rag:
             headers = self.base_header
         )
 
-    def get_file(self, file_path):
+    def get_file(self, file_path: str):
         # Check if the file path starts with 'https://'
         if file_path.startswith('https://'):
             try:
@@ -73,12 +73,10 @@ class Rag:
         return True
             
 
-    def is_empty(self, dictionary):
+    def is_empty(self, dictionary: dict) -> bool:
         return len(dictionary) == 1 and list(dictionary.keys())[0] == '' and list(dictionary.values())[0] == ''
 
-        
+    def receive_data(self, file_path: str):
-
-    def receive_data(self, file_path):
         try:
             if self.get_file(file_path):
                 text_splitter = RecursiveCharacterTextSplitter(chunk_size=250, chunk_overlap=0)
@@ -89,10 +87,11 @@ class Rag:
                 return (True, f"'{file_path}' unsupported, read documentation for more information")    
         except (ValueError, AttributeError) as e:
             return (True, f"An unexpected Error occuried: {e}")    
-    def get_request(self, prompt):
+        
+    def get_request(self, prompt: str) -> str:
         qachain=RetrievalQA.from_chain_type(self.chat_ollama, retriever=self.retriever)
         try:
             return qachain.invoke({"query": prompt})["result"]
         except ValueError as e:
-            return (True,  f"An unexpected Error occuried: {e}")  
+            return f"An unexpected Error occuried: {e}"
     

scripts/TerminalChat.py

@@ -70,7 +70,7 @@ class TerminalBot:
         else:
             print(colored(message + "\n", "white"))
 
-    def extract_code(self, input_string, replacement=CODE_PREFIX):
+    def extract_code(self, input_string, replacement=CODE_PREFIX) -> list:
         # Split the input string on the ``` delimiter
         split_parts = re.split(r'(```)', input_string)  # Include the delimiter in the results
         
@@ -89,7 +89,7 @@ class TerminalBot:
             
             # If the previous part was a delimiter, replace the first word with the specified string
             if previously_delimiter:
-                part = re.sub(r'^\b\w+\b', replacement, part, count=1)  # Replace the first word
+                part = re.sub(r'^\b\w+\b', replacement, part, count=1) # Replace the programming Language
                 previously_delimiter = False  # Reset the flag
             
             # Only add non-empty parts to the output array