├── llamacppembeddings-steramlit.gif
├── README.md
├── st-ChatLlamaCPP.py
└── llamacppEmbeddings+Model_chatWithDocs.ipynb


/llamacppembeddings-steramlit.gif:
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https://raw.githubusercontent.com/fabiomatricardi/llamacppChatDocs/main/llamacppembeddings-steramlit.gif


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/README.md:
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1 | # llamacppChatDocs
2 | Chat with your documents using only LlamaCPP and Langchain
3 | 
4 | 
5 | <img src='https://github.com/fabiomatricardi/llamacppChatDocs/raw/main/llamacppembeddings-steramlit.gif' width=900>
6 | 


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/st-ChatLlamaCPP.py:
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  1 | import streamlit as st
  2 | import datetime
  3 | import os
  4 | from io import StringIO
  5 | from rich.markdown import Markdown
  6 | import warnings
  7 | warnings.filterwarnings(action='ignore')
  8 | import datetime
  9 | from rich.console import Console
 10 | console = Console(width=90)
 11 | import tiktoken
 12 | from time import sleep
 13 | 
 14 | encoding = tiktoken.get_encoding("r50k_base") #context_count = len(encoding.encode(yourtext))
 15 | 
 16 | from langchain.text_splitter import TokenTextSplitter
 17 | from langchain_community.document_loaders import TextLoader
 18 | from langchain_community.vectorstores import FAISS
 19 | from langchain_community.embeddings import LlamaCppEmbeddings
 20 | from langchain_text_splitters import CharacterTextSplitter
 21 | from llama_cpp import Llama
 22 | 
 23 | st.set_page_config(layout="wide", page_title="LlamaCPP AIO chat with documents")
 24 | 
 25 | @st.cache_resource 
 26 | def create_embeddings():   
 27 | # Set HF API token  and HF repo
 28 |     from langchain_community.embeddings import LlamaCppEmbeddings
 29 |     embpath = "models/all-MiniLM-L6-v2.F16.gguf"
 30 |     embeddings = LlamaCppEmbeddings(model_path=embpath)
 31 |     print('loading all-MiniLM-L6-v2.F16.gguf with LlamaCPP...')
 32 |     return embeddings
 33 | 
 34 | @st.cache_resource 
 35 | def create_chat():   
 36 | # Set HF API token  and HF repo
 37 |     from llama_cpp import Llama
 38 |     qwen05b = Llama(
 39 |                 model_path='models/qwen2-0_5b-instruct-q8_0.gguf',
 40 |                 n_gpu_layers=0,
 41 |                 temperature=0.1,
 42 |                 top_p = 0.5,
 43 |                 n_ctx=8192,
 44 |                 max_tokens=600,
 45 |                 repeat_penalty=1.7,
 46 |                 stop=["<|im_end|>","Instruction:","### Instruction:","###<user>","</user>"],
 47 |                 verbose=False,
 48 |                 )
 49 |     print('loading qwen2-0_5b-instruct-q8_0.gguf with LlamaCPP...')
 50 |     return qwen05b
 51 | 
 52 | @st.cache_data
 53 | def create_vectorstore_fromTXT(filepath,embeddings):
 54 |     # load a TXT document
 55 |     stringio = StringIO(filepath.getvalue().decode("utf-8"))
 56 |     #loader = TextLoader(filepath)
 57 |     #Create a document and split into chuncks
 58 |     documents = stringio.read()
 59 |     text_splitter = TokenTextSplitter(chunk_size=150, chunk_overlap=0)
 60 |     texts = text_splitter.split_documents(documents)
 61 |     #create the vector store
 62 |     vectorstore = FAISS.from_documents(texts, embeddings)
 63 |     return vectorstore, documents
 64 | 
 65 | # FUNCTION TO LOG ALL CHAT MESSAGES INTO chathistory.txt
 66 | def writehistory(text):
 67 |     with open('chathistory-KSDOCS.txt', 'a', encoding='utf-8') as f:
 68 |         f.write(text)
 69 |         f.write('\n')
 70 |     f.close()
 71 | 
 72 | #AVATARS
 73 | av_us = '🧑‍💻'  # './man.png'  #"🦖"  #A single emoji, e.g. "🧑‍💻", "🤖", "🦖". Shortcodes are not supported.
 74 | av_ass = "✨"   #'./robot.png'
 75 | 
 76 | if "gentime" not in st.session_state:
 77 |     st.session_state.gentime = "none yet"
 78 | if "docfile" not in st.session_state:
 79 |     st.session_state.docfile = ''   
 80 | if "keyimagefile" not in st.session_state:
 81 |     st.session_state.keyimagefile = 0     
 82 | if "chatdocs" not in st.session_state:
 83 |     st.session_state.chatdocs = 0   
 84 | # Initialize chat history
 85 | if "messages" not in st.session_state:
 86 |     st.session_state.messages = []   
 87 | if "chatUImessages" not in st.session_state:
 88 |     st.session_state.chatUImessages = [{"role": "assistant", "content": "Hi there! I am here to assist you with this document. What do you want to know?"}]   
 89 | if "uploadedDoc" not in st.session_state:
 90 |     st.session_state.uploadedDoc = [] 
 91 | if "uploadedText" not in st.session_state:
 92 |     st.session_state.uploadedText = '' 
 93 | if "data_uri" not in st.session_state: 
 94 |     st.session_state.data_uri = [] 
 95 | 
 96 | st.markdown("# 💬🖼️ Talk to your Documents\n\n### *LlamaCPP Qwen+embeddings*\n\n\n")
 97 | st.markdown('\n---\n', unsafe_allow_html=True)
 98 | st.sidebar.image('https://i.ytimg.com/vi/3H8X8q_XIJU/maxresdefault.jpg')
 99 | llm = create_chat()
100 | embeddings = create_embeddings()
101 | 
102 | file1=None
103 | #image_btn = st.button('✨ **Start AI Magic**', type='primary')
104 | def resetall():
105 |     # tutorial to reset the to 0 the file_uploader from 
106 |     # https://discuss.streamlit.io/t/clear-the-file-uploader-after-using-the-file-data/66178/4
107 |     st.session_state.keyimagefile += 1
108 |     st.session_state.chatdocs = 0
109 |     st.session_state.chatUImessages = [{"role": "system", "content": "You are a Language Model trained to answer questions based solely on the provided text.",}]
110 |     st.rerun()
111 | 
112 | #Function for QnA over a Context - the context is pure string text
113 | def QwenQnA(messages,question,vectorstore,hits,maxtokens,model):
114 |   """
115 |   basic generation with Qwen-0.5b-Cha / any llama.cpp loaded model
116 |   question -> string
117 |   contesto -> string, parsed page_content from document objects
118 |   maxtokens -> int, number of max tokens to generate
119 |   model -> llama-cpp-python instance // here is Qwen-0.5b-Chat AI
120 |   RETURNS question, output -> str
121 |   """
122 |   #docs_and_scores = vectorstore.similarity_search_with_score(question,k=3) #or .similarity_search_with_relevance_scores()
123 |   retriever = vectorstore.as_retriever(search_type="mmr",search_kwargs={"k": hits})
124 |   docs = retriever.invoke(question)
125 |   context = ''
126 |   for i in docs:
127 |     context += i.page_content
128 |   contesto = context.replace('\n\n','')
129 |   query = question
130 |   import datetime
131 |   start = datetime.datetime.now()
132 |   template = f"""Answer the question based only on the following context:
133 | [context]
134 | {contesto}
135 | [end of context]
136 | 
137 | Question: {query}
138 | 
139 | """
140 |   messages.append({"role": "user", "content": template})
141 |   with console.status("Qwen-0.5b-Chat AI is working ✅✅✅ ...",spinner="dots12"):
142 |     output = model.create_chat_completion(
143 |                     messages=messages,
144 |                     max_tokens=maxtokens,
145 |                     stop=["</s>","[/INST]","/INST",'<|eot_id|>','<|end|>'],
146 |                     temperature = 0.1,
147 |                     repeat_penalty = 1.4)
148 |     delta = datetime.datetime.now() - start
149 |     console.print(f"[bright_green bold on black]Question: {query}")
150 |     console.print(output["choices"][0]["message"]["content"])
151 |     console.print(f"Completed in: [bold bright_red]{delta}")
152 | 
153 |     return output["choices"][0]["message"]["content"], docs  
154 | 
155 | st.sidebar.write("## Upload a Document :gear:")
156 | st.markdown('\n\n')
157 | message1 = st.sidebar.empty()
158 | message11 = st.sidebar.empty()
159 | message2 = st.sidebar.empty()
160 | message2.write(f'**:green[{st.session_state.gentime}]**')
161 | message3 = st.empty()
162 | 
163 | # Upload the audio file
164 | file1 = st.sidebar.file_uploader("Upload a text document", 
165 |                                     type=["txt", "md"],accept_multiple_files=False, 
166 |                                     key=st.session_state.keyimagefile)
167 | print(file1)
168 | #gentimetext = st.sidebar.empty()
169 | reset_btn = st.sidebar.button('🧻✨ **Reset Document** ', type='primary')
170 | rtrvDocs = st.sidebar.empty()
171 | 
172 | if file1:
173 |     st.session_state.chatdocs = 1
174 |     st.session_state.docfile = file1
175 |     message1.write('Docfile file selected!')
176 |     #stringio = StringIO(file1.getvalue().decode("utf-8"))
177 |     with open(file1.name, mode='wb') as w:
178 |         w.write(file1.getvalue())
179 |     loader = TextLoader(file1.name)
180 |     #Create a document and split into chuncks
181 |     documents = loader.load()#stringio.read()
182 |     text_splitter = TokenTextSplitter(chunk_size=150, chunk_overlap=0)
183 |     texts = text_splitter.split_documents(documents)
184 |     #create the vector store
185 |     vectorstore = FAISS.from_documents(texts, embeddings)
186 |     st.session_state.uploadedDoc = vectorstore 
187 |     st.session_state.uploadedText = texts
188 |     #st.session_state.uploadedDoc.save('temp.jpg')
189 |     # https://stackoverflow.com/questions/52411503/convert-image-to-base64-using-python-pil
190 |     # https://huggingface.co/docs/api-inference/detailed_parameters
191 |     #st.session_state.data_uri =file('temp.jpg')
192 |     message11.write('Embeddings OK. Ready to **CHAT**')        
193 |     if reset_btn:
194 |         resetall()
195 |         try:
196 |             st.session_state.uploadedDoc = [] 
197 |             st.session_state.uploadedText = '' 
198 |         except:
199 |             pass
200 | 
201 |     # Display chat messages from history on app rerun
202 |     for message in st.session_state.chatUImessages:
203 |         if message["role"] == "user":
204 |             with st.chat_message(message["role"],avatar=av_us):
205 |                 st.markdown(message["content"])
206 |         else:
207 |             with st.chat_message(message["role"],avatar=av_ass):
208 |                 st.markdown(message["content"])
209 |     # Accept user input
210 |     if myprompt := st.chat_input("What is this?"): #,key=str(datetime.datetime.now())
211 |         # Add user message to chat history
212 |         st.session_state.messages = [
213 |                     st.session_state.data_uri,
214 |                     myprompt
215 |                 ]
216 |         st.session_state.chatUImessages.append({"role": "user", "content": myprompt})
217 |         # Display user message in chat message container
218 |         with st.chat_message("user", avatar=av_us):
219 |             st.markdown(myprompt)
220 |             usertext = f"user: {myprompt}"
221 |             writehistory(usertext)
222 |             # Display assistant response in chat message container
223 |         with st.chat_message("assistant",avatar=av_ass):
224 |             message_placeholder = st.empty()
225 |             docs_placeholder = st.empty()
226 |             with st.spinner("Thinking..."):
227 |                 full_response = ""
228 |                 start = datetime.datetime.now()
229 |                 result, retrieved = QwenQnA(st.session_state.chatUImessages,myprompt,st.session_state.uploadedDoc, 4,500,llm)
230 |                 for chunk in result:
231 |                     if full_response == '':
232 |                         full_response=chunk
233 |                         message_placeholder.markdown(full_response + "🔷")
234 |                     else:
235 |                         try:
236 |                             full_response += chunk
237 |                             message_placeholder.markdown(full_response + "🔷")
238 |                             sleep(0.018)
239 |                         except:
240 |                             pass                                           
241 |             st.session_state.data_uri = retrieved
242 |             rtrvDocs.write(st.session_state.data_uri)
243 |             message_placeholder.markdown(full_response)
244 |             docs_placeholder.write(st.session_state.data_uri)
245 |             st.session_state.gentime = datetime.datetime.now() - start 
246 |             message2.write(f'**:green[{str(st.session_state.gentime)}]**') 
247 |             print(full_response)
248 |             asstext = f"assistant: {full_response}"
249 |             writehistory(asstext)       
250 |             st.session_state.chatUImessages.append({"role": "assistant", "content": full_response})
251 | 
252 | if  not file1:
253 |     message3.warning("  Upload a text document", icon='⚠️')
254 | 
255 | 


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 263 |     {
 264 |       "cell_type": "markdown",
 265 |       "metadata": {
 266 |         "id": "view-in-github",
 267 |         "colab_type": "text"
 268 |       },
 269 |       "source": [
 270 |         "<a href=\"https://colab.research.google.com/github/fabiomatricardi/llamacppChatDocs/blob/main/llamacppEmbeddings%2BModel_chatWithDocs.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
 271 |       ]
 272 |     },
 273 |     {
 274 |       "cell_type": "markdown",
 275 |       "source": [
 276 |         "<img src='https://i.ytimg.com/vi/3H8X8q_XIJU/maxresdefault.jpg' height=300>"
 277 |       ],
 278 |       "metadata": {
 279 |         "id": "gAD4TQB2qMlM"
 280 |       }
 281 |     },
 282 |     {
 283 |       "cell_type": "code",
 284 |       "execution_count": 1,
 285 |       "metadata": {
 286 |         "colab": {
 287 |           "base_uri": "https://localhost:8080/"
 288 |         },
 289 |         "id": "ckiOgraRmhLI",
 290 |         "outputId": "08418664-1e4e-47c2-a66a-232697bb428c"
 291 |       },
 292 |       "outputs": [
 293 |         {
 294 |           "output_type": "stream",
 295 |           "name": "stdout",
 296 |           "text": [
 297 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m4.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 298 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.5/3.5 MB\u001b[0m \u001b[31m35.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 299 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m974.0/974.0 kB\u001b[0m \u001b[31m51.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 300 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.2/2.2 MB\u001b[0m \u001b[31m68.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 301 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.2/50.2 MB\u001b[0m \u001b[31m14.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 302 |             "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
 303 |             "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
 304 |             "  Installing backend dependencies ... \u001b[?25l\u001b[?25hdone\n",
 305 |             "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
 306 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m27.0/27.0 MB\u001b[0m \u001b[31m26.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 307 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m15.8/15.8 MB\u001b[0m \u001b[31m55.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 308 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m314.7/314.7 kB\u001b[0m \u001b[31m29.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 309 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m124.9/124.9 kB\u001b[0m \u001b[31m12.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 310 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m45.5/45.5 kB\u001b[0m \u001b[31m5.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 311 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m49.2/49.2 kB\u001b[0m \u001b[31m5.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 312 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m53.0/53.0 kB\u001b[0m \u001b[31m5.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 313 |             "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m142.7/142.7 kB\u001b[0m \u001b[31m14.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
 314 |             "\u001b[?25h  Building wheel for llama-cpp-python (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"
 315 |           ]
 316 |         }
 317 |       ],
 318 |       "source": [
 319 |         "%pip install --upgrade --quiet rich tiktoken PyMuPDF langchain langchain-community llama-cpp-python faiss-cpu"
 320 |       ]
 321 |     },
 322 |     {
 323 |       "cell_type": "code",
 324 |       "source": [
 325 |         "!wget https://huggingface.co/leliuga/all-MiniLM-L6-v2-GGUF/resolve/main/all-MiniLM-L6-v2.F16.gguf\n",
 326 |         "!wget https://huggingface.co/Qwen/Qwen2-0.5B-Instruct-GGUF/resolve/main/qwen2-0_5b-instruct-q8_0.gguf\n",
 327 |         "!wget https://github.com/fabiomatricardi/How-I-Built-a-Chatbot-that-Crushed-ChatGPT/raw/main/What%20is%20Entrepreneurship%205%20Factors%20Affecting%20Ent.txt\n",
 328 |         "!wget https://huggingface.co/gaianet/Nomic-embed-text-v1.5-Embedding-GGUF/resolve/main/nomic-embed-text-v1.5.f16.gguf"
 329 |       ],
 330 |       "metadata": {
 331 |         "id": "KJqaHZUBfLyL",
 332 |         "colab": {
 333 |           "base_uri": "https://localhost:8080/"
 334 |         },
 335 |         "outputId": "3cc9f2d1-9945-4cc7-a6d5-42775945c8b5"
 336 |       },
 337 |       "execution_count": 2,
 338 |       "outputs": [
 339 |         {
 340 |           "output_type": "stream",
 341 |           "name": "stdout",
 342 |           "text": [
 343 |             "--2024-06-11 19:17:34--  https://huggingface.co/leliuga/all-MiniLM-L6-v2-GGUF/resolve/main/all-MiniLM-L6-v2.F16.gguf\n",
 344 |             "Resolving huggingface.co (huggingface.co)... 18.172.134.124, 18.172.134.88, 18.172.134.4, ...\n",
 345 |             "Connecting to huggingface.co (huggingface.co)|18.172.134.124|:443... connected.\n",
 346 |             "HTTP request sent, awaiting response... 302 Found\n",
 347 |             "Location: https://cdn-lfs-us-1.huggingface.co/repos/68/86/688665eb5b2019706f226f4e2a0cb26c8f210c781549d129dc7f26d630ac2863/797b70c4edf85907fe0a49eb85811256f65fa0f7bf52166b147fd16be2be4662?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all-MiniLM-L6-v2.F16.gguf%3B+filename%3D%22all-MiniLM-L6-v2.F16.gguf%22%3B&Expires=1718392654&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcxODM5MjY1NH19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzY4Lzg2LzY4ODY2NWViNWIyMDE5NzA2ZjIyNmY0ZTJhMGNiMjZjOGYyMTBjNzgxNTQ5ZDEyOWRjN2YyNmQ2MzBhYzI4NjMvNzk3YjcwYzRlZGY4NTkwN2ZlMGE0OWViODU4MTEyNTZmNjVmYTBmN2JmNTIxNjZiMTQ3ZmQxNmJlMmJlNDY2Mj9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=RdI4Ji%7Eqx5MiJ1WTFXKDlFTGjXP5nblrtvMz9kYAlWnp7yE3mtXaBkNkOMhOWdTQdvz8SL7fAaJunpV3Z33%7EkuEo4a6z07PdYapxNMuZdeZeuvRUki9qKaaDKRQMC29vdTIUbkq0%7E8f-6e6jOYM1tQ0wjtoR%7ENU%7EBnqaBtViCVzXTtP6C-d23m8NmJ85Q2cOrGnTF7O1nwqHsLlq3f-XYB7vjHhYWXptEkAfUNfLV4AbLZm2yRt7YUCKHSLqLI8dDV7WEyIFOzDOiZOhy0a8EJbftKpQTFSoIz4EPuUOKPVCb9P4h6EGpKxxvxFJAcfQ8TzGuqCcNMEs%7EQCOiNeloA__&Key-Pair-Id=KCD77M1F0VK2B [following]\n",
 348 |             "--2024-06-11 19:17:34--  https://cdn-lfs-us-1.huggingface.co/repos/68/86/688665eb5b2019706f226f4e2a0cb26c8f210c781549d129dc7f26d630ac2863/797b70c4edf85907fe0a49eb85811256f65fa0f7bf52166b147fd16be2be4662?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all-MiniLM-L6-v2.F16.gguf%3B+filename%3D%22all-MiniLM-L6-v2.F16.gguf%22%3B&Expires=1718392654&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcxODM5MjY1NH19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzY4Lzg2LzY4ODY2NWViNWIyMDE5NzA2ZjIyNmY0ZTJhMGNiMjZjOGYyMTBjNzgxNTQ5ZDEyOWRjN2YyNmQ2MzBhYzI4NjMvNzk3YjcwYzRlZGY4NTkwN2ZlMGE0OWViODU4MTEyNTZmNjVmYTBmN2JmNTIxNjZiMTQ3ZmQxNmJlMmJlNDY2Mj9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=RdI4Ji%7Eqx5MiJ1WTFXKDlFTGjXP5nblrtvMz9kYAlWnp7yE3mtXaBkNkOMhOWdTQdvz8SL7fAaJunpV3Z33%7EkuEo4a6z07PdYapxNMuZdeZeuvRUki9qKaaDKRQMC29vdTIUbkq0%7E8f-6e6jOYM1tQ0wjtoR%7ENU%7EBnqaBtViCVzXTtP6C-d23m8NmJ85Q2cOrGnTF7O1nwqHsLlq3f-XYB7vjHhYWXptEkAfUNfLV4AbLZm2yRt7YUCKHSLqLI8dDV7WEyIFOzDOiZOhy0a8EJbftKpQTFSoIz4EPuUOKPVCb9P4h6EGpKxxvxFJAcfQ8TzGuqCcNMEs%7EQCOiNeloA__&Key-Pair-Id=KCD77M1F0VK2B\n",
 349 |             "Resolving cdn-lfs-us-1.huggingface.co (cdn-lfs-us-1.huggingface.co)... 108.156.107.44, 108.156.107.80, 108.156.107.49, ...\n",
 350 |             "Connecting to cdn-lfs-us-1.huggingface.co (cdn-lfs-us-1.huggingface.co)|108.156.107.44|:443... connected.\n",
 351 |             "HTTP request sent, awaiting response... 200 OK\n",
 352 |             "Length: 45949216 (44M) [application/octet-stream]\n",
 353 |             "Saving to: ‘all-MiniLM-L6-v2.F16.gguf’\n",
 354 |             "\n",
 355 |             "all-MiniLM-L6-v2.F1 100%[===================>]  43.82M   129MB/s    in 0.3s    \n",
 356 |             "\n",
 357 |             "2024-06-11 19:17:35 (129 MB/s) - ‘all-MiniLM-L6-v2.F16.gguf’ saved [45949216/45949216]\n",
 358 |             "\n",
 359 |             "--2024-06-11 19:17:35--  https://huggingface.co/Qwen/Qwen2-0.5B-Instruct-GGUF/resolve/main/qwen2-0_5b-instruct-q8_0.gguf\n",
 360 |             "Resolving huggingface.co (huggingface.co)... 18.172.134.124, 18.172.134.88, 18.172.134.4, ...\n",
 361 |             "Connecting to huggingface.co (huggingface.co)|18.172.134.124|:443... connected.\n",
 362 |             "HTTP request sent, awaiting response... 302 Found\n",
 363 |             "Location: https://cdn-lfs-us-1.huggingface.co/repos/de/a7/dea7cb7dd91181a6289326a9659bea3ef76442ab6822ba741994f21ad9825f70/703ba70a4459d597ad855837362e6364ae10be4aefd0e01496df2022575550b2?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27qwen2-0_5b-instruct-q8_0.gguf%3B+filename%3D%22qwen2-0_5b-instruct-q8_0.gguf%22%3B&Expires=1718392655&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcxODM5MjY1NX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zL2RlL2E3L2RlYTdjYjdkZDkxMTgxYTYyODkzMjZhOTY1OWJlYTNlZjc2NDQyYWI2ODIyYmE3NDE5OTRmMjFhZDk4MjVmNzAvNzAzYmE3MGE0NDU5ZDU5N2FkODU1ODM3MzYyZTYzNjRhZTEwYmU0YWVmZDBlMDE0OTZkZjIwMjI1NzU1NTBiMj9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=OoWnw%7Ee5mOS6AGVMXBVVHylCFtDy3MnLJ-W5BSypktcBF3IH%7E8KxeFkFO%7E24VgJncYDIKDEmbg0xvIHCQ7cJgxBIwKqj%7E1GcCTfS95964d0K52Bwqucm0bBBtM75drqQRARTctKjfTaA6a7jUknh72MabJWKpru9TMzCCjwx-1%7EoFrWkBKQqvTQHPRneCGmjiX8m2imvJX%7EVK-vd3puxuv-lmHkErbooi7zQQWMrKI7KycX2JkQZ1Zj%7EGU9NP-tKcdDKFkdAX2rSYf8WpAiRio8A7KfFssrft63y-IzuujIkinwcAUNnaQg%7EnP3U0Zvpv5QcTi253nDrQC%7EvlkKHcQ__&Key-Pair-Id=KCD77M1F0VK2B [following]\n",
 364 |             "--2024-06-11 19:17:35--  https://cdn-lfs-us-1.huggingface.co/repos/de/a7/dea7cb7dd91181a6289326a9659bea3ef76442ab6822ba741994f21ad9825f70/703ba70a4459d597ad855837362e6364ae10be4aefd0e01496df2022575550b2?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27qwen2-0_5b-instruct-q8_0.gguf%3B+filename%3D%22qwen2-0_5b-instruct-q8_0.gguf%22%3B&Expires=1718392655&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcxODM5MjY1NX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zL2RlL2E3L2RlYTdjYjdkZDkxMTgxYTYyODkzMjZhOTY1OWJlYTNlZjc2NDQyYWI2ODIyYmE3NDE5OTRmMjFhZDk4MjVmNzAvNzAzYmE3MGE0NDU5ZDU5N2FkODU1ODM3MzYyZTYzNjRhZTEwYmU0YWVmZDBlMDE0OTZkZjIwMjI1NzU1NTBiMj9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=OoWnw%7Ee5mOS6AGVMXBVVHylCFtDy3MnLJ-W5BSypktcBF3IH%7E8KxeFkFO%7E24VgJncYDIKDEmbg0xvIHCQ7cJgxBIwKqj%7E1GcCTfS95964d0K52Bwqucm0bBBtM75drqQRARTctKjfTaA6a7jUknh72MabJWKpru9TMzCCjwx-1%7EoFrWkBKQqvTQHPRneCGmjiX8m2imvJX%7EVK-vd3puxuv-lmHkErbooi7zQQWMrKI7KycX2JkQZ1Zj%7EGU9NP-tKcdDKFkdAX2rSYf8WpAiRio8A7KfFssrft63y-IzuujIkinwcAUNnaQg%7EnP3U0Zvpv5QcTi253nDrQC%7EvlkKHcQ__&Key-Pair-Id=KCD77M1F0VK2B\n",
 365 |             "Resolving cdn-lfs-us-1.huggingface.co (cdn-lfs-us-1.huggingface.co)... 108.156.107.44, 108.156.107.80, 108.156.107.49, ...\n",
 366 |             "Connecting to cdn-lfs-us-1.huggingface.co (cdn-lfs-us-1.huggingface.co)|108.156.107.44|:443... connected.\n",
 367 |             "HTTP request sent, awaiting response... 200 OK\n",
 368 |             "Length: 675708384 (644M) [application/octet-stream]\n",
 369 |             "Saving to: ‘qwen2-0_5b-instruct-q8_0.gguf’\n",
 370 |             "\n",
 371 |             "qwen2-0_5b-instruct 100%[===================>] 644.41M   169MB/s    in 3.8s    \n",
 372 |             "\n",
 373 |             "2024-06-11 19:17:39 (168 MB/s) - ‘qwen2-0_5b-instruct-q8_0.gguf’ saved [675708384/675708384]\n",
 374 |             "\n",
 375 |             "--2024-06-11 19:17:39--  https://github.com/fabiomatricardi/How-I-Built-a-Chatbot-that-Crushed-ChatGPT/raw/main/What%20is%20Entrepreneurship%205%20Factors%20Affecting%20Ent.txt\n",
 376 |             "Resolving github.com (github.com)... 140.82.112.3\n",
 377 |             "Connecting to github.com (github.com)|140.82.112.3|:443... connected.\n",
 378 |             "HTTP request sent, awaiting response... 302 Found\n",
 379 |             "Location: https://raw.githubusercontent.com/fabiomatricardi/How-I-Built-a-Chatbot-that-Crushed-ChatGPT/main/What%20is%20Entrepreneurship%205%20Factors%20Affecting%20Ent.txt [following]\n",
 380 |             "--2024-06-11 19:17:39--  https://raw.githubusercontent.com/fabiomatricardi/How-I-Built-a-Chatbot-that-Crushed-ChatGPT/main/What%20is%20Entrepreneurship%205%20Factors%20Affecting%20Ent.txt\n",
 381 |             "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.110.133, 185.199.109.133, 185.199.108.133, ...\n",
 382 |             "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.110.133|:443... connected.\n",
 383 |             "HTTP request sent, awaiting response... 200 OK\n",
 384 |             "Length: 17389 (17K) [text/plain]\n",
 385 |             "Saving to: ‘What is Entrepreneurship 5 Factors Affecting Ent.txt’\n",
 386 |             "\n",
 387 |             "What is Entrepreneu 100%[===================>]  16.98K  --.-KB/s    in 0s      \n",
 388 |             "\n",
 389 |             "2024-06-11 19:17:39 (38.5 MB/s) - ‘What is Entrepreneurship 5 Factors Affecting Ent.txt’ saved [17389/17389]\n",
 390 |             "\n",
 391 |             "--2024-06-11 19:17:39--  https://huggingface.co/gaianet/Nomic-embed-text-v1.5-Embedding-GGUF/resolve/main/nomic-embed-text-v1.5.f16.gguf\n",
 392 |             "Resolving huggingface.co (huggingface.co)... 18.172.134.124, 18.172.134.88, 18.172.134.4, ...\n",
 393 |             "Connecting to huggingface.co (huggingface.co)|18.172.134.124|:443... connected.\n",
 394 |             "HTTP request sent, awaiting response... 302 Found\n",
 395 |             "Location: https://cdn-lfs-us-1.huggingface.co/repos/90/cb/90cba57d8aa1ec193c28f257b79bb0760ea9684dbc05fc877d58c3959c19fa04/f7af6f66802f4df86eda10fe9bbcfc75c39562bed48ef6ace719a251cf1c2fdb?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27nomic-embed-text-v1.5.f16.gguf%3B+filename%3D%22nomic-embed-text-v1.5.f16.gguf%22%3B&Expires=1718392659&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcxODM5MjY1OX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzkwL2NiLzkwY2JhNTdkOGFhMWVjMTkzYzI4ZjI1N2I3OWJiMDc2MGVhOTY4NGRiYzA1ZmM4NzdkNThjMzk1OWMxOWZhMDQvZjdhZjZmNjY4MDJmNGRmODZlZGExMGZlOWJiY2ZjNzVjMzk1NjJiZWQ0OGVmNmFjZTcxOWEyNTFjZjFjMmZkYj9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=fvvQgwK5lz7rVGbSBMPBeqp6WUv7YpCp7cBHLivBPqXGaC8BU69oT2Yf%7EUc4q%7Ee6CDEl-X19hXrwCEnLFs0NE0-0xR-xBASUdWqtrsNBo7g8qgDzdL77XlqeISjruiNO3zhPBv9LstLU%7EkPODT96dwIk-XzakQWyaF1Q6nBfHiPzhZsnvlmFb7SuPI5vC4WePQKrm1yB%7EmLcxf-wYUGzlXtip6GtQJSLezOk%7Eav1lvfprHj36qDrFbb7DYNFI8hwwL6f3DuTUCXlQ6ewWC7wPFQHNmFrRm9JMoGbMyMEtAAOBWcG42E7-5g90YfJFPfe2SCo78biRwfgGmMvOzRGRA__&Key-Pair-Id=KCD77M1F0VK2B [following]\n",
 396 |             "--2024-06-11 19:17:39--  https://cdn-lfs-us-1.huggingface.co/repos/90/cb/90cba57d8aa1ec193c28f257b79bb0760ea9684dbc05fc877d58c3959c19fa04/f7af6f66802f4df86eda10fe9bbcfc75c39562bed48ef6ace719a251cf1c2fdb?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27nomic-embed-text-v1.5.f16.gguf%3B+filename%3D%22nomic-embed-text-v1.5.f16.gguf%22%3B&Expires=1718392659&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcxODM5MjY1OX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy11cy0xLmh1Z2dpbmdmYWNlLmNvL3JlcG9zLzkwL2NiLzkwY2JhNTdkOGFhMWVjMTkzYzI4ZjI1N2I3OWJiMDc2MGVhOTY4NGRiYzA1ZmM4NzdkNThjMzk1OWMxOWZhMDQvZjdhZjZmNjY4MDJmNGRmODZlZGExMGZlOWJiY2ZjNzVjMzk1NjJiZWQ0OGVmNmFjZTcxOWEyNTFjZjFjMmZkYj9yZXNwb25zZS1jb250ZW50LWRpc3Bvc2l0aW9uPSoifV19&Signature=fvvQgwK5lz7rVGbSBMPBeqp6WUv7YpCp7cBHLivBPqXGaC8BU69oT2Yf%7EUc4q%7Ee6CDEl-X19hXrwCEnLFs0NE0-0xR-xBASUdWqtrsNBo7g8qgDzdL77XlqeISjruiNO3zhPBv9LstLU%7EkPODT96dwIk-XzakQWyaF1Q6nBfHiPzhZsnvlmFb7SuPI5vC4WePQKrm1yB%7EmLcxf-wYUGzlXtip6GtQJSLezOk%7Eav1lvfprHj36qDrFbb7DYNFI8hwwL6f3DuTUCXlQ6ewWC7wPFQHNmFrRm9JMoGbMyMEtAAOBWcG42E7-5g90YfJFPfe2SCo78biRwfgGmMvOzRGRA__&Key-Pair-Id=KCD77M1F0VK2B\n",
 397 |             "Resolving cdn-lfs-us-1.huggingface.co (cdn-lfs-us-1.huggingface.co)... 108.156.107.44, 108.156.107.80, 108.156.107.49, ...\n",
 398 |             "Connecting to cdn-lfs-us-1.huggingface.co (cdn-lfs-us-1.huggingface.co)|108.156.107.44|:443... connected.\n",
 399 |             "HTTP request sent, awaiting response... 200 OK\n",
 400 |             "Length: 274290560 (262M) [binary/octet-stream]\n",
 401 |             "Saving to: ‘nomic-embed-text-v1.5.f16.gguf’\n",
 402 |             "\n",
 403 |             "nomic-embed-text-v1 100%[===================>] 261.58M   143MB/s    in 1.8s    \n",
 404 |             "\n",
 405 |             "2024-06-11 19:17:41 (143 MB/s) - ‘nomic-embed-text-v1.5.f16.gguf’ saved [274290560/274290560]\n",
 406 |             "\n"
 407 |           ]
 408 |         }
 409 |       ]
 410 |     },
 411 |     {
 412 |       "cell_type": "markdown",
 413 |       "source": [
 414 |         "directly from https://python.langchain.com/v0.2/docs/how_to/vectorstore_retriever/"
 415 |       ],
 416 |       "metadata": {
 417 |         "id": "fyrzggo6uTbi"
 418 |       }
 419 |     },
 420 |     {
 421 |       "cell_type": "code",
 422 |       "source": [
 423 |         "from rich.markdown import Markdown\n",
 424 |         "import warnings\n",
 425 |         "warnings.filterwarnings(action='ignore')\n",
 426 |         "import datetime\n",
 427 |         "from rich.console import Console\n",
 428 |         "console = Console(width=90)\n",
 429 |         "import tiktoken\n",
 430 |         "from time import sleep\n",
 431 |         "encoding = tiktoken.get_encoding(\"r50k_base\") #context_count = len(encoding.encode(yourtext))\n",
 432 |         "\n",
 433 |         "from langchain.text_splitter import TokenTextSplitter\n",
 434 |         "from langchain_community.document_loaders import TextLoader\n",
 435 |         "from langchain_community.vectorstores import FAISS\n",
 436 |         "from langchain_community.embeddings import LlamaCppEmbeddings\n",
 437 |         "from llama_cpp import Llama\n",
 438 |         "from langchain_text_splitters import CharacterTextSplitter"
 439 |       ],
 440 |       "metadata": {
 441 |         "id": "51Km9wcTuuPq"
 442 |       },
 443 |       "execution_count": 3,
 444 |       "outputs": []
 445 |     },
 446 |     {
 447 |       "cell_type": "code",
 448 |       "source": [
 449 |         "embpath = \"/content/all-MiniLM-L6-v2.F16.gguf\"\n",
 450 |         "embeddings = LlamaCppEmbeddings(model_path=embpath)"
 451 |       ],
 452 |       "metadata": {
 453 |         "id": "hsrDphBNuTLy",
 454 |         "colab": {
 455 |           "base_uri": "https://localhost:8080/"
 456 |         },
 457 |         "outputId": "c1c6619c-fc90-4398-a948-abfd011ba239"
 458 |       },
 459 |       "execution_count": 4,
 460 |       "outputs": [
 461 |         {
 462 |           "output_type": "stream",
 463 |           "name": "stderr",
 464 |           "text": [
 465 |             "llama_model_loader: loaded meta data with 23 key-value pairs and 101 tensors from /content/all-MiniLM-L6-v2.F16.gguf (version GGUF V3 (latest))\n",
 466 |             "llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.\n",
 467 |             "llama_model_loader: - kv   0:                       general.architecture str              = bert\n",
 468 |             "llama_model_loader: - kv   1:                               general.name str              = all-MiniLM-L6-v2\n",
 469 |             "llama_model_loader: - kv   2:                           bert.block_count u32              = 6\n",
 470 |             "llama_model_loader: - kv   3:                        bert.context_length u32              = 512\n",
 471 |             "llama_model_loader: - kv   4:                      bert.embedding_length u32              = 384\n",
 472 |             "llama_model_loader: - kv   5:                   bert.feed_forward_length u32              = 1536\n",
 473 |             "llama_model_loader: - kv   6:                  bert.attention.head_count u32              = 12\n",
 474 |             "llama_model_loader: - kv   7:          bert.attention.layer_norm_epsilon f32              = 0.000000\n",
 475 |             "llama_model_loader: - kv   8:                          general.file_type u32              = 1\n",
 476 |             "llama_model_loader: - kv   9:                      bert.attention.causal bool             = false\n",
 477 |             "llama_model_loader: - kv  10:                          bert.pooling_type u32              = 1\n",
 478 |             "llama_model_loader: - kv  11:            tokenizer.ggml.token_type_count u32              = 2\n",
 479 |             "llama_model_loader: - kv  12:                tokenizer.ggml.bos_token_id u32              = 101\n",
 480 |             "llama_model_loader: - kv  13:                tokenizer.ggml.eos_token_id u32              = 102\n",
 481 |             "llama_model_loader: - kv  14:                       tokenizer.ggml.model str              = bert\n",
 482 |             "llama_model_loader: - kv  15:                      tokenizer.ggml.tokens arr[str,30522]   = [\"[PAD]\", \"[unused0]\", \"[unused1]\", \"...\n",
 483 |             "llama_model_loader: - kv  16:                      tokenizer.ggml.scores arr[f32,30522]   = [-1000.000000, -1000.000000, -1000.00...\n",
 484 |             "llama_model_loader: - kv  17:                  tokenizer.ggml.token_type arr[i32,30522]   = [3, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...\n",
 485 |             "llama_model_loader: - kv  18:            tokenizer.ggml.unknown_token_id u32              = 100\n",
 486 |             "llama_model_loader: - kv  19:          tokenizer.ggml.seperator_token_id u32              = 102\n",
 487 |             "llama_model_loader: - kv  20:            tokenizer.ggml.padding_token_id u32              = 0\n",
 488 |             "llama_model_loader: - kv  21:                tokenizer.ggml.cls_token_id u32              = 101\n",
 489 |             "llama_model_loader: - kv  22:               tokenizer.ggml.mask_token_id u32              = 103\n",
 490 |             "llama_model_loader: - type  f32:   63 tensors\n",
 491 |             "llama_model_loader: - type  f16:   38 tensors\n",
 492 |             "llm_load_vocab: special tokens cache size = 5\n",
 493 |             "llm_load_vocab: token to piece cache size = 0.2032 MB\n",
 494 |             "llm_load_print_meta: format           = GGUF V3 (latest)\n",
 495 |             "llm_load_print_meta: arch             = bert\n",
 496 |             "llm_load_print_meta: vocab type       = WPM\n",
 497 |             "llm_load_print_meta: n_vocab          = 30522\n",
 498 |             "llm_load_print_meta: n_merges         = 0\n",
 499 |             "llm_load_print_meta: n_ctx_train      = 512\n",
 500 |             "llm_load_print_meta: n_embd           = 384\n",
 501 |             "llm_load_print_meta: n_head           = 12\n",
 502 |             "llm_load_print_meta: n_head_kv        = 12\n",
 503 |             "llm_load_print_meta: n_layer          = 6\n",
 504 |             "llm_load_print_meta: n_rot            = 32\n",
 505 |             "llm_load_print_meta: n_embd_head_k    = 32\n",
 506 |             "llm_load_print_meta: n_embd_head_v    = 32\n",
 507 |             "llm_load_print_meta: n_gqa            = 1\n",
 508 |             "llm_load_print_meta: n_embd_k_gqa     = 384\n",
 509 |             "llm_load_print_meta: n_embd_v_gqa     = 384\n",
 510 |             "llm_load_print_meta: f_norm_eps       = 1.0e-12\n",
 511 |             "llm_load_print_meta: f_norm_rms_eps   = 0.0e+00\n",
 512 |             "llm_load_print_meta: f_clamp_kqv      = 0.0e+00\n",
 513 |             "llm_load_print_meta: f_max_alibi_bias = 0.0e+00\n",
 514 |             "llm_load_print_meta: f_logit_scale    = 0.0e+00\n",
 515 |             "llm_load_print_meta: n_ff             = 1536\n",
 516 |             "llm_load_print_meta: n_expert         = 0\n",
 517 |             "llm_load_print_meta: n_expert_used    = 0\n",
 518 |             "llm_load_print_meta: causal attn      = 0\n",
 519 |             "llm_load_print_meta: pooling type     = 1\n",
 520 |             "llm_load_print_meta: rope type        = 2\n",
 521 |             "llm_load_print_meta: rope scaling     = linear\n",
 522 |             "llm_load_print_meta: freq_base_train  = 10000.0\n",
 523 |             "llm_load_print_meta: freq_scale_train = 1\n",
 524 |             "llm_load_print_meta: n_ctx_orig_yarn  = 512\n",
 525 |             "llm_load_print_meta: rope_finetuned   = unknown\n",
 526 |             "llm_load_print_meta: ssm_d_conv       = 0\n",
 527 |             "llm_load_print_meta: ssm_d_inner      = 0\n",
 528 |             "llm_load_print_meta: ssm_d_state      = 0\n",
 529 |             "llm_load_print_meta: ssm_dt_rank      = 0\n",
 530 |             "llm_load_print_meta: model type       = 22M\n",
 531 |             "llm_load_print_meta: model ftype      = F16\n",
 532 |             "llm_load_print_meta: model params     = 22.57 M\n",
 533 |             "llm_load_print_meta: model size       = 43.10 MiB (16.02 BPW) \n",
 534 |             "llm_load_print_meta: general.name     = all-MiniLM-L6-v2\n",
 535 |             "llm_load_print_meta: BOS token        = 101 '[CLS]'\n",
 536 |             "llm_load_print_meta: EOS token        = 102 '[SEP]'\n",
 537 |             "llm_load_print_meta: UNK token        = 100 '[UNK]'\n",
 538 |             "llm_load_print_meta: SEP token        = 102 '[SEP]'\n",
 539 |             "llm_load_print_meta: PAD token        = 0 '[PAD]'\n",
 540 |             "llm_load_print_meta: CLS token        = 101 '[CLS]'\n",
 541 |             "llm_load_print_meta: MASK token       = 103 '[MASK]'\n",
 542 |             "llm_load_print_meta: LF token         = 0 '[PAD]'\n",
 543 |             "llm_load_tensors: ggml ctx size =    0.05 MiB\n",
 544 |             "llm_load_tensors:        CPU buffer size =    43.10 MiB\n",
 545 |             "...............................\n",
 546 |             "llama_new_context_with_model: n_ctx      = 512\n",
 547 |             "llama_new_context_with_model: n_batch    = 512\n",
 548 |             "llama_new_context_with_model: n_ubatch   = 512\n",
 549 |             "llama_new_context_with_model: flash_attn = 0\n",
 550 |             "llama_new_context_with_model: freq_base  = 10000.0\n",
 551 |             "llama_new_context_with_model: freq_scale = 1\n",
 552 |             "llama_kv_cache_init:        CPU KV buffer size =     4.50 MiB\n",
 553 |             "llama_new_context_with_model: KV self size  =    4.50 MiB, K (f16):    2.25 MiB, V (f16):    2.25 MiB\n",
 554 |             "llama_new_context_with_model:        CPU  output buffer size =     0.00 MiB\n",
 555 |             "llama_new_context_with_model:        CPU compute buffer size =    17.00 MiB\n",
 556 |             "llama_new_context_with_model: graph nodes  = 221\n",
 557 |             "llama_new_context_with_model: graph splits = 1\n",
 558 |             "AVX = 1 | AVX_VNNI = 0 | AVX2 = 1 | AVX512 = 0 | AVX512_VBMI = 0 | AVX512_VNNI = 0 | AVX512_BF16 = 0 | FMA = 1 | NEON = 0 | SVE = 0 | ARM_FMA = 0 | F16C = 1 | FP16_VA = 0 | WASM_SIMD = 0 | BLAS = 0 | SSE3 = 1 | SSSE3 = 1 | VSX = 0 | MATMUL_INT8 = 0 | LLAMAFILE = 1 | \n",
 559 |             "Model metadata: {'tokenizer.ggml.mask_token_id': '103', 'tokenizer.ggml.padding_token_id': '0', 'tokenizer.ggml.seperator_token_id': '102', 'tokenizer.ggml.unknown_token_id': '100', 'tokenizer.ggml.model': 'bert', 'tokenizer.ggml.eos_token_id': '102', 'general.architecture': 'bert', 'bert.block_count': '6', 'bert.attention.layer_norm_epsilon': '0.000000', 'bert.context_length': '512', 'bert.feed_forward_length': '1536', 'bert.embedding_length': '384', 'tokenizer.ggml.cls_token_id': '101', 'tokenizer.ggml.token_type_count': '2', 'bert.attention.head_count': '12', 'tokenizer.ggml.bos_token_id': '101', 'general.file_type': '1', 'general.name': 'all-MiniLM-L6-v2', 'bert.attention.causal': 'false', 'bert.pooling_type': '1'}\n",
 560 |             "Using fallback chat format: llama-2\n"
 561 |           ]
 562 |         }
 563 |       ]
 564 |     },
 565 |     {
 566 |       "cell_type": "code",
 567 |       "source": [
 568 |         "from llama_cpp import Llama\n",
 569 |         "qwen05b = Llama(\n",
 570 |         "            model_path='/content/qwen2-0_5b-instruct-q8_0.gguf',\n",
 571 |         "            n_gpu_layers=0,\n",
 572 |         "            temperature=0.1,\n",
 573 |         "            top_p = 0.5,\n",
 574 |         "            n_ctx=8192,\n",
 575 |         "            max_tokens=600,\n",
 576 |         "            repeat_penalty=1.7,\n",
 577 |         "            stop=[\"<|im_end|>\",\"Instruction:\",\"### Instruction:\",\"###<user>\",\"</user>\"],\n",
 578 |         "            verbose=False,\n",
 579 |         "            )"
 580 |       ],
 581 |       "metadata": {
 582 |         "id": "lFy5uzM6uJtv"
 583 |       },
 584 |       "execution_count": 5,
 585 |       "outputs": []
 586 |     },
 587 |     {
 588 |       "cell_type": "code",
 589 |       "source": [
 590 |         "# load a TXT document\n",
 591 |         "loader = TextLoader(\"/content/What is Entrepreneurship 5 Factors Affecting Ent.txt\")\n",
 592 |         "#Create a document and split into chuncks\n",
 593 |         "documents = loader.load()\n",
 594 |         "text_splitter = TokenTextSplitter(chunk_size=250, chunk_overlap=50)\n",
 595 |         "texts = text_splitter.split_documents(documents)\n",
 596 |         "#create the vector store\n",
 597 |         "vectorstore = FAISS.from_documents(texts, embeddings)"
 598 |       ],
 599 |       "metadata": {
 600 |         "id": "-flV9kpLuTOX"
 601 |       },
 602 |       "execution_count": 7,
 603 |       "outputs": []
 604 |     },
 605 |     {
 606 |       "cell_type": "code",
 607 |       "source": [
 608 |         "console.print(documents) #this will print the entire document object, without chunks"
 609 |       ],
 610 |       "metadata": {
 611 |         "id": "9_sAJKV67e5G"
 612 |       },
 613 |       "execution_count": null,
 614 |       "outputs": []
 615 |     },
 616 |     {
 617 |       "cell_type": "code",
 618 |       "source": [
 619 |         "#default is similarity search\n",
 620 |         "retriever = vectorstore.as_retriever(search_type=\"mmr\",search_kwargs={\"k\": 3})"
 621 |       ],
 622 |       "metadata": {
 623 |         "id": "SlMiTsEDuTJc"
 624 |       },
 625 |       "execution_count": 13,
 626 |       "outputs": []
 627 |     },
 628 |     {
 629 |       "cell_type": "code",
 630 |       "source": [
 631 |         "docs = retriever.invoke(\"what to do to get started with entrepreneurship?\")"
 632 |       ],
 633 |       "metadata": {
 634 |         "id": "8YDN6_Q3uTHX"
 635 |       },
 636 |       "execution_count": 14,
 637 |       "outputs": []
 638 |     },
 639 |     {
 640 |       "cell_type": "code",
 641 |       "source": [
 642 |         "console.print(docs)"
 643 |       ],
 644 |       "metadata": {
 645 |         "colab": {
 646 |           "base_uri": "https://localhost:8080/",
 647 |           "height": 773
 648 |         },
 649 |         "id": "qeVFDBTouTE0",
 650 |         "outputId": "529dd95e-2e8b-4811-e88b-d7501c86e151"
 651 |       },
 652 |       "execution_count": 15,
 653 |       "outputs": [
 654 |         {
 655 |           "output_type": "display_data",
 656 |           "data": {
 657 |             "text/plain": [
 658 |               "\u001b[1m[\u001b[0m\n",
 659 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
 660 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m' success.\\nBy carefully considering these factors, entrepreneurs can\u001b[0m\n",
 661 |               "\u001b[32mincrease their chances of navigating the challenges and maximizing the opportunities \u001b[0m\n",
 662 |               "\u001b[32mwithin the dynamic world of entrepreneurship.\\nVI. Step-by-step guide to get started with \u001b[0m\n",
 663 |               "\u001b[32mentrepreneurship\\nStep-by-step guide to get started with entrepreneurship\\nThe world of \u001b[0m\n",
 664 |               "\u001b[32mentrepreneurship beckons with the promise of innovation, independence, and the chance to \u001b[0m\n",
 665 |               "\u001b[32mmake a real difference. If you’re brimming with an idea and ready to embark on this \u001b[0m\n",
 666 |               "\u001b[32mexciting path, here’s a roadmap to guide you through the initial stages:\\n1. Validate Your\u001b[0m\n",
 667 |               "\u001b[32mIdea\\nMarket Research: Don’t be afraid to get out there and talk to people! Conduct \u001b[0m\n",
 668 |               "\u001b[32mthorough market research to understand if there’s a'\u001b[0m,\n",
 669 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
 670 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
 671 |               "        \u001b[1m}\u001b[0m\n",
 672 |               "    \u001b[1m)\u001b[0m,\n",
 673 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
 674 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m' Practices and Examples\\n3. Secure Funding\\nBootstrapping: Many \u001b[0m\n",
 675 |               "\u001b[32mentrepreneurs start by bootstrapping their businesses using personal savings, loans from \u001b[0m\n",
 676 |               "\u001b[32mfamily and friends, or crowdfunding platforms.\\nSeeking Investors: For ventures requiring \u001b[0m\n",
 677 |               "\u001b[32msignificant capital, exploring options like angel investors or venture capital firms might\u001b[0m\n",
 678 |               "\u001b[32mbe necessary. Be prepared to present a compelling pitch that highlights the potential of \u001b[0m\n",
 679 |               "\u001b[32myour business.\\n4. Build Your Team\\nAssemble Your A-Team: Surround yourself with talented \u001b[0m\n",
 680 |               "\u001b[32mand passionate individuals who complement your skillset. Delegate tasks effectively and \u001b[0m\n",
 681 |               "\u001b[32mfoster a collaborative environment where everyone feels valued and empowered to \u001b[0m\n",
 682 |               "\u001b[32mcontribute.\\n5. Choose a Business Structure\\nSole Proprietorship, Partnership, LLC, or \u001b[0m\n",
 683 |               "\u001b[32mCorporation? The legal structure you choose for your'\u001b[0m,\n",
 684 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
 685 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
 686 |               "        \u001b[1m}\u001b[0m\n",
 687 |               "    \u001b[1m)\u001b[0m,\n",
 688 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
 689 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m' us. Here’s why entrepreneurship is so important:\\n1. Driving \u001b[0m\n",
 690 |               "\u001b[32mEconomic Growth: Entrepreneurs are the lifeblood of economic dynamism. By starting new \u001b[0m\n",
 691 |               "\u001b[32mbusinesses, they create jobs, stimulate competition, and introduce innovative products and\u001b[0m\n",
 692 |               "\u001b[32mservices. This fosters a healthy and growing economy for everyone.\\n2. Fostering \u001b[0m\n",
 693 |               "\u001b[32mInnovation: Entrepreneurs are constantly pushing boundaries and seeking solutions to \u001b[0m\n",
 694 |               "\u001b[32mproblems. Their drive to create something new leads to breakthroughs in technology, \u001b[0m\n",
 695 |               "\u001b[32mbusiness models, and social approaches. This continuous innovation keeps industries \u001b[0m\n",
 696 |               "\u001b[32mevolving and benefits society as a whole.\\n3. Job Creation: New businesses create new \u001b[0m\n",
 697 |               "\u001b[32mjobs. In fact, startups and small businesses are responsible for a significant portion of \u001b[0m\n",
 698 |               "\u001b[32mjob growth in many economies. Entrepreneurship provides opportunities'\u001b[0m,\n",
 699 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
 700 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
 701 |               "        \u001b[1m}\u001b[0m\n",
 702 |               "    \u001b[1m)\u001b[0m\n",
 703 |               "\u001b[1m]\u001b[0m\n"
 704 |             ],
 705 |             "text/html": [
 706 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
 707 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
 708 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">' success.\\nBy carefully considering these factors, entrepreneurs can</span>\n",
 709 |               "<span style=\"color: #008000; text-decoration-color: #008000\">increase their chances of navigating the challenges and maximizing the opportunities </span>\n",
 710 |               "<span style=\"color: #008000; text-decoration-color: #008000\">within the dynamic world of entrepreneurship.\\nVI. Step-by-step guide to get started with </span>\n",
 711 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurship\\nStep-by-step guide to get started with entrepreneurship\\nThe world of </span>\n",
 712 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurship beckons with the promise of innovation, independence, and the chance to </span>\n",
 713 |               "<span style=\"color: #008000; text-decoration-color: #008000\">make a real difference. If you’re brimming with an idea and ready to embark on this </span>\n",
 714 |               "<span style=\"color: #008000; text-decoration-color: #008000\">exciting path, here’s a roadmap to guide you through the initial stages:\\n1. Validate Your</span>\n",
 715 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Idea\\nMarket Research: Don’t be afraid to get out there and talk to people! Conduct </span>\n",
 716 |               "<span style=\"color: #008000; text-decoration-color: #008000\">thorough market research to understand if there’s a'</span>,\n",
 717 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
 718 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
 719 |               "        <span style=\"font-weight: bold\">}</span>\n",
 720 |               "    <span style=\"font-weight: bold\">)</span>,\n",
 721 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
 722 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">' Practices and Examples\\n3. Secure Funding\\nBootstrapping: Many </span>\n",
 723 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurs start by bootstrapping their businesses using personal savings, loans from </span>\n",
 724 |               "<span style=\"color: #008000; text-decoration-color: #008000\">family and friends, or crowdfunding platforms.\\nSeeking Investors: For ventures requiring </span>\n",
 725 |               "<span style=\"color: #008000; text-decoration-color: #008000\">significant capital, exploring options like angel investors or venture capital firms might</span>\n",
 726 |               "<span style=\"color: #008000; text-decoration-color: #008000\">be necessary. Be prepared to present a compelling pitch that highlights the potential of </span>\n",
 727 |               "<span style=\"color: #008000; text-decoration-color: #008000\">your business.\\n4. Build Your Team\\nAssemble Your A-Team: Surround yourself with talented </span>\n",
 728 |               "<span style=\"color: #008000; text-decoration-color: #008000\">and passionate individuals who complement your skillset. Delegate tasks effectively and </span>\n",
 729 |               "<span style=\"color: #008000; text-decoration-color: #008000\">foster a collaborative environment where everyone feels valued and empowered to </span>\n",
 730 |               "<span style=\"color: #008000; text-decoration-color: #008000\">contribute.\\n5. Choose a Business Structure\\nSole Proprietorship, Partnership, LLC, or </span>\n",
 731 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Corporation? The legal structure you choose for your'</span>,\n",
 732 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
 733 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
 734 |               "        <span style=\"font-weight: bold\">}</span>\n",
 735 |               "    <span style=\"font-weight: bold\">)</span>,\n",
 736 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
 737 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">' us. Here’s why entrepreneurship is so important:\\n1. Driving </span>\n",
 738 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Economic Growth: Entrepreneurs are the lifeblood of economic dynamism. By starting new </span>\n",
 739 |               "<span style=\"color: #008000; text-decoration-color: #008000\">businesses, they create jobs, stimulate competition, and introduce innovative products and</span>\n",
 740 |               "<span style=\"color: #008000; text-decoration-color: #008000\">services. This fosters a healthy and growing economy for everyone.\\n2. Fostering </span>\n",
 741 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Innovation: Entrepreneurs are constantly pushing boundaries and seeking solutions to </span>\n",
 742 |               "<span style=\"color: #008000; text-decoration-color: #008000\">problems. Their drive to create something new leads to breakthroughs in technology, </span>\n",
 743 |               "<span style=\"color: #008000; text-decoration-color: #008000\">business models, and social approaches. This continuous innovation keeps industries </span>\n",
 744 |               "<span style=\"color: #008000; text-decoration-color: #008000\">evolving and benefits society as a whole.\\n3. Job Creation: New businesses create new </span>\n",
 745 |               "<span style=\"color: #008000; text-decoration-color: #008000\">jobs. In fact, startups and small businesses are responsible for a significant portion of </span>\n",
 746 |               "<span style=\"color: #008000; text-decoration-color: #008000\">job growth in many economies. Entrepreneurship provides opportunities'</span>,\n",
 747 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
 748 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
 749 |               "        <span style=\"font-weight: bold\">}</span>\n",
 750 |               "    <span style=\"font-weight: bold\">)</span>\n",
 751 |               "<span style=\"font-weight: bold\">]</span>\n",
 752 |               "</pre>\n"
 753 |             ]
 754 |           },
 755 |           "metadata": {}
 756 |         }
 757 |       ]
 758 |     },
 759 |     {
 760 |       "cell_type": "markdown",
 761 |       "source": [
 762 |         "#### RESULTS With scores\n",
 763 |         "\n",
 764 |         "https://python.langchain.com/v0.2/docs/how_to/add_scores_retriever/\n",
 765 |         "\n",
 766 |         "https://python.langchain.com/v0.1/docs/integrations/vectorstores/faiss/"
 767 |       ],
 768 |       "metadata": {
 769 |         "id": "21m8OFTJwEP-"
 770 |       }
 771 |     },
 772 |     {
 773 |       "cell_type": "code",
 774 |       "source": [
 775 |         "docs_and_scores = vectorstore.similarity_search_with_score(\"what is Apple news?\",k=3) #or .similarity_search_with_relevance_scores()"
 776 |       ],
 777 |       "metadata": {
 778 |         "colab": {
 779 |           "base_uri": "https://localhost:8080/"
 780 |         },
 781 |         "id": "YqEgg2JCuTCd",
 782 |         "outputId": "d4c47289-f669-4d4f-a5d1-79333a3f0ad6"
 783 |       },
 784 |       "execution_count": null,
 785 |       "outputs": [
 786 |         {
 787 |           "output_type": "stream",
 788 |           "name": "stderr",
 789 |           "text": [
 790 |             "\n",
 791 |             "llama_print_timings:        load time =     169.52 ms\n",
 792 |             "llama_print_timings:      sample time =       0.00 ms /     1 runs   (    0.00 ms per token,      inf tokens per second)\n",
 793 |             "llama_print_timings: prompt eval time =      15.07 ms /     7 tokens (    2.15 ms per token,   464.56 tokens per second)\n",
 794 |             "llama_print_timings:        eval time =       0.00 ms /     1 runs   (    0.00 ms per token,      inf tokens per second)\n",
 795 |             "llama_print_timings:       total time =      16.47 ms /     8 tokens\n"
 796 |           ]
 797 |         }
 798 |       ]
 799 |     },
 800 |     {
 801 |       "cell_type": "code",
 802 |       "source": [
 803 |         "console.print(docs_and_scores)"
 804 |       ],
 805 |       "metadata": {
 806 |         "colab": {
 807 |           "base_uri": "https://localhost:8080/",
 808 |           "height": 773
 809 |         },
 810 |         "id": "Tpf6D4g1uS_9",
 811 |         "outputId": "0ffb88b7-5659-434c-fa58-4cc5da168090"
 812 |       },
 813 |       "execution_count": null,
 814 |       "outputs": [
 815 |         {
 816 |           "output_type": "display_data",
 817 |           "data": {
 818 |             "text/plain": [
 819 |               "\u001b[1m[\u001b[0m\n",
 820 |               "    \u001b[1m(\u001b[0m\n",
 821 |               "        \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
 822 |               "            \u001b[33mpage_content\u001b[0m=\u001b[32m'Apple\\'s iOS App Store announces sweeping changes in the \u001b[0m\n",
 823 |               "\u001b[32mEU\\nhttps://www.axios.com/2024/01/25/apple-app-store-eu-changes\\nAuthor: Ashley Gold, \u001b[0m\n",
 824 |               "\u001b[32mauthor of\\xa0Axios Pro\\n\\n\\nApple will allow alternative app stores and other new options \u001b[0m\n",
 825 |               "\u001b[32mfor app developers in order to comply with Europe\\'s Digital Markets Act, the company said\u001b[0m\n",
 826 |               "\u001b[32mThursday.\\n\\nDriving the news: Europe\\'s major tech competition law, set to go into effect\u001b[0m\n",
 827 |               "\u001b[32mMarch 7, requires Apple to loosen its strict rules requiring developers to rely on the App\u001b[0m\n",
 828 |               "\u001b[32mStore for distribution and payment processing.\\n\\nApple has long resisted any changes to \u001b[0m\n",
 829 |               "\u001b[32mits App Store rules, citing security and privacy. The company also argues its services for\u001b[0m\n",
 830 |               "\u001b[32mdevelopers are best-in-class and ensure smooth user experiences free of spam or harmful \u001b[0m\n",
 831 |               "\u001b[32mcontent.\\n\\nWhy it matters: Apple is being forced to make sweeping changes to one of its \u001b[0m\n",
 832 |               "\u001b[32mflagship \"walled garden\" systems in what some smaller companies are seeing as a major \u001b[0m\n",
 833 |               "\u001b[32mwin.'\u001b[0m,\n",
 834 |               "            \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'source'\u001b[0m: \u001b[32m'/content/Article-edited.txt'\u001b[0m\u001b[1m}\u001b[0m\n",
 835 |               "        \u001b[1m)\u001b[0m,\n",
 836 |               "        \u001b[1;36m39.76284\u001b[0m\n",
 837 |               "    \u001b[1m)\u001b[0m,\n",
 838 |               "    \u001b[1m(\u001b[0m\n",
 839 |               "        \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
 840 |               "            \u001b[33mpage_content\u001b[0m=\u001b[32m'Go deeper: The iOS changes will include notarization for iOS \u001b[0m\n",
 841 |               "\u001b[32mapps, authorization for marketplace developers and disclosures on alternative payments. \u001b[0m\n",
 842 |               "\u001b[32mApple says in the release that if apps opt out of Apple\\'s system, the company \"has less \u001b[0m\n",
 843 |               "\u001b[32mability to address other risks\" like \"scam, fraud, abuse\" or \"objectionable or harmful\" \u001b[0m\n",
 844 |               "\u001b[32mcontent.\\n\\nUsers in the EU will also see a browser choice screen in iOS 17.4 to pick a \u001b[0m\n",
 845 |               "\u001b[32mdefault browser.\\n\\nThe other side: Epic Games CEO Tim Sweeney said on X: \"Apple\\'s plan \u001b[0m\n",
 846 |               "\u001b[32mto thwart Europe\\'s new Digital Markets Act law is a devious new instance of Malicious \u001b[0m\n",
 847 |               "\u001b[32mCompliance... Epic has always supported the notion of Apple notarization and malware \u001b[0m\n",
 848 |               "\u001b[32mscanning for apps, but we strongly reject Apple\\'s twisting this process to undermine \u001b[0m\n",
 849 |               "\u001b[32mcompetition and continue imposing Apple taxes on transactions they\\'re not involved in.\"'\u001b[0m,\n",
 850 |               "            \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'source'\u001b[0m: \u001b[32m'/content/Article-edited.txt'\u001b[0m\u001b[1m}\u001b[0m\n",
 851 |               "        \u001b[1m)\u001b[0m,\n",
 852 |               "        \u001b[1;36m40.713356\u001b[0m\n",
 853 |               "    \u001b[1m)\u001b[0m,\n",
 854 |               "    \u001b[1m(\u001b[0m\n",
 855 |               "        \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
 856 |               "            \u001b[33mpage_content\u001b[0m=\u001b[32m\"What\u001b[0m\u001b[32m to watch: It's up to the European Commission to determine \u001b[0m\n",
 857 |               "\u001b[32mwhether Apple's plan fully complies with the DMA. iPhone app developers face a whole new \u001b[0m\n",
 858 |               "\u001b[32mworld of choices, and time will tell if the changes boost competition and improve \u001b[0m\n",
 859 |               "\u001b[32mexperiences for users.\"\u001b[0m,\n",
 860 |               "            \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\u001b[32m'source'\u001b[0m: \u001b[32m'/content/Article-edited.txt'\u001b[0m\u001b[1m}\u001b[0m\n",
 861 |               "        \u001b[1m)\u001b[0m,\n",
 862 |               "        \u001b[1;36m41.08703\u001b[0m\n",
 863 |               "    \u001b[1m)\u001b[0m\n",
 864 |               "\u001b[1m]\u001b[0m\n"
 865 |             ],
 866 |             "text/html": [
 867 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
 868 |               "    <span style=\"font-weight: bold\">(</span>\n",
 869 |               "        <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
 870 |               "            <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Apple\\'s iOS App Store announces sweeping changes in the </span>\n",
 871 |               "<span style=\"color: #008000; text-decoration-color: #008000\">EU\\nhttps://www.axios.com/2024/01/25/apple-app-store-eu-changes\\nAuthor: Ashley Gold, </span>\n",
 872 |               "<span style=\"color: #008000; text-decoration-color: #008000\">author of\\xa0Axios Pro\\n\\n\\nApple will allow alternative app stores and other new options </span>\n",
 873 |               "<span style=\"color: #008000; text-decoration-color: #008000\">for app developers in order to comply with Europe\\'s Digital Markets Act, the company said</span>\n",
 874 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Thursday.\\n\\nDriving the news: Europe\\'s major tech competition law, set to go into effect</span>\n",
 875 |               "<span style=\"color: #008000; text-decoration-color: #008000\">March 7, requires Apple to loosen its strict rules requiring developers to rely on the App</span>\n",
 876 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Store for distribution and payment processing.\\n\\nApple has long resisted any changes to </span>\n",
 877 |               "<span style=\"color: #008000; text-decoration-color: #008000\">its App Store rules, citing security and privacy. The company also argues its services for</span>\n",
 878 |               "<span style=\"color: #008000; text-decoration-color: #008000\">developers are best-in-class and ensure smooth user experiences free of spam or harmful </span>\n",
 879 |               "<span style=\"color: #008000; text-decoration-color: #008000\">content.\\n\\nWhy it matters: Apple is being forced to make sweeping changes to one of its </span>\n",
 880 |               "<span style=\"color: #008000; text-decoration-color: #008000\">flagship \"walled garden\" systems in what some smaller companies are seeing as a major </span>\n",
 881 |               "<span style=\"color: #008000; text-decoration-color: #008000\">win.'</span>,\n",
 882 |               "            <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/Article-edited.txt'</span><span style=\"font-weight: bold\">}</span>\n",
 883 |               "        <span style=\"font-weight: bold\">)</span>,\n",
 884 |               "        <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">39.76284</span>\n",
 885 |               "    <span style=\"font-weight: bold\">)</span>,\n",
 886 |               "    <span style=\"font-weight: bold\">(</span>\n",
 887 |               "        <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
 888 |               "            <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'Go deeper: The iOS changes will include notarization for iOS </span>\n",
 889 |               "<span style=\"color: #008000; text-decoration-color: #008000\">apps, authorization for marketplace developers and disclosures on alternative payments. </span>\n",
 890 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Apple says in the release that if apps opt out of Apple\\'s system, the company \"has less </span>\n",
 891 |               "<span style=\"color: #008000; text-decoration-color: #008000\">ability to address other risks\" like \"scam, fraud, abuse\" or \"objectionable or harmful\" </span>\n",
 892 |               "<span style=\"color: #008000; text-decoration-color: #008000\">content.\\n\\nUsers in the EU will also see a browser choice screen in iOS 17.4 to pick a </span>\n",
 893 |               "<span style=\"color: #008000; text-decoration-color: #008000\">default browser.\\n\\nThe other side: Epic Games CEO Tim Sweeney said on X: \"Apple\\'s plan </span>\n",
 894 |               "<span style=\"color: #008000; text-decoration-color: #008000\">to thwart Europe\\'s new Digital Markets Act law is a devious new instance of Malicious </span>\n",
 895 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Compliance... Epic has always supported the notion of Apple notarization and malware </span>\n",
 896 |               "<span style=\"color: #008000; text-decoration-color: #008000\">scanning for apps, but we strongly reject Apple\\'s twisting this process to undermine </span>\n",
 897 |               "<span style=\"color: #008000; text-decoration-color: #008000\">competition and continue imposing Apple taxes on transactions they\\'re not involved in.\"'</span>,\n",
 898 |               "            <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/Article-edited.txt'</span><span style=\"font-weight: bold\">}</span>\n",
 899 |               "        <span style=\"font-weight: bold\">)</span>,\n",
 900 |               "        <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">40.713356</span>\n",
 901 |               "    <span style=\"font-weight: bold\">)</span>,\n",
 902 |               "    <span style=\"font-weight: bold\">(</span>\n",
 903 |               "        <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
 904 |               "            <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">\"What to watch: It's up to the European Commission to determine </span>\n",
 905 |               "<span style=\"color: #008000; text-decoration-color: #008000\">whether Apple's plan fully complies with the DMA. iPhone app developers face a whole new </span>\n",
 906 |               "<span style=\"color: #008000; text-decoration-color: #008000\">world of choices, and time will tell if the changes boost competition and improve </span>\n",
 907 |               "<span style=\"color: #008000; text-decoration-color: #008000\">experiences for users.\"</span>,\n",
 908 |               "            <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span><span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/Article-edited.txt'</span><span style=\"font-weight: bold\">}</span>\n",
 909 |               "        <span style=\"font-weight: bold\">)</span>,\n",
 910 |               "        <span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">41.08703</span>\n",
 911 |               "    <span style=\"font-weight: bold\">)</span>\n",
 912 |               "<span style=\"font-weight: bold\">]</span>\n",
 913 |               "</pre>\n"
 914 |             ]
 915 |           },
 916 |           "metadata": {}
 917 |         }
 918 |       ]
 919 |     },
 920 |     {
 921 |       "cell_type": "markdown",
 922 |       "source": [
 923 |         "### Query the documents and use the LLM to reply"
 924 |       ],
 925 |       "metadata": {
 926 |         "id": "UzIGm-UPsDH8"
 927 |       }
 928 |     },
 929 |     {
 930 |       "cell_type": "code",
 931 |       "source": [
 932 |         "#Function for QnA over a Context - the context is pure string text\n",
 933 |         "def QwenQnA(question,vectorstore,hits,maxtokens,model):\n",
 934 |         "  \"\"\"\n",
 935 |         "  basic generation with Qwen2-0.5b-Instruct/ any llama.cpp loaded model\n",
 936 |         "  question -> string\n",
 937 |         "  vectorstore-> a FAISS objects\n",
 938 |         "  hits -> int, the number of results from the similarity search\n",
 939 |         "  maxtokens -> int, number of max tokens to generate\n",
 940 |         "  model -> llama-cpp-python instance // here is Qwen2-0.5b-Instruct AI\n",
 941 |         "  RETURNS output -> str, docs -> list of langchain documents from similarity search\n",
 942 |         "  \"\"\"\n",
 943 |         "  #docs_and_scores = vectorstore.similarity_search_with_score(question,k=3) #or .similarity_search_with_relevance_scores()\n",
 944 |         "  retriever = vectorstore.as_retriever(search_type=\"mmr\",search_kwargs={\"k\": hits})\n",
 945 |         "  docs = retriever.invoke(question)\n",
 946 |         "  # pack all the text from the retriever hits and remove carriage return\n",
 947 |         "  context = ''\n",
 948 |         "  for i in docs:\n",
 949 |         "    context += i.page_content\n",
 950 |         "  contesto = context.replace('\\n\\n','')\n",
 951 |         "  query = question\n",
 952 |         "  import datetime\n",
 953 |         "  start = datetime.datetime.now()\n",
 954 |         "  #create the prompt template\n",
 955 |         "  template = f\"\"\"Answer the question based only on the following context:\n",
 956 |         "\n",
 957 |         "[context]\n",
 958 |         "{contesto}\n",
 959 |         "[end of context]\n",
 960 |         "\n",
 961 |         "Question: {query}\n",
 962 |         "\n",
 963 |         "\"\"\"\n",
 964 |         "  #structure the prompt into a chat template\n",
 965 |         "  messages = [\n",
 966 |         "              {\"role\": \"system\", \"content\": \"You are a Language Model trained to answer questions based solely on the provided text.\",},\n",
 967 |         "              {\"role\": \"user\", \"content\": template},\n",
 968 |         "              ]\n",
 969 |         "  with console.status(\"Qwen-0.5b-Chat AI is working ✅✅✅ ...\",spinner=\"dots12\"):\n",
 970 |         "    output = model.create_chat_completion(\n",
 971 |         "                    messages=messages,\n",
 972 |         "                    max_tokens=maxtokens,\n",
 973 |         "                    stop=[\"</s>\",\"[/INST]\",\"/INST\",'<|eot_id|>','<|end|>'],\n",
 974 |         "                    temperature = 0.1,\n",
 975 |         "                    repeat_penalty = 1.4)\n",
 976 |         "  delta = datetime.datetime.now() - start\n",
 977 |         "  console.print(f\"[bright_green bold on black]Question: {query}\")\n",
 978 |         "  console.print(output[\"choices\"][0][\"message\"][\"content\"])\n",
 979 |         "  console.print(f\"Completed in: [bold bright_red]{delta}\")\n",
 980 |         "  return output[\"choices\"][0][\"message\"][\"content\"], docs"
 981 |       ],
 982 |       "metadata": {
 983 |         "id": "dUspnmrc5kqH"
 984 |       },
 985 |       "execution_count": 8,
 986 |       "outputs": []
 987 |     },
 988 |     {
 989 |       "cell_type": "code",
 990 |       "source": [
 991 |         "res, notetext = QwenQnA('what is a startup entrepreneurship?', vectorstore,4,500,qwen05b)"
 992 |       ],
 993 |       "metadata": {
 994 |         "colab": {
 995 |           "base_uri": "https://localhost:8080/",
 996 |           "height": 198,
 997 |           "referenced_widgets": [
 998 |             "daf0f226487d447ab88b64b8cf8dd185",
 999 |             "b02f5d0c391644d6a7534066f8cc1193"
1000 |           ]
1001 |         },
1002 |         "id": "IdKLbaWW5kns",
1003 |         "outputId": "1af4c3bf-eb09-4d73-85a3-0cea9308bf3e"
1004 |       },
1005 |       "execution_count": 9,
1006 |       "outputs": [
1007 |         {
1008 |           "output_type": "display_data",
1009 |           "data": {
1010 |             "text/plain": [
1011 |               "Output()"
1012 |             ],
1013 |             "application/vnd.jupyter.widget-view+json": {
1014 |               "version_major": 2,
1015 |               "version_minor": 0,
1016 |               "model_id": "daf0f226487d447ab88b64b8cf8dd185"
1017 |             }
1018 |           },
1019 |           "metadata": {}
1020 |         },
1021 |         {
1022 |           "output_type": "display_data",
1023 |           "data": {
1024 |             "text/plain": [],
1025 |             "text/html": [
1026 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
1027 |             ]
1028 |           },
1029 |           "metadata": {}
1030 |         },
1031 |         {
1032 |           "output_type": "display_data",
1033 |           "data": {
1034 |             "text/plain": [
1035 |               "\u001b[1;92;40mQuestion: what is a startup entrepreneurship?\u001b[0m\n"
1036 |             ],
1037 |             "text/html": [
1038 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00; background-color: #000000; font-weight: bold\">Question: what is a startup entrepreneurship?</span>\n",
1039 |               "</pre>\n"
1040 |             ]
1041 |           },
1042 |           "metadata": {}
1043 |         },
1044 |         {
1045 |           "output_type": "display_data",
1046 |           "data": {
1047 |             "text/plain": [
1048 |               "A startup entrepreneur typically involves launching new and disruptive innovation in the \n",
1049 |               "form of technology-driven solutions or entirely new businesses. These ventures are often \n",
1050 |               "characterized by rapid growth potential, high risk/high reward balance between success \u001b[1m(\u001b[0min\n",
1051 |               "competitive markets\u001b[1m)\u001b[0m versus failure due to inherent risks involved with running such \n",
1052 |               "enterprises.\n",
1053 |               "\n",
1054 |               "In summary: a start-up entrepreneurship is about taking ownership for creating innovative \n",
1055 |               "products/services and building something from the ground up in an environment where \n",
1056 |               "there's significant opportunity but also carries some level of uncertainty.\n"
1057 |             ],
1058 |             "text/html": [
1059 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">A startup entrepreneur typically involves launching new and disruptive innovation in the \n",
1060 |               "form of technology-driven solutions or entirely new businesses. These ventures are often \n",
1061 |               "characterized by rapid growth potential, high risk/high reward balance between success <span style=\"font-weight: bold\">(</span>in\n",
1062 |               "competitive markets<span style=\"font-weight: bold\">)</span> versus failure due to inherent risks involved with running such \n",
1063 |               "enterprises.\n",
1064 |               "\n",
1065 |               "In summary: a start-up entrepreneurship is about taking ownership for creating innovative \n",
1066 |               "products/services and building something from the ground up in an environment where \n",
1067 |               "there's significant opportunity but also carries some level of uncertainty.\n",
1068 |               "</pre>\n"
1069 |             ]
1070 |           },
1071 |           "metadata": {}
1072 |         },
1073 |         {
1074 |           "output_type": "display_data",
1075 |           "data": {
1076 |             "text/plain": [
1077 |               "Completed in: \u001b[1;91m0:00:54\u001b[0m\u001b[1;91m.\u001b[0m\u001b[1;91m322737\u001b[0m\n"
1078 |             ],
1079 |             "text/html": [
1080 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Completed in: <span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold\">0:00:54.</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold\">322737</span>\n",
1081 |               "</pre>\n"
1082 |             ]
1083 |           },
1084 |           "metadata": {}
1085 |         }
1086 |       ]
1087 |     },
1088 |     {
1089 |       "cell_type": "code",
1090 |       "source": [
1091 |         "console.print(notetext)"
1092 |       ],
1093 |       "metadata": {
1094 |         "colab": {
1095 |           "base_uri": "https://localhost:8080/",
1096 |           "height": 1000
1097 |         },
1098 |         "id": "qtMQqFgoCKUf",
1099 |         "outputId": "ce2ca5a6-8b48-4c63-f55a-fd1867ae3c0e"
1100 |       },
1101 |       "execution_count": 10,
1102 |       "outputs": [
1103 |         {
1104 |           "output_type": "display_data",
1105 |           "data": {
1106 |             "text/plain": [
1107 |               "\u001b[1m[\u001b[0m\n",
1108 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
1109 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m' and challenging journey filled with both immense rewards and \u001b[0m\n",
1110 |               "\u001b[32mpotential setbacks.\\nI. What is entrepreneurship\\nThe world of business is brimming with \u001b[0m\n",
1111 |               "\u001b[32mestablished giants and innovative upstarts. But what drives the creation of these new \u001b[0m\n",
1112 |               "\u001b[32mventures? This is where the concept of entrepreneurship steps in.\\nEntrepreneurship is the\u001b[0m\n",
1113 |               "\u001b[32mprocess of identifying opportunities, turning ideas into reality, and creating new \u001b[0m\n",
1114 |               "\u001b[32mbusinesses. It’s a captivating blend of innovation, initiative, and calculated \u001b[0m\n",
1115 |               "\u001b[32mrisk-taking. Entrepreneurs are the trailblazers who:\\nSpot a gap in the market: They have \u001b[0m\n",
1116 |               "\u001b[32ma keen eye for unmet needs or problems waiting for solutions.\\nCraft unique solutions: \u001b[0m\n",
1117 |               "\u001b[32mThey translate those needs into a product, service, or business model that addresses the \u001b[0m\n",
1118 |               "\u001b[32midentified gap.\\nEmbrace calculated risks: They invest their time, resources, and effort \u001b[0m\n",
1119 |               "\u001b[32minto bringing their vision to life, understanding the potential rewards and challenges \u001b[0m\n",
1120 |               "\u001b[32mthat lie ahead.\\nBuild and manage the business: They assemble a team, secure funding, \u001b[0m\n",
1121 |               "\u001b[32mnavigate the complexities of running a successful enterprise, and ensure its growth and \u001b[0m\n",
1122 |               "\u001b[32msustainability.\\nIn essence, entrepreneurship is about taking ownership and turning ideas \u001b[0m\n",
1123 |               "\u001b[32minto action. It’s about being the architect of your own destiny and building something \u001b[0m\n",
1124 |               "\u001b[32mfrom the ground up'\u001b[0m,\n",
1125 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
1126 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
1127 |               "        \u001b[1m}\u001b[0m\n",
1128 |               "    \u001b[1m)\u001b[0m,\n",
1129 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
1130 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m' failure in a competitive landscape.\\nFocus on Technology: Many \u001b[0m\n",
1131 |               "\u001b[32mstartups leverage technology to create innovative products or services.\\n2. Small business\u001b[0m\n",
1132 |               "\u001b[32mentrepreneurship\\nThe backbone of many communities, small business entrepreneurship \u001b[0m\n",
1133 |               "\u001b[32mcenters around establishing a local business that caters to a specific niche or geographic\u001b[0m\n",
1134 |               "\u001b[32marea. Think your friendly neighborhood bakery or a local bookstore. These ventures often \u001b[0m\n",
1135 |               "\u001b[32mprioritize:\\nStability and Sustainability: Small businesses focus on building a loyal \u001b[0m\n",
1136 |               "\u001b[32mcustomer base and providing reliable goods and services within their community.\\nCommunity\u001b[0m\n",
1137 |               "\u001b[32mFocus: Understanding and catering to the specific needs of the local market is \u001b[0m\n",
1138 |               "\u001b[32mparamount.\\nLower Risk Profile: While growth is still important, small businesses tend to \u001b[0m\n",
1139 |               "\u001b[32mprioritize stability over rapid expansion.\\n3. Corporate entrepreneurship \u001b[0m\n",
1140 |               "\u001b[32m(\u001b[0m\u001b[32mIntrapreneurship\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\nInnovation doesn’t have to happen outside established organizations. \u001b[0m\n",
1141 |               "\u001b[32mIntrapreneurship fosters a culture of innovation within existing companies. Intrapreneurs \u001b[0m\n",
1142 |               "\u001b[32mare employees who identify and develop new business ideas or products within the larger \u001b[0m\n",
1143 |               "\u001b[32mcompany structure. They might:\\nDevelop new product lines or services.\\nIdentify new \u001b[0m\n",
1144 |               "\u001b[32mmarket opportunities.\\nStreamline internal processes to improve \u001b[0m\n",
1145 |               "\u001b[32mefficiency.\\nEntrepreneurial ventures benefit from the resources and infrastructure of the\u001b[0m\n",
1146 |               "\u001b[32mestablished company, but navigating internal approval processes and overcoming'\u001b[0m,\n",
1147 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
1148 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
1149 |               "        \u001b[1m}\u001b[0m\n",
1150 |               "    \u001b[1m)\u001b[0m,\n",
1151 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
1152 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m', and operational plan. While it’s a dynamic document that can \u001b[0m\n",
1153 |               "\u001b[32mevolve as you learn and grow, a well-crafted business plan will help you stay focused and \u001b[0m\n",
1154 |               "\u001b[32mattract potential investors.\\nAlso read: Crafting an Effective Product Launch Strategy: \u001b[0m\n",
1155 |               "\u001b[32mBest Practices and Examples\\n3. Secure Funding\\nBootstrapping: Many entrepreneurs start by\u001b[0m\n",
1156 |               "\u001b[32mbootstrapping their businesses using personal savings, loans from family and friends, or \u001b[0m\n",
1157 |               "\u001b[32mcrowdfunding platforms.\\nSeeking Investors: For ventures requiring significant capital, \u001b[0m\n",
1158 |               "\u001b[32mexploring options like angel investors or venture capital firms might be necessary. Be \u001b[0m\n",
1159 |               "\u001b[32mprepared to present a compelling pitch that highlights the potential of your business.\\n4.\u001b[0m\n",
1160 |               "\u001b[32mBuild Your Team\\nAssemble Your A-Team: Surround yourself with talented and passionate \u001b[0m\n",
1161 |               "\u001b[32mindividuals who complement your skillset. Delegate tasks effectively and foster a \u001b[0m\n",
1162 |               "\u001b[32mcollaborative environment where everyone feels valued and empowered to contribute.\\n5. \u001b[0m\n",
1163 |               "\u001b[32mChoose a Business Structure\\nSole Proprietorship, Partnership, LLC, or Corporation? The \u001b[0m\n",
1164 |               "\u001b[32mlegal structure you choose for your business can impact taxes, liabilities, and \u001b[0m\n",
1165 |               "\u001b[32mregulations. Consult with a lawyer or accountant to determine the most suitable structure \u001b[0m\n",
1166 |               "\u001b[32mfor your venture.\\n6. Obtain Necessary Licenses and Permits\\nComply with Regulations: \u001b[0m\n",
1167 |               "\u001b[32mResearch the licenses and permits'\u001b[0m,\n",
1168 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
1169 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
1170 |               "        \u001b[1m}\u001b[0m\n",
1171 |               "    \u001b[1m)\u001b[0m,\n",
1172 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
1173 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m' navigate the complexities of running a successful enterprise, and \u001b[0m\n",
1174 |               "\u001b[32mensure its growth and sustainability.\\nIn essence, entrepreneurship is about taking \u001b[0m\n",
1175 |               "\u001b[32mownership and turning ideas into action. It’s about being the architect of your own \u001b[0m\n",
1176 |               "\u001b[32mdestiny and building something from the ground up.\\nII. Different types of \u001b[0m\n",
1177 |               "\u001b[32mentrepreneurships\\nThe entrepreneurial spirit manifests in various forms, each with its \u001b[0m\n",
1178 |               "\u001b[32munique purpose and approach.\\nLet’s delve into some of the most common types of \u001b[0m\n",
1179 |               "\u001b[32mentrepreneurship ventures:\\nThere are 4 common types of entrepreneurship\\n1. Startup \u001b[0m\n",
1180 |               "\u001b[32mentrepreneurship\\nOften associated with high-growth potential and disruptive innovation, \u001b[0m\n",
1181 |               "\u001b[32mstartup entrepreneurship involves launching a new and innovative business. Startups \u001b[0m\n",
1182 |               "\u001b[32mtypically focus on technology-driven solutions or entirely new business models. Think Uber\u001b[0m\n",
1183 |               "\u001b[32mrevolutionizing transportation or Airbnb shaking up the hospitality industry. These \u001b[0m\n",
1184 |               "\u001b[32mventures are often characterized by:\\nRapid Growth: Startups aim to scale quickly and \u001b[0m\n",
1185 |               "\u001b[32machieve a dominant market position.\\nHigh Risk, High Reward: The potential for significant\u001b[0m\n",
1186 |               "\u001b[32mreturns is balanced by the inherent risk of failure in a competitive landscape.\\nFocus on \u001b[0m\n",
1187 |               "\u001b[32mTechnology: Many startups leverage technology to create innovative products or \u001b[0m\n",
1188 |               "\u001b[32mservices.\\n2. Small business entrepreneurship\\nThe backbone of many communities, small \u001b[0m\n",
1189 |               "\u001b[32mbusiness entrepreneurship centers around establishing a local business that caters to a \u001b[0m\n",
1190 |               "\u001b[32mspecific'\u001b[0m,\n",
1191 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
1192 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
1193 |               "        \u001b[1m}\u001b[0m\n",
1194 |               "    \u001b[1m)\u001b[0m\n",
1195 |               "\u001b[1m]\u001b[0m\n"
1196 |             ],
1197 |             "text/html": [
1198 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
1199 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
1200 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">' and challenging journey filled with both immense rewards and </span>\n",
1201 |               "<span style=\"color: #008000; text-decoration-color: #008000\">potential setbacks.\\nI. What is entrepreneurship\\nThe world of business is brimming with </span>\n",
1202 |               "<span style=\"color: #008000; text-decoration-color: #008000\">established giants and innovative upstarts. But what drives the creation of these new </span>\n",
1203 |               "<span style=\"color: #008000; text-decoration-color: #008000\">ventures? This is where the concept of entrepreneurship steps in.\\nEntrepreneurship is the</span>\n",
1204 |               "<span style=\"color: #008000; text-decoration-color: #008000\">process of identifying opportunities, turning ideas into reality, and creating new </span>\n",
1205 |               "<span style=\"color: #008000; text-decoration-color: #008000\">businesses. It’s a captivating blend of innovation, initiative, and calculated </span>\n",
1206 |               "<span style=\"color: #008000; text-decoration-color: #008000\">risk-taking. Entrepreneurs are the trailblazers who:\\nSpot a gap in the market: They have </span>\n",
1207 |               "<span style=\"color: #008000; text-decoration-color: #008000\">a keen eye for unmet needs or problems waiting for solutions.\\nCraft unique solutions: </span>\n",
1208 |               "<span style=\"color: #008000; text-decoration-color: #008000\">They translate those needs into a product, service, or business model that addresses the </span>\n",
1209 |               "<span style=\"color: #008000; text-decoration-color: #008000\">identified gap.\\nEmbrace calculated risks: They invest their time, resources, and effort </span>\n",
1210 |               "<span style=\"color: #008000; text-decoration-color: #008000\">into bringing their vision to life, understanding the potential rewards and challenges </span>\n",
1211 |               "<span style=\"color: #008000; text-decoration-color: #008000\">that lie ahead.\\nBuild and manage the business: They assemble a team, secure funding, </span>\n",
1212 |               "<span style=\"color: #008000; text-decoration-color: #008000\">navigate the complexities of running a successful enterprise, and ensure its growth and </span>\n",
1213 |               "<span style=\"color: #008000; text-decoration-color: #008000\">sustainability.\\nIn essence, entrepreneurship is about taking ownership and turning ideas </span>\n",
1214 |               "<span style=\"color: #008000; text-decoration-color: #008000\">into action. It’s about being the architect of your own destiny and building something </span>\n",
1215 |               "<span style=\"color: #008000; text-decoration-color: #008000\">from the ground up'</span>,\n",
1216 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
1217 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
1218 |               "        <span style=\"font-weight: bold\">}</span>\n",
1219 |               "    <span style=\"font-weight: bold\">)</span>,\n",
1220 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
1221 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">' failure in a competitive landscape.\\nFocus on Technology: Many </span>\n",
1222 |               "<span style=\"color: #008000; text-decoration-color: #008000\">startups leverage technology to create innovative products or services.\\n2. Small business</span>\n",
1223 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurship\\nThe backbone of many communities, small business entrepreneurship </span>\n",
1224 |               "<span style=\"color: #008000; text-decoration-color: #008000\">centers around establishing a local business that caters to a specific niche or geographic</span>\n",
1225 |               "<span style=\"color: #008000; text-decoration-color: #008000\">area. Think your friendly neighborhood bakery or a local bookstore. These ventures often </span>\n",
1226 |               "<span style=\"color: #008000; text-decoration-color: #008000\">prioritize:\\nStability and Sustainability: Small businesses focus on building a loyal </span>\n",
1227 |               "<span style=\"color: #008000; text-decoration-color: #008000\">customer base and providing reliable goods and services within their community.\\nCommunity</span>\n",
1228 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Focus: Understanding and catering to the specific needs of the local market is </span>\n",
1229 |               "<span style=\"color: #008000; text-decoration-color: #008000\">paramount.\\nLower Risk Profile: While growth is still important, small businesses tend to </span>\n",
1230 |               "<span style=\"color: #008000; text-decoration-color: #008000\">prioritize stability over rapid expansion.\\n3. Corporate entrepreneurship </span>\n",
1231 |               "<span style=\"color: #008000; text-decoration-color: #008000\">(Intrapreneurship)\\nInnovation doesn’t have to happen outside established organizations. </span>\n",
1232 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Intrapreneurship fosters a culture of innovation within existing companies. Intrapreneurs </span>\n",
1233 |               "<span style=\"color: #008000; text-decoration-color: #008000\">are employees who identify and develop new business ideas or products within the larger </span>\n",
1234 |               "<span style=\"color: #008000; text-decoration-color: #008000\">company structure. They might:\\nDevelop new product lines or services.\\nIdentify new </span>\n",
1235 |               "<span style=\"color: #008000; text-decoration-color: #008000\">market opportunities.\\nStreamline internal processes to improve </span>\n",
1236 |               "<span style=\"color: #008000; text-decoration-color: #008000\">efficiency.\\nEntrepreneurial ventures benefit from the resources and infrastructure of the</span>\n",
1237 |               "<span style=\"color: #008000; text-decoration-color: #008000\">established company, but navigating internal approval processes and overcoming'</span>,\n",
1238 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
1239 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
1240 |               "        <span style=\"font-weight: bold\">}</span>\n",
1241 |               "    <span style=\"font-weight: bold\">)</span>,\n",
1242 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
1243 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">', and operational plan. While it’s a dynamic document that can </span>\n",
1244 |               "<span style=\"color: #008000; text-decoration-color: #008000\">evolve as you learn and grow, a well-crafted business plan will help you stay focused and </span>\n",
1245 |               "<span style=\"color: #008000; text-decoration-color: #008000\">attract potential investors.\\nAlso read: Crafting an Effective Product Launch Strategy: </span>\n",
1246 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Best Practices and Examples\\n3. Secure Funding\\nBootstrapping: Many entrepreneurs start by</span>\n",
1247 |               "<span style=\"color: #008000; text-decoration-color: #008000\">bootstrapping their businesses using personal savings, loans from family and friends, or </span>\n",
1248 |               "<span style=\"color: #008000; text-decoration-color: #008000\">crowdfunding platforms.\\nSeeking Investors: For ventures requiring significant capital, </span>\n",
1249 |               "<span style=\"color: #008000; text-decoration-color: #008000\">exploring options like angel investors or venture capital firms might be necessary. Be </span>\n",
1250 |               "<span style=\"color: #008000; text-decoration-color: #008000\">prepared to present a compelling pitch that highlights the potential of your business.\\n4.</span>\n",
1251 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Build Your Team\\nAssemble Your A-Team: Surround yourself with talented and passionate </span>\n",
1252 |               "<span style=\"color: #008000; text-decoration-color: #008000\">individuals who complement your skillset. Delegate tasks effectively and foster a </span>\n",
1253 |               "<span style=\"color: #008000; text-decoration-color: #008000\">collaborative environment where everyone feels valued and empowered to contribute.\\n5. </span>\n",
1254 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Choose a Business Structure\\nSole Proprietorship, Partnership, LLC, or Corporation? The </span>\n",
1255 |               "<span style=\"color: #008000; text-decoration-color: #008000\">legal structure you choose for your business can impact taxes, liabilities, and </span>\n",
1256 |               "<span style=\"color: #008000; text-decoration-color: #008000\">regulations. Consult with a lawyer or accountant to determine the most suitable structure </span>\n",
1257 |               "<span style=\"color: #008000; text-decoration-color: #008000\">for your venture.\\n6. Obtain Necessary Licenses and Permits\\nComply with Regulations: </span>\n",
1258 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Research the licenses and permits'</span>,\n",
1259 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
1260 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
1261 |               "        <span style=\"font-weight: bold\">}</span>\n",
1262 |               "    <span style=\"font-weight: bold\">)</span>,\n",
1263 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
1264 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">' navigate the complexities of running a successful enterprise, and </span>\n",
1265 |               "<span style=\"color: #008000; text-decoration-color: #008000\">ensure its growth and sustainability.\\nIn essence, entrepreneurship is about taking </span>\n",
1266 |               "<span style=\"color: #008000; text-decoration-color: #008000\">ownership and turning ideas into action. It’s about being the architect of your own </span>\n",
1267 |               "<span style=\"color: #008000; text-decoration-color: #008000\">destiny and building something from the ground up.\\nII. Different types of </span>\n",
1268 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurships\\nThe entrepreneurial spirit manifests in various forms, each with its </span>\n",
1269 |               "<span style=\"color: #008000; text-decoration-color: #008000\">unique purpose and approach.\\nLet’s delve into some of the most common types of </span>\n",
1270 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurship ventures:\\nThere are 4 common types of entrepreneurship\\n1. Startup </span>\n",
1271 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurship\\nOften associated with high-growth potential and disruptive innovation, </span>\n",
1272 |               "<span style=\"color: #008000; text-decoration-color: #008000\">startup entrepreneurship involves launching a new and innovative business. Startups </span>\n",
1273 |               "<span style=\"color: #008000; text-decoration-color: #008000\">typically focus on technology-driven solutions or entirely new business models. Think Uber</span>\n",
1274 |               "<span style=\"color: #008000; text-decoration-color: #008000\">revolutionizing transportation or Airbnb shaking up the hospitality industry. These </span>\n",
1275 |               "<span style=\"color: #008000; text-decoration-color: #008000\">ventures are often characterized by:\\nRapid Growth: Startups aim to scale quickly and </span>\n",
1276 |               "<span style=\"color: #008000; text-decoration-color: #008000\">achieve a dominant market position.\\nHigh Risk, High Reward: The potential for significant</span>\n",
1277 |               "<span style=\"color: #008000; text-decoration-color: #008000\">returns is balanced by the inherent risk of failure in a competitive landscape.\\nFocus on </span>\n",
1278 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Technology: Many startups leverage technology to create innovative products or </span>\n",
1279 |               "<span style=\"color: #008000; text-decoration-color: #008000\">services.\\n2. Small business entrepreneurship\\nThe backbone of many communities, small </span>\n",
1280 |               "<span style=\"color: #008000; text-decoration-color: #008000\">business entrepreneurship centers around establishing a local business that caters to a </span>\n",
1281 |               "<span style=\"color: #008000; text-decoration-color: #008000\">specific'</span>,\n",
1282 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
1283 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
1284 |               "        <span style=\"font-weight: bold\">}</span>\n",
1285 |               "    <span style=\"font-weight: bold\">)</span>\n",
1286 |               "<span style=\"font-weight: bold\">]</span>\n",
1287 |               "</pre>\n"
1288 |             ]
1289 |           },
1290 |           "metadata": {}
1291 |         }
1292 |       ]
1293 |     },
1294 |     {
1295 |       "cell_type": "code",
1296 |       "source": [
1297 |         "res, notetext = QwenQnA('what is the Small business entrepreneurship?', vectorstore,4,500,qwen05b)"
1298 |       ],
1299 |       "metadata": {
1300 |         "colab": {
1301 |           "base_uri": "https://localhost:8080/",
1302 |           "height": 148,
1303 |           "referenced_widgets": [
1304 |             "4aa3082ec7ec4df6a5c3313b81887cfa",
1305 |             "6d6b2f1584db4acab1bd785342acfad8"
1306 |           ]
1307 |         },
1308 |         "id": "BAdyewUjwXVn",
1309 |         "outputId": "53995bad-a6b8-4774-ccc2-ed1f1b366fbc"
1310 |       },
1311 |       "execution_count": 11,
1312 |       "outputs": [
1313 |         {
1314 |           "output_type": "display_data",
1315 |           "data": {
1316 |             "text/plain": [
1317 |               "Output()"
1318 |             ],
1319 |             "application/vnd.jupyter.widget-view+json": {
1320 |               "version_major": 2,
1321 |               "version_minor": 0,
1322 |               "model_id": "4aa3082ec7ec4df6a5c3313b81887cfa"
1323 |             }
1324 |           },
1325 |           "metadata": {}
1326 |         },
1327 |         {
1328 |           "output_type": "display_data",
1329 |           "data": {
1330 |             "text/plain": [],
1331 |             "text/html": [
1332 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
1333 |             ]
1334 |           },
1335 |           "metadata": {}
1336 |         },
1337 |         {
1338 |           "output_type": "display_data",
1339 |           "data": {
1340 |             "text/plain": [
1341 |               "\u001b[1;92;40mQuestion: what is the Small business entrepreneurship?\u001b[0m\n"
1342 |             ],
1343 |             "text/html": [
1344 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00; background-color: #000000; font-weight: bold\">Question: what is the Small business entrepreneurship?</span>\n",
1345 |               "</pre>\n"
1346 |             ]
1347 |           },
1348 |           "metadata": {}
1349 |         },
1350 |         {
1351 |           "output_type": "display_data",
1352 |           "data": {
1353 |             "text/plain": [
1354 |               "Small Business Entrepreneurship centers on establishing local small enterprises that cater\n",
1355 |               "to specific niche or geographic area, focusing primarily on stability \u001b[1m(\u001b[0mstability\u001b[1m)\u001b[0m & \n",
1356 |               "sustainability \u001b[1m(\u001b[0msustainability\u001b[1m)\u001b[0m, community focus \u001b[1m(\u001b[0mcommunity\u001b[1m)\u001b[0m, lower risk profile \u001b[1m(\u001b[0mrisk\u001b[1m)\u001b[0m. \n",
1357 |               "It also involves understanding and catering to a particular market. The venture often \n",
1358 |               "prioritizes the establishment of stable businesses with loyal customers base within their \n",
1359 |               "locality for long-term growth prospects\n"
1360 |             ],
1361 |             "text/html": [
1362 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Small Business Entrepreneurship centers on establishing local small enterprises that cater\n",
1363 |               "to specific niche or geographic area, focusing primarily on stability <span style=\"font-weight: bold\">(</span>stability<span style=\"font-weight: bold\">)</span> &amp; \n",
1364 |               "sustainability <span style=\"font-weight: bold\">(</span>sustainability<span style=\"font-weight: bold\">)</span>, community focus <span style=\"font-weight: bold\">(</span>community<span style=\"font-weight: bold\">)</span>, lower risk profile <span style=\"font-weight: bold\">(</span>risk<span style=\"font-weight: bold\">)</span>. \n",
1365 |               "It also involves understanding and catering to a particular market. The venture often \n",
1366 |               "prioritizes the establishment of stable businesses with loyal customers base within their \n",
1367 |               "locality for long-term growth prospects\n",
1368 |               "</pre>\n"
1369 |             ]
1370 |           },
1371 |           "metadata": {}
1372 |         },
1373 |         {
1374 |           "output_type": "display_data",
1375 |           "data": {
1376 |             "text/plain": [
1377 |               "Completed in: \u001b[1;91m0:00:45\u001b[0m\u001b[1;91m.\u001b[0m\u001b[1;91m735451\u001b[0m\n"
1378 |             ],
1379 |             "text/html": [
1380 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Completed in: <span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold\">0:00:45.</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold\">735451</span>\n",
1381 |               "</pre>\n"
1382 |             ]
1383 |           },
1384 |           "metadata": {}
1385 |         }
1386 |       ]
1387 |     },
1388 |     {
1389 |       "cell_type": "code",
1390 |       "source": [
1391 |         "console.print(notetext)"
1392 |       ],
1393 |       "metadata": {
1394 |         "colab": {
1395 |           "base_uri": "https://localhost:8080/",
1396 |           "height": 1000
1397 |         },
1398 |         "id": "yJQgjcS1wXNu",
1399 |         "outputId": "7d1750fb-4682-4611-c3dc-e98c90e97f10"
1400 |       },
1401 |       "execution_count": 12,
1402 |       "outputs": [
1403 |         {
1404 |           "output_type": "display_data",
1405 |           "data": {
1406 |             "text/plain": [
1407 |               "\u001b[1m[\u001b[0m\n",
1408 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
1409 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m' failure in a competitive landscape.\\nFocus on Technology: Many \u001b[0m\n",
1410 |               "\u001b[32mstartups leverage technology to create innovative products or services.\\n2. Small business\u001b[0m\n",
1411 |               "\u001b[32mentrepreneurship\\nThe backbone of many communities, small business entrepreneurship \u001b[0m\n",
1412 |               "\u001b[32mcenters around establishing a local business that caters to a specific niche or geographic\u001b[0m\n",
1413 |               "\u001b[32marea. Think your friendly neighborhood bakery or a local bookstore. These ventures often \u001b[0m\n",
1414 |               "\u001b[32mprioritize:\\nStability and Sustainability: Small businesses focus on building a loyal \u001b[0m\n",
1415 |               "\u001b[32mcustomer base and providing reliable goods and services within their community.\\nCommunity\u001b[0m\n",
1416 |               "\u001b[32mFocus: Understanding and catering to the specific needs of the local market is \u001b[0m\n",
1417 |               "\u001b[32mparamount.\\nLower Risk Profile: While growth is still important, small businesses tend to \u001b[0m\n",
1418 |               "\u001b[32mprioritize stability over rapid expansion.\\n3. Corporate entrepreneurship \u001b[0m\n",
1419 |               "\u001b[32m(\u001b[0m\u001b[32mIntrapreneurship\u001b[0m\u001b[32m)\u001b[0m\u001b[32m\\nInnovation doesn’t have to happen outside established organizations. \u001b[0m\n",
1420 |               "\u001b[32mIntrapreneurship fosters a culture of innovation within existing companies. Intrapreneurs \u001b[0m\n",
1421 |               "\u001b[32mare employees who identify and develop new business ideas or products within the larger \u001b[0m\n",
1422 |               "\u001b[32mcompany structure. They might:\\nDevelop new product lines or services.\\nIdentify new \u001b[0m\n",
1423 |               "\u001b[32mmarket opportunities.\\nStreamline internal processes to improve \u001b[0m\n",
1424 |               "\u001b[32mefficiency.\\nEntrepreneurial ventures benefit from the resources and infrastructure of the\u001b[0m\n",
1425 |               "\u001b[32mestablished company, but navigating internal approval processes and overcoming'\u001b[0m,\n",
1426 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
1427 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
1428 |               "        \u001b[1m}\u001b[0m\n",
1429 |               "    \u001b[1m)\u001b[0m,\n",
1430 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
1431 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m'title: What is Entrepreneurship - 5 Factors Affecting \u001b[0m\n",
1432 |               "\u001b[32mEntrepreneurship\\xa0\\nauthor: Lynsey PT from Adamo Software | Predict | Jun, 2024 | \u001b[0m\n",
1433 |               "\u001b[32mMedium\\nurl: \u001b[0m\n",
1434 |               "\u001b[32mhttps://medium.com/predict/what-is-entrepreneurship-5-factors-affecting-entrepreneurship-4\u001b[0m\n",
1435 |               "\u001b[32maadad3f161e\\n\\n\\nWhat is Entrepreneurship — 5 Factors Affecting Entrepreneurship\\nEver \u001b[0m\n",
1436 |               "\u001b[32mdreamt of turning your idea into a reality? Explore the world of entrepreneurship! This \u001b[0m\n",
1437 |               "\u001b[32mguide dives into what it means to be an entrepreneur.\\nHave you ever dreamt of being your \u001b[0m\n",
1438 |               "\u001b[32mown boss, building something from the ground up, and making a positive impact on the \u001b[0m\n",
1439 |               "\u001b[32mworld? If so, then entrepreneurship might be the path for you! But what exactly is \u001b[0m\n",
1440 |               "\u001b[32mentrepreneurship?\\nEntrepreneurship is the process of identifying opportunities, creating \u001b[0m\n",
1441 |               "\u001b[32mnew businesses, and taking calculated risks to bring ideas to life. It’s a dynamic and \u001b[0m\n",
1442 |               "\u001b[32mchallenging journey filled with both immense rewards and potential setbacks.\\nI. What is \u001b[0m\n",
1443 |               "\u001b[32mentrepreneurship\\nThe world of business is brimming with established giants and innovative\u001b[0m\n",
1444 |               "\u001b[32mupstarts. But what drives the creation of these new ventures? This is where the concept'\u001b[0m,\n",
1445 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
1446 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
1447 |               "        \u001b[1m}\u001b[0m\n",
1448 |               "    \u001b[1m)\u001b[0m,\n",
1449 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
1450 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m', and operational plan. While it’s a dynamic document that can \u001b[0m\n",
1451 |               "\u001b[32mevolve as you learn and grow, a well-crafted business plan will help you stay focused and \u001b[0m\n",
1452 |               "\u001b[32mattract potential investors.\\nAlso read: Crafting an Effective Product Launch Strategy: \u001b[0m\n",
1453 |               "\u001b[32mBest Practices and Examples\\n3. Secure Funding\\nBootstrapping: Many entrepreneurs start by\u001b[0m\n",
1454 |               "\u001b[32mbootstrapping their businesses using personal savings, loans from family and friends, or \u001b[0m\n",
1455 |               "\u001b[32mcrowdfunding platforms.\\nSeeking Investors: For ventures requiring significant capital, \u001b[0m\n",
1456 |               "\u001b[32mexploring options like angel investors or venture capital firms might be necessary. Be \u001b[0m\n",
1457 |               "\u001b[32mprepared to present a compelling pitch that highlights the potential of your business.\\n4.\u001b[0m\n",
1458 |               "\u001b[32mBuild Your Team\\nAssemble Your A-Team: Surround yourself with talented and passionate \u001b[0m\n",
1459 |               "\u001b[32mindividuals who complement your skillset. Delegate tasks effectively and foster a \u001b[0m\n",
1460 |               "\u001b[32mcollaborative environment where everyone feels valued and empowered to contribute.\\n5. \u001b[0m\n",
1461 |               "\u001b[32mChoose a Business Structure\\nSole Proprietorship, Partnership, LLC, or Corporation? The \u001b[0m\n",
1462 |               "\u001b[32mlegal structure you choose for your business can impact taxes, liabilities, and \u001b[0m\n",
1463 |               "\u001b[32mregulations. Consult with a lawyer or accountant to determine the most suitable structure \u001b[0m\n",
1464 |               "\u001b[32mfor your venture.\\n6. Obtain Necessary Licenses and Permits\\nComply with Regulations: \u001b[0m\n",
1465 |               "\u001b[32mResearch the licenses and permits'\u001b[0m,\n",
1466 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
1467 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
1468 |               "        \u001b[1m}\u001b[0m\n",
1469 |               "    \u001b[1m)\u001b[0m,\n",
1470 |               "    \u001b[1;35mDocument\u001b[0m\u001b[1m(\u001b[0m\n",
1471 |               "        \u001b[33mpage_content\u001b[0m=\u001b[32m' might:\\nDevelop new product lines or services.\\nIdentify new market\u001b[0m\n",
1472 |               "\u001b[32mopportunities.\\nStreamline internal processes to improve efficiency.\\nEntrepreneurial \u001b[0m\n",
1473 |               "\u001b[32mventures benefit from the resources and infrastructure of the established company, but \u001b[0m\n",
1474 |               "\u001b[32mnavigating internal approval processes and overcoming resistance to change can be \u001b[0m\n",
1475 |               "\u001b[32mchallenging.\\n4. Social entrepreneurship\\nEntrepreneurship can also be a powerful tool for\u001b[0m\n",
1476 |               "\u001b[32mpositive social impact. Social entrepreneurship focuses on creating businesses that \u001b[0m\n",
1477 |               "\u001b[32maddress social or environmental problems. These ventures aim to generate both financial \u001b[0m\n",
1478 |               "\u001b[32mand social returns, striving for:\\nSocial Impact: The core mission is to create a positive\u001b[0m\n",
1479 |               "\u001b[32mimpact on a social or environmental issue, such as poverty, education, or \u001b[0m\n",
1480 |               "\u001b[32msustainability.\\nSustainable Business Model: Social enterprises need to be financially \u001b[0m\n",
1481 |               "\u001b[32mviable to ensure long-term impact.\\nCommunity Focus: Social entrepreneurs often work \u001b[0m\n",
1482 |               "\u001b[32mcollaboratively with communities to develop solutions that address their specific \u001b[0m\n",
1483 |               "\u001b[32mneeds.\\nWhether you’re passionate about disrupting an industry, building a local haven, or\u001b[0m\n",
1484 |               "\u001b[32mcreating positive social change, there’s a type of entrepreneurship that aligns with your \u001b[0m\n",
1485 |               "\u001b[32mvision.\\nIII. Why entrepreneurship important\\nEntrepreneurship isn’t just about individual\u001b[0m\n",
1486 |               "\u001b[32mjourneys and building successful businesses. It plays a crucial role in shaping the \u001b[0m\n",
1487 |               "\u001b[32meconomic and social landscape around'\u001b[0m,\n",
1488 |               "        \u001b[33mmetadata\u001b[0m=\u001b[1m{\u001b[0m\n",
1489 |               "            \u001b[32m'source'\u001b[0m: \u001b[32m'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'\u001b[0m\n",
1490 |               "        \u001b[1m}\u001b[0m\n",
1491 |               "    \u001b[1m)\u001b[0m\n",
1492 |               "\u001b[1m]\u001b[0m\n"
1493 |             ],
1494 |             "text/html": [
1495 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">[</span>\n",
1496 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
1497 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">' failure in a competitive landscape.\\nFocus on Technology: Many </span>\n",
1498 |               "<span style=\"color: #008000; text-decoration-color: #008000\">startups leverage technology to create innovative products or services.\\n2. Small business</span>\n",
1499 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurship\\nThe backbone of many communities, small business entrepreneurship </span>\n",
1500 |               "<span style=\"color: #008000; text-decoration-color: #008000\">centers around establishing a local business that caters to a specific niche or geographic</span>\n",
1501 |               "<span style=\"color: #008000; text-decoration-color: #008000\">area. Think your friendly neighborhood bakery or a local bookstore. These ventures often </span>\n",
1502 |               "<span style=\"color: #008000; text-decoration-color: #008000\">prioritize:\\nStability and Sustainability: Small businesses focus on building a loyal </span>\n",
1503 |               "<span style=\"color: #008000; text-decoration-color: #008000\">customer base and providing reliable goods and services within their community.\\nCommunity</span>\n",
1504 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Focus: Understanding and catering to the specific needs of the local market is </span>\n",
1505 |               "<span style=\"color: #008000; text-decoration-color: #008000\">paramount.\\nLower Risk Profile: While growth is still important, small businesses tend to </span>\n",
1506 |               "<span style=\"color: #008000; text-decoration-color: #008000\">prioritize stability over rapid expansion.\\n3. Corporate entrepreneurship </span>\n",
1507 |               "<span style=\"color: #008000; text-decoration-color: #008000\">(Intrapreneurship)\\nInnovation doesn’t have to happen outside established organizations. </span>\n",
1508 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Intrapreneurship fosters a culture of innovation within existing companies. Intrapreneurs </span>\n",
1509 |               "<span style=\"color: #008000; text-decoration-color: #008000\">are employees who identify and develop new business ideas or products within the larger </span>\n",
1510 |               "<span style=\"color: #008000; text-decoration-color: #008000\">company structure. They might:\\nDevelop new product lines or services.\\nIdentify new </span>\n",
1511 |               "<span style=\"color: #008000; text-decoration-color: #008000\">market opportunities.\\nStreamline internal processes to improve </span>\n",
1512 |               "<span style=\"color: #008000; text-decoration-color: #008000\">efficiency.\\nEntrepreneurial ventures benefit from the resources and infrastructure of the</span>\n",
1513 |               "<span style=\"color: #008000; text-decoration-color: #008000\">established company, but navigating internal approval processes and overcoming'</span>,\n",
1514 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
1515 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
1516 |               "        <span style=\"font-weight: bold\">}</span>\n",
1517 |               "    <span style=\"font-weight: bold\">)</span>,\n",
1518 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
1519 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">'title: What is Entrepreneurship - 5 Factors Affecting </span>\n",
1520 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Entrepreneurship\\xa0\\nauthor: Lynsey PT from Adamo Software | Predict | Jun, 2024 | </span>\n",
1521 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Medium\\nurl: </span>\n",
1522 |               "<span style=\"color: #008000; text-decoration-color: #008000\">https://medium.com/predict/what-is-entrepreneurship-5-factors-affecting-entrepreneurship-4</span>\n",
1523 |               "<span style=\"color: #008000; text-decoration-color: #008000\">aadad3f161e\\n\\n\\nWhat is Entrepreneurship — 5 Factors Affecting Entrepreneurship\\nEver </span>\n",
1524 |               "<span style=\"color: #008000; text-decoration-color: #008000\">dreamt of turning your idea into a reality? Explore the world of entrepreneurship! This </span>\n",
1525 |               "<span style=\"color: #008000; text-decoration-color: #008000\">guide dives into what it means to be an entrepreneur.\\nHave you ever dreamt of being your </span>\n",
1526 |               "<span style=\"color: #008000; text-decoration-color: #008000\">own boss, building something from the ground up, and making a positive impact on the </span>\n",
1527 |               "<span style=\"color: #008000; text-decoration-color: #008000\">world? If so, then entrepreneurship might be the path for you! But what exactly is </span>\n",
1528 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurship?\\nEntrepreneurship is the process of identifying opportunities, creating </span>\n",
1529 |               "<span style=\"color: #008000; text-decoration-color: #008000\">new businesses, and taking calculated risks to bring ideas to life. It’s a dynamic and </span>\n",
1530 |               "<span style=\"color: #008000; text-decoration-color: #008000\">challenging journey filled with both immense rewards and potential setbacks.\\nI. What is </span>\n",
1531 |               "<span style=\"color: #008000; text-decoration-color: #008000\">entrepreneurship\\nThe world of business is brimming with established giants and innovative</span>\n",
1532 |               "<span style=\"color: #008000; text-decoration-color: #008000\">upstarts. But what drives the creation of these new ventures? This is where the concept'</span>,\n",
1533 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
1534 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
1535 |               "        <span style=\"font-weight: bold\">}</span>\n",
1536 |               "    <span style=\"font-weight: bold\">)</span>,\n",
1537 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
1538 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">', and operational plan. While it’s a dynamic document that can </span>\n",
1539 |               "<span style=\"color: #008000; text-decoration-color: #008000\">evolve as you learn and grow, a well-crafted business plan will help you stay focused and </span>\n",
1540 |               "<span style=\"color: #008000; text-decoration-color: #008000\">attract potential investors.\\nAlso read: Crafting an Effective Product Launch Strategy: </span>\n",
1541 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Best Practices and Examples\\n3. Secure Funding\\nBootstrapping: Many entrepreneurs start by</span>\n",
1542 |               "<span style=\"color: #008000; text-decoration-color: #008000\">bootstrapping their businesses using personal savings, loans from family and friends, or </span>\n",
1543 |               "<span style=\"color: #008000; text-decoration-color: #008000\">crowdfunding platforms.\\nSeeking Investors: For ventures requiring significant capital, </span>\n",
1544 |               "<span style=\"color: #008000; text-decoration-color: #008000\">exploring options like angel investors or venture capital firms might be necessary. Be </span>\n",
1545 |               "<span style=\"color: #008000; text-decoration-color: #008000\">prepared to present a compelling pitch that highlights the potential of your business.\\n4.</span>\n",
1546 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Build Your Team\\nAssemble Your A-Team: Surround yourself with talented and passionate </span>\n",
1547 |               "<span style=\"color: #008000; text-decoration-color: #008000\">individuals who complement your skillset. Delegate tasks effectively and foster a </span>\n",
1548 |               "<span style=\"color: #008000; text-decoration-color: #008000\">collaborative environment where everyone feels valued and empowered to contribute.\\n5. </span>\n",
1549 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Choose a Business Structure\\nSole Proprietorship, Partnership, LLC, or Corporation? The </span>\n",
1550 |               "<span style=\"color: #008000; text-decoration-color: #008000\">legal structure you choose for your business can impact taxes, liabilities, and </span>\n",
1551 |               "<span style=\"color: #008000; text-decoration-color: #008000\">regulations. Consult with a lawyer or accountant to determine the most suitable structure </span>\n",
1552 |               "<span style=\"color: #008000; text-decoration-color: #008000\">for your venture.\\n6. Obtain Necessary Licenses and Permits\\nComply with Regulations: </span>\n",
1553 |               "<span style=\"color: #008000; text-decoration-color: #008000\">Research the licenses and permits'</span>,\n",
1554 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
1555 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
1556 |               "        <span style=\"font-weight: bold\">}</span>\n",
1557 |               "    <span style=\"font-weight: bold\">)</span>,\n",
1558 |               "    <span style=\"color: #800080; text-decoration-color: #800080; font-weight: bold\">Document</span><span style=\"font-weight: bold\">(</span>\n",
1559 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">page_content</span>=<span style=\"color: #008000; text-decoration-color: #008000\">' might:\\nDevelop new product lines or services.\\nIdentify new market</span>\n",
1560 |               "<span style=\"color: #008000; text-decoration-color: #008000\">opportunities.\\nStreamline internal processes to improve efficiency.\\nEntrepreneurial </span>\n",
1561 |               "<span style=\"color: #008000; text-decoration-color: #008000\">ventures benefit from the resources and infrastructure of the established company, but </span>\n",
1562 |               "<span style=\"color: #008000; text-decoration-color: #008000\">navigating internal approval processes and overcoming resistance to change can be </span>\n",
1563 |               "<span style=\"color: #008000; text-decoration-color: #008000\">challenging.\\n4. Social entrepreneurship\\nEntrepreneurship can also be a powerful tool for</span>\n",
1564 |               "<span style=\"color: #008000; text-decoration-color: #008000\">positive social impact. Social entrepreneurship focuses on creating businesses that </span>\n",
1565 |               "<span style=\"color: #008000; text-decoration-color: #008000\">address social or environmental problems. These ventures aim to generate both financial </span>\n",
1566 |               "<span style=\"color: #008000; text-decoration-color: #008000\">and social returns, striving for:\\nSocial Impact: The core mission is to create a positive</span>\n",
1567 |               "<span style=\"color: #008000; text-decoration-color: #008000\">impact on a social or environmental issue, such as poverty, education, or </span>\n",
1568 |               "<span style=\"color: #008000; text-decoration-color: #008000\">sustainability.\\nSustainable Business Model: Social enterprises need to be financially </span>\n",
1569 |               "<span style=\"color: #008000; text-decoration-color: #008000\">viable to ensure long-term impact.\\nCommunity Focus: Social entrepreneurs often work </span>\n",
1570 |               "<span style=\"color: #008000; text-decoration-color: #008000\">collaboratively with communities to develop solutions that address their specific </span>\n",
1571 |               "<span style=\"color: #008000; text-decoration-color: #008000\">needs.\\nWhether you’re passionate about disrupting an industry, building a local haven, or</span>\n",
1572 |               "<span style=\"color: #008000; text-decoration-color: #008000\">creating positive social change, there’s a type of entrepreneurship that aligns with your </span>\n",
1573 |               "<span style=\"color: #008000; text-decoration-color: #008000\">vision.\\nIII. Why entrepreneurship important\\nEntrepreneurship isn’t just about individual</span>\n",
1574 |               "<span style=\"color: #008000; text-decoration-color: #008000\">journeys and building successful businesses. It plays a crucial role in shaping the </span>\n",
1575 |               "<span style=\"color: #008000; text-decoration-color: #008000\">economic and social landscape around'</span>,\n",
1576 |               "        <span style=\"color: #808000; text-decoration-color: #808000\">metadata</span>=<span style=\"font-weight: bold\">{</span>\n",
1577 |               "            <span style=\"color: #008000; text-decoration-color: #008000\">'source'</span>: <span style=\"color: #008000; text-decoration-color: #008000\">'/content/What is Entrepreneurship 5 Factors Affecting Ent.txt'</span>\n",
1578 |               "        <span style=\"font-weight: bold\">}</span>\n",
1579 |               "    <span style=\"font-weight: bold\">)</span>\n",
1580 |               "<span style=\"font-weight: bold\">]</span>\n",
1581 |               "</pre>\n"
1582 |             ]
1583 |           },
1584 |           "metadata": {}
1585 |         }
1586 |       ]
1587 |     },
1588 |     {
1589 |       "cell_type": "code",
1590 |       "source": [
1591 |         "res, notetext = QwenQnA('what to do to get started with entrepreneurship?', vectorstore,5,500,qwen05b)"
1592 |       ],
1593 |       "metadata": {
1594 |         "colab": {
1595 |           "base_uri": "https://localhost:8080/",
1596 |           "height": 296,
1597 |           "referenced_widgets": [
1598 |             "f91344233fd3435ab1359dfeb2b5143a",
1599 |             "669b6315922b402391e7c519c22307f2"
1600 |           ]
1601 |         },
1602 |         "id": "FN3eWDvEB_Z3",
1603 |         "outputId": "20998f0c-a7df-46c5-a14d-0321dca9e18e"
1604 |       },
1605 |       "execution_count": 29,
1606 |       "outputs": [
1607 |         {
1608 |           "output_type": "display_data",
1609 |           "data": {
1610 |             "text/plain": [
1611 |               "Output()"
1612 |             ],
1613 |             "application/vnd.jupyter.widget-view+json": {
1614 |               "version_major": 2,
1615 |               "version_minor": 0,
1616 |               "model_id": "f91344233fd3435ab1359dfeb2b5143a"
1617 |             }
1618 |           },
1619 |           "metadata": {}
1620 |         },
1621 |         {
1622 |           "output_type": "display_data",
1623 |           "data": {
1624 |             "text/plain": [
1625 |               "\u001b[1;92;40mQuestion: what to do to get started with entrepreneurship?\u001b[0m\n"
1626 |             ],
1627 |             "text/html": [
1628 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ff00; text-decoration-color: #00ff00; background-color: #000000; font-weight: bold\">Question: what to do to get started with entrepreneurship?</span>\n",
1629 |               "</pre>\n"
1630 |             ]
1631 |           },
1632 |           "metadata": {}
1633 |         },
1634 |         {
1635 |           "output_type": "display_data",
1636 |           "data": {
1637 |             "text/plain": [
1638 |               "To start getting into entrepreneurial ventures:\n",
1639 |               "\n",
1640 |               "\u001b[1;36m1\u001b[0m. Validate your idea - Market research helps understand if there's an opportunity in this\n",
1641 |               "market.\n",
1642 |               "\u001b[1;36m2\u001b[0m. Secure funding – Bootstrapping involves using personal savings, loans from family and \n",
1643 |               "friends or crowdfunding platforms for startups.\n",
1644 |               "\n",
1645 |               "\u001b[1;36m3\u001b[0m. Build a team: Assemble talented individuals who complement the skills of entrepreneurs \n",
1646 |               "to create innovative products/services that can drive economic growth.\n",
1647 |               "\n",
1648 |               "\u001b[1;36m4\u001b[0m. Choose your business structure - Sole proprietorship is often preferred as it allows \n",
1649 |               "you control over all aspects while keeping taxes low.\n",
1650 |               "\u001b[1;36m5\u001b[0m. Secure funding – Angel investors, venture capitalists or crowdfunding platforms are \n",
1651 |               "available for startups seeking significant capital investment and support from the \n",
1652 |               "community of entrepreneurs who share similar goals to yours.\n"
1653 |             ],
1654 |             "text/html": [
1655 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">To start getting into entrepreneurial ventures:\n",
1656 |               "\n",
1657 |               "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">1</span>. Validate your idea - Market research helps understand if there's an opportunity in this\n",
1658 |               "market.\n",
1659 |               "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">2</span>. Secure funding – Bootstrapping involves using personal savings, loans from family and \n",
1660 |               "friends or crowdfunding platforms for startups.\n",
1661 |               "\n",
1662 |               "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">3</span>. Build a team: Assemble talented individuals who complement the skills of entrepreneurs \n",
1663 |               "to create innovative products/services that can drive economic growth.\n",
1664 |               "\n",
1665 |               "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">4</span>. Choose your business structure - Sole proprietorship is often preferred as it allows \n",
1666 |               "you control over all aspects while keeping taxes low.\n",
1667 |               "<span style=\"color: #008080; text-decoration-color: #008080; font-weight: bold\">5</span>. Secure funding – Angel investors, venture capitalists or crowdfunding platforms are \n",
1668 |               "available for startups seeking significant capital investment and support from the \n",
1669 |               "community of entrepreneurs who share similar goals to yours.\n",
1670 |               "</pre>\n"
1671 |             ]
1672 |           },
1673 |           "metadata": {}
1674 |         },
1675 |         {
1676 |           "output_type": "display_data",
1677 |           "data": {
1678 |             "text/plain": [
1679 |               "Completed in: \u001b[1;91m0:00:44\u001b[0m\u001b[1;91m.\u001b[0m\u001b[1;91m952537\u001b[0m\n"
1680 |             ],
1681 |             "text/html": [
1682 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">Completed in: <span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold\">0:00:44.</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold\">952537</span>\n",
1683 |               "</pre>\n"
1684 |             ]
1685 |           },
1686 |           "metadata": {}
1687 |         },
1688 |         {
1689 |           "output_type": "display_data",
1690 |           "data": {
1691 |             "text/plain": [],
1692 |             "text/html": [
1693 |               "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
1694 |             ]
1695 |           },
1696 |           "metadata": {}
1697 |         }
1698 |       ]
1699 |     },
1700 |     {
1701 |       "cell_type": "code",
1702 |       "source": [
1703 |         "console.print(notetext)"
1704 |       ],
1705 |       "metadata": {
1706 |         "id": "lva1kdAq5kk8"
1707 |       },
1708 |       "execution_count": null,
1709 |       "outputs": []
1710 |     },
1711 |     {
1712 |       "cell_type": "code",
1713 |       "source": [],
1714 |       "metadata": {
1715 |         "id": "cggCW-qD5kil"
1716 |       },
1717 |       "execution_count": null,
1718 |       "outputs": []
1719 |     }
1720 |   ]
1721 | }


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