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"code", + "source": [ + "import torch\n", + "from transformers import pipeline\n", + "from IPython.display import clear_output\n", + "from google.colab import output" + ], + "metadata": { + "id": "Zs7QNs0Tet6r" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "class ChatBot:\n", + " _instance = None\n", + " _current_model = None\n", + "\n", + " def __init__(self, model_slug=None):\n", + " if model_slug and model_slug != ChatBot._current_model:\n", + " self.load_model(model_slug)\n", + " ChatBot._current_model = model_slug\n", + "\n", + " self.messages = []\n", + " self.max_tokens = 2048\n", + " self.temperature = 0.01\n", + " self.top_k = 100\n", + " self.top_p = 0.95\n", + "\n", + " @classmethod\n", + " def get_instance(cls, model_slug=None):\n", + " if not cls._instance or (model_slug and model_slug != cls._current_model):\n", + " cls._instance = cls(model_slug)\n", + " return cls._instance\n", + "\n", + " def load_model(self, model_slug):\n", + " print(f\"Loading model {model_slug}...\")\n", + " self.pipeline = pipeline(\n", + " \"text-generation\",\n", + " model=model_slug,\n", + " device_map=\"auto\",\n", + " )\n", + " clear_output()\n", + " print(\"Model loaded successfully!\")\n", + "\n", + " def reset_conversation(self, system_message):\n", + " \"\"\"Reset the conversation with a new system message\"\"\"\n", + " self.messages = [{\"role\": \"system\", \"content\": system_message}]\n", + "\n", + " def get_response(self, user_input):\n", + " \"\"\"Get response with current parameters\"\"\"\n", + " self.messages.append({\"role\": \"user\", \"content\": user_input})\n", + " outputs = self.pipeline(\n", + " self.messages,\n", + " max_new_tokens=self.max_tokens,\n", + " do_sample=True,\n", + " temperature=self.temperature,\n", + " top_k=self.top_k,\n", + " top_p=self.top_p\n", + " )\n", + " response = outputs[0][\"generated_text\"][-1]\n", + " content = response.get('content', 'No content available')\n", + " self.messages.append({\"role\": \"assistant\", \"content\": content})\n", + " return content\n", + "\n", + " def update_params(self, max_tokens=None, temperature=None, top_k=None, top_p=None):\n", + " \"\"\"Update generation parameters\"\"\"\n", + " if max_tokens is not None:\n", + " self.max_tokens = max_tokens\n", + " if temperature is not None:\n", + " self.temperature = temperature\n", + " if top_k is not None:\n", + " self.top_k = top_k\n", + " if top_p is not None:\n", + " self.top_p = top_p" + ], + "metadata": { + "id": "v4uIN6uIeyl3" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def run_chatbot(\n", + " model=None,\n", + " system_message=\"You are Orca Mini, You are expert in following given instructions, Think step by step before coming up with final answer\",\n", + " max_tokens=None,\n", + " temperature=None,\n", + " top_k=None,\n", + " top_p=None,\n", + "):\n", + " try:\n", + " # Get or create chatbot instance\n", + " chatbot = ChatBot.get_instance(model)\n", + "\n", + " # Update parameters if provided\n", + " chatbot.update_params(max_tokens, temperature, top_k, top_p)\n", + "\n", + " # Reset conversation with new system message\n", + " chatbot.reset_conversation(system_message)\n", + "\n", + " print(\"Chatbot: Hi! Type 'quit' to exit.\")\n", + "\n", + " while True:\n", + " user_input = input(\"You: \").strip()\n", + " if user_input.lower() == 'quit':\n", + " break\n", + " try:\n", + " response = chatbot.get_response(user_input)\n", + " print(\"Chatbot:\", response)\n", + " except Exception as e:\n", + " print(f\"Chatbot: An error occurred: {str(e)}\")\n", + " print(\"Please try again.\")\n", + "\n", + " except Exception as e:\n", + " print(f\"Error in chatbot: {str(e)}\")" + ], + "metadata": { + "id": "H2n_6Xcue3Vn" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "run_chatbot(model=\"pankajmathur/orca_mini_v9_7_3B-Instruct\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 502, + "referenced_widgets": [ + "2026eb810c8c4c53bda1dfdd7ed616f5", + "0bda7946a8aa45d08cc484493a13440b", + "e3b153d6d17647a1b0ef27c77c98c1d8", + "1cfa11330db747069e3e24f806632ea8", + "200e32aa1e3e464bad96adf9797e7416", + 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"88acfefc76d24c9e94f9f79d21fffbae" + ] + }, + "id": "JEqgoAH2fC6h", + "outputId": "6c920253-b797-4d50-f7d5-c979e3df04bf" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model loaded successfully!\n", + "Chatbot: Hi! Type 'quit' to exit.\n", + "You: Write a casual summary of the U.S. maternity leave policy with two sections (Section 1 and Section 2) and at least 25 sentences.\n", + "Chatbot: Section 1: Introduction to U.S. Maternity Leave Policy\n", + "\n", + "The United States has a complex and evolving maternity leave policy. The policy is primarily governed by the Family and Medical Leave Act (FMLA), which was enacted in 1993. This law provides eligible employees with up to 12 weeks of unpaid leave for certain family and medical reasons, including childbirth and the care of a newborn or adopted child. The policy is not uniform across all industries and employers, with some companies offering more generous leave benefits than others.\n", + "\n", + "Section 2: Key Aspects of U.S. Maternity Leave Policy\n", + "\n", + "1. Eligibility: To be eligible for FMLA, an employee must have worked for their employer for at least 12 months and completed at least 1,250 hours of service in the 12 months preceding the start of the leave. Some employers, such as those in the public sector, may have different eligibility requirements.\n", + "\n", + "2. Leave Duration: FMLA provides up to 12 weeks of leave for eligible employees. However, some employers may offer more generous leave benefits, such as 16 weeks or more.\n", + "\n", + "3. Leave Type: FMLA is primarily used for family and medical reasons, including childbirth, adoption, and caring for a newborn or adopted child. It can also be used for serious health conditions, such as cancer or a heart attack, and for caring for a spouse, child, or parent with a serious health condition.\n", + "\n", + "4. Leave Timing: FMLA leave can be taken at any time during the 12-month period, but it must be approved by the employer before the leave begins.\n", + "\n", + "5. Pay Replacement: FMLA does not provide pay replacement for the leave, so employees may need to use their vacation time, sick leave, or other paid time off to cover the period of leave.\n", + "\n", + "6. Return to Work: After FMLA leave, employees must return to their job or a position that is equivalent in pay, benefits, and other terms and conditions of employment. If the employee's job has changed during their leave, they may need to take additional leave to return to their original job.\n", + "\n", + "7. State and Local Leave Laws: Some states and localities have their own maternity leave laws that provide additional benefits beyond what is offered under FMLA. For example, California provides up to 12 weeks of paid family leave, while New York City provides up to 12 weeks of unpaid leave.\n", + "\n", + "8. Private Company Leave Policies: Many private companies offer more generous maternity leave benefits than what is provided under FMLA. These benefits may include paid leave, flexible work arrangements, and other perks.\n", + "\n", + "9. Leave for Adoption: FMLA provides up to 12 weeks of leave for employees who are adopting a child. Some employers may offer more generous leave benefits for adoptive parents.\n", + "\n", + "10. Leave for Military Spouses: FMLA provides up to 12 weeks of leave for employees who are caring for a spouse who is on active duty in the military. Some employers may offer more generous leave benefits for military spouses.\n", + "\n", + "11. Leave for Military Parents: FMLA provides up to 12 weeks of leave for employees who are caring for a spouse or child who is on active duty in the military. Some employers may offer more generous leave benefits for military parents.\n", + "\n", + "12. Leave for Serious Health Conditions: FMLA provides up to 12 weeks of leave for employees who are caring for a spouse, child, or parent with a serious health condition. Some employers may offer more generous leave benefits for employees with serious health conditions.\n", + "\n", + "13. Leave for Caring for a Newborn or Adopted Child: FMLA provides up to 12 weeks of leave for employees who are caring for a newborn or adopted child. Some employers may offer more generous leave benefits for new parents.\n", + "\n", + "14. Leave for Caring for a Spouse with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a spouse with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a spouse with a serious health condition.\n", + "\n", + "15. Leave for Caring for a Parent with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a parent with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a parent with a serious health condition.\n", + "\n", + "16. Leave for Caring for a Child with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a child with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a child with a serious health condition.\n", + "\n", + "17. Leave for Caring for a Spouse with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a spouse with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a spouse with a serious health condition.\n", + "\n", + "18. Leave for Caring for a Parent with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a parent with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a parent with a serious health condition.\n", + "\n", + "19. Leave for Caring for a Child with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a child with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a child with a serious health condition.\n", + "\n", + "20. Leave for Caring for a Spouse with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a spouse with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a spouse with a serious health condition.\n", + "\n", + "21. Leave for Caring for a Parent with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a parent with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a parent with a serious health condition.\n", + "\n", + "22. Leave for Caring for a Child with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a child with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a child with a serious health condition.\n", + "\n", + "23. Leave for Caring for a Spouse with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a spouse with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a spouse with a serious health condition.\n", + "\n", + "24. Leave for Caring for a Parent with a Serious Health Condition: FMLA provides up to 12 weeks of leave for employees who are caring for a parent with a serious health condition. Some employers may offer more generous leave benefits for employees caring for a parent with a serious health condition.\n", + "\n", + "25. Conclusion: The U.S. maternity leave policy is complex and varies across different industries and employers. While FMLA provides up to 12 weeks of unpaid leave for certain family and medical reasons, some employers offer more generous leave benefits. It is essential for employees to understand their employer's leave policy and to plan ahead for their maternity leave needs.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# # change system message\n", + "# run_chatbot(\n", + "# system_message=\"You are Orca Mini, You are expert in logic, Think step by step before coming up with final answer\",\n", + "# max_tokens=1024,\n", + "# temperature=0.3\n", + "# )" + ], + "metadata": { + "id": "tGW8wsfAfHDf" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file