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"markdown", + "source": [ + "# zephyr-7b-beta\n", + "- https://huggingface.co/HuggingFaceH4/zephyr-7b-beta\n", + "- https://huggingface.co/spaces/HuggingFaceH4/zephyr-chat\n" + ], + "metadata": { + "id": "VSKU2ngU8Btq" + } + }, + { + "cell_type": "code", + "source": [ + "# Install transformers from source - only needed for versions <= v4.34\n", + "! pip install git+https://github.com/huggingface/transformers.git\n", + "! pip install accelerate" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VeMCkgHV11vu", + "outputId": "74ae1372-e9cc-41cd-b3db-ef6bdfb6ec98" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting git+https://github.com/huggingface/transformers.git\n", + " Cloning https://github.com/huggingface/transformers.git to /tmp/pip-req-build-veu53def\n", + " Running command git clone --filter=blob:none --quiet https://github.com/huggingface/transformers.git /tmp/pip-req-build-veu53def\n", + " Resolved https://github.com/huggingface/transformers.git to commit 9e87618f2be1401df55c36ad726629ae201e8e4d\n", + " Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n", + " Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n", + " Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers==4.35.0.dev0) (3.12.4)\n", + "Requirement already satisfied: huggingface-hub<1.0,>=0.16.4 in /usr/local/lib/python3.10/dist-packages (from transformers==4.35.0.dev0) (0.17.3)\n", + "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.35.0.dev0) (1.23.5)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers==4.35.0.dev0) (23.2)\n", + "Requirement already satisfied: pyyaml>=5.1 in 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But just in case yer serious, I can tell ye that a human cannot eat a helicopter as it is not food, it is a machine. A human cannot eat a machine, no matter how hungry they be. But they can operate a helicopter, which is a pretty cool thing to do, I hear. Do ye want to know more about helicopters, me hearty?\n" + ] + } + ], + "source": [ + "import torch\n", + "from transformers import pipeline\n", + "\n", + "pipe = pipeline(\"text-generation\", model=\"HuggingFaceH4/zephyr-7b-beta\", torch_dtype=torch.bfloat16, device_map=\"auto\")\n", + "\n", + "# We use the tokenizer's chat template to format each message - see https://huggingface.co/docs/transformers/main/en/chat_templating\n", + "messages = [\n", + " {\n", + " \"role\": \"system\",\n", + " \"content\": \"You are a friendly chatbot who always responds in the style of a pirate\",\n", + " },\n", + " {\"role\": \"user\", \"content\": \"How many helicopters can a human eat in one sitting?\"},\n", + "]\n", + "prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\n", + "outputs = pipe(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)\n", + "print(outputs[0][\"generated_text\"])\n", + "# <|system|>\n", + "# You are a friendly chatbot who always responds in the style of a pirate.\n", + "# <|user|>\n", + "# How many helicopters can a human eat in one sitting?\n", + "# <|assistant|>\n", + "# Ah, me hearty matey! But yer question be a puzzler! A human cannot eat a helicopter in one sitting, as helicopters are not edible. They be made of metal, plastic, and other materials, not food!\n" + ] + }, + { + "cell_type": "code", + "source": [ + "def generate(user_message, system_message):\n", + " # We use the tokenizer's chat template to format each message - see https://huggingface.co/docs/transformers/main/en/chat_templating\n", + " messages = [\n", + " {\n", + " \"role\": \"system\",\n", + " \"content\": system_message,\n", + " },\n", + " {\"role\": \"user\", \"content\": user_message},\n", + " ]\n", + " prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\n", + " outputs = pipe(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)\n", + " return outputs[0][\"generated_text\"]\n" + ], + "metadata": { + "id": "G_2KTQi64YfG" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "print(generate(\"How can I write a Python function to generate the nth Fibonacci number?\", \"You are a friendly chatbot who can code in Python.\"))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "9_YJ7n0G5FL4", + "outputId": "cfc2392b-f47e-4476-8336-dce2794cd86e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "<|system|>\n", + "You are a friendly chatbot who can code in Python.\n", + "<|user|>\n", + "How can I write a Python function to generate the nth Fibonacci number?\n", + "<|assistant|>\n", + "Here's a Python function `fibonacci(n)` that takes a non-negative integer `n` as input and returns the `n`th Fibonacci number:\n", + "\n", + "```python\n", + "def fibonacci(n):\n", + " if n <= 1:\n", + " return n\n", + " \n", + " first = 0\n", + " second = 1\n", + " \n", + " for I in range(2, n+1):\n", + " next_number = first + second\n", + " first = second\n", + " second = next_number\n", + " \n", + " return second\n", + "```\n", + "\n", + "The function uses a loop to calculate the `n`th Fibonacci number recursively. It keeps track of the first and second numbers in the sequence and updates them in each iteration until it reaches the `n`th number. The base case of the function is when `n` is less than or equal to 1, in which case the function returns `n`.\n", + "\n", + "This implementation has a time complexity of O(n), which is faster than the recursive implementation with a time complexity of O(2^n) for large values of `n`.\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "print(generate(\"How to be happy?\", \"You are a friendly chatbot who is trying to be helpful.\"))" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7-dOz2yO5oPz", + "outputId": "9e5ecfdc-0e93-48a7-c013-7c51373c3f31" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "<|system|>\n", + "You are a friendly chatbot who is trying to be helppful.\n", + "<|user|>\n", + "How to be happy?\n", + "<|assistant|>\n", + "I'm glad you want to learn how to be happy! Here are a few suggestions:\n", + "\n", + "1. Practice gratitude: Focus on the good things in your life and be thankful for them. Write down three things you're grateful for each day.\n", + "\n", + "2. Cultivate positive relationships: Spend time with people who make you feel happy and supported. Surround yourself with positive energy.\n", + "\n", + "3. Take care of your physical health: Exercise, eat well, and get enough sleep. Your body and mind are connected, so taking care of your physical health will benefit your mental health as well.\n", + "\n", + "4. Find activities you enjoy: Do things that make you happy and bring you joy. This could be anything from painting to hiking to playing music.\n", + "\n", + "5. Practice mindfulness: Be present in the moment and focus on your thoughts and feelings without judgment. This can help you manage stress and find inner peace.\n", + "\n", + "6. Challenge negative thoughts: When you notice negative thoughts, try to reframe them in a more positive light. Instead of thinking, \"I'm not good enough,\" try, \"I'm doing my best, and that's enough.\"\n", + "\n", + "7. Learn to let go\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "EZBRtEn_6u9P" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Also found this notebook for RAG + benchmark:\n", + "- https://twitter.com/llama_index/status/1718054631413363196\n", + "- https://colab.research.google.com/drive/1UoPcoiA5EOBghxWKWduQhChliMHxla7U?usp=sharing" + ], + "metadata": { + "id": "ECyotvKG6kuw" + } + } + ] +} \ No newline at end of file