diff --git a/Gemma/Keras_Gemma_2_Quickstart.ipynb b/Gemma/Keras_Gemma_2_Quickstart.ipynb new file mode 100644 index 0000000..6439abb --- /dev/null +++ b/Gemma/Keras_Gemma_2_Quickstart.ipynb @@ -0,0 +1,335 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "PXNm5_p_oxMF" + }, + "source": [ + "This is a quick demo of Gemma running on KerasNLP. To run this you will need:\n", + "- To be added to a private github repo for Gemma.\n", + "- To be added to a private Kaggle model for weights.\n", + "\n", + "General Keras reading:\n", + "- [Getting started with Keras](https://keras.io/getting_started/)\n", + "- [Getting started with KerasNLP](https://keras.io/guides/keras_nlp/getting_started/)\n", + "- [Generation and fine-tuning guide for GPT2](https://keras.io/guides/keras_nlp/getting_started/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VzFhJDayXroT" + }, + "source": [ + "## Access" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "DrBoa_Urw9Vx" + }, + "outputs": [], + "source": [ + "import os\n", + "from google.colab import userdata\n", + "\n", + "os.environ[\"KAGGLE_USERNAME\"] = userdata.get('KAGGLE_USERNAME')\n", + "os.environ[\"KAGGLE_KEY\"] = userdata.get('KAGGLE_KEY')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "z9oy3QUmXtSd" + }, + "source": [ + "## Installation" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bMboT70Xop8G", + "outputId": "f515845e-a15d-4c52-ace4-56944d48045b" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 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", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m21.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.2/5.2 MB\u001b[0m \u001b[31m72.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m311.2/311.2 kB\u001b[0m \u001b[31m35.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m589.8/589.8 MB\u001b[0m \u001b[31m2.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.3/5.3 MB\u001b[0m \u001b[31m95.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2.2/2.2 MB\u001b[0m \u001b[31m76.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.5/5.5 MB\u001b[0m \u001b[31m107.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", + "\u001b[?25h Building wheel for keras-nlp (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n", + "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", + "tf-keras 2.15.1 requires tensorflow<2.16,>=2.15, but you have tensorflow 2.16.1 which is incompatible.\u001b[0m\u001b[31m\n", + "\u001b[0m" + ] + } + ], + "source": [ + "# Install all deps\n", + "!pip install keras\n", + "!pip install keras-nlp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FX47AUYrXwLK" + }, + "source": [ + "## Quickstart" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "ww83zI9ToPso" + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "os.environ[\"KERAS_BACKEND\"] = \"jax\" # Or \"tensorflow\" or \"torch\".\n", + "\n", + "import keras_nlp\n", + "import keras\n", + "\n", + "# Run at half precision.\n", + "keras.config.set_floatx(\"bfloat16\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 605 + }, + "id": "yygIK9DEIldp", + "outputId": "93e3ca01-4770-4e27-fc7f-fb86a6b83bae" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_9b_en/3/download/metadata.json...\n", + "100%|██████████| 143/143 [00:00<00:00, 179kB/s]\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_9b_en/3/download/task.json...\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_9b_en/3/download/config.json...\n", + "100%|██████████| 780/780 [00:00<00:00, 895kB/s]\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_9b_en/3/download/model.weights.h5...\n", + "100%|██████████| 17.2G/17.2G [18:34<00:00, 16.6MB/s]\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_9b_en/3/download/preprocessor.json...\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_9b_en/3/download/tokenizer.json...\n", + "100%|██████████| 315/315 [00:00<00:00, 431kB/s]\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_9b_en/3/download/assets/tokenizer/vocabulary.spm...\n", + "100%|██████████| 4.04M/4.04M [00:01<00:00, 2.41MB/s]\n" + ] + }, + { + "data": { + "text/html": [ + "
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
+              "┃ Tokenizer (type)                                   ┃                                             Vocab # ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
+              "│ gemma_tokenizer (GemmaTokenizer)                   │                                             256,000 │\n",
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\n" + ], + "text/plain": [ + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[1m \u001b[0m\u001b[1mTokenizer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Vocab #\u001b[0m\u001b[1m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n", + "│ gemma_tokenizer (\u001b[38;5;33mGemmaTokenizer\u001b[0m) │ \u001b[38;5;34m256,000\u001b[0m │\n", + "└────────────────────────────────────────────────────┴─────────────────────────────────────────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓\n",
+              "┃ Layer (type)                  ┃ Output Shape              ┃         Param # ┃ Connected to               ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
+              "│ padding_mask (InputLayer)     │ (None, None)              │               0 │ -                          │\n",
+              "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
+              "│ token_ids (InputLayer)        │ (None, None)              │               0 │ -                          │\n",
+              "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
+              "│ gemma_backbone                │ (None, None, 3584)        │   9,241,705,984 │ padding_mask[0][0],        │\n",
+              "│ (GemmaBackbone)               │                           │                 │ token_ids[0][0]            │\n",
+              "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
+              "│ token_embedding               │ (None, None, 256000)      │     917,504,000 │ gemma_backbone[0][0]       │\n",
+              "│ (ReversibleEmbedding)         │                           │                 │                            │\n",
+              "└───────────────────────────────┴───────────────────────────┴─────────────────┴────────────────────────────┘\n",
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 Total params: 9,241,705,984 (17.21 GB)\n",
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 Trainable params: 9,241,705,984 (17.21 GB)\n",
+              "
\n" + ], + "text/plain": [ + "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m9,241,705,984\u001b[0m (17.21 GB)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
 Non-trainable params: 0 (0.00 B)\n",
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\n" + ], + "text/plain": [ + "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Connect using the default `gemma2_9b_keras` or through huggingface weights `hf://google/gemma-2-9b-keras`\n", + "gemma_lm = keras_nlp.models.GemmaCausalLM.from_preset(\"gemma2_9b_en\")\n", + "gemma_lm.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "id": "aae5GHrdpj2_", + "outputId": "fa242464-a217-4a7b-901e-27b00d0e995b" + }, + "outputs": [ + { + "data": { + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + }, + "text/plain": [ + "'What is the meaning of life?\\n\\n[Answer 1]\\n\\nThe meaning of life is to live it.\\n\\n[Answer 2]\\n\\nThe'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gemma_lm.generate(\"What is the meaning of life?\", max_length=32)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "Sb5uZ0BLv8Ot" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "A100", + "machine_shape": "hm", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/Gemma/Keras_Gemma_2_Quickstart_Chat.ipynb b/Gemma/Keras_Gemma_2_Quickstart_Chat.ipynb new file mode 100644 index 0000000..bb7b46b --- /dev/null +++ b/Gemma/Keras_Gemma_2_Quickstart_Chat.ipynb @@ -0,0 +1,1256 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "PXNm5_p_oxMF" + }, + "source": [ + "This is a quick demo of Gemma running on KerasNLP. To run this you will need:\n", + "- To be added to a private github repo for Gemma.\n", + "- To be added to a private Kaggle model for weights.\n", + "\n", + "General Keras reading:\n", + "- [Getting started with Keras](https://keras.io/getting_started/)\n", + "- [Getting started with KerasNLP](https://keras.io/guides/keras_nlp/getting_started/)\n", + "- [Generation and fine-tuning guide for GPT2](https://keras.io/guides/keras_nlp/getting_started/)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "VzFhJDayXroT" + }, + "source": [ + "## Access" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "DrBoa_Urw9Vx" + }, + "outputs": [], + "source": [ + "import os\n", + "from google.colab import userdata\n", + "\n", + "os.environ[\"KAGGLE_USERNAME\"] = userdata.get('KAGGLE_USERNAME')\n", + "os.environ[\"KAGGLE_KEY\"] = userdata.get('KAGGLE_KEY')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "z9oy3QUmXtSd" + }, + "source": [ + "## Installation" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "UehUHTaZmK0n" + }, + "outputs": [], + "source": [ + "# Install all deps\n", + "!pip install keras\n", + "!pip install keras-nlp" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FX47AUYrXwLK" + }, + "source": [ + "## Quickstart" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "ww83zI9ToPso" + }, + "outputs": [], + "source": [ + "os.environ[\"KERAS_BACKEND\"] = \"jax\" # Or \"tensorflow\" or \"torch\".\n", + "import os\n", + "import textwrap\n", + "\n", + "import keras_nlp\n", + "import keras\n", + "\n", + "from IPython.display import Markdown" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "UhbtacN1yqe4" + }, + "outputs": [], + "source": [ + "# Run at half precision.\n", + "keras.config.set_floatx(\"bfloat16\")\n", + "\n", + "def to_markdown(text):\n", + " text = text.replace('•', ' *')\n", + " return Markdown(textwrap.indent(text, '> ', predicate=lambda _: True))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 605 + }, + "id": "yygIK9DEIldp", + "outputId": "26b639b4-0f0c-47c0-8418-237bf14ebbc9" + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_instruct_9b_en/1/download/metadata.json...\n", + "100%|██████████| 143/143 [00:00<00:00, 173kB/s]\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_instruct_9b_en/1/download/task.json...\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_instruct_9b_en/1/download/config.json...\n", + "100%|██████████| 780/780 [00:00<00:00, 1.16MB/s]\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_instruct_9b_en/1/download/model.weights.h5...\n", + "100%|██████████| 17.2G/17.2G [18:19<00:00, 16.8MB/s]\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_instruct_9b_en/1/download/preprocessor.json...\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_instruct_9b_en/1/download/tokenizer.json...\n", + "100%|██████████| 315/315 [00:00<00:00, 781kB/s]\n", + "Downloading from https://www.kaggle.com/api/v1/models/keras/gemma2/keras/gemma2_instruct_9b_en/1/download/assets/tokenizer/vocabulary.spm...\n", + "100%|██████████| 4.04M/4.04M [00:01<00:00, 2.40MB/s]\n" + ] + }, + { + "data": { + "text/html": [ + "
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+              "┃ Tokenizer (type)                                   ┃                                             Vocab # ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
+              "│ gemma_tokenizer (GemmaTokenizer)                   │                                             256,000 │\n",
+              "└────────────────────────────────────────────────────┴─────────────────────────────────────────────────────┘\n",
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+              "┃ Layer (type)                  ┃ Output Shape              ┃         Param # ┃ Connected to               ┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩\n",
+              "│ padding_mask (InputLayer)     │ (None, None)              │               0 │ -                          │\n",
+              "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
+              "│ token_ids (InputLayer)        │ (None, None)              │               0 │ -                          │\n",
+              "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
+              "│ gemma_backbone                │ (None, None, 3584)        │   9,241,705,984 │ padding_mask[0][0],        │\n",
+              "│ (GemmaBackbone)               │                           │                 │ token_ids[0][0]            │\n",
+              "├───────────────────────────────┼───────────────────────────┼─────────────────┼────────────────────────────┤\n",
+              "│ token_embedding               │ (None, None, 256000)      │     917,504,000 │ gemma_backbone[0][0]       │\n",
+              "│ (ReversibleEmbedding)         │                           │                 │                            │\n",
+              "└───────────────────────────────┴───────────────────────────┴─────────────────┴────────────────────────────┘\n",
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This could involve pursuing passions, building relationships, contributing to society, or simply enjoying the experience of being alive.\n", + "> * **Meaning is found in connection:** Others find meaning in their connections with others, whether it's through family, friends, community, or a sense of belonging to something larger than themselves.\n", + "> \n", + "> * **Meaning is found in service:** Some find meaning in helping others and making a difference in the world. This could involve volunteering, activism, or simply being kind and compassionate to those around them.\n", + "> * **Meaning is found in the journey:** Some believe that the meaning of life is not about reaching a specific destination, but about the journey itself. This involves embracing the challenges and joys of life, learning and growing along the way, and appreciating the present moment.\n", + "> \n", + "> Ultimately, the meaning of life is a deeply personal question." + ], + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "%time result = gemma_lm.generate(\"what is the meaning of life?.\", max_length=256)\n", + "to_markdown(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "O0TkvhOASI9f" + }, + "outputs": [], + "source": [ + "class GemmaChat():\n", + "\n", + " __START_TURN__ = \"\"\n", + " __END_TURN__ = \"\"\n", + " __SYSTEM_STOP__ = \"\"\n", + "\n", + " def __init__(self, model, system=\"\", history=None):\n", + " self.model = model\n", + " self.system = system\n", + " if not history:\n", + " self.history = []\n", + " else:\n", + " self.history = history\n", + "\n", + " def format_message(self, message, prefix=\"\"):\n", + " return f\"{self.__START_TURN__}{prefix}\\n{message}{self.__END_TURN__}\\n\"\n", + "\n", + " def add_to_history(self, message, prefix=\"\"):\n", + " formated_message = self.format_message(message, prefix)\n", + " self.history.append(formated_message)\n", + "\n", + " def get_full_prompt(self):\n", + " prompt = \"\\n\".join([self.system + \"\\n\", *self.history])\n", + " return prompt\n", + "\n", + " def send_message(self, message):\n", + " self.add_to_history(message, \"user\")\n", + " prompt = self.get_full_prompt()\n", + " response = self.model.generate(prompt, max_length=2048)\n", + " # print('--------------------response---------------------------')\n", + " # print(response)\n", + " # print('--------------------response---------------------------')\n", + " result = response.replace(prompt, \"\")\n", + " result = response.replace(self.__SYSTEM_STOP__, \"\")\n", + " self.add_to_history(result, \"model\")\n", + " return result\n", + "\n", + " def show_history(self):\n", + " for h in self.history:\n", + " print(h)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 907 + }, + "id": "shfCZDFPKghT", + "outputId": "602c6b74-d67a-4281-ae79-be553d37ec28" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "> \n", + "> \n", + "> user\n", + "> help me understand how to make coffee\n", + "> \n", + "> \n", + "> ## Let's Brew Some Coffee! ☕️\n", + "> \n", + "> Making coffee is a simple process, but there are many ways to do it. Here's a breakdown of some popular methods:\n", + "> \n", + "> **1. Drip Coffee Maker:**\n", + "> \n", + "> * **What you need:** Drip coffee maker, coffee filter, ground coffee, water.\n", + "> * **How to do it:**\n", + "> 1. Fill the water reservoir with fresh, cold water.\n", + "> 2. Place a filter in the filter basket.\n", + "> 3. Add ground coffee to the filter (follow the coffee maker's instructions for the right amount).\n", + "> 4. Turn on the coffee maker and let it brew.\n", + "> 5. Enjoy your freshly brewed coffee!\n", + "> \n", + "> **2. French Press:**\n", + "> \n", + "> * **What you need:** French press, coarse ground coffee, hot water.\n", + "> * **How to do it:**\n", + "> 1. Heat water to just off the boil (around 200°F).\n", + "> 2. Add coarse ground coffee to the French press.\n", + "> 3. Pour hot water over the coffee grounds, making sure all grounds are saturated.\n", + "> 4. Stir gently and place the lid on the press, but don't plunge yet.\n", + "> 5. Let the coffee steep for 4 minutes.\n", + "> 6. Slowly press the plunger down to separate the grounds from the brewed coffee.\n", + "> 7. Pour and enjoy!\n", + "> \n", + "> **3. Pour Over:**\n", + "> \n", + "> * **What you need:** Pour over cone, filter, medium-fine ground coffee, hot water.\n", + "> * **How to do it:**\n", + "> 1. Place a filter in the cone and rinse it with hot water to remove any paper taste.\n", + "> 2. Add medium-fine ground coffee to the filter.\n", + "> 3. Slowly pour hot water over the coffee grounds in a circular motion, making sure all grounds are saturated.\n", + "> 4. Let the coffee drip through into your cup.\n", + "> 5. Enjoy!\n", + "> \n", + "> **4. Cold Brew:**\n", + "> \n", + "> * **What you need:** Coarse ground coffee, cold water, container.\n", + "> * **How to do it:**\n", + "> 1. Combine coarse ground coffee and cold water in a container (ratio of 1:8 coffee to water).\n", + "> 2. Stir well and cover the container.\n", + "> 3. Let the coffee steep in the refrigerator for 12-24 hours.\n", + "> 4. Strain the coffee through a fine-mesh sieve or cheesecloth.\n", + "> 5. Serve over ice and enjoy!\n", + "> \n", + "> **Tips for Better Coffee:**\n", + "> \n", + "> * **Use fresh, high-quality beans:** The better the beans, the better the coffee.\n", + "> * **Grind your beans right before brewing:** This preserves the flavor and aroma.\n", + "> * **Use filtered water:** Impurities in water can affect the taste of your coffee.\n", + "> * **Experiment with different brewing methods:** Find the method that you enjoy the most.\n", + "> * **Clean your coffee maker regularly:** This will help to prevent buildup and ensure that your coffee tastes its best.\n", + "> \n", + "> \n", + "> \n", + "> Let me know if you have any other questions or want to explore a specific brewing method in more detail!\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "chat = GemmaChat(gemma_lm)\n", + "result = chat.send_message(\"help me understand how to make coffee\")\n", + "to_markdown(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "bLxtlhjtLkWQ", + "outputId": "665e5de2-9b1a-4ed4-c11f-e6e1d82599d9" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "> \n", + "> \n", + "> user\n", + "> help me understand how to make coffee\n", + "> \n", + "> model\n", + "> \n", + "> \n", + "> user\n", + "> help me understand how to make coffee\n", + "> \n", + "> \n", + "> ## Let's Brew Some Coffee! ☕️\n", + "> \n", + "> Making coffee is a simple process, but there are many ways to do it. Here's a breakdown of some popular methods:\n", + "> \n", + "> **1. Drip Coffee Maker:**\n", + "> \n", + "> * **What you need:** Drip coffee maker, coffee filter, ground coffee, water.\n", + "> * **How to do it:**\n", + "> 1. Fill the water reservoir with fresh, cold water.\n", + "> 2. Place a filter in the filter basket.\n", + "> 3. Add ground coffee to the filter (follow the coffee maker's instructions for the right amount).\n", + "> 4. Turn on the coffee maker and let it brew.\n", + "> 5. Enjoy your freshly brewed coffee!\n", + "> \n", + "> **2. French Press:**\n", + "> \n", + "> * **What you need:** French press, coarse ground coffee, hot water.\n", + "> * **How to do it:**\n", + "> 1. Heat water to just off the boil (around 200°F).\n", + "> 2. Add coarse ground coffee to the French press.\n", + "> 3. Pour hot water over the coffee grounds, making sure all grounds are saturated.\n", + "> 4. Stir gently and place the lid on the press, but don't plunge yet.\n", + "> 5. Let the coffee steep for 4 minutes.\n", + "> 6. Slowly press the plunger down to separate the grounds from the brewed coffee.\n", + "> 7. Pour and enjoy!\n", + "> \n", + "> **3. Pour Over:**\n", + "> \n", + "> * **What you need:** Pour over cone, filter, medium-fine ground coffee, hot water.\n", + "> * **How to do it:**\n", + "> 1. Place a filter in the cone and rinse it with hot water to remove any paper taste.\n", + "> 2. Add medium-fine ground coffee to the filter.\n", + "> 3. Slowly pour hot water over the coffee grounds in a circular motion, making sure all grounds are saturated.\n", + "> 4. Let the coffee drip through into your cup.\n", + "> 5. Enjoy!\n", + "> \n", + "> **4. Cold Brew:**\n", + "> \n", + "> * **What you need:** Coarse ground coffee, cold water, container.\n", + "> * **How to do it:**\n", + "> 1. Combine coarse ground coffee and cold water in a container (ratio of 1:8 coffee to water).\n", + "> 2. Stir well and cover the container.\n", + "> 3. Let the coffee steep in the refrigerator for 12-24 hours.\n", + "> 4. Strain the coffee through a fine-mesh sieve or cheesecloth.\n", + "> 5. Serve over ice and enjoy!\n", + "> \n", + "> **Tips for Better Coffee:**\n", + "> \n", + "> * **Use fresh, high-quality beans:** The better the beans, the better the coffee.\n", + "> * **Grind your beans right before brewing:** This preserves the flavor and aroma.\n", + "> * **Use filtered water:** Impurities in water can affect the taste of your coffee.\n", + "> * **Experiment with different brewing methods:** Find the method that you enjoy the most.\n", + "> * **Clean your coffee maker regularly:** This will help to prevent buildup and ensure that your coffee tastes its best.\n", + "> \n", + "> \n", + "> \n", + "> Let me know if you have any other questions or want to explore a specific brewing method in more detail!\n", + "> \n", + "> \n", + "> user\n", + "> what is the best coffee?\n", + "> \n", + "> \n", + "> Ah, the eternal question! There's no single \"best\" coffee because taste is subjective. What one person finds delicious, another might find bitter or bland. \n", + "> \n", + "> However, I can give you some pointers to help you find YOUR best coffee:\n", + "> \n", + "> **Factors that influence coffee taste:**\n", + "> \n", + "> * **Bean Origin:** Different regions produce beans with unique flavor profiles. \n", + "> * **Latin America:** Often known for chocolatey, nutty, and smooth flavors. (Colombia, Brazil, Guatemala)\n", + "> * **Africa:** Can have bright acidity, fruity notes, and floral aromas. (Ethiopia, Kenya, Tanzania)\n", + "> * **Asia/Pacific:** Often earthy, spicy, and full-bodied. (Indonesia, Vietnam)\n", + "> * **Roast Level:**\n", + "> * **Light:** More acidic, delicate flavors, higher caffeine.\n", + "> * **Medium:** Balanced acidity and body, versatile.\n", + "> * **Dark:** Bold, smoky, bittersweet flavors, lower caffeine.\n", + "> * **Brewing Method:** Each method extracts flavors differently, impacting the final taste.\n", + "> \n", + "> **Finding YOUR Best:**\n", + "> \n", + "> 1. **Explore Different Origins:** Try coffees from various regions to discover what flavor profiles you enjoy.\n", + "> 2. **Experiment with Roast Levels:** Sample light, medium, and dark roasts to see your preference.\n", + "> 3. **Consider Your Brewing Method:** Different beans work better with certain brewing methods. Ask your local coffee shop for recommendations.\n", + "> 4. **Read Reviews:** Online reviews and coffee blogs can offer insights into specific beans and roasters.\n", + "> 5. **Visit a Local Coffee Shop:** Talk to baristas, ask for recommendations, and try different coffees.\n", + "> \n", + "> **Remember:** Coffee is a journey of discovery! Enjoy the process of exploring and finding your perfect cup.\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result = chat.send_message(\"what is the best coffee?\")\n", + "to_markdown(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "id": "tfvgl4sC9g2p", + "outputId": "89326571-90d4-4fc5-db2f-0295831f2581" + }, + "outputs": [ + { + "data": { + "text/markdown": [ + "> \n", + "> \n", + "> user\n", + "> help me understand how to make coffee\n", + "> \n", + "> model\n", + "> \n", + "> \n", + "> user\n", + "> help me understand how to make coffee\n", + "> \n", + "> \n", + "> ## Let's Brew Some Coffee! ☕️\n", + "> \n", + "> Making coffee is a simple process, but there are many ways to do it. Here's a breakdown of some popular methods:\n", + "> \n", + "> **1. Drip Coffee Maker:**\n", + "> \n", + "> * **What you need:** Drip coffee maker, coffee filter, ground coffee, water.\n", + "> * **How to do it:**\n", + "> 1. Fill the water reservoir with fresh, cold water.\n", + "> 2. Place a filter in the filter basket.\n", + "> 3. Add ground coffee to the filter (follow the coffee maker's instructions for the right amount).\n", + "> 4. Turn on the coffee maker and let it brew.\n", + "> 5. Enjoy your freshly brewed coffee!\n", + "> \n", + "> **2. French Press:**\n", + "> \n", + "> * **What you need:** French press, coarse ground coffee, hot water.\n", + "> * **How to do it:**\n", + "> 1. Heat water to just off the boil (around 200°F).\n", + "> 2. Add coarse ground coffee to the French press.\n", + "> 3. Pour hot water over the coffee grounds, making sure all grounds are saturated.\n", + "> 4. Stir gently and place the lid on the press, but don't plunge yet.\n", + "> 5. Let the coffee steep for 4 minutes.\n", + "> 6. Slowly press the plunger down to separate the grounds from the brewed coffee.\n", + "> 7. Pour and enjoy!\n", + "> \n", + "> **3. Pour Over:**\n", + "> \n", + "> * **What you need:** Pour over cone, filter, medium-fine ground coffee, hot water.\n", + "> * **How to do it:**\n", + "> 1. Place a filter in the cone and rinse it with hot water to remove any paper taste.\n", + "> 2. Add medium-fine ground coffee to the filter.\n", + "> 3. Slowly pour hot water over the coffee grounds in a circular motion, making sure all grounds are saturated.\n", + "> 4. Let the coffee drip through into your cup.\n", + "> 5. Enjoy!\n", + "> \n", + "> **4. Cold Brew:**\n", + "> \n", + "> * **What you need:** Coarse ground coffee, cold water, container.\n", + "> * **How to do it:**\n", + "> 1. Combine coarse ground coffee and cold water in a container (ratio of 1:8 coffee to water).\n", + "> 2. Stir well and cover the container.\n", + "> 3. Let the coffee steep in the refrigerator for 12-24 hours.\n", + "> 4. Strain the coffee through a fine-mesh sieve or cheesecloth.\n", + "> 5. Serve over ice and enjoy!\n", + "> \n", + "> **Tips for Better Coffee:**\n", + "> \n", + "> * **Use fresh, high-quality beans:** The better the beans, the better the coffee.\n", + "> * **Grind your beans right before brewing:** This preserves the flavor and aroma.\n", + "> * **Use filtered water:** Impurities in water can affect the taste of your coffee.\n", + "> * **Experiment with different brewing methods:** Find the method that you enjoy the most.\n", + "> * **Clean your coffee maker regularly:** This will help to prevent buildup and ensure that your coffee tastes its best.\n", + "> \n", + "> \n", + "> \n", + "> Let me know if you have any other questions or want to explore a specific brewing method in more detail!\n", + "> \n", + "> \n", + "> user\n", + "> what is the best coffee?\n", + "> \n", + "> model\n", + "> \n", + "> \n", + "> user\n", + "> help me understand how to make coffee\n", + "> \n", + "> model\n", + "> \n", + "> \n", + "> user\n", + "> help me understand how to make coffee\n", + "> \n", + "> \n", + "> ## Let's Brew Some Coffee! ☕️\n", + "> \n", + "> Making coffee is a simple process, but there are many ways to do it. Here's a breakdown of some popular methods:\n", + "> \n", + "> **1. Drip Coffee Maker:**\n", + "> \n", + "> * **What you need:** Drip coffee maker, coffee filter, ground coffee, water.\n", + "> * **How to do it:**\n", + "> 1. Fill the water reservoir with fresh, cold water.\n", + "> 2. Place a filter in the filter basket.\n", + "> 3. Add ground coffee to the filter (follow the coffee maker's instructions for the right amount).\n", + "> 4. Turn on the coffee maker and let it brew.\n", + "> 5. Enjoy your freshly brewed coffee!\n", + "> \n", + "> **2. French Press:**\n", + "> \n", + "> * **What you need:** French press, coarse ground coffee, hot water.\n", + "> * **How to do it:**\n", + "> 1. Heat water to just off the boil (around 200°F).\n", + "> 2. Add coarse ground coffee to the French press.\n", + "> 3. Pour hot water over the coffee grounds, making sure all grounds are saturated.\n", + "> 4. Stir gently and place the lid on the press, but don't plunge yet.\n", + "> 5. Let the coffee steep for 4 minutes.\n", + "> 6. Slowly press the plunger down to separate the grounds from the brewed coffee.\n", + "> 7. Pour and enjoy!\n", + "> \n", + "> **3. Pour Over:**\n", + "> \n", + "> * **What you need:** Pour over cone, filter, medium-fine ground coffee, hot water.\n", + "> * **How to do it:**\n", + "> 1. Place a filter in the cone and rinse it with hot water to remove any paper taste.\n", + "> 2. Add medium-fine ground coffee to the filter.\n", + "> 3. Slowly pour hot water over the coffee grounds in a circular motion, making sure all grounds are saturated.\n", + "> 4. Let the coffee drip through into your cup.\n", + "> 5. Enjoy!\n", + "> \n", + "> **4. Cold Brew:**\n", + "> \n", + "> * **What you need:** Coarse ground coffee, cold water, container.\n", + "> * **How to do it:**\n", + "> 1. Combine coarse ground coffee and cold water in a container (ratio of 1:8 coffee to water).\n", + "> 2. Stir well and cover the container.\n", + "> 3. Let the coffee steep in the refrigerator for 12-24 hours.\n", + "> 4. Strain the coffee through a fine-mesh sieve or cheesecloth.\n", + "> 5. Serve over ice and enjoy!\n", + "> \n", + "> **Tips for Better Coffee:**\n", + "> \n", + "> * **Use fresh, high-quality beans:** The better the beans, the better the coffee.\n", + "> * **Grind your beans right before brewing:** This preserves the flavor and aroma.\n", + "> * **Use filtered water:** Impurities in water can affect the taste of your coffee.\n", + "> * **Experiment with different brewing methods:** Find the method that you enjoy the most.\n", + "> * **Clean your coffee maker regularly:** This will help to prevent buildup and ensure that your coffee tastes its best.\n", + "> \n", + "> \n", + "> \n", + "> Let me know if you have any other questions or want to explore a specific brewing method in more detail!\n", + "> \n", + "> \n", + "> user\n", + "> what is the best coffee?\n", + "> \n", + "> \n", + "> Ah, the eternal question! There's no single \"best\" coffee because taste is subjective. What one person finds delicious, another might find bitter or bland. \n", + "> \n", + "> However, I can give you some pointers to help you find YOUR best coffee:\n", + "> \n", + "> **Factors that influence coffee taste:**\n", + "> \n", + "> * **Bean Origin:** Different regions produce beans with unique flavor profiles. \n", + "> * **Latin America:** Often known for chocolatey, nutty, and smooth flavors. (Colombia, Brazil, Guatemala)\n", + "> * **Africa:** Can have bright acidity, fruity notes, and floral aromas. (Ethiopia, Kenya, Tanzania)\n", + "> * **Asia/Pacific:** Often earthy, spicy, and full-bodied. (Indonesia, Vietnam)\n", + "> * **Roast Level:**\n", + "> * **Light:** More acidic, delicate flavors, higher caffeine.\n", + "> * **Medium:** Balanced acidity and body, versatile.\n", + "> * **Dark:** Bold, smoky, bittersweet flavors, lower caffeine.\n", + "> * **Brewing Method:** Each method extracts flavors differently, impacting the final taste.\n", + "> \n", + "> **Finding YOUR Best:**\n", + "> \n", + "> 1. **Explore Different Origins:** Try coffees from various regions to discover what flavor profiles you enjoy.\n", + "> 2. **Experiment with Roast Levels:** Sample light, medium, and dark roasts to see your preference.\n", + "> 3. **Consider Your Brewing Method:** Different beans work better with certain brewing methods. Ask your local coffee shop for recommendations.\n", + "> 4. **Read Reviews:** Online reviews and coffee blogs can offer insights into specific beans and roasters.\n", + "> 5. **Visit a Local Coffee Shop:** Talk to baristas, ask for recommendations, and try different coffees.\n", + "> \n", + "> **Remember:** Coffee is a journey of discovery! Enjoy the process of exploring and finding your perfect cup.\n", + "> \n", + "> \n", + "> user\n", + "> what are similar drinks?\n", + "> \n", + "> \n", + "> Here are some drinks similar to coffee, categorized by what aspect of coffee they resemble:\n", + "> \n", + "> **Similar Caffeine Kick:**\n", + "> \n", + "> * **Tea:** Wide variety of flavors and caffeine levels, from delicate green tea to robust black tea.\n", + "> * **Matcha:** Powdered green tea with a unique earthy flavor and higher caffeine content than regular green tea.\n", + "> * **Yerba Mate:** South American herbal tea with a slightly bitter, grassy flavor and moderate caffeine.\n", + "> * **Energy Drinks:** High caffeine content, often with added sugar and other stimulants.\n", + "> \n", + "> **Similar Flavor Profiles:**\n", + "> \n", + "> * **Chocolate:** Rich, bittersweet flavors can complement coffee's roasted notes.\n", + "> * **Caramel:** Sweet and buttery, caramel adds a creamy dimension similar to coffee's body.\n", + "> * **Vanilla:** A classic pairing with coffee, vanilla adds a warm, comforting sweetness.\n", + "> * **Espresso-Based Drinks:** Lattes, cappuccinos, macchiatos, and mochas all feature espresso as a base, offering variations in milk and flavorings.\n", + "> \n", + "> **Similar Ritual and Experience:**\n", + "> \n", + "> * **Hot Chocolate:** A comforting and warming drink often enjoyed in the morning or evening.\n", + "> * **Herbal Teas:** A relaxing and flavorful alternative to coffee, enjoyed for their health benefits and calming effects.\n", + "> * **Golden Milk:** A turmeric-based drink with" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "result = chat.send_message(\"what are similar drinks?\")\n", + "to_markdown(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "P2GjAVybBez3", + "outputId": "2c6d3d1b-fa64-40ab-827b-a40072cbbf8a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "user\n", + "help me understand how to make coffee\n", + "\n", + "model\n", + "\n", + "\n", + "user\n", + "help me understand how to make coffee\n", + "\n", + "\n", + "## Let's Brew Some Coffee! ☕️\n", + "\n", + "Making coffee is a simple process, but there are many ways to do it. Here's a breakdown of some popular methods:\n", + "\n", + "**1. Drip Coffee Maker:**\n", + "\n", + "* **What you need:** Drip coffee maker, coffee filter, ground coffee, water.\n", + "* **How to do it:**\n", + " 1. Fill the water reservoir with fresh, cold water.\n", + " 2. Place a filter in the filter basket.\n", + " 3. Add ground coffee to the filter (follow the coffee maker's instructions for the right amount).\n", + " 4. Turn on the coffee maker and let it brew.\n", + " 5. Enjoy your freshly brewed coffee!\n", + "\n", + "**2. French Press:**\n", + "\n", + "* **What you need:** French press, coarse ground coffee, hot water.\n", + "* **How to do it:**\n", + " 1. Heat water to just off the boil (around 200°F).\n", + " 2. Add coarse ground coffee to the French press.\n", + " 3. Pour hot water over the coffee grounds, making sure all grounds are saturated.\n", + " 4. Stir gently and place the lid on the press, but don't plunge yet.\n", + " 5. Let the coffee steep for 4 minutes.\n", + " 6. Slowly press the plunger down to separate the grounds from the brewed coffee.\n", + " 7. Pour and enjoy!\n", + "\n", + "**3. Pour Over:**\n", + "\n", + "* **What you need:** Pour over cone, filter, medium-fine ground coffee, hot water.\n", + "* **How to do it:**\n", + " 1. Place a filter in the cone and rinse it with hot water to remove any paper taste.\n", + " 2. Add medium-fine ground coffee to the filter.\n", + " 3. Slowly pour hot water over the coffee grounds in a circular motion, making sure all grounds are saturated.\n", + " 4. Let the coffee drip through into your cup.\n", + " 5. Enjoy!\n", + "\n", + "**4. Cold Brew:**\n", + "\n", + "* **What you need:** Coarse ground coffee, cold water, container.\n", + "* **How to do it:**\n", + " 1. Combine coarse ground coffee and cold water in a container (ratio of 1:8 coffee to water).\n", + " 2. Stir well and cover the container.\n", + " 3. Let the coffee steep in the refrigerator for 12-24 hours.\n", + " 4. Strain the coffee through a fine-mesh sieve or cheesecloth.\n", + " 5. Serve over ice and enjoy!\n", + "\n", + "**Tips for Better Coffee:**\n", + "\n", + "* **Use fresh, high-quality beans:** The better the beans, the better the coffee.\n", + "* **Grind your beans right before brewing:** This preserves the flavor and aroma.\n", + "* **Use filtered water:** Impurities in water can affect the taste of your coffee.\n", + "* **Experiment with different brewing methods:** Find the method that you enjoy the most.\n", + "* **Clean your coffee maker regularly:** This will help to prevent buildup and ensure that your coffee tastes its best.\n", + "\n", + "\n", + "\n", + "Let me know if you have any other questions or want to explore a specific brewing method in more detail!\n", + "\n", + "\n", + "user\n", + "what is the best coffee?\n", + "\n", + "model\n", + "\n", + "\n", + "user\n", + "help me understand how to make coffee\n", + "\n", + "model\n", + "\n", + "\n", + "user\n", + "help me understand how to make coffee\n", + "\n", + "\n", + "## Let's Brew Some Coffee! ☕️\n", + "\n", + "Making coffee is a simple process, but there are many ways to do it. Here's a breakdown of some popular methods:\n", + "\n", + "**1. Drip Coffee Maker:**\n", + "\n", + "* **What you need:** Drip coffee maker, coffee filter, ground coffee, water.\n", + "* **How to do it:**\n", + " 1. Fill the water reservoir with fresh, cold water.\n", + " 2. Place a filter in the filter basket.\n", + " 3. Add ground coffee to the filter (follow the coffee maker's instructions for the right amount).\n", + " 4. Turn on the coffee maker and let it brew.\n", + " 5. Enjoy your freshly brewed coffee!\n", + "\n", + "**2. French Press:**\n", + "\n", + "* **What you need:** French press, coarse ground coffee, hot water.\n", + "* **How to do it:**\n", + " 1. Heat water to just off the boil (around 200°F).\n", + " 2. Add coarse ground coffee to the French press.\n", + " 3. Pour hot water over the coffee grounds, making sure all grounds are saturated.\n", + " 4. Stir gently and place the lid on the press, but don't plunge yet.\n", + " 5. Let the coffee steep for 4 minutes.\n", + " 6. Slowly press the plunger down to separate the grounds from the brewed coffee.\n", + " 7. Pour and enjoy!\n", + "\n", + "**3. Pour Over:**\n", + "\n", + "* **What you need:** Pour over cone, filter, medium-fine ground coffee, hot water.\n", + "* **How to do it:**\n", + " 1. Place a filter in the cone and rinse it with hot water to remove any paper taste.\n", + " 2. Add medium-fine ground coffee to the filter.\n", + " 3. Slowly pour hot water over the coffee grounds in a circular motion, making sure all grounds are saturated.\n", + " 4. Let the coffee drip through into your cup.\n", + " 5. Enjoy!\n", + "\n", + "**4. Cold Brew:**\n", + "\n", + "* **What you need:** Coarse ground coffee, cold water, container.\n", + "* **How to do it:**\n", + " 1. Combine coarse ground coffee and cold water in a container (ratio of 1:8 coffee to water).\n", + " 2. Stir well and cover the container.\n", + " 3. Let the coffee steep in the refrigerator for 12-24 hours.\n", + " 4. Strain the coffee through a fine-mesh sieve or cheesecloth.\n", + " 5. Serve over ice and enjoy!\n", + "\n", + "**Tips for Better Coffee:**\n", + "\n", + "* **Use fresh, high-quality beans:** The better the beans, the better the coffee.\n", + "* **Grind your beans right before brewing:** This preserves the flavor and aroma.\n", + "* **Use filtered water:** Impurities in water can affect the taste of your coffee.\n", + "* **Experiment with different brewing methods:** Find the method that you enjoy the most.\n", + "* **Clean your coffee maker regularly:** This will help to prevent buildup and ensure that your coffee tastes its best.\n", + "\n", + "\n", + "\n", + "Let me know if you have any other questions or want to explore a specific brewing method in more detail!\n", + "\n", + "\n", + "user\n", + "what is the best coffee?\n", + "\n", + "\n", + "Ah, the eternal question! There's no single \"best\" coffee because taste is subjective. What one person finds delicious, another might find bitter or bland. \n", + "\n", + "However, I can give you some pointers to help you find YOUR best coffee:\n", + "\n", + "**Factors that influence coffee taste:**\n", + "\n", + "* **Bean Origin:** Different regions produce beans with unique flavor profiles. \n", + " * **Latin America:** Often known for chocolatey, nutty, and smooth flavors. (Colombia, Brazil, Guatemala)\n", + " * **Africa:** Can have bright acidity, fruity notes, and floral aromas. (Ethiopia, Kenya, Tanzania)\n", + " * **Asia/Pacific:** Often earthy, spicy, and full-bodied. (Indonesia, Vietnam)\n", + "* **Roast Level:**\n", + " * **Light:** More acidic, delicate flavors, higher caffeine.\n", + " * **Medium:** Balanced acidity and body, versatile.\n", + " * **Dark:** Bold, smoky, bittersweet flavors, lower caffeine.\n", + "* **Brewing Method:** Each method extracts flavors differently, impacting the final taste.\n", + "\n", + "**Finding YOUR Best:**\n", + "\n", + "1. **Explore Different Origins:** Try coffees from various regions to discover what flavor profiles you enjoy.\n", + "2. **Experiment with Roast Levels:** Sample light, medium, and dark roasts to see your preference.\n", + "3. **Consider Your Brewing Method:** Different beans work better with certain brewing methods. Ask your local coffee shop for recommendations.\n", + "4. **Read Reviews:** Online reviews and coffee blogs can offer insights into specific beans and roasters.\n", + "5. **Visit a Local Coffee Shop:** Talk to baristas, ask for recommendations, and try different coffees.\n", + "\n", + "**Remember:** Coffee is a journey of discovery! Enjoy the process of exploring and finding your perfect cup.\n", + "\n", + "\n", + "user\n", + "what are similar drinks?\n", + "\n", + "model\n", + "\n", + "\n", + "user\n", + "help me understand how to make coffee\n", + "\n", + "model\n", + "\n", + "\n", + "user\n", + "help me understand how to make coffee\n", + "\n", + "\n", + "## Let's Brew Some Coffee! ☕️\n", + "\n", + "Making coffee is a simple process, but there are many ways to do it. Here's a breakdown of some popular methods:\n", + "\n", + "**1. Drip Coffee Maker:**\n", + "\n", + "* **What you need:** Drip coffee maker, coffee filter, ground coffee, water.\n", + "* **How to do it:**\n", + " 1. Fill the water reservoir with fresh, cold water.\n", + " 2. Place a filter in the filter basket.\n", + " 3. Add ground coffee to the filter (follow the coffee maker's instructions for the right amount).\n", + " 4. Turn on the coffee maker and let it brew.\n", + " 5. Enjoy your freshly brewed coffee!\n", + "\n", + "**2. French Press:**\n", + "\n", + "* **What you need:** French press, coarse ground coffee, hot water.\n", + "* **How to do it:**\n", + " 1. Heat water to just off the boil (around 200°F).\n", + " 2. Add coarse ground coffee to the French press.\n", + " 3. Pour hot water over the coffee grounds, making sure all grounds are saturated.\n", + " 4. Stir gently and place the lid on the press, but don't plunge yet.\n", + " 5. Let the coffee steep for 4 minutes.\n", + " 6. Slowly press the plunger down to separate the grounds from the brewed coffee.\n", + " 7. Pour and enjoy!\n", + "\n", + "**3. Pour Over:**\n", + "\n", + "* **What you need:** Pour over cone, filter, medium-fine ground coffee, hot water.\n", + "* **How to do it:**\n", + " 1. Place a filter in the cone and rinse it with hot water to remove any paper taste.\n", + " 2. Add medium-fine ground coffee to the filter.\n", + " 3. Slowly pour hot water over the coffee grounds in a circular motion, making sure all grounds are saturated.\n", + " 4. Let the coffee drip through into your cup.\n", + " 5. Enjoy!\n", + "\n", + "**4. Cold Brew:**\n", + "\n", + "* **What you need:** Coarse ground coffee, cold water, container.\n", + "* **How to do it:**\n", + " 1. Combine coarse ground coffee and cold water in a container (ratio of 1:8 coffee to water).\n", + " 2. Stir well and cover the container.\n", + " 3. Let the coffee steep in the refrigerator for 12-24 hours.\n", + " 4. Strain the coffee through a fine-mesh sieve or cheesecloth.\n", + " 5. Serve over ice and enjoy!\n", + "\n", + "**Tips for Better Coffee:**\n", + "\n", + "* **Use fresh, high-quality beans:** The better the beans, the better the coffee.\n", + "* **Grind your beans right before brewing:** This preserves the flavor and aroma.\n", + "* **Use filtered water:** Impurities in water can affect the taste of your coffee.\n", + "* **Experiment with different brewing methods:** Find the method that you enjoy the most.\n", + "* **Clean your coffee maker regularly:** This will help to prevent buildup and ensure that your coffee tastes its best.\n", + "\n", + "\n", + "\n", + "Let me know if you have any other questions or want to explore a specific brewing method in more detail!\n", + "\n", + "\n", + "user\n", + "what is the best coffee?\n", + "\n", + "model\n", + "\n", + "\n", + "user\n", + "help me understand how to make coffee\n", + "\n", + "model\n", + "\n", + "\n", + "user\n", + "help me understand how to make coffee\n", + "\n", + "\n", + "## Let's Brew Some Coffee! ☕️\n", + "\n", + "Making coffee is a simple process, but there are many ways to do it. Here's a breakdown of some popular methods:\n", + "\n", + "**1. Drip Coffee Maker:**\n", + "\n", + "* **What you need:** Drip coffee maker, coffee filter, ground coffee, water.\n", + "* **How to do it:**\n", + " 1. Fill the water reservoir with fresh, cold water.\n", + " 2. Place a filter in the filter basket.\n", + " 3. Add ground coffee to the filter (follow the coffee maker's instructions for the right amount).\n", + " 4. Turn on the coffee maker and let it brew.\n", + " 5. Enjoy your freshly brewed coffee!\n", + "\n", + "**2. French Press:**\n", + "\n", + "* **What you need:** French press, coarse ground coffee, hot water.\n", + "* **How to do it:**\n", + " 1. Heat water to just off the boil (around 200°F).\n", + " 2. Add coarse ground coffee to the French press.\n", + " 3. Pour hot water over the coffee grounds, making sure all grounds are saturated.\n", + " 4. Stir gently and place the lid on the press, but don't plunge yet.\n", + " 5. Let the coffee steep for 4 minutes.\n", + " 6. Slowly press the plunger down to separate the grounds from the brewed coffee.\n", + " 7. Pour and enjoy!\n", + "\n", + "**3. Pour Over:**\n", + "\n", + "* **What you need:** Pour over cone, filter, medium-fine ground coffee, hot water.\n", + "* **How to do it:**\n", + " 1. Place a filter in the cone and rinse it with hot water to remove any paper taste.\n", + " 2. Add medium-fine ground coffee to the filter.\n", + " 3. Slowly pour hot water over the coffee grounds in a circular motion, making sure all grounds are saturated.\n", + " 4. Let the coffee drip through into your cup.\n", + " 5. Enjoy!\n", + "\n", + "**4. Cold Brew:**\n", + "\n", + "* **What you need:** Coarse ground coffee, cold water, container.\n", + "* **How to do it:**\n", + " 1. Combine coarse ground coffee and cold water in a container (ratio of 1:8 coffee to water).\n", + " 2. Stir well and cover the container.\n", + " 3. Let the coffee steep in the refrigerator for 12-24 hours.\n", + " 4. Strain the coffee through a fine-mesh sieve or cheesecloth.\n", + " 5. Serve over ice and enjoy!\n", + "\n", + "**Tips for Better Coffee:**\n", + "\n", + "* **Use fresh, high-quality beans:** The better the beans, the better the coffee.\n", + "* **Grind your beans right before brewing:** This preserves the flavor and aroma.\n", + "* **Use filtered water:** Impurities in water can affect the taste of your coffee.\n", + "* **Experiment with different brewing methods:** Find the method that you enjoy the most.\n", + "* **Clean your coffee maker regularly:** This will help to prevent buildup and ensure that your coffee tastes its best.\n", + "\n", + "\n", + "\n", + "Let me know if you have any other questions or want to explore a specific brewing method in more detail!\n", + "\n", + "\n", + "user\n", + "what is the best coffee?\n", + "\n", + "\n", + "Ah, the eternal question! There's no single \"best\" coffee because taste is subjective. What one person finds delicious, another might find bitter or bland. \n", + "\n", + "However, I can give you some pointers to help you find YOUR best coffee:\n", + "\n", + "**Factors that influence coffee taste:**\n", + "\n", + "* **Bean Origin:** Different regions produce beans with unique flavor profiles. \n", + " * **Latin America:** Often known for chocolatey, nutty, and smooth flavors. (Colombia, Brazil, Guatemala)\n", + " * **Africa:** Can have bright acidity, fruity notes, and floral aromas. (Ethiopia, Kenya, Tanzania)\n", + " * **Asia/Pacific:** Often earthy, spicy, and full-bodied. (Indonesia, Vietnam)\n", + "* **Roast Level:**\n", + " * **Light:** More acidic, delicate flavors, higher caffeine.\n", + " * **Medium:** Balanced acidity and body, versatile.\n", + " * **Dark:** Bold, smoky, bittersweet flavors, lower caffeine.\n", + "* **Brewing Method:** Each method extracts flavors differently, impacting the final taste.\n", + "\n", + "**Finding YOUR Best:**\n", + "\n", + "1. **Explore Different Origins:** Try coffees from various regions to discover what flavor profiles you enjoy.\n", + "2. **Experiment with Roast Levels:** Sample light, medium, and dark roasts to see your preference.\n", + "3. **Consider Your Brewing Method:** Different beans work better with certain brewing methods. Ask your local coffee shop for recommendations.\n", + "4. **Read Reviews:** Online reviews and coffee blogs can offer insights into specific beans and roasters.\n", + "5. **Visit a Local Coffee Shop:** Talk to baristas, ask for recommendations, and try different coffees.\n", + "\n", + "**Remember:** Coffee is a journey of discovery! Enjoy the process of exploring and finding your perfect cup.\n", + "\n", + "\n", + "user\n", + "what are similar drinks?\n", + "\n", + "\n", + "Here are some drinks similar to coffee, categorized by what aspect of coffee they resemble:\n", + "\n", + "**Similar Caffeine Kick:**\n", + "\n", + "* **Tea:** Wide variety of flavors and caffeine levels, from delicate green tea to robust black tea.\n", + "* **Matcha:** Powdered green tea with a unique earthy flavor and higher caffeine content than regular green tea.\n", + "* **Yerba Mate:** South American herbal tea with a slightly bitter, grassy flavor and moderate caffeine.\n", + "* **Energy Drinks:** High caffeine content, often with added sugar and other stimulants.\n", + "\n", + "**Similar Flavor Profiles:**\n", + "\n", + "* **Chocolate:** Rich, bittersweet flavors can complement coffee's roasted notes.\n", + "* **Caramel:** Sweet and buttery, caramel adds a creamy dimension similar to coffee's body.\n", + "* **Vanilla:** A classic pairing with coffee, vanilla adds a warm, comforting sweetness.\n", + "* **Espresso-Based Drinks:** Lattes, cappuccinos, macchiatos, and mochas all feature espresso as a base, offering variations in milk and flavorings.\n", + "\n", + "**Similar Ritual and Experience:**\n", + "\n", + "* **Hot Chocolate:** A comforting and warming drink often enjoyed in the morning or evening.\n", + "* **Herbal Teas:** A relaxing and flavorful alternative to coffee, enjoyed for their health benefits and calming effects.\n", + "* **Golden Milk:** A turmeric-based drink with\n", + "\n" + ] + } + ], + "source": [ + "chat.show_history()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "z5jMVU0Ymwxn" + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "A100", + "machine_shape": "hm", + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}