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langchain/libs/partners/fireworks/langchain_fireworks/docs/embeddings.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "b14a24db",
"metadata": {},
"source": [
"# FireworksEmbeddings\n",
"\n",
"This notebook explains how to use Fireworks Embeddings, which is included in the langchain_fireworks package, to embed texts in langchain. We use the default nomic-ai v1.5 model in this example."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "0ab948fc",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Obtaining file:///mnt/disks/data/langchain/libs/partners/fireworks\n",
" Installing build dependencies ... \u001b[?25ldone\n",
"\u001b[?25h Checking if build backend supports build_editable ... \u001b[?25ldone\n",
"\u001b[?25h Getting requirements to build editable ... \u001b[?25ldone\n",
"\u001b[?25h Preparing editable metadata (pyproject.toml) ... \u001b[?25ldone\n",
"\u001b[?25hRequirement already satisfied: aiohttp<4.0.0,>=3.9.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-fireworks==0.0.1) (3.9.3)\n",
"Requirement already satisfied: fireworks-ai<1,>=0.12.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-fireworks==0.0.1) (0.12.1)\n",
"Requirement already satisfied: langchain-core<0.2,>=0.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-fireworks==0.0.1) (0.1.25)\n",
"Requirement already satisfied: requests<3,>=2 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-fireworks==0.0.1) (2.31.0)\n",
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"Requirement already satisfied: Pillow in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (10.2.0)\n",
"Requirement already satisfied: PyYAML>=5.3 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (6.0.1)\n",
"Requirement already satisfied: anyio<5,>=3 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (3.7.1)\n",
"Requirement already satisfied: jsonpatch<2.0,>=1.33 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (1.33)\n",
"Requirement already satisfied: langsmith<0.2.0,>=0.1.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (0.1.5)\n",
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"Requirement already satisfied: h11<0.15,>=0.13 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from httpcore==1.*->httpx->fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (0.14.0)\n",
"Building wheels for collected packages: langchain-fireworks\n",
" Building editable for langchain-fireworks (pyproject.toml) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for langchain-fireworks: filename=langchain_fireworks-0.0.1-py3-none-any.whl size=2742 sha256=4d5d841779dea1a843c1bdda3599727ea77b88a7af6fd3b5ba59b54c7648c407\n",
" Stored in directory: /tmp/pip-ephem-wheel-cache-5n7vi9hl/wheels/61/e7/ac/5acf2c13a1a04a216a09976aba42c4d9fd12f946c516590edb\n",
"Successfully built langchain-fireworks\n",
"Installing collected packages: langchain-fireworks\n",
" Attempting uninstall: langchain-fireworks\n",
" Found existing installation: langchain-fireworks 0.0.1\n",
" Uninstalling langchain-fireworks-0.0.1:\n",
" Successfully uninstalled langchain-fireworks-0.0.1\n",
"Successfully installed langchain-fireworks-0.0.1\n",
"\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
"Note: you may need to restart the kernel to use updated packages.\n",
"Requirement already satisfied: langchain in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (0.1.8)\n",
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"\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
"Note: you may need to restart the kernel to use updated packages.\n"
]
}
],
"source": [
"%pip install --editable /mnt/disks/data/langchain/libs/partners/fireworks\n",
"%pip install langchain"
]
},
{
"cell_type": "markdown",
"id": "67c637ca",
"metadata": {},
"source": [
"## import the library"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "5709b030",
"metadata": {},
"outputs": [],
"source": [
"from langchain_fireworks import FireworksEmbeddings"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3d81e58c",
"metadata": {},
"outputs": [],
"source": [
"import getpass\n",
"import os\n",
"\n",
"if \"FIREWORKS_API_KEY\" not in os.environ:\n",
" os.environ[\"FIREWORKS_API_KEY\"] = getpass.getpass(\"Fireworks API Key:\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "1756b1ba",
"metadata": {},
"outputs": [],
"source": [
"embedding = FireworksEmbeddings()"
]
},
{
"cell_type": "markdown",
"id": "4a2a098d",
"metadata": {},
"source": [
"# Using the Embedding Model\n",
"With `FireworksEmbeddings`, you can directly use the default model 'nomic-ai/nomic-embed-text-v1.5', or set a different one if available."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "584b9af5",
"metadata": {},
"outputs": [],
"source": [
"embedding.model = 'nomic-ai/nomic-embed-text-v1.5' # or your preferred model if available"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "be18b873",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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]
}
],
"source": [
"res_query = embedding.embed_query(\"The test information\")\n",
"res_document = embedding.embed_documents([\"test1\", \"another test\"])\n",
"print(res_query)\n",
"print(res_document)"
]
},
{
"cell_type": "markdown",
"id": "a955e866",
"metadata": {},
"source": [
"TODO: support Matryoshka embeddings through the LangChain code"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.12"
}
},
"nbformat": 4,
"nbformat_minor": 5
}