diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml index eef6d78b..1d01de9c 100644 --- a/.github/workflows/test.yml +++ b/.github/workflows/test.yml @@ -10,6 +10,15 @@ env: jobs: build: runs-on: ubuntu-latest + services: + pinecone: + image: ghcr.io/pinecone-io/pinecone-local:latest + env: + PORT: 5080 + PINECONE_HOST: localhost + ports: + - "5080-6000:5080-6000" + strategy: matrix: python-version: @@ -26,6 +35,12 @@ jobs: key: ${{ runner.os }}-poetry-${{ hashFiles('**/poetry.lock') }} restore-keys: | ${{ runner.os }}-poetry- + + - name: Wait for Pinecone service to start + run: | + echo "Waiting for Pinecone service to start..." + sleep 10 # Wait for 10 seconds to ensure the container is up + - name: Install poetry run: | pipx install poetry==$POETRY_VERSION @@ -34,18 +49,26 @@ jobs: with: python-version: ${{ matrix.python-version }} cache: poetry + + # only needed for local testing + # - name: Add Poetry to PATH + # run: echo "PATH=$HOME/.local/bin:$PATH" >> $GITHUB_ENV + - name: Install dependencies run: | poetry install --all-extras - name: Install nltk run: | pip install nltk + - name: Download nltk data run: | python -m nltk.downloader punkt stopwords wordnet punkt_tab + - name: Pytest All env: - PINECONE_API_KEY: ${{ secrets.PINECONE_API_KEY }} + PINECONE_API_KEY: pclocal + PINECONE_API_BASE_URL: http://localhost:5080 OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }} COHERE_API_KEY: ${{ secrets.COHERE_API_KEY }} run: | diff --git a/.gitignore b/.gitignore index 094c61f4..c0bd2843 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ venv/ # local env files .env*.local .env +my.secrets mac.env local.mac.env diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 4de28c82..d7208e9b 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -13,7 +13,7 @@ Please follow these guidelines when making a contribution: - Navigating to /semantic-router. - Running `make lint` to fix linting issues. - Running `black .` to fix `black` linting issues. - - Running `ruff . --fix` to fix `ruff` linting issues (where possible, others may need manual changes). + - Running `ruff check . --fix` to fix `ruff` linting issues (where possible, others may need manual changes). - Running `mypy .` and then fixing any of the issues that are raised. - Confirming the linters pass using `make lint` again. - Ensure that, for any new code, new [PyTests are written](https://github.com/aurelio-labs/semantic-router/tree/main/tests/unit). If any code is removed, then ensure that corresponding PyTests are also removed. Finally, ensure that all remaining PyTests pass using `pytest ./tests` (to avoid integration tests you can run `pytest ./tests/unit`. diff --git a/Makefile b/Makefile index ad9e9357..5f85bd41 100644 --- a/Makefile +++ b/Makefile @@ -15,8 +15,9 @@ test: poetry run pytest -vv --cov=semantic_router --cov-report=term-missing --cov-report=xml --exitfirst --maxfail=1 test_functional: - poetry run pytest -vv --exitfirst --maxfail=1 tests/functional + poetry run pytest -vv -s --exitfirst --maxfail=1 tests/functional test_unit: poetry run pytest -vv --exitfirst --maxfail=1 tests/unit + test_integration: poetry run pytest -vv --exitfirst --maxfail=1 tests/integration diff --git a/docs/indexes/pinecone-local.ipynb b/docs/indexes/pinecone-local.ipynb new file mode 100644 index 00000000..5cfc5409 --- /dev/null +++ b/docs/indexes/pinecone-local.ipynb @@ -0,0 +1,773 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Using PineconeLocalIndex for Routes\n", + "\n", + "Pinecone Local is an in-memory Pinecone Database emulator available as a Docker image.\n", + "\n", + "It's useful for running tests using the Pinecone local server. Your data will not leave your system, which is also helpful if you want to do testing locally before committing to a Pinecone account.\n", + "\n", + "## Limitations\n", + "Pinecone Local has the following limitations:\n", + "\n", + "- Pinecone Local is available only as a Docker image.\n", + "- Pinecone Local is an in-memory emulator and is not suitable for production. Records loaded into Pinecone Local do not persist after it is stopped.\n", + "- Pinecone Local does not authenticate client requests. API keys are ignored.\n", + "- Max number of records per index: 100,000.\n", + "\n", + "## Getting Started\n", + "Make sure [Docker](https://docs.docker.com/get-docker/) is installed and running on your local machine.\n", + "\n", + "### Download the latest pinecone-local Docker image:\n", + "\n", + "\n", + "Download the latest pinecone-local Docker image:\n", + "\n", + "```bash\n", + "docker pull ghcr.io/pinecone-io/pinecone-local:latest\n", + "```\n", + "\n", + "### Start Pinecone Local:\n", + "\n", + "```bash\n", + "docker run -d \\\n", + "--name pinecone-local \\\n", + "-e PORT=5080 \\\n", + "-e PINECONE_HOST=localhost \\\n", + "-p 5080-6000:5080-6000 \\\n", + "--platform linux/amd64 \\\n", + "ghcr.io/pinecone-io/pinecone-local:latest\n", + "```\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "!pip install -qU \"semantic-router[pinecone]==0.0.22\"" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\awesome\\anaconda3\\envs\\py12\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], + "source": [ + "from semantic_router import Route\n", + "\n", + "# we could use this as a guide for our chatbot to avoid political conversations\n", + "politics = Route(\n", + " name=\"politics\",\n", + " utterances=[\n", + " \"isn't politics the best thing ever\",\n", + " \"why don't you tell me about your political opinions\",\n", + " \"don't you just love the president\" \"don't you just hate the president\",\n", + " \"they're going to destroy this country!\",\n", + " \"they will save the country!\",\n", + " ],\n", + ")\n", + "\n", + "# this could be used as an indicator to our chatbot to switch to a more\n", + "# conversational prompt\n", + "chitchat = Route(\n", + " name=\"chitchat\",\n", + " utterances=[\n", + " \"how's the weather today?\",\n", + " \"how are things going?\",\n", + " \"lovely weather today\",\n", + " \"the weather is horrendous\",\n", + " \"let's go to the chippy\",\n", + " ],\n", + ")\n", + "\n", + "# we place both of our decisions together into single list\n", + "routes = [politics, chitchat]" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Route(name='politics', utterances=[\"isn't politics the best thing ever\", \"why don't you tell me about your political opinions\", \"don't you just love the presidentdon't you just hate the president\", \"they're going to destroy this country!\", 'they will save the country!'], description=None, function_schemas=None, llm=None, score_threshold=None, metadata={}),\n", + " Route(name='chitchat', utterances=[\"how's the weather today?\", 'how are things going?', 'lovely weather today', 'the weather is horrendous', \"let's go to the chippy\"], description=None, function_schemas=None, llm=None, score_threshold=None, metadata={})]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "routes" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "from getpass import getpass\n", + "from semantic_router.encoders import OpenAIEncoder\n", + "\n", + "# get at platform.openai.com\n", + "os.environ[\"OPENAI_API_KEY\"] = os.environ.get(\"OPENAI_API_KEY\") or getpass(\n", + " \"Enter OpenAI API key: \"\n", + ")\n", + "encoder = OpenAIEncoder(\n", + " name=\"text-embedding-3-large\", score_threshold=0.5, dimensions=1536\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For Pinecone Local, you can pass the API key as `pclocal`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:40:01 - semantic_router.utils.logger - WARNING - pinecone.py:169 - __init__() - Default region changed from us-west-2 to us-east-1 in v0.1.0.dev6\n", + "2025-02-03 15:40:01 - pinecone_plugin_interface.logging - INFO - discover_namespace_packages.py:12 - discover_subpackages() - Discovering subpackages in _NamespacePath(['c:\\\\Users\\\\awesome\\\\anaconda3\\\\envs\\\\py12\\\\Lib\\\\site-packages\\\\pinecone_plugins'])\n", + "2025-02-03 15:40:01 - pinecone_plugin_interface.logging - INFO - discover_plugins.py:9 - discover_plugins() - Looking for plugins in pinecone_plugins.inference\n", + "2025-02-03 15:40:01 - pinecone_plugin_interface.logging - INFO - installation.py:10 - install_plugins() - Installing plugin inference into Pinecone\n", + "2025-02-03 15:40:01 - semantic_router.utils.logger - ERROR - pinecone.py:233 - _init_index() - index_host exists-pinecone:localhost:5081\n", + "2025-02-03 15:40:01 - semantic_router.utils.logger - ERROR - pinecone.py:234 - _init_index() - base_url exists-pinecone:http://localhost:5080\n", + "2025-02-03 15:40:01 - semantic_router.utils.logger - ERROR - pinecone.py:251 - _init_index() - index_host exists:http://localhost:5081\n", + "2025-02-03 15:40:01 - semantic_router.utils.logger - ERROR - pinecone.py:252 - _init_index() - index exists:\n" + ] + } + ], + "source": [ + "import os\n", + "from semantic_router.index.pinecone import PineconeIndex\n", + "\n", + "os.environ[\"PINECONE_API_KEY\"] = os.environ.get(\"PINECONE_API_KEY\") or getpass(\n", + " \"Enter Pinecone API key: \"\n", + ")\n", + "\n", + "# Pass the pinecone local hosted url as base url\n", + "# os.environ[\"PINECONE_API_BASE_URL\"] = \"https://api.pinecone.io\"\n", + "os.environ[\"PINECONE_API_BASE_URL\"] = \"http://localhost:5080\"\n", + "\n", + "index = PineconeIndex(\n", + " index_name=\"route-test\", dimensions=1536, base_url=\"http://localhost:5080\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:41:01 - semantic_router.utils.logger - ERROR - pinecone.py:233 - _init_index() - index_host exists-pinecone:localhost:5081\n", + "2025-02-03 15:41:01 - semantic_router.utils.logger - ERROR - pinecone.py:234 - _init_index() - base_url exists-pinecone:http://localhost:5080\n", + "2025-02-03 15:41:01 - semantic_router.utils.logger - ERROR - pinecone.py:251 - _init_index() - index_host exists:http://localhost:5081\n", + "2025-02-03 15:41:01 - semantic_router.utils.logger - ERROR - pinecone.py:252 - _init_index() - index exists:\n" + ] + } + ], + "source": [ + "from semantic_router.routers import SemanticRouter\n", + "\n", + "router = SemanticRouter(\n", + " encoder=encoder,\n", + " routes=routes,\n", + " index=index,\n", + " auto_sync=\"local\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can check our route layer and index information." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'http://localhost:5081'" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "index.index_host" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'http://localhost:5081'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router.index.index_host" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'indexes': [{'deletion_protection': 'disabled',\n", + " 'dimension': 1536,\n", + " 'host': 'localhost:5081',\n", + " 'metric': 'dotproduct',\n", + " 'name': 'route-test',\n", + " 'spec': {'serverless': {'cloud': 'aws', 'region': 'us-east-1'}},\n", + " 'status': {'ready': True, 'state': 'Ready'}}]}" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router.index.client.list_indexes()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router.index.is_ready()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router.is_synced()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[' chitchat: how are things going?',\n", + " \" chitchat: how's the weather today?\",\n", + " \" chitchat: let's go to the chippy\",\n", + " ' chitchat: lovely weather today',\n", + " ' chitchat: the weather is horrendous',\n", + " \" politics: don't you just love the presidentdon't you just hate the president\",\n", + " \" politics: isn't politics the best thing ever\",\n", + " ' politics: they will save the country!',\n", + " \" politics: they're going to destroy this country!\",\n", + " \" politics: why don't you tell me about your political opinions\"]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router.get_utterance_diff()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:41:08 - httpx - INFO - _client.py:1013 - _send_single_request() - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n", + "2025-02-03 15:41:08 - semantic_router.utils.logger - ERROR - pinecone.py:575 - query() - retrying query with vector as str\n" + ] + }, + { + "data": { + "text/plain": [ + "RouteChoice(name='politics', function_call=None, similarity_score=None)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router(\"don't you love politics?\")" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['politics', 'chitchat']" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router.list_route_names()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:41:17 - httpx - INFO - _client.py:1013 - _send_single_request() - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n", + "2025-02-03 15:41:17 - semantic_router.utils.logger - ERROR - pinecone.py:575 - query() - retrying query with vector as str\n" + ] + }, + { + "data": { + "text/plain": [ + "RouteChoice(name='chitchat', function_call=None, similarity_score=None)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router(\"how are things going?\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(router.index)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also view all of the records for a given route:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['politics#64069085d9d6e98e5a80915f69fabe82bac6c742f801bc305c5001dce88f0d19',\n", + " 'politics#af8b76111f260cf44fb34f04fcf82927dcbe08e8f47c30f4d571379c1512fac8',\n", + " 'politics#d1bb40236c3d95b9c695bfa86b314b6da4eb87e136699563fccae47fccea23e2',\n", + " 'politics#ed0f3dd7bd5dea12e55b1953bcd2c562a5ab19f501f6d5ff8c8927652c3904b8',\n", + " 'politics#fc6d15f9e6075e6de82b3fbef6722b64353e4eadc8d663b7312a4ed60c43e6f6']" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router.index._get_route_ids(route_name=\"politics\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And query:" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:41:25 - httpx - INFO - _client.py:1013 - _send_single_request() - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n", + "2025-02-03 15:41:25 - semantic_router.utils.logger - ERROR - pinecone.py:575 - query() - retrying query with vector as str\n" + ] + }, + { + "data": { + "text/plain": [ + "'politics'" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router(\"don't you love politics?\").name" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:19:14 - httpx - INFO - _client.py:1013 - _send_single_request() - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n", + "2025-02-03 15:19:14 - semantic_router.utils.logger - ERROR - pinecone.py:572 - query() - retrying query with vector as str\n" + ] + }, + { + "data": { + "text/plain": [ + "'chitchat'" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router(\"how's the weather today?\").name" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:41:32 - httpx - INFO - _client.py:1013 - _send_single_request() - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n", + "2025-02-03 15:41:32 - semantic_router.utils.logger - ERROR - pinecone.py:575 - query() - retrying query with vector as str\n" + ] + } + ], + "source": [ + "router(\"I'm interested in learning about llama 2\").name" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can delete or update routes." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(router.index)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Deleting a Route from the Semantic Router\n", + "In this section, we demonstrate how to delete a specific route from the `SemanticRouter` instance. This is useful when you want to remove a route that is no longer needed or to update the routing logic dynamically.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:41:39 - semantic_router.utils.logger - WARNING - pinecone.py:611 - _read_config() - Configuration for sr_lock parameter not found in index.\n", + "2025-02-03 15:41:39 - semantic_router.utils.logger - INFO - pinecone.py:477 - delete() - index is not None, deleting...\n", + "2025-02-03 15:41:39 - semantic_router.utils.logger - INFO - pinecone.py:491 - delete() - Deleted 5 vectors from index route-test.\n" + ] + }, + { + "data": { + "text/plain": [ + "5" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import time\n", + "\n", + "router.delete(route_name=\"politics\")\n", + "time.sleep(1)\n", + "len(router.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:41:49 - httpx - INFO - _client.py:1013 - _send_single_request() - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n", + "2025-02-03 15:41:49 - semantic_router.utils.logger - ERROR - pinecone.py:575 - query() - retrying query with vector as str\n" + ] + } + ], + "source": [ + "router(\"don't you love politics??\").name" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Route(name='chitchat', utterances=['how are things going?', \"how's the weather today?\", 'the weather is horrendous', 'lovely weather today', \"let's go to the chippy\"], description=None, function_schemas=None, llm=None, score_threshold=None, metadata={})]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "router.index.get_routes()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Asynchronous Route Query with Semantic Router\n", + "\n", + "In this section, we explore how to perform an asynchronous query using the `SemanticRouter`. This approach is beneficial when you want to handle multiple queries concurrently without blocking the execution of your program." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2025-02-03 15:42:01 - httpx - INFO - _client.py:1729 - _send_single_request() - HTTP Request: POST https://api.openai.com/v1/embeddings \"HTTP/1.1 200 OK\"\n" + ] + }, + { + "data": { + "text/plain": [ + "RouteChoice(name='chitchat', function_call=None, similarity_score=None)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "await router.acall(\"how are things going?\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'indexes': [{'name': 'route-test',\n", + " 'dimension': 1536,\n", + " 'metric': 'dotproduct',\n", + " 'host': 'localhost:5081',\n", + " 'deletion_protection': 'disabled',\n", + " 'spec': {'serverless': {'cloud': 'aws', 'region': 'us-east-1'}},\n", + " 'status': {'ready': True, 'state': 'Ready'}}]}" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "await router.index._async_list_indexes()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Stop and remove Pinecone Local\n", + "\n", + "To stop and remove the resources for Pinecone Local, run the following command:\n", + "\n", + "```bash\n", + "docker compose down\n", + "docker stop pinecone-local\n", + "docker rm pinecone-local\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py12", + "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": "3.12.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/poetry.lock b/poetry.lock index 5c32af55..6ecfef5d 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand. [[package]] name = "aiofiles" @@ -6,6 +6,7 @@ version = "24.1.0" description = "File support for asyncio." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"}, {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"}, @@ -17,6 +18,7 @@ version = "2.4.4" description = "Happy Eyeballs for asyncio" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"}, {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"}, @@ -28,6 +30,7 @@ version = "3.11.11" description = "Async http client/server framework (asyncio)" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "aiohttp-3.11.11-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a60804bff28662cbcf340a4d61598891f12eea3a66af48ecfdc975ceec21e3c8"}, {file = "aiohttp-3.11.11-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4b4fa1cb5f270fb3eab079536b764ad740bb749ce69a94d4ec30ceee1b5940d5"}, @@ -126,6 +129,7 @@ version = "1.3.2" description = "aiosignal: a list of registered asynchronous callbacks" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"}, {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"}, @@ -140,6 +144,8 @@ version = "0.7.16" description = "A light, configurable Sphinx theme" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92"}, {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"}, @@ -151,6 +157,7 @@ version = "0.7.0" description = "Reusable constraint types to use with typing.Annotated" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"}, {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"}, @@ -162,6 +169,7 @@ version = "4.8.0" description = "High level compatibility layer for multiple asynchronous event loop implementations" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"}, {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"}, @@ -184,6 +192,8 @@ version = "0.1.4" description = "Disable App Nap on macOS >= 10.9" optional = false python-versions = ">=3.6" +groups = ["dev"] +markers = "platform_system == \"Darwin\"" files = [ {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"}, {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"}, @@ -195,6 +205,7 @@ version = "3.0.0" description = "Annotate AST trees with source code positions" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"}, {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"}, @@ -210,6 +221,8 @@ version = "5.0.1" description = "Timeout context manager for asyncio programs" optional = false python-versions = ">=3.8" +groups = ["main"] +markers = "python_version < \"3.11\"" files = [ {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"}, {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"}, @@ -217,13 +230,14 @@ files = [ [[package]] name = "attrs" -version = "24.3.0" +version = "25.1.0" description = "Classes Without Boilerplate" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ - {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"}, - {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"}, + {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"}, + {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"}, ] [package.extras] @@ -236,13 +250,14 @@ tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"] [[package]] name = "aurelio-sdk" -version = "0.0.16" +version = "0.0.18" description = "Aurelio Platform SDK" optional = false python-versions = "<4.0,>=3.9" +groups = ["main"] files = [ - {file = "aurelio_sdk-0.0.16-py3-none-any.whl", hash = "sha256:015fb384552fea5541350f1ca1be72c0186b38ecab0a97a2a29ec38e611cfbce"}, - {file = "aurelio_sdk-0.0.16.tar.gz", hash = "sha256:afdbada21d91160044dc8b953eddfb2cdae18f1c2a946098ca3f8057d6bc9ce7"}, + {file = "aurelio_sdk-0.0.18-py3-none-any.whl", hash = "sha256:c990eaccfd7d465a5c70249518cdb09274b42caf1b3c6ff1e16a13a1581d5d26"}, + {file = "aurelio_sdk-0.0.18.tar.gz", hash = "sha256:95d987eb08b526b43734033352f3c7965b0001017c34184dcfaead26dad261d2"}, ] [package.dependencies] @@ -260,6 +275,8 @@ version = "2.16.0" description = "Internationalization utilities" optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "babel-2.16.0-py3-none-any.whl", hash = "sha256:368b5b98b37c06b7daf6696391c3240c938b37767d4584413e8438c5c435fa8b"}, {file = "babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316"}, @@ -274,6 +291,8 @@ version = "4.12.3" description = "Screen-scraping library" optional = true python-versions = ">=3.6.0" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"}, {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"}, @@ -295,6 +314,7 @@ version = "24.4.2" description = "The uncompromising code formatter." optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "black-24.4.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dd1b5a14e417189db4c7b64a6540f31730713d173f0b63e55fabd52d61d8fdce"}, {file = "black-24.4.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8e537d281831ad0e71007dcdcbe50a71470b978c453fa41ce77186bbe0ed6021"}, @@ -339,32 +359,36 @@ uvloop = ["uvloop (>=0.15.2)"] [[package]] name = "boto3" -version = "1.35.97" +version = "1.36.9" description = "The AWS SDK for Python" optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "extra == \"bedrock\"" files = [ - {file = "boto3-1.35.97-py3-none-any.whl", hash = "sha256:8e49416216a6e3a62c2a0c44fba4dd2852c85472e7b702516605b1363867d220"}, - {file = "boto3-1.35.97.tar.gz", hash = "sha256:7d398f66a11e67777c189d1f58c0a75d9d60f98d0ee51b8817e828930bf19e4e"}, + {file = "boto3-1.36.9-py3-none-any.whl", hash = "sha256:440d0b70990efb732f63b40fa16c663c86fee80347eb4bf3bcc08b593e8ac77f"}, + {file = "boto3-1.36.9.tar.gz", hash = "sha256:035ed3868ff3b9afe05a49d0bde35582315bc438e60b5e76727a00b107567bfb"}, ] [package.dependencies] -botocore = ">=1.35.97,<1.36.0" +botocore = ">=1.36.9,<1.37.0" jmespath = ">=0.7.1,<2.0.0" -s3transfer = ">=0.10.0,<0.11.0" +s3transfer = ">=0.11.0,<0.12.0" [package.extras] crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.35.97" +version = "1.36.9" description = "Low-level, data-driven core of boto 3." optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "extra == \"bedrock\"" files = [ - {file = "botocore-1.35.97-py3-none-any.whl", hash = "sha256:fed4f156b1a9b8ece53738f702ba5851b8c6216b4952de326547f349cc494f14"}, - {file = "botocore-1.35.97.tar.gz", hash = "sha256:88f2fab29192ffe2f2115d5bafbbd823ff4b6eb2774296e03ec8b5b0fe074f61"}, + {file = "botocore-1.36.9-py3-none-any.whl", hash = "sha256:e31d206c7708300c541d0799df73b576bbe7d8bed011687d96323ed48763ffd2"}, + {file = "botocore-1.36.9.tar.gz", hash = "sha256:cb3baefdb8326fdfae0750015e5868330e18d3a088a31da658df2cc8cba7ac73"}, ] [package.dependencies] @@ -376,17 +400,19 @@ urllib3 = [ ] [package.extras] -crt = ["awscrt (==0.22.0)"] +crt = ["awscrt (==0.23.4)"] [[package]] name = "cachetools" -version = "5.5.0" +version = "5.5.1" description = "Extensible memoizing collections and decorators" optional = true python-versions = ">=3.7" +groups = ["main"] +markers = "extra == \"google\"" files = [ - {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"}, - {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"}, + {file = "cachetools-5.5.1-py3-none-any.whl", hash = "sha256:b76651fdc3b24ead3c648bbdeeb940c1b04d365b38b4af66788f9ec4a81d42bb"}, + {file = "cachetools-5.5.1.tar.gz", hash = "sha256:70f238fbba50383ef62e55c6aff6d9673175fe59f7c6782c7a0b9e38f4a9df95"}, ] [[package]] @@ -395,6 +421,7 @@ version = "2024.12.14" description = "Python package for providing Mozilla's CA Bundle." optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"}, {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"}, @@ -406,6 +433,8 @@ version = "1.17.1" description = "Foreign Function Interface for Python calling C code." optional = false python-versions = ">=3.8" +groups = ["dev"] +markers = "implementation_name == \"pypy\"" files = [ {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"}, {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"}, @@ -485,6 +514,7 @@ version = "3.4.1" description = "The Real First Universal Charset Detector. 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HTTP client." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"}, {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"}, @@ -1636,6 +1733,7 @@ version = "0.25.2" description = "The next generation HTTP client." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "httpx-0.25.2-py3-none-any.whl", hash = "sha256:a05d3d052d9b2dfce0e3896636467f8a5342fb2b902c819428e1ac65413ca118"}, {file = "httpx-0.25.2.tar.gz", hash = "sha256:8b8fcaa0c8ea7b05edd69a094e63a2094c4efcb48129fb757361bc423c0ad9e8"}, @@ -1661,6 +1759,8 @@ version = "0.4.0" description = "Consume Server-Sent Event (SSE) messages with HTTPX." optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "extra == \"cohere\"" files = [ {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"}, {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"}, @@ -1668,13 +1768,15 @@ files = [ [[package]] name = "huggingface-hub" -version = "0.27.1" +version = "0.28.0" description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub" optional = true python-versions = ">=3.8.0" +groups = ["main"] +markers = "(extra == \"cohere\" or extra == \"local\" or extra == \"vision\" or extra == \"fastembed\") and (extra == \"cohere\" or python_version < \"3.13\")" files = [ - {file = "huggingface_hub-0.27.1-py3-none-any.whl", hash = "sha256:1c5155ca7d60b60c2e2fc38cbb3ffb7f7c3adf48f824015b219af9061771daec"}, - {file = "huggingface_hub-0.27.1.tar.gz", hash = "sha256:c004463ca870283909d715d20f066ebd6968c2207dae9393fdffb3c1d4d8f98b"}, + {file = "huggingface_hub-0.28.0-py3-none-any.whl", hash = "sha256:71cff4e500efe68061d94b7f6d3114e183715088be7a90bf4dd84af83b5f5cdb"}, + {file = "huggingface_hub-0.28.0.tar.gz", hash = "sha256:c2b18c02a47d4384763caddb4d0ab2a8fc6c16e0800d6de4d55d0a896244aba3"}, ] [package.dependencies] @@ -1687,13 +1789,13 @@ tqdm = ">=4.42.1" typing-extensions = ">=3.7.4.3" [package.extras] -all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"] +all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"] cli = ["InquirerPy (==0.3.4)"] -dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"] +dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "libcst (==1.4.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"] fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"] hf-transfer = ["hf-transfer (>=0.1.4)"] inference = ["aiohttp"] -quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.5.0)"] +quality = ["libcst (==1.4.0)", "mypy (==1.5.1)", "ruff (>=0.9.0)"] tensorflow = ["graphviz", "pydot", "tensorflow"] tensorflow-testing = ["keras (<3.0)", "tensorflow"] testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio (>=4.0.0)", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"] @@ -1706,6 +1808,8 @@ version = "10.0" description = "Human friendly output for text interfaces using Python" optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*" +groups = ["main"] +markers = "python_version < \"3.13\" and extra == \"fastembed\"" files = [ {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"}, {file = "humanfriendly-10.0.tar.gz", hash = "sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc"}, @@ -1716,13 +1820,15 @@ pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_ve [[package]] name = "hyperframe" -version = "6.0.1" -description = "HTTP/2 framing layer for Python" +version = "6.1.0" +description = "Pure-Python HTTP/2 framing" optional = true -python-versions = ">=3.6.1" +python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"qdrant\"" files = [ - {file = "hyperframe-6.0.1-py3-none-any.whl", hash = "sha256:0ec6bafd80d8ad2195c4f03aacba3a8265e57bc4cff261e802bf39970ed02a15"}, - {file = "hyperframe-6.0.1.tar.gz", hash = "sha256:ae510046231dc8e9ecb1a6586f63d2347bf4c8905914aa84ba585ae85f28a914"}, + {file = "hyperframe-6.1.0-py3-none-any.whl", hash = "sha256:b03380493a519fce58ea5af42e4a42317bf9bd425596f7a0835ffce80f1a42e5"}, + {file = "hyperframe-6.1.0.tar.gz", hash = "sha256:f630908a00854a7adeabd6382b43923a4c4cd4b821fcb527e6ab9e15382a3b08"}, ] [[package]] @@ -1731,6 +1837,7 @@ version = "3.10" description = "Internationalized Domain Names in Applications (IDNA)" optional = false python-versions = ">=3.6" +groups = ["main"] files = [ {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"}, {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"}, @@ -1745,6 +1852,8 @@ version = "1.4.1" description = "Getting image size from png/jpeg/jpeg2000/gif file" optional = true python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "imagesize-1.4.1-py2.py3-none-any.whl", hash = "sha256:0d8d18d08f840c19d0ee7ca1fd82490fdc3729b7ac93f49870406ddde8ef8d8b"}, {file = "imagesize-1.4.1.tar.gz", hash = "sha256:69150444affb9cb0d5cc5a92b3676f0b2fb7cd9ae39e947a5e11a36b4497cd4a"}, @@ -1752,14 +1861,16 @@ files = [ [[package]] name = "importlib-metadata" -version = "8.5.0" +version = "8.6.1" description = "Read metadata from Python packages" optional = false -python-versions = ">=3.8" +python-versions = ">=3.9" +groups = ["main", "dev"] files = [ - {file = "importlib_metadata-8.5.0-py3-none-any.whl", hash = "sha256:45e54197d28b7a7f1559e60b95e7c567032b602131fbd588f1497f47880aa68b"}, - {file = "importlib_metadata-8.5.0.tar.gz", hash = "sha256:71522656f0abace1d072b9e5481a48f07c138e00f079c38c8f883823f9c26bd7"}, + {file = "importlib_metadata-8.6.1-py3-none-any.whl", hash = "sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e"}, + {file = "importlib_metadata-8.6.1.tar.gz", hash = "sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580"}, ] +markers = {main = "python_version < \"3.10\" and extra == \"docs\"", dev = "python_version < \"3.10\""} [package.dependencies] zipp = ">=3.20" @@ -1770,7 +1881,7 @@ cover = ["pytest-cov"] doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"] enabler = ["pytest-enabler (>=2.2)"] perf = ["ipython"] -test = ["flufl.flake8", "importlib-resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"] +test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"] type = ["pytest-mypy"] [[package]] @@ -1779,6 +1890,7 @@ version = "2.0.0" description = "brain-dead simple config-ini parsing" optional = false python-versions = ">=3.7" +groups = ["dev"] files = [ {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"}, {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"}, @@ -1790,6 +1902,7 @@ version = "6.29.5" description = "IPython Kernel for Jupyter" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"}, {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"}, @@ -1823,6 +1936,7 @@ version = "8.18.1" description = "IPython: Productive Interactive Computing" optional = false python-versions = ">=3.9" +groups = ["dev"] files = [ {file = "ipython-8.18.1-py3-none-any.whl", hash = "sha256:e8267419d72d81955ec1177f8a29aaa90ac80ad647499201119e2f05e99aa397"}, {file = "ipython-8.18.1.tar.gz", hash = "sha256:ca6f079bb33457c66e233e4580ebfc4128855b4cf6370dddd73842a9563e8a27"}, @@ -1860,6 +1974,7 @@ version = "0.19.2" description = "An autocompletion tool for Python that can be used for text editors." optional = false python-versions = ">=3.6" +groups = ["dev"] files = [ {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"}, {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"}, @@ -1879,6 +1994,8 @@ version = "3.1.5" description = "A very fast and expressive template engine." optional = true python-versions = ">=3.7" +groups = ["main"] +markers = "(extra == \"docs\" or extra == \"local\" or extra == \"vision\") and (extra == \"docs\" or python_version < \"3.13\")" files = [ {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"}, {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"}, @@ -1896,6 +2013,7 @@ version = "0.8.2" description = "Fast iterable JSON parser." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "jiter-0.8.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:ca8577f6a413abe29b079bc30f907894d7eb07a865c4df69475e868d73e71c7b"}, {file = "jiter-0.8.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b25bd626bde7fb51534190c7e3cb97cee89ee76b76d7585580e22f34f5e3f393"}, @@ -1981,6 +2099,8 @@ version = "1.0.1" description = "JSON Matching Expressions" optional = true python-versions = ">=3.7" +groups = ["main"] +markers = "extra == \"bedrock\"" files = [ {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"}, {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"}, @@ -1992,6 +2112,8 @@ version = "1.4.2" description = "Lightweight pipelining with Python functions" optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "extra == \"hybrid\"" files = [ {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"}, {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"}, @@ -2003,6 +2125,7 @@ version = "8.6.3" description = "Jupyter protocol implementation and client libraries" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"}, {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"}, @@ -2026,6 +2149,7 @@ version = "5.7.2" description = "Jupyter core package. A base package on which Jupyter projects rely." optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"}, {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"}, @@ -2046,6 +2170,8 @@ version = "0.2.85" description = "Python bindings for the llama.cpp library" optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "python_version < \"3.13\" and extra == \"local\"" files = [ {file = "llama_cpp_python-0.2.85.tar.gz", hash = "sha256:31476c2f4331784d3681f9bcd366cc4666ba97ab128bffbd23cb90ee2cebff21"}, ] @@ -2068,6 +2194,8 @@ version = "0.7.3" description = "Python logging made (stupidly) simple" optional = true python-versions = "<4.0,>=3.5" +groups = ["main"] +markers = "python_version < \"3.13\" and extra == \"fastembed\"" files = [ {file = 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{file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"}, {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"}, @@ -2170,6 +2301,8 @@ version = "0.0.12" description = "" optional = true python-versions = ">=3.8,<4.0" +groups = ["main"] +markers = "extra == \"mistralai\"" files = [ {file = "mistralai-0.0.12-py3-none-any.whl", hash = "sha256:d489d1f0a31bf0edbe15c6d12f68b943148d2a725a088be0d8a5d4c888f8436c"}, {file = "mistralai-0.0.12.tar.gz", hash = "sha256:fe652836146a15bdce7691a95803a32c53c641c5400093447ffa93bf2ed296b2"}, @@ -2186,6 +2319,8 @@ version = "4.1.0" description = "Python extension for MurmurHash (MurmurHash3), a set of fast and robust hash functions." optional = true python-versions = "*" +groups = ["main"] +markers = "extra == \"hybrid\" or extra == \"fastembed\" and python_version < \"3.13\"" files = [ {file = 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Runtime native Libraries" optional = true python-versions = ">=3" +groups = ["main"] +markers = "python_version < \"3.13\" and (extra == \"local\" or extra == \"vision\") and platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl", hash = "sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40"}, {file = "nvidia_cuda_runtime_cu12-12.1.105-py3-none-win_amd64.whl", hash = "sha256:dfb46ef84d73fababab44cf03e3b83f80700d27ca300e537f85f636fac474344"}, @@ -2612,6 +2766,8 @@ version = "8.9.2.26" description = "cuDNN runtime libraries" optional = true python-versions = ">=3" +groups = ["main"] +markers = "python_version < \"3.13\" and (extra == \"local\" or extra == \"vision\") and platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl", hash = 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python-versions = ">=3.8" +groups = ["main"] +markers = "(extra == \"qdrant\" or extra == \"google\" or extra == \"fastembed\") and (extra == \"qdrant\" or extra == \"google\" or python_version < \"3.13\")" files = [ {file = "protobuf-5.29.3-cp310-abi3-win32.whl", hash = "sha256:3ea51771449e1035f26069c4c7fd51fba990d07bc55ba80701c78f886bf9c888"}, {file = "protobuf-5.29.3-cp310-abi3-win_amd64.whl", hash = "sha256:a4fa6f80816a9a0678429e84973f2f98cbc218cca434abe8db2ad0bffc98503a"}, @@ -3333,6 +3526,7 @@ version = "6.1.1" description = "Cross-platform lib for process and system monitoring in Python." optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7" +groups = ["dev"] files = [ {file = "psutil-6.1.1-cp27-cp27m-macosx_10_9_x86_64.whl", hash = "sha256:9ccc4316f24409159897799b83004cb1e24f9819b0dcf9c0b68bdcb6cefee6a8"}, {file = "psutil-6.1.1-cp27-cp27m-manylinux2010_i686.whl", hash = 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= [ [[package]] name = "pydantic" -version = "2.10.5" +version = "2.10.6" description = "Data validation using Python type hints" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ - {file = "pydantic-2.10.5-py3-none-any.whl", hash = "sha256:4dd4e322dbe55472cb7ca7e73f4b63574eecccf2835ffa2af9021ce113c83c53"}, - {file = "pydantic-2.10.5.tar.gz", hash = "sha256:278b38dbbaec562011d659ee05f63346951b3a248a6f3642e1bc68894ea2b4ff"}, + {file = "pydantic-2.10.6-py3-none-any.whl", hash = "sha256:427d664bf0b8a2b34ff5dd0f5a18df00591adcee7198fbd71981054cef37b584"}, + {file = "pydantic-2.10.6.tar.gz", hash = "sha256:ca5daa827cce33de7a42be142548b0096bf05a7e7b365aebfa5f8eeec7128236"}, ] [package.dependencies] @@ -3520,6 +3726,7 @@ version = "2.27.2" description = "Core functionality for Pydantic validation and serialization" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "pydantic_core-2.27.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = 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sys_platform == \"win32\"" files = [ {file = "pyreadline3-3.5.4-py3-none-any.whl", hash = "sha256:eaf8e6cc3c49bcccf145fc6067ba8643d1df34d604a1ec0eccbf7a18e6d3fae6"}, {file = "pyreadline3-3.5.4.tar.gz", hash = "sha256:8d57d53039a1c75adba8e50dd3d992b28143480816187ea5efbd5c78e6c885b7"}, @@ -3660,6 +3871,8 @@ version = "2.2.0.3" description = "Snowball stemming algorithms, for information retrieval" optional = true python-versions = "*" +groups = ["main"] +markers = "python_version < \"3.13\" and extra == \"fastembed\"" files = [ {file = "PyStemmer-2.2.0.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2935aa78a89b04899de4a8b8b6339806e0d5cd93811de52e98829b5762cf913c"}, {file = "PyStemmer-2.2.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:31c9d3c808647d4c569737b32b40ed23c67133d2b89033ebc8b5756cadf6f1c1"}, @@ -3751,6 +3964,7 @@ version = "8.3.4" description = "pytest: simple powerful testing with Python" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "pytest-8.3.4-py3-none-any.whl", hash = "sha256:50e16d954148559c9a74109af1eaf0c945ba2d8f30f0a3d3335edde19788b6f6"}, {file = "pytest-8.3.4.tar.gz", hash = "sha256:965370d062bce11e73868e0335abac31b4d3de0e82f4007408d242b4f8610761"}, @@ -3773,6 +3987,7 @@ version = "0.24.0" description = "Pytest support for asyncio" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "pytest_asyncio-0.24.0-py3-none-any.whl", hash = "sha256:a811296ed596b69bf0b6f3dc40f83bcaf341b155a269052d82efa2b25ac7037b"}, {file = "pytest_asyncio-0.24.0.tar.gz", hash = "sha256:d081d828e576d85f875399194281e92bf8a68d60d72d1a2faf2feddb6c46b276"}, @@ -3791,6 +4006,7 @@ version = "4.1.0" description = "Pytest plugin for measuring coverage." optional = false python-versions = ">=3.7" +groups = ["dev"] files = [ {file = "pytest-cov-4.1.0.tar.gz", hash = "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6"}, {file = "pytest_cov-4.1.0-py3-none-any.whl", hash = "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"}, @@ -3809,6 +4025,7 @@ version = "3.14.0" description = "Thin-wrapper around the mock package for easier use with pytest" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "pytest-mock-3.14.0.tar.gz", hash = "sha256:2719255a1efeceadbc056d6bf3df3d1c5015530fb40cf347c0f9afac88410bd0"}, {file = "pytest_mock-3.14.0-py3-none-any.whl", hash = "sha256:0b72c38033392a5f4621342fe11e9219ac11ec9d375f8e2a0c164539e0d70f6f"}, @@ -3826,6 +4043,7 @@ version = "3.6.1" description = "pytest xdist plugin for distributed testing, most importantly across multiple CPUs" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "pytest_xdist-3.6.1-py3-none-any.whl", hash = "sha256:9ed4adfb68a016610848639bb7e02c9352d5d9f03d04809919e2dafc3be4cca7"}, {file = "pytest_xdist-3.6.1.tar.gz", hash = "sha256:ead156a4db231eec769737f57668ef58a2084a34b2e55c4a8fa20d861107300d"}, @@ -3846,10 +4064,12 @@ version = "2.9.0.post0" description = "Extensions to the standard Python datetime module" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" +groups = ["main", "dev"] files = [ {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"}, {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"}, ] +markers = {main = "extra == \"pinecone\" or extra == \"google\" or extra == \"bedrock\""} [package.dependencies] six = ">=1.5" @@ -3860,6 +4080,7 @@ version = "1.0.1" description = "Read key-value pairs from a .env file and set them as environment variables" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "python-dotenv-1.0.1.tar.gz", hash = "sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca"}, {file = "python_dotenv-1.0.1-py3-none-any.whl", hash = "sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a"}, @@ -3874,6 +4095,7 @@ version = "308" description = "Python for Window Extensions" optional = false python-versions = "*" +groups = ["main", "dev"] files = [ {file = "pywin32-308-cp310-cp310-win32.whl", hash = "sha256:796ff4426437896550d2981b9c2ac0ffd75238ad9ea2d3bfa67a1abd546d262e"}, {file = "pywin32-308-cp310-cp310-win_amd64.whl", hash = "sha256:4fc888c59b3c0bef905ce7eb7e2106a07712015ea1c8234b703a088d46110e8e"}, @@ -3894,6 +4116,7 @@ files = [ {file = "pywin32-308-cp39-cp39-win32.whl", hash = "sha256:7873ca4dc60ab3287919881a7d4f88baee4a6e639aa6962de25a98ba6b193341"}, {file = "pywin32-308-cp39-cp39-win_amd64.whl", hash = "sha256:71b3322d949b4cc20776436a9c9ba0eeedcbc9c650daa536df63f0ff111bb920"}, ] +markers = {main = "extra == \"qdrant\" and platform_system == \"Windows\"", dev = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""} [[package]] name = "pyyaml" @@ -3901,6 +4124,7 @@ version = "6.0.2" description = "YAML parser and emitter for Python" optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"}, {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"}, @@ -3963,6 +4187,7 @@ version = "26.2.0" description = "Python bindings for 0MQ" optional = false python-versions = ">=3.7" +groups = ["dev"] files = [ {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:ddf33d97d2f52d89f6e6e7ae66ee35a4d9ca6f36eda89c24591b0c40205a3629"}, {file = "pyzmq-26.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:dacd995031a01d16eec825bf30802fceb2c3791ef24bcce48fa98ce40918c27b"}, @@ -4084,6 +4309,8 @@ version = "1.12.1" description = "Client library for the Qdrant vector search engine" optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "python_version >= \"3.13\" and extra == \"qdrant\"" files = [ {file = "qdrant_client-1.12.1-py3-none-any.whl", hash = "sha256:b2d17ce18e9e767471368380dd3bbc4a0e3a0e2061fedc9af3542084b48451e0"}, {file = "qdrant_client-1.12.1.tar.gz", hash = "sha256:35e8e646f75b7b883b3d2d0ee4c69c5301000bba41c82aa546e985db0f1aeb72"}, @@ -4104,13 +4331,15 @@ fastembed-gpu = ["fastembed-gpu (==0.3.6)"] [[package]] name = "qdrant-client" -version = "1.12.2" +version = "1.13.2" description = "Client library for the Qdrant vector search engine" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "python_version < \"3.13\" and extra == \"qdrant\"" files = [ - {file = "qdrant_client-1.12.2-py3-none-any.whl", hash = "sha256:a0ae500a46a679ff3521ba3f1f1cf3d72b57090a768cec65fc317066bcbac1e6"}, - {file = "qdrant_client-1.12.2.tar.gz", hash = "sha256:2777e09b3e89bb22bb490384d8b1fa8140f3915287884f18984f7031a346aba5"}, + {file = "qdrant_client-1.13.2-py3-none-any.whl", hash = "sha256:db97e759bd3f8d483a383984ba4c2a158eef56f2188d83df7771591d43de2201"}, + {file = "qdrant_client-1.13.2.tar.gz", hash = "sha256:c8cce87ce67b006f49430a050a35c85b78e3b896c0c756dafc13bdeca543ec13"}, ] [package.dependencies] @@ -4127,8 +4356,8 @@ pydantic = ">=1.10.8" urllib3 = ">=1.26.14,<3" [package.extras] -fastembed = ["fastembed (==0.5.0)"] -fastembed-gpu = ["fastembed-gpu (==0.5.0)"] +fastembed = ["fastembed (==0.5.1)"] +fastembed-gpu = ["fastembed-gpu (==0.5.1)"] [[package]] name = "regex" @@ -4136,6 +4365,7 @@ version = "2024.11.6" description = "Alternative regular expression module, to replace re." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ff590880083d60acc0433f9c3f713c51f7ac6ebb9adf889c79a261ecf541aa91"}, {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:658f90550f38270639e83ce492f27d2c8d2cd63805c65a13a14d36ca126753f0"}, @@ -4239,6 +4469,7 @@ version = "2.32.3" description = "Python HTTP for Humans." optional = false python-versions = ">=3.8" +groups = ["main"] files = [ {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"}, {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"}, @@ -4260,6 +4491,7 @@ version = "1.12.1" description = "Mock out responses from the requests package" optional = false python-versions = ">=3.5" +groups = ["main"] files = [ {file = "requests-mock-1.12.1.tar.gz", hash = "sha256:e9e12e333b525156e82a3c852f22016b9158220d2f47454de9cae8a77d371401"}, {file = "requests_mock-1.12.1-py2.py3-none-any.whl", hash = "sha256:b1e37054004cdd5e56c84454cc7df12b25f90f382159087f4b6915aaeef39563"}, @@ -4277,6 +4509,7 @@ version = "1.0.0" description = "A utility belt for advanced users of python-requests" optional = false python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*" +groups = ["main"] files = [ {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"}, {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"}, @@ -4291,6 +4524,8 @@ version = "4.9" description = "Pure-Python RSA implementation" optional = true python-versions = ">=3.6,<4" +groups = ["main"] +markers = "extra == \"google\"" files = [ {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"}, {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"}, @@ -4305,6 +4540,7 @@ version = "0.1.15" description = "An extremely fast Python linter and code formatter, written in Rust." optional = false python-versions = ">=3.7" +groups = ["dev"] files = [ {file = "ruff-0.1.15-py3-none-macosx_10_12_x86_64.macosx_11_0_arm64.macosx_10_12_universal2.whl", hash = "sha256:5fe8d54df166ecc24106db7dd6a68d44852d14eb0729ea4672bb4d96c320b7df"}, {file = "ruff-0.1.15-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:6f0bfbb53c4b4de117ac4d6ddfd33aa5fc31beeaa21d23c45c6dd249faf9126f"}, @@ -4327,20 +4563,22 @@ files = [ [[package]] name = "s3transfer" -version = "0.10.4" +version = "0.11.2" description = "An Amazon S3 Transfer Manager" optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "extra == \"bedrock\"" files = [ - {file = "s3transfer-0.10.4-py3-none-any.whl", hash = "sha256:244a76a24355363a68164241438de1b72f8781664920260c48465896b712a41e"}, - {file = "s3transfer-0.10.4.tar.gz", hash = "sha256:29edc09801743c21eb5ecbc617a152df41d3c287f67b615f73e5f750583666a7"}, + {file = "s3transfer-0.11.2-py3-none-any.whl", hash = "sha256:be6ecb39fadd986ef1701097771f87e4d2f821f27f6071c872143884d2950fbc"}, + {file = "s3transfer-0.11.2.tar.gz", hash = "sha256:3b39185cb72f5acc77db1a58b6e25b977f28d20496b6e58d6813d75f464d632f"}, ] [package.dependencies] -botocore = ">=1.33.2,<2.0a.0" +botocore = ">=1.36.0,<2.0a.0" [package.extras] -crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"] +crt = ["botocore[crt] (>=1.36.0,<2.0a.0)"] [[package]] name = "safetensors" @@ -4348,6 +4586,8 @@ version = "0.5.2" description = "" optional = true python-versions = ">=3.7" +groups = ["main"] +markers = "python_version < \"3.13\" and (extra == \"local\" or extra == \"vision\")" files = [ {file = "safetensors-0.5.2-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:45b6092997ceb8aa3801693781a71a99909ab9cc776fbc3fa9322d29b1d3bef2"}, {file = "safetensors-0.5.2-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:6d0d6a8ee2215a440e1296b843edf44fd377b055ba350eaba74655a2fe2c4bae"}, @@ -4385,6 +4625,8 @@ version = "75.8.0" description = "Easily download, build, install, upgrade, and uninstall Python packages" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"qdrant\"" files = [ {file = "setuptools-75.8.0-py3-none-any.whl", hash = "sha256:e3982f444617239225d675215d51f6ba05f845d4eec313da4418fdbb56fb27e3"}, {file = "setuptools-75.8.0.tar.gz", hash = "sha256:c5afc8f407c626b8313a86e10311dd3f661c6cd9c09d4bf8c15c0e11f9f2b0e6"}, @@ -4405,6 +4647,8 @@ version = "2.0.6" description = "Manipulation and analysis of geometric objects" optional = true python-versions = ">=3.7" +groups = ["main"] +markers = "extra == \"google\"" files = [ {file = "shapely-2.0.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:29a34e068da2d321e926b5073539fd2a1d4429a2c656bd63f0bd4c8f5b236d0b"}, {file = "shapely-2.0.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e1c84c3f53144febf6af909d6b581bc05e8785d57e27f35ebaa5c1ab9baba13b"}, @@ -4463,10 +4707,12 @@ version = "1.17.0" description = "Python 2 and 3 compatibility utilities" optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7" +groups = ["main", "dev"] files = [ {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"}, {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"}, ] +markers = {main = "extra == \"pinecone\" or extra == \"google\" or extra == \"bedrock\""} [[package]] name = "sniffio" @@ -4474,6 +4720,7 @@ version = "1.3.1" description = "Sniff out which async library your code is running under" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"}, {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"}, @@ -4485,6 +4732,8 @@ version = "2.2.0" description = "This package provides 29 stemmers for 28 languages generated from Snowball algorithms." optional = true python-versions = "*" +groups = ["main"] +markers = "extra == \"docs\" or extra == \"fastembed\" and python_version < \"3.13\"" files = [ {file = "snowballstemmer-2.2.0-py2.py3-none-any.whl", hash = "sha256:c8e1716e83cc398ae16824e5572ae04e0d9fc2c6b985fb0f900f5f0c96ecba1a"}, {file = "snowballstemmer-2.2.0.tar.gz", hash = "sha256:09b16deb8547d3412ad7b590689584cd0fe25ec8db3be37788be3810cbf19cb1"}, @@ -4496,6 +4745,8 @@ version = "2.6" description = "A modern CSS selector implementation for Beautiful Soup." optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"}, {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"}, @@ -4507,6 +4758,8 @@ version = "7.3.7" description = "Python documentation generator" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "python_version >= \"3.10\" and python_version < \"3.13\" and extra == \"docs\"" files = [ {file = "sphinx-7.3.7-py3-none-any.whl", hash = "sha256:413f75440be4cacf328f580b4274ada4565fb2187d696a84970c23f77b64d8c3"}, {file = "sphinx-7.3.7.tar.gz", hash = "sha256:a4a7db75ed37531c05002d56ed6948d4c42f473a36f46e1382b0bd76ca9627bc"}, @@ -4543,6 +4796,8 @@ version = "7.4.7" description = "Python documentation generator" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "(python_version < \"3.10\" or python_version >= \"3.13\") and extra == \"docs\"" files = [ {file = "sphinx-7.4.7-py3-none-any.whl", hash = "sha256:c2419e2135d11f1951cd994d6eb18a1835bd8fdd8429f9ca375dc1f3281bd239"}, {file = "sphinx-7.4.7.tar.gz", hash = "sha256:242f92a7ea7e6c5b406fdc2615413890ba9f699114a9c09192d7dfead2ee9cfe"}, @@ -4579,6 +4834,8 @@ version = "5.2.0" description = "An awesome theme for the Sphinx documentation generator" optional = true python-versions = "<4.0,>=3.8" +groups = ["main"] +markers = "python_version >= \"3.10\" and python_version < \"3.13\" and extra == \"docs\"" files = [ {file = "sphinxawesome_theme-5.2.0-py3-none-any.whl", hash = "sha256:56f1462f4ec4a5d66017819de6b7965a394d4157117bf12f029e7818d6789525"}, {file = "sphinxawesome_theme-5.2.0.tar.gz", hash = "sha256:c24f1e5c0b9e475380d16fc5f1f3bfd84955817da0905d95f7e20809d7cd3c5d"}, @@ -4594,6 +4851,8 @@ version = "5.3.2" description = "An awesome theme for the Sphinx documentation generator" optional = true python-versions = "<4.0,>=3.8" +groups = ["main"] +markers = "(python_version < \"3.10\" or python_version >= \"3.13\") and extra == \"docs\"" files = [ {file = "sphinxawesome_theme-5.3.2-py3-none-any.whl", hash = "sha256:5f2bb6b6ab8fa11db1ded5590106eb557351d6a6c36adea7ebd4e0f4bc96945d"}, {file = "sphinxawesome_theme-5.3.2.tar.gz", hash = "sha256:0629d38b80aefc279b1186c53a7a6faf21e721b5b2ecda14f488ca1074e2631f"}, @@ -4609,6 +4868,8 @@ version = "2.0.0" description = "sphinxcontrib-applehelp is a Sphinx extension which outputs Apple help books" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "sphinxcontrib_applehelp-2.0.0-py3-none-any.whl", hash = "sha256:4cd3f0ec4ac5dd9c17ec65e9ab272c9b867ea77425228e68ecf08d6b28ddbdb5"}, {file = "sphinxcontrib_applehelp-2.0.0.tar.gz", hash = "sha256:2f29ef331735ce958efa4734873f084941970894c6090408b079c61b2e1c06d1"}, @@ -4625,6 +4886,8 @@ version = "2.0.0" description = "sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "sphinxcontrib_devhelp-2.0.0-py3-none-any.whl", hash = "sha256:aefb8b83854e4b0998877524d1029fd3e6879210422ee3780459e28a1f03a8a2"}, {file = "sphinxcontrib_devhelp-2.0.0.tar.gz", hash = "sha256:411f5d96d445d1d73bb5d52133377b4248ec79db5c793ce7dbe59e074b4dd1ad"}, @@ -4641,6 +4904,8 @@ version = "2.1.0" description = "sphinxcontrib-htmlhelp is a sphinx extension which renders HTML help files" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "sphinxcontrib_htmlhelp-2.1.0-py3-none-any.whl", hash = "sha256:166759820b47002d22914d64a075ce08f4c46818e17cfc9470a9786b759b19f8"}, {file = "sphinxcontrib_htmlhelp-2.1.0.tar.gz", hash = "sha256:c9e2916ace8aad64cc13a0d233ee22317f2b9025b9cf3295249fa985cc7082e9"}, @@ -4657,6 +4922,8 @@ version = "1.0.1" description = "A sphinx extension which renders display math in HTML via JavaScript" optional = true python-versions = ">=3.5" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "sphinxcontrib-jsmath-1.0.1.tar.gz", hash = "sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8"}, {file = "sphinxcontrib_jsmath-1.0.1-py2.py3-none-any.whl", hash = "sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178"}, @@ -4671,6 +4938,8 @@ version = "2.0.0" description = "sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "sphinxcontrib_qthelp-2.0.0-py3-none-any.whl", hash = "sha256:b18a828cdba941ccd6ee8445dbe72ffa3ef8cbe7505d8cd1fa0d42d3f2d5f3eb"}, {file = "sphinxcontrib_qthelp-2.0.0.tar.gz", hash = "sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab"}, @@ -4687,6 +4956,8 @@ version = "2.0.0" description = "sphinxcontrib-serializinghtml is a sphinx extension which outputs \"serialized\" HTML files (json and pickle)" optional = true python-versions = ">=3.9" +groups = ["main"] +markers = "extra == \"docs\"" files = [ {file = "sphinxcontrib_serializinghtml-2.0.0-py3-none-any.whl", hash = "sha256:6e2cb0eef194e10c27ec0023bfeb25badbbb5868244cf5bc5bdc04e4464bf331"}, {file = "sphinxcontrib_serializinghtml-2.0.0.tar.gz", hash = "sha256:e9d912827f872c029017a53f0ef2180b327c3f7fd23c87229f7a8e8b70031d4d"}, @@ -4703,6 +4974,7 @@ version = "0.6.3" description = "Extract data from python stack frames and tracebacks for informative displays" optional = false python-versions = "*" +groups = ["dev"] files = [ {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"}, {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"}, @@ -4722,6 +4994,8 @@ version = "1.13.3" description = "Computer algebra system (CAS) in Python" optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "python_version < \"3.13\" and (extra == \"local\" or extra == \"vision\" or extra == \"fastembed\")" files = [ {file = "sympy-1.13.3-py3-none-any.whl", hash = "sha256:54612cf55a62755ee71824ce692986f23c88ffa77207b30c1368eda4a7060f73"}, {file = "sympy-1.13.3.tar.gz", hash = "sha256:b27fd2c6530e0ab39e275fc9b683895367e51d5da91baa8d3d64db2565fec4d9"}, @@ -4739,6 +5013,7 @@ version = "0.8.0" description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "tiktoken-0.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b07e33283463089c81ef1467180e3e00ab00d46c2c4bbcef0acab5f771d6695e"}, {file = "tiktoken-0.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9269348cb650726f44dd3bbb3f9110ac19a8dcc8f54949ad3ef652ca22a38e21"}, @@ -4786,6 +5061,7 @@ version = "6.1.0" description = "A wrapper around the stdlib `tokenize` which roundtrips." optional = false python-versions = ">=3.9" +groups = ["dev"] files = [ {file = "tokenize_rt-6.1.0-py2.py3-none-any.whl", hash = "sha256:d706141cdec4aa5f358945abe36b911b8cbdc844545da99e811250c0cee9b6fc"}, {file = "tokenize_rt-6.1.0.tar.gz", hash = "sha256:e8ee836616c0877ab7c7b54776d2fefcc3bde714449a206762425ae114b53c86"}, @@ -4797,6 +5073,8 @@ version = "0.21.0" description = "" optional = true python-versions = ">=3.7" +groups = ["main"] +markers = "(extra == \"cohere\" or extra == \"local\" or extra == \"vision\" or extra == \"fastembed\") and (extra == \"cohere\" or python_version < \"3.13\")" files = [ {file = "tokenizers-0.21.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:3c4c93eae637e7d2aaae3d376f06085164e1660f89304c0ab2b1d08a406636b2"}, {file = "tokenizers-0.21.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:f53ea537c925422a2e0e92a24cce96f6bc5046bbef24a1652a5edc8ba975f62e"}, @@ -4829,6 +5107,7 @@ version = "2.2.1" description = "A lil' TOML parser" optional = false python-versions = ">=3.8" +groups = ["main", "dev"] files = [ {file = "tomli-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:678e4fa69e4575eb77d103de3df8a895e1591b48e740211bd1067378c69e8249"}, {file = "tomli-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:023aa114dd824ade0100497eb2318602af309e5a55595f76b626d6d9f3b7b0a6"}, @@ -4863,6 +5142,7 @@ files = [ {file = "tomli-2.2.1-py3-none-any.whl", hash = "sha256:cb55c73c5f4408779d0cf3eef9f762b9c9f147a77de7b258bef0a5628adc85cc"}, {file = "tomli-2.2.1.tar.gz", hash = "sha256:cd45e1dc79c835ce60f7404ec8119f2eb06d38b1deba146f07ced3bbc44505ff"}, ] +markers = {main = "python_version < \"3.11\" and extra == \"docs\"", dev = "python_version < \"3.11\""} [[package]] name = "torch" @@ -4870,6 +5150,8 @@ version = "2.2.2" description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration" optional = true python-versions = ">=3.8.0" +groups = ["main"] +markers = "python_version < \"3.13\" and (extra == \"local\" or extra == \"vision\")" files = [ {file = "torch-2.2.2-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:bc889d311a855dd2dfd164daf8cc903a6b7273a747189cebafdd89106e4ad585"}, {file = "torch-2.2.2-cp310-cp310-manylinux2014_aarch64.whl", hash = "sha256:15dffa4cc3261fa73d02f0ed25f5fa49ecc9e12bf1ae0a4c1e7a88bbfaad9030"}, @@ -4928,6 +5210,8 @@ version = "0.17.2" description = "image and video datasets and models for torch deep learning" optional = true python-versions = ">=3.8" +groups = ["main"] +markers = "python_version < \"3.13\" and extra == \"vision\"" files = [ {file = "torchvision-0.17.2-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:1f2910fe3c21ad6875b2720d46fad835b2e4b336e9553d31ca364d24c90b1d4f"}, {file = "torchvision-0.17.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ecc1c503fa8a54fbab777e06a7c228032b8ab78efebf35b28bc8f22f544f51f1"}, @@ -4970,6 +5254,7 @@ version = "6.4.2" description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed." optional = false python-versions = ">=3.8" +groups = ["main", "dev"] files = [ {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e828cce1123e9e44ae2a50a9de3055497ab1d0aeb440c5ac23064d9e44880da1"}, {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803"}, @@ -4990,6 +5275,7 @@ version = "4.67.1" description = "Fast, Extensible Progress Meter" optional = false python-versions = ">=3.7" +groups = ["main"] files = [ {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"}, {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"}, @@ -5011,6 +5297,7 @@ version = "5.14.3" description = "Traitlets Python configuration system" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"}, {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"}, @@ -5022,13 +5309,15 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0, [[package]] name = "transformers" -version = "4.48.0" +version = "4.48.1" description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow" optional = true python-versions = ">=3.9.0" +groups = ["main"] +markers = "python_version < \"3.13\" and (extra == \"local\" or extra == \"vision\")" files = [ - {file = "transformers-4.48.0-py3-none-any.whl", hash = "sha256:6d3de6d71cb5f2a10f9775ccc17abce9620195caaf32ec96542bd2a6937f25b0"}, - {file = "transformers-4.48.0.tar.gz", hash = "sha256:03fdfcbfb8b0367fb6c9fbe9d1c9aa54dfd847618be9b52400b2811d22799cb1"}, + {file = "transformers-4.48.1-py3-none-any.whl", hash = "sha256:24be0564b0a36d9e433d9a65de248f1545b6f6edce1737669605eb6a8141bbbb"}, + {file = "transformers-4.48.1.tar.gz", hash = "sha256:7c1931facc3ee8adcbf86fc7a87461d54c1e40eca3bb57fef1ee9f3ecd32187e"}, ] [package.dependencies] @@ -5095,6 +5384,8 @@ version = "2.2.0" description = "A language and compiler for custom Deep Learning operations" optional = true python-versions = "*" +groups = ["main"] +markers = "python_version < \"3.12\" and (extra == \"local\" or extra == \"vision\") and platform_system == \"Linux\" and platform_machine == \"x86_64\"" files = [ {file = "triton-2.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a2294514340cfe4e8f4f9e5c66c702744c4a117d25e618bd08469d0bfed1e2e5"}, {file = "triton-2.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:da58a152bddb62cafa9a857dd2bc1f886dbf9f9c90a2b5da82157cd2b34392b0"}, @@ -5118,6 +5409,7 @@ version = "6.0.12.20241230" description = "Typing stubs for PyYAML" optional = false python-versions = ">=3.8" +groups = ["dev"] files = [ {file = "types_PyYAML-6.0.12.20241230-py3-none-any.whl", hash = "sha256:fa4d32565219b68e6dee5f67534c722e53c00d1cfc09c435ef04d7353e1e96e6"}, {file = "types_pyyaml-6.0.12.20241230.tar.gz", hash = "sha256:7f07622dbd34bb9c8b264fe860a17e0efcad00d50b5f27e93984909d9363498c"}, @@ -5129,6 +5421,8 @@ version = "2.31.0.6" description = "Typing stubs for requests" optional = false python-versions = ">=3.7" +groups = ["main", "dev"] +markers = "python_version < \"3.10\"" files = [ {file = "types-requests-2.31.0.6.tar.gz", hash = "sha256:cd74ce3b53c461f1228a9b783929ac73a666658f223e28ed29753771477b3bd0"}, {file = "types_requests-2.31.0.6-py3-none-any.whl", hash = "sha256:a2db9cb228a81da8348b49ad6db3f5519452dd20a9c1e1a868c83c5fe88fd1a9"}, @@ -5143,6 +5437,8 @@ version = "2.32.0.20241016" description = "Typing stubs for requests" optional = false python-versions = ">=3.8" +groups = ["main", "dev"] +markers = "python_version >= \"3.10\"" files = [ {file = "types-requests-2.32.0.20241016.tar.gz", hash = "sha256:0d9cad2f27515d0e3e3da7134a1b6f28fb97129d86b867f24d9c726452634d95"}, {file = "types_requests-2.32.0.20241016-py3-none-any.whl", hash = "sha256:4195d62d6d3e043a4eaaf08ff8a62184584d2e8684e9d2aa178c7915a7da3747"}, @@ -5157,6 +5453,8 @@ version = "1.26.25.14" description = "Typing stubs for urllib3" optional = false python-versions = "*" +groups = ["main", "dev"] +markers = "python_version < \"3.10\"" files = [ {file = "types-urllib3-1.26.25.14.tar.gz", hash = "sha256:229b7f577c951b8c1b92c1bc2b2fdb0b49847bd2af6d1cc2a2e3dd340f3bda8f"}, {file = "types_urllib3-1.26.25.14-py3-none-any.whl", hash = "sha256:9683bbb7fb72e32bfe9d2be6e04875fbe1b3eeec3cbb4ea231435aa7fd6b4f0e"}, @@ -5168,6 +5466,7 @@ version = "4.12.2" description = "Backported and Experimental Type Hints for Python 3.8+" optional = false python-versions = ">=3.8" +groups = ["main", "dev"] files = [ {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"}, {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"}, @@ -5179,6 +5478,8 @@ version = "1.26.20" description = "HTTP library with thread-safe connection pooling, file post, and more." optional = false python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7" +groups = ["main"] +markers = "python_version < \"3.10\"" files = [ {file = "urllib3-1.26.20-py2.py3-none-any.whl", hash = "sha256:0ed14ccfbf1c30a9072c7ca157e4319b70d65f623e91e7b32fadb2853431016e"}, {file = "urllib3-1.26.20.tar.gz", hash = "sha256:40c2dc0c681e47eb8f90e7e27bf6ff7df2e677421fd46756da1161c39ca70d32"}, @@ -5195,6 +5496,8 @@ version = "2.3.0" description = "HTTP library with thread-safe connection pooling, file post, and more." optional = false python-versions = ">=3.9" +groups = ["main", "dev"] +markers = "python_version >= \"3.10\"" files = [ {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"}, {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"}, @@ -5212,6 +5515,7 @@ version = "0.2.13" description = "Measures the displayed width of unicode strings in a terminal" optional = false python-versions = "*" +groups = ["dev"] files = [ {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"}, {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"}, @@ -5223,6 +5527,8 @@ version = "3.2" description = "pure python download utility" optional = true python-versions = "*" +groups = ["main"] +markers = "extra == \"hybrid\"" files = [ {file = "wget-3.2.zip", hash = "sha256:35e630eca2aa50ce998b9b1a127bb26b30dfee573702782aa982f875e3f16061"}, ] @@ -5233,6 +5539,8 @@ version = "1.2.0" description = "A small Python utility to set file creation time on Windows" optional = true python-versions = ">=3.5" +groups = ["main"] +markers = "python_version < \"3.13\" and extra == \"fastembed\" and sys_platform == \"win32\"" files = [ {file = "win32_setctime-1.2.0-py3-none-any.whl", hash = "sha256:95d644c4e708aba81dc3704a116d8cbc974d70b3bdb8be1d150e36be6e9d1390"}, {file = "win32_setctime-1.2.0.tar.gz", hash = "sha256:ae1fdf948f5640aae05c511ade119313fb6a30d7eabe25fef9764dca5873c4c0"}, @@ -5247,6 +5555,7 @@ version = "1.18.3" description = "Yet another URL library" optional = false python-versions = ">=3.9" +groups = ["main"] files = [ {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7df647e8edd71f000a5208fe6ff8c382a1de8edfbccdbbfe649d263de07d8c34"}, {file = "yarl-1.18.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c69697d3adff5aa4f874b19c0e4ed65180ceed6318ec856ebc423aa5850d84f7"}, @@ -5343,10 +5652,12 @@ version = "3.21.0" description = "Backport of pathlib-compatible object wrapper for zip files" optional = false python-versions = ">=3.9" +groups = ["main", "dev"] files = [ {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"}, {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"}, ] +markers = {main = "python_version < \"3.10\" and extra == \"docs\"", dev = "python_version < \"3.10\""} [package.extras] check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"] @@ -5371,6 +5682,6 @@ qdrant = ["qdrant-client"] vision = ["pillow", "torch", "torchvision", "transformers"] [metadata] -lock-version = "2.0" +lock-version = "2.1" python-versions = ">=3.9,<3.14" -content-hash = "fcb5e5f8137489b59e3a38daa3093ff796c52717ce2dffead6a124378d910f39" +content-hash = "b89e6282250711c2c36696b57ef8798bcb1d549ef00822e95a523f627994c382" diff --git a/pyproject.toml b/pyproject.toml index 9f6fb0ef..c8d93b34 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -16,7 +16,7 @@ mistralai= {version = ">=0.0.12,<0.1.0", optional = true} numpy = "^1.25.2" colorlog = "^6.8.0" pyyaml = "^6.0.1" -aurelio-sdk = {version = "^0.0.16"} +aurelio-sdk = {version = "^0.0.18"} pinecone-text = {version = ">=0.7.1", optional = true} torch = {version = ">=2.1.0,<2.6.0", optional = true, python = "<3.13" } transformers = {version = ">=4.36.2", optional = true, python = "<3.13" } diff --git a/semantic_router/index/pinecone.py b/semantic_router/index/pinecone.py index 75e01902..6f1b4d51 100644 --- a/semantic_router/index/pinecone.py +++ b/semantic_router/index/pinecone.py @@ -3,6 +3,8 @@ import json import os import time +import requests +from json.decoder import JSONDecodeError from typing import Any, Dict, List, Optional, Tuple, Union import aiohttp @@ -18,6 +20,13 @@ def clean_route_name(route_name: str) -> str: return route_name.strip().replace(" ", "-") +class DeleteRequest(BaseModel): + ids: list[str] | None = None + delete_all: bool = False + namespace: str | None = None + filter: dict[str, Any] | None = None + + def build_records( embeddings: List[List[float]], routes: List[str], @@ -114,8 +123,9 @@ class PineconeIndex(BaseIndex): index: Optional[Any] = Field(default=None, exclude=True) ServerlessSpec: Any = Field(default=None, exclude=True) namespace: Optional[str] = "" - base_url: Optional[str] = "https://api.pinecone.io" + base_url: Optional[str] = None headers: dict[str, str] = {} + index_host: Optional[str] = "http://localhost:5080" def __init__( self, @@ -134,12 +144,23 @@ def __init__( self.api_key = api_key or os.getenv("PINECONE_API_KEY") if not self.api_key: raise ValueError("Pinecone API key is required.") + self.headers = { "Api-Key": self.api_key, "Content-Type": "application/json", - "X-Pinecone-API-Version": "2024-07", "User-Agent": "source_tag=semanticrouter", } + + if base_url is not None or os.getenv("PINECONE_API_BASE_URL"): + logger.info("Using pinecone remote API.") + if os.getenv("PINECONE_API_BASE_URL"): + self.base_url = os.getenv("PINECONE_API_BASE_URL") + else: + self.base_url = base_url + + if self.base_url and "api.pinecone.io" in self.base_url: + self.headers["X-Pinecone-API-Version"] = "2024-07" + self.index_name = index_name self.dimensions = dimensions self.metric = metric @@ -150,16 +171,11 @@ def __init__( raise ValueError("Namespace 'sr_config' is reserved for internal use.") self.namespace = namespace self.type = "pinecone" - self.api_key = api_key or os.getenv("PINECONE_API_KEY") - self.base_url = base_url logger.warning( "Default region changed from us-west-2 to us-east-1 in v0.1.0.dev6" ) - if self.api_key is None: - raise ValueError("Pinecone API key is required.") - self.client = self._initialize_client(api_key=self.api_key) # try initializing index @@ -217,7 +233,22 @@ def _init_index(self, force_create: bool = False) -> Union[Any, None]: time.sleep(0.5) elif index_exists: # if the index exists we just return it - index = self.client.Index(self.index_name) + self.index_host = self.client.describe_index(self.index_name).host + + if self.index_host and self.base_url: + if "api.pinecone.io" in self.base_url: + if not self.index_host.startswith("http"): + self.index_host = f"https://{self.index_host}" + else: + if "http" not in self.index_host: + self.index_host = f"http://{self.base_url.split(':')[-2].strip('/')}:{self.index_host.split(':')[-1]}" + elif not self.index_host.startswith("http://"): + if "localhost" in self.index_host: + self.index_host = f"http://{self.base_url.split(':')[-2].strip('/')}:{self.index_host.split(':')[-1]}" + else: + self.index_host = f"http://{self.index_host}" + index = self.client.Index(self.index_name, host=self.index_host) + self.host = self.index_host # grab the dimensions from the index self.dimensions = index.describe_index_stats()["dimension"] elif force_create and not dimensions_given: @@ -442,12 +473,37 @@ def _get_all(self, prefix: Optional[str] = None, include_metadata: bool = False) def delete(self, route_name: str): route_vec_ids = self._get_route_ids(route_name=route_name) if self.index is not None: - self.index.delete(ids=route_vec_ids, namespace=self.namespace) + logger.info("index is not None, deleting...") + if self.base_url and "api.pinecone.io" in self.base_url: + self.index.delete(ids=route_vec_ids, namespace=self.namespace) + else: + + response = requests.post( + f"{self.index_host}/vectors/delete", + json=DeleteRequest( + ids=route_vec_ids, + delete_all=True, + namespace=self.namespace, + ).model_dump(exclude_none=True), + timeout=10, + ) + if response.status_code == 200: + logger.info( + f"Deleted {len(route_vec_ids)} vectors from index {self.index_name}." + ) + else: + error_message = response.text + raise Exception( + f"Failed to delete vectors: {response.status_code} : {error_message}" + ) else: raise ValueError("Index is None, could not delete.") def delete_all(self): - self.index.delete(delete_all=True, namespace=self.namespace) + if self.index is not None: + self.index.delete(delete_all=True, namespace=self.namespace) + else: + raise ValueError("Index is None, could not delete.") def describe(self) -> IndexConfig: if self.index is not None: @@ -501,19 +557,31 @@ def query( else: filter_query = None if sparse_vector is not None: + logger.error(f"sparse_vector exists:{sparse_vector}") if isinstance(sparse_vector, dict): sparse_vector = SparseEmbedding.from_dict(sparse_vector) if isinstance(sparse_vector, SparseEmbedding): # unnecessary if-statement but mypy didn't like this otherwise sparse_vector = sparse_vector.to_pinecone() - results = self.index.query( - vector=[query_vector_list], - sparse_vector=sparse_vector, - top_k=top_k, - filter=filter_query, - include_metadata=True, - namespace=self.namespace, - ) + try: + results = self.index.query( + vector=[query_vector_list], + sparse_vector=sparse_vector, + top_k=top_k, + filter=filter_query, + include_metadata=True, + namespace=self.namespace, + ) + except Exception: + logger.error("retrying query with vector as str") + results = self.index.query( + vector=query_vector_list, + sparse_vector=sparse_vector, + top_k=top_k, + filter=filter_query, + include_metadata=True, + namespace=self.namespace, + ) scores = [result["score"] for result in results["matches"]] route_names = [result["metadata"]["sr_route"] for result in results["matches"]] return np.array(scores), route_names @@ -710,16 +778,35 @@ async def _async_query( "filter": filter, "top_k": top_k, "include_metadata": include_metadata, + "topK": top_k, + "includeMetadata": include_metadata, } if self.host == "": raise ValueError("self.host is not initialized.") + elif self.base_url and "api.pinecone.io" in self.base_url: + if not self.host.startswith("http"): + logger.error(f"host exists:{self.host}") + + self.host = f"https://{self.host}" + elif self.host.startswith("localhost") and self.base_url: + self.host = f"http://{self.base_url.split(':')[-2].strip('/')}:{self.host.split(':')[-1]}" + async with aiohttp.ClientSession() as session: async with session.post( - f"https://{self.host}/query", + f"{self.host}/query", json=params, headers=self.headers, ) as response: - return await response.json(content_type=None) + if response.status != 200: + error_text = await response.text() + logger.error(f"Error in query response: {error_text}") + return {} # or handle the error as needed + + try: + return await response.json(content_type=None) + except JSONDecodeError as e: + logger.error(f"JSON decode error: {e}") + return {} async def _async_list_indexes(self): async with aiohttp.ClientSession() as session: @@ -738,9 +825,17 @@ async def _async_upsert( "vectors": vectors, "namespace": namespace, } + + if self.base_url and "api.pinecone.io" in self.base_url: + if not self.host.startswith("http"): + logger.error(f"host exists:{self.host}") + self.host = f"https://{self.host}" + + elif self.host.startswith("localhost") and self.base_url: + self.host = f"http://{self.base_url.split(':')[-2].strip('/')}:{self.host.split(':')[-1]}" async with aiohttp.ClientSession() as session: async with session.post( - f"https://{self.host}/vectors/upsert", + f"{self.host}/vectors/upsert", json=params, headers=self.headers, ) as response: @@ -774,9 +869,16 @@ async def _async_delete(self, ids: list[str], namespace: str = ""): "ids": ids, "namespace": namespace, } + if self.base_url and "api.pinecone.io" in self.base_url: + if not self.host.startswith("http"): + logger.error(f"host exists:{self.host}") + self.host = f"https://{self.host}" + elif self.host.startswith("localhost") and self.base_url: + self.host = f"http://{self.base_url.split(':')[-2].strip('/')}:{self.host.split(':')[-1]}" + async with aiohttp.ClientSession() as session: async with session.post( - f"https://{self.host}/vectors/delete", + f"{self.host}/vectors/delete", json=params, headers=self.headers, ) as response: @@ -816,7 +918,15 @@ async def _async_get_all( else: prefix_str = "" - list_url = f"https://{self.host}/vectors/list{prefix_str}" + if self.base_url and "api.pinecone.io" in self.base_url: + if not self.host.startswith("http"): + logger.error(f"host exists:{self.host}") + self.host = f"https://{self.host}" + + elif self.host.startswith("localhost") and self.base_url: + self.host = f"http://{self.base_url.split(':')[-2].strip('/')}:{self.host.split(':')[-1]}" + + list_url = f"{self.host}/vectors/list{prefix_str}" params: dict = {} if self.namespace: params["namespace"] = self.namespace @@ -874,7 +984,14 @@ async def _async_fetch_metadata( """ if self.host == "": raise ValueError("self.host is not initialized.") - url = f"https://{self.host}/vectors/fetch" + if self.base_url and "api.pinecone.io" in self.base_url: + if not self.host.startswith("http"): + logger.error(f"host exists:{self.host}") + self.host = f"https://{self.host}" + elif self.host.startswith("localhost") and self.base_url: + self.host = f"http://{self.base_url.split(':')[-2].strip('/')}:{self.host.split(':')[-1]}" + + url = f"{self.host}/vectors/fetch" params = { "ids": [vector_id], diff --git a/semantic_router/routers/base.py b/semantic_router/routers/base.py index 136a7628..fd737955 100644 --- a/semantic_router/routers/base.py +++ b/semantic_router/routers/base.py @@ -398,6 +398,7 @@ def _init_index_state(self): # now init index if isinstance(self.index, PineconeIndex): self.index.index = self.index._init_index(force_create=True) + # run auto sync if active if self.auto_sync: local_utterances = self.to_config().to_utterances() diff --git a/semantic_router/schema.py b/semantic_router/schema.py index 2ba85b49..9b973cb6 100644 --- a/semantic_router/schema.py +++ b/semantic_router/schema.py @@ -5,10 +5,10 @@ from typing import Any, Dict, List, Optional, Tuple, Union import numpy as np -from aurelio_sdk.schema import BM25Embedding from pydantic import BaseModel, Field from semantic_router.utils.logger import logger +from aurelio_sdk.schema import SparseEmbedding as BM25SparseEmbedding class EncoderType(Enum): @@ -450,7 +450,7 @@ def from_vector(cls, vector: np.ndarray): return cls.from_compact_array(np.array([np.arange(len(vector)), vector]).T) @classmethod - def from_aurelio(cls, embedding: BM25Embedding): + def from_aurelio(cls, embedding: BM25SparseEmbedding): arr = np.array([embedding.indices, embedding.values]).T return cls.from_compact_array(arr) diff --git a/tests/unit/test_router.py b/tests/unit/test_router.py index 5de1e98b..341909d5 100644 --- a/tests/unit/test_router.py +++ b/tests/unit/test_router.py @@ -81,10 +81,21 @@ def init_index( issues during testing. """ if index_cls is PineconeIndex: + + if index_name: + if not dimensions and "OpenAIEncoder" in index_name: + dimensions = 1536 + + elif not dimensions and "CohereEncoder" in index_name: + dimensions = 1024 + # we specify different index names to avoid dimensionality issues between different encoders index_name = TEST_ID if not index_name else f"{TEST_ID}-{index_name.lower()}" + index = index_cls( - index_name=index_name, dimensions=dimensions, namespace=namespace + index_name=index_name, + dimensions=dimensions, + # namespace=namespace ) else: index = index_cls() @@ -632,8 +643,8 @@ def check_index_populated(): def test_delete_index(self, routes, index_cls, encoder_cls, router_cls): # TODO merge .delete_index() and .delete_all() and get working - index = init_index(index_cls) encoder = encoder_cls() + index = init_index(index_cls, index_name=encoder.__class__.__name__) route_layer = router_cls( encoder=encoder, routes=routes, @@ -765,7 +776,7 @@ def check_index_populated(): check_index_populated() - # # clear index if pinecone + # clear index if pinecone # if index_cls is PineconeIndex: # @retry(max_retries=RETRY_COUNT, delay=PINECONE_SLEEP) # def clear_index(): @@ -826,13 +837,14 @@ def check_query_result(): def test_namespace_pinecone_index(self, routes, index_cls, encoder_cls, router_cls): if index_cls is PineconeIndex: encoder = encoder_cls() - pineconeindex = init_index( + encoder.score_threshold = 0.2 + index = init_index( index_cls, namespace="test", index_name=encoder.__class__.__name__ ) route_layer = router_cls( encoder=encoder, routes=routes, - index=pineconeindex, + index=index, auto_sync="local", ) time.sleep(PINECONE_SLEEP) # allow for index to be updated diff --git a/tests/unit/test_sync.py b/tests/unit/test_sync.py index 02f4aa89..b700cd9e 100644 --- a/tests/unit/test_sync.py +++ b/tests/unit/test_sync.py @@ -106,7 +106,7 @@ def mock_encoder_call(utterances): def init_index( index_cls, - dimensions: Optional[int] = None, + dimensions: Optional[int] = 3, namespace: Optional[str] = "", init_async_index: bool = False, index_name: Optional[str] = None, @@ -115,6 +115,14 @@ def init_index( issues during testing. """ if index_cls is PineconeIndex: + + if index_name: + if not dimensions and "OpenAIEncoder" in index_name: + dimensions = 1536 + + elif not dimensions and "CohereEncoder" in index_name: + dimensions = 1024 + index_name = TEST_ID if not index_name else f"{TEST_ID}-{index_name.lower()}" index = index_cls( index_name=index_name,