From c674a44bc4afd3c86f9e64a6db05c03c2a7fea60 Mon Sep 17 00:00:00 2001 From: Ishani Vyas <87355704+ivyas21@users.noreply.github.com> Date: Sat, 9 Mar 2024 04:23:12 -0800 Subject: [PATCH] Add Passio Nutrition AI Food Search Tool to LLAMA_index (#11621) --- .../.gitignore | 153 + .../BUILD | 3 + .../CHANGELOG.md | 5 + .../Makefile | 17 + .../README.md | 25 + .../examples/passio_nutrition_ai.ipynb | 170 + .../tools/passio_nutrition_ai/BUILD | 1 + .../tools/passio_nutrition_ai/__init__.py | 7 + .../tools/passio_nutrition_ai/base.py | 144 + .../poetry.lock | 4552 +++++++++++++++++ .../pyproject.toml | 63 + .../tests/BUILD | 1 + .../tests/__init__.py | 0 .../tests/test_tools_nutrition_ai.py | 7 + 14 files changed, 5148 insertions(+) create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/.gitignore create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/BUILD create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/CHANGELOG.md create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/Makefile create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/README.md create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/examples/passio_nutrition_ai.ipynb create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/BUILD create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/__init__.py create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/base.py create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/poetry.lock create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/pyproject.toml create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/tests/BUILD create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/tests/__init__.py create mode 100644 llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/tests/test_tools_nutrition_ai.py diff --git a/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/.gitignore b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/.gitignore new file mode 100644 index 0000000000000..990c18de22908 --- /dev/null +++ b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/.gitignore @@ -0,0 +1,153 @@ +llama_index/_static +.DS_Store +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +bin/ +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +etc/ +include/ +lib/ +lib64/ +parts/ +sdist/ +share/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ +.ruff_cache + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints +notebooks/ + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ +pyvenv.cfg + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# Jetbrains +.idea +modules/ +*.swp + +# VsCode +.vscode + +# pipenv +Pipfile +Pipfile.lock + +# pyright +pyrightconfig.json diff --git a/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/BUILD b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/BUILD new file mode 100644 index 0000000000000..0896ca890d8bf --- /dev/null +++ b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/BUILD @@ -0,0 +1,3 @@ +poetry_requirements( + name="poetry", +) diff --git a/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/CHANGELOG.md b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/CHANGELOG.md new file mode 100644 index 0000000000000..674be675472ab --- /dev/null +++ b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/CHANGELOG.md @@ -0,0 +1,5 @@ +# CHANGELOG + +## [0.1.2] - 2024-02-27 + +- Add maintainers and keywords from library.json (llamahub) diff --git a/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/Makefile b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/Makefile new file mode 100644 index 0000000000000..b9eab05aa3706 --- /dev/null +++ b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/Makefile @@ -0,0 +1,17 @@ +GIT_ROOT ?= $(shell git rev-parse --show-toplevel) + +help: ## Show all Makefile targets. + @grep -E '^[a-zA-Z_-]+:.*?## .*$$' $(MAKEFILE_LIST) | awk 'BEGIN {FS = ":.*?## "}; {printf "\033[33m%-30s\033[0m %s\n", $$1, $$2}' + +format: ## Run code autoformatters (black). + pre-commit install + git ls-files | xargs pre-commit run black --files + +lint: ## Run linters: pre-commit (black, ruff, codespell) and mypy + pre-commit install && git ls-files | xargs pre-commit run --show-diff-on-failure --files + +test: ## Run tests via pytest. + pytest tests + +watch-docs: ## Build and watch documentation. + sphinx-autobuild docs/ docs/_build/html --open-browser --watch $(GIT_ROOT)/llama_index/ diff --git a/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/README.md b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/README.md new file mode 100644 index 0000000000000..7d3394f66886f --- /dev/null +++ b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/README.md @@ -0,0 +1,25 @@ +# Passio Nutrition AI Tool + +This tool connects to a Passio Nutrition AI account and allows an Agent to perform searches against a database of over 2.2M foods. + +You will need to set up a search key using Passio Nutrition API,learn more here: https://www.passio.ai/nutrition-ai#nutrition-api-pricing + +## Usage + +Here's an example usage of the NutritionAIToolSpec. + +```python +from llama_index.tools.passio_nutrition_ai import NutritionAIToolSpec +from llama_index.agent import OpenAIAgent + +tool_spec = NutritionAIToolSpec(api_key="your-key") + +agent = OpenAIAgent.from_tools(tool_spec.to_tool_list()) + +agent.chat("What is the nutritional value of an apple?") +agent.chat("I had a cobb salad for lunch, how many calories did I eat?") +``` + +`passio_nutrition_ai`: Search for foods and their micro nutrition results related to a query + +This loader is designed to be used as a way to load data as a Tool in a Agent. See [here](https://github.com/emptycrown/llama-hub/tree/main) for examples. diff --git a/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/examples/passio_nutrition_ai.ipynb b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/examples/passio_nutrition_ai.ipynb new file mode 100644 index 0000000000000..7fc5e88c3d8f0 --- /dev/null +++ b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/examples/passio_nutrition_ai.ipynb @@ -0,0 +1,170 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "a2408d6e-8e07-47e5-a7e3-daf3022a44de", + "metadata": {}, + "outputs": [], + "source": [ + "# Setup OpenAI Agent\n", + "import openai\n", + "import os\n", + "from dotenv import load_dotenv\n", + "\n", + "load_dotenv()\n", + "\n", + "openai_api_key = os.getenv(\"OPENAI_API_KEY\")\n", + "\n", + "openai.api_key = openai_api_key\n", + "from llama_index.agent.openai import OpenAIAgent" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3e91e13e-d7da-47d1-8122-5e11bb1b5a5a", + "metadata": {}, + "outputs": [], + "source": [ + "from llama_index.tools.passio_nutrition_ai.base import NutritionAIToolSpec\n", + "\n", + "nutritionai_subscription_key = os.getenv(\"NUTRITIONAI_SUBSCRIPTION_KEY\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "cd53ab95", + "metadata": {}, + "outputs": [], + "source": [ + "nutrition_ai_tool = NutritionAIToolSpec(api_key=nutritionai_subscription_key)\n", + "agent = OpenAIAgent.from_tools(\n", + " nutrition_ai_tool.to_tool_list(),\n", + " verbose=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a8541ac", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Added user message to memory: I had chicken tikka masala for lunch. How good is that for me?\n", + "=== Calling Function ===\n", + "Calling function: nutrition_ai_search with args: {\"query\":\"chicken tikka masala\"}\n", + "Got output: {'results': [{'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 1, 'displayNameScore': 1, 'brandName': '', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0085239308349', 'resultId': 'openfood0085239308349', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 100}, 'name': '', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 142.8571014404297}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Wells Enterprises, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood5390003010973', 'resultId': 'openfood5390003010973', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 320}, 'name': 'meal', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 345.6000061035156}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Tesco plc', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood5054269267228', 'resultId': 'openfood5054269267228', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 450}, 'name': 'package', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 540}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Sharwoods', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood5000187114670', 'resultId': 'openfood5000187114670', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 375}, 'name': 'package', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 453.75}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': \"SUKHI'S GOURMET INDIAN FOOD.\", 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0767226447919', 'resultId': 'openfood0767226447919', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 140}, 'name': 'serving', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 179.9999542236328}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'T.A.C.T. Holding, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood00989121', 'resultId': 'openfood00989121', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 454}, 'name': 'package', 'quantity': 1}, 'calories': 580}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'EVOL.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211477023', 'resultId': '1603211477023', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 142}, 'name': 'burrito', 'quantity': 1}, 'calories': 269.79998779296875}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Star Markets Co.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211444746', 'resultId': '1603211444746', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28.3}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [10]}, 'calories': 379.219970703125}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': \"SUKHI'S\", 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211442144', 'resultId': '1603211442144', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28.27}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [5.2]}, 'calories': 299.8881530761719}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Safeway, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211440951', 'resultId': '1603211440951', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28.36}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [11]}, 'calories': 358.75396728515625}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Ahold USA, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211387832', 'resultId': '1603211387832', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [5]}, 'calories': 229.60000610351562}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Glencourt Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211384069', 'resultId': '1603211384069', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 241}, 'name': 'tray', 'quantity': 1}, 'calories': 260.2799987792969}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Us-Nippon Meat Packers', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211383435', 'resultId': '1603211383435', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [5]}, 'calories': 210}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'CONTESSA', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211342300', 'resultId': '1603211342300', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28.38}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [10.5]}, 'calories': 318.84930419921875}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'The Kroger Co.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211306659', 'resultId': '1603211306659', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28.36}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [11]}, 'calories': 330.6776123046875}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Wal-Mart Stores, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211276873', 'resultId': '1603211276873', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 335}, 'name': 'container', 'quantity': 1}, 'calories': 311.54998779296875}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala', 'score': 0.95, 'displayNameScore': 0.95, 'brandName': 'Target Stores', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211257427', 'resultId': '1603211257427', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28.57}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [4.9]}, 'calories': 239.38803100585938}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala Mix', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala Mix', 'scoredName': 'Chicken Tikka Masala Mix', 'score': 0.9319047619047619, 'displayNameScore': 0.9319047619047619, 'brandName': '', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood8906064230044', 'resultId': 'openfood8906064230044', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 80}, 'name': 'package', 'quantity': 1}, 'calories': 325.6000061035156}}, {'type': 'reference', 'displayName': 'Wie Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Wie Chicken Tikka Masala', 'scoredName': 'Wie Chicken Tikka Masala', 'score': 0.9319047619047619, 'displayNameScore': 0.9319047619047619, 'brandName': '', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood4005009102478', 'resultId': 'openfood4005009102478', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 350}, 'name': 'package', 'quantity': 1, 'suggestedQuantity': [0.5]}, 'calories': 145.25}}, {'type': 'reference', 'displayName': 'Hot Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Hot Chicken Tikka Masala', 'scoredName': 'Hot Chicken Tikka Masala', 'score': 0.9319047619047619, 'displayNameScore': 0.9319047619047619, 'brandName': '', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood00776516', 'resultId': 'openfood00776516', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 200}, 'name': 'serving', 'quantity': 1}, 'calories': 284}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala Bowl', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala Bowl', 'scoredName': 'Chicken Tikka Masala Bowl', 'score': 0.927906976744186, 'displayNameScore': 0.927906976744186, 'brandName': '', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0041415024151', 'resultId': 'openfood0041415024151', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 100}, 'name': '', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 134.27560424804688}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala Sauce', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala Sauce', 'scoredName': 'Chicken Tikka Masala Sauce', 'score': 0.924090909090909, 'displayNameScore': 0.924090909090909, 'brandName': 'Safeway, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211342703', 'resultId': '1603211342703', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 255}, 'name': 'tray', 'quantity': 1}, 'calories': 239.6999969482422}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala (Main)', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala (Main)', 'scoredName': 'Chicken Tikka Masala (Main)', 'score': 0.9204444444444443, 'displayNameScore': 0.9204444444444443, 'brandName': '', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood5054781137085', 'resultId': 'openfood5054781137085', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 400}, 'name': 'package', 'quantity': 1, 'suggestedQuantity': [0.5]}, 'calories': 266}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala Crowns', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala Crowns', 'scoredName': 'Chicken Tikka Masala Crowns', 'score': 0.9204444444444443, 'displayNameScore': 0.9204444444444443, 'brandName': 'The Kroger Co.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211285450', 'resultId': '1603211285450', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 25}, 'name': 'piece', 'quantity': 1, 'suggestedQuantity': [3]}, 'calories': 210}}, {'type': 'reference', 'displayName': 'Evol, Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Evol, Chicken Tikka Masala', 'scoredName': 'Evol, Chicken Tikka Masala', 'score': 0.9194139860139859, 'displayNameScore': 0.9194139860139859, 'brandName': 'Pinnacle Foods Group LLC', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211455071', 'resultId': '1603211455071', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 566}, 'name': 'bag', 'quantity': 1, 'suggestedQuantity': [0.5]}, 'calories': 299.97998046875}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala, Chicken', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala, Chicken', 'scoredName': 'Chicken Tikka Masala, Chicken', 'score': 0.9136170212765957, 'displayNameScore': 0.9136170212765957, 'brandName': 'LIDL', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1628606739622', 'resultId': '1628606739622', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28.3}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [10]}, 'calories': 311.29998779296875}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala, Chicken', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala, Chicken', 'scoredName': 'Chicken Tikka Masala, Chicken', 'score': 0.9136170212765957, 'displayNameScore': 0.9136170212765957, 'brandName': 'Target Stores', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211557019', 'resultId': '1603211557019', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 202.5}, 'name': 'cup', 'quantity': 1, 'suggestedQuantity': [0.67]}, 'calories': 191.30177307128906}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala, Chicken Tikka', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala, Chicken Tikka', 'scoredName': 'Chicken Tikka Masala, Chicken Tikka', 'score': 0.8962264150943396, 'displayNameScore': 0.8962264150943396, 'brandName': 'Tiller & Hatch, Co.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1628606774236', 'resultId': '1628606774236', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 283}, 'name': 'serving', 'quantity': 1}, 'calories': 390.53997802734375}}, {'type': 'reference', 'displayName': 'Vegan Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Vegan Chicken Tikka Masala', 'scoredName': 'Vegan Chicken Tikka Masala', 'score': 0.8890139860139858, 'displayNameScore': 0.8890139860139858, 'brandName': 'VEGETARIAN PLUS', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211549315', 'resultId': '1603211549315', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28.4}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [2.5]}, 'calories': 90.16999816894531}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala Soup, Chicken Tikka', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala Soup, Chicken Tikka', 'scoredName': 'Chicken Tikka Masala Soup, Chicken Tikka', 'score': 0.8844827586206896, 'displayNameScore': 0.8844827586206896, 'brandName': 'Whole Foods Market, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1628606752082', 'resultId': '1628606752082', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 245}, 'name': 'serving', 'quantity': 1}, 'calories': 240.10000610351562}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala Pouches, Chicken Tikka', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala Pouches, Chicken Tikka', 'scoredName': 'Chicken Tikka Masala Pouches, Chicken Tikka', 'score': 0.8757094929470073, 'displayNameScore': 0.8757094929470073, 'brandName': 'Deep Foods Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1628606770699', 'resultId': '1628606770699', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 113}, 'name': 'serving', 'quantity': 1}, 'calories': 290.4100036621094}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala Kit, Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala Kit, Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala Kit, Chicken Tikka Masala', 'score': 0.8678559782608695, 'displayNameScore': 0.8678559782608695, 'brandName': 'KRAFT HEINZ SAUCES & FROZEN', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211526033', 'resultId': '1603211526033', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [3]}, 'calories': 199.9199981689453}}, {'type': 'reference', 'displayName': 'Tikka Masala Chicken', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Tikka Masala Chicken', 'scoredName': 'Tikka Masala Chicken', 'score': 0.7827000000000001, 'displayNameScore': 0.7827000000000001, 'brandName': '', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood5701410407001', 'resultId': 'openfood5701410407001', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 450}, 'name': 'package', 'quantity': 1}, 'calories': 670.5}}, {'type': 'reference', 'displayName': 'Tikka Masala Chicken', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Tikka Masala Chicken', 'scoredName': 'Tikka Masala Chicken', 'score': 0.7827000000000001, 'displayNameScore': 0.7827000000000001, 'brandName': 'Ahold Usa, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211336796', 'resultId': '1603211336796', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 350}, 'name': 'package', 'quantity': 1}, 'calories': 399}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala With Turmeric Rice, Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala With Turmeric Rice, Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala With Turmeric Rice, Chicken Tikka Masala', 'score': 0.8383104378501763, 'displayNameScore': 0.8383104378501763, 'brandName': 'Amazon Fulfillment Services, Inc. - Consumables Private Brands', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1628606772116', 'resultId': '1628606772116', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 340}, 'name': 'serving (container)', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 459}}, {'type': 'synonym', 'displayName': 'Chicken Salad Wawa', 'stemmedDisplayName': '', 'shortName': 'creamy chicken salad', 'longName': 'Chicken Salad Wawa', 'scoredName': 'Chicken Salad', 'score': 0.8817191066997521, 'displayNameScore': 0.7651202614379086, 'brandName': 'WAWA', 'iconId': 'PRE0075', 'labelId': 'aea34d6a-9f6f-11ea-b4fc-d3aeabf2e08c', 'synonymId': '75d5d48a-7dd6-11eb-8ccb-ef37ca786ece', 'recipeId': '', 'referenceId': '1603211581514', 'resultId': '1603211581514', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 108}, 'name': 'container', 'quantity': 1}, 'calories': 129.60000610351562}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala With Basmati Rice, Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala With Basmati Rice, Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala With Basmati Rice, Chicken Tikka Masala', 'score': 0.8398974358974357, 'displayNameScore': 0.8398974358974357, 'brandName': 'C. C. Creations, Ltd.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1628606797814', 'resultId': '1628606797814', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 350}, 'name': 'serving', 'quantity': 1}, 'calories': 371}}, {'type': 'reference', 'displayName': 'Chicken Tikka Masala With Basmati Rice, Chicken Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Chicken Tikka Masala With Basmati Rice, Chicken Tikka Masala', 'scoredName': 'Chicken Tikka Masala With Basmati Rice, Chicken Tikka Masala', 'score': 0.8398974358974357, 'displayNameScore': 0.8398974358974357, 'brandName': 'American Halal Company, Inc. ', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1628606772600', 'resultId': '1628606772600', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 283}, 'name': 'serving', 'quantity': 1}, 'calories': 299.97998046875}}, {'type': 'synonym', 'displayName': 'Chicken Salad, Hy-Vee', 'stemmedDisplayName': '', 'shortName': 'creamy chicken salad', 'longName': 'Chicken Salad, Hy-Vee', 'scoredName': 'Chicken Salad', 'score': 0.8817191066997521, 'displayNameScore': 0.7039868531468532, 'brandName': 'Hy-Vee, Inc.', 'iconId': 'PRE0075', 'labelId': 'aea34d6a-9f6f-11ea-b4fc-d3aeabf2e08c', 'synonymId': '75d5d48a-7dd6-11eb-8ccb-ef37ca786ece', 'recipeId': '', 'referenceId': '1603211581507', 'resultId': '1603211581507', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 210}, 'name': 'cup', 'quantity': 1, 'suggestedQuantity': [0.5]}, 'calories': 199.49998474121094}}, {'type': 'reference', 'displayName': 'Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Tikka Masala', 'scoredName': 'Tikka Masala', 'score': 0.8765333333333333, 'displayNameScore': 0.8765333333333333, 'brandName': '', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood5019503024203', 'resultId': 'openfood5019503024203', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 400}, 'name': 'package', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 388}}, {'type': 'reference', 'displayName': 'Tikka Masala', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Tikka Masala', 'scoredName': 'Tikka Masala', 'score': 0.8765333333333333, 'displayNameScore': 0.8765333333333333, 'brandName': 'The Kroger Co.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211333981', 'resultId': '1603211333981', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 240}, 'name': 'cup', 'quantity': 1, 'suggestedQuantity': [0.5]}, 'calories': 140.40000915527344}}, {'type': 'synonym', 'displayName': 'Chicken Salad, Willow Tree Poultry Farm, Inc.', 'stemmedDisplayName': '', 'shortName': 'creamy chicken salad', 'longName': 'Chicken Salad, Willow Tree Poultry Farm, Inc.', 'scoredName': 'Chicken Salad', 'score': 0.8817191066997521, 'displayNameScore': 0.661288152173913, 'brandName': 'Willow Tree Poultry Farm, Inc.', 'iconId': 'PRE0075', 'labelId': 'aea34d6a-9f6f-11ea-b4fc-d3aeabf2e08c', 'synonymId': '75d5d48a-7dd6-11eb-8ccb-ef37ca786ece', 'recipeId': '', 'referenceId': '1603211581515', 'resultId': '1603211581515', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 230}, 'name': 'cup', 'quantity': 1, 'suggestedQuantity': [0.5]}, 'calories': 330.04998779296875}}, {'type': 'synonym', 'displayName': ' Starkist Chicken Creations Chicken Salad', 'stemmedDisplayName': '', 'shortName': 'creamy chicken salad', 'longName': ' Starkist Chicken Creations Chicken Salad', 'scoredName': 'Chicken Salad', 'score': 0.8817191066997521, 'displayNameScore': 0.6877124982775251, 'brandName': 'StarKist Co.', 'iconId': 'PRE0075', 'labelId': 'aea34d6a-9f6f-11ea-b4fc-d3aeabf2e08c', 'synonymId': '75d5d48a-7dd6-11eb-8ccb-ef37ca786ece', 'recipeId': '', 'referenceId': '1603211581512', 'resultId': '1603211581512', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 74}, 'name': 'pouch', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 70.30000305175781}}, {'type': 'synonym', 'displayName': 'Chicken Or Turkey Salad, Made With Light Mayonnaise-Type Salad Dressing', 'stemmedDisplayName': '', 'shortName': 'creamy chicken salad', 'longName': 'Chicken Or Turkey Salad, Made With Light Mayonnaise-Type Salad Dressing', 'scoredName': 'Chicken Salad', 'score': 0.8817191066997521, 'displayNameScore': 0.7481664630479505, 'brandName': '', 'iconId': 'PRE0075', 'labelId': 'aea34d6a-9f6f-11ea-b4fc-d3aeabf2e08c', 'synonymId': '75d5d48a-7dd6-11eb-8ccb-ef37ca786ece', 'recipeId': '', 'referenceId': '1603211579942', 'resultId': '1603211579942', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 226}, 'name': 'cup', 'quantity': 0.5}, 'calories': 163.85000610351562}}, {'type': 'synonym', 'displayName': 'Heb Meal Simple, Rotisserie Chicken Salad', 'stemmedDisplayName': '', 'shortName': 'creamy chicken salad', 'longName': 'Heb Meal Simple, Rotisserie Chicken Salad', 'scoredName': 'Chicken Salad', 'score': 0.8817191066997521, 'displayNameScore': 0.6018217190829014, 'brandName': 'HEB LP', 'iconId': 'PRE0075', 'labelId': 'aea34d6a-9f6f-11ea-b4fc-d3aeabf2e08c', 'synonymId': '75d5d48a-7dd6-11eb-8ccb-ef37ca786ece', 'recipeId': '', 'referenceId': '1636377087138', 'resultId': '1636377087138', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 200}, 'name': 'cup', 'quantity': 0.5}, 'calories': 310}}, {'type': 'synonym', 'displayName': 'Archer Farms, Hatch Chile Chicken Salad', 'stemmedDisplayName': '', 'shortName': 'creamy chicken salad', 'longName': 'Archer Farms, Hatch Chile Chicken Salad', 'scoredName': 'Chicken Salad', 'score': 0.8817191066997521, 'displayNameScore': 0.6096256410256411, 'brandName': 'Target Stores', 'iconId': 'PRE0075', 'labelId': 'aea34d6a-9f6f-11ea-b4fc-d3aeabf2e08c', 'synonymId': '75d5d48a-7dd6-11eb-8ccb-ef37ca786ece', 'recipeId': '', 'referenceId': '1603211581513', 'resultId': '1603211581513', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 200}, 'name': 'cup', 'quantity': 1, 'suggestedQuantity': [0.5]}, 'calories': 250}}, {'type': 'synonym', 'displayName': 'Lasagna With Chicken Or Turkey', 'stemmedDisplayName': '', 'shortName': 'chicken lasagna', 'longName': 'Lasagna With Chicken Or Turkey', 'scoredName': 'Chicken Lasagna', 'score': 0.8150696099300334, 'displayNameScore': 0.6178499629103862, 'brandName': '', 'iconId': '1004611', 'labelId': 'e7265647-bf83-11ee-a741-3ea322ece7aa', 'synonymId': 'e726564a-bf83-11ee-a741-3ea322ece7aa', 'recipeId': '', 'referenceId': '1603211207674', 'resultId': '1603211207674', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 250}, 'name': 'cup', 'quantity': 1}, 'calories': 487.5}}, {'type': 'synonym', 'displayName': 'Soft Taco With Chicken And Beans', 'stemmedDisplayName': '', 'shortName': 'chicken taco', 'longName': 'Soft Taco With Chicken And Beans', 'scoredName': 'Chicken Taco', 'score': 0.8147054647507977, 'displayNameScore': 0.5807736465689797, 'brandName': '', 'iconId': 'BAK0371', 'labelId': '3ff67dce-cd55-11ea-ade5-9331bcff0e72', 'synonymId': '7a3c170a-7dd6-11eb-8ccb-7b2e436478c5', 'recipeId': '', 'referenceId': '1603211581798', 'resultId': '1603211581798', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 110}, 'name': 'cup', 'quantity': 1}, 'calories': 218.90000915527344}}, {'type': 'synonym', 'displayName': 'Fast Foods, Taco With Chicken, Lettuce And Cheese, Soft', 'stemmedDisplayName': '', 'shortName': 'chicken taco', 'longName': 'Fast Foods, Taco With Chicken, Lettuce And Cheese, Soft', 'scoredName': 'Chicken Taco', 'score': 0.8147054647507977, 'displayNameScore': 0.5269856640035998, 'brandName': '', 'iconId': 'BAK0371', 'labelId': '3ff67dce-cd55-11ea-ade5-9331bcff0e72', 'synonymId': '7a3c170a-7dd6-11eb-8ccb-7b2e436478c5', 'recipeId': '', 'referenceId': '1603211199494', 'resultId': '1603211199494', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 98}, 'name': 'each taco', 'quantity': 2}, 'calories': 370.44000244140625}}, {'type': 'recipe', 'displayName': 'Garden Salad With Chicken And Ranch Dressing', 'stemmedDisplayName': '', 'shortName': 'Garden Salad with Chicken and Ranch Dressing', 'longName': '', 'scoredName': 'Bbq Chicken Salad', 'score': 0.708320523594053, 'displayNameScore': 0.6026293600138004, 'brandName': '', 'iconId': '1001615', 'labelId': '0f7976ff-392b-11ec-a5ad-966f014fd40b', 'synonymId': '5eaefbb8-b9c5-11ee-9c96-12023e19a804', 'recipeId': 'd8a715d6-3c0d-11ec-b382-2a201cb157c2', 'referenceId': '', 'resultId': 'd8a715d6-3c0d-11ec-b382-2a201cb157c2', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 261.05}, 'name': 'serving', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 309.3480224609375}}], 'alternateNames': ['chicken lasagna', 'chicken taco', 'chicken caesar salad', 'creamy chicken salad', 'chicken lo mein', 'chicken wrap', 'chicken chili', 'garden salad with chicken', 'roasted chicken breast', 'breaded chicken slices']}\n", + "========================\n", + "\n", + "The nutrition facts for Chicken Tikka Masala vary depending on the brand and portion size. Here are some examples:\n", + "\n", + "1. Chicken Tikka Masala (140g serving) - 180 calories\n", + "2. Chicken Tikka Masala (320g meal) - 346 calories\n", + "3. Chicken Tikka Masala (450g package) - 540 calories\n", + "4. Chicken Tikka Masala (375g package) - 454 calories\n", + "5. Chicken Tikka Masala (142g burrito) - 270 calories\n", + "\n", + "These values give you an idea of the calorie content in different servings of Chicken Tikka Masala. It's important to consider portion sizes and ingredients used in the preparation for a more accurate assessment of its nutritional value.\n" + ] + } + ], + "source": [ + "print(agent.chat(\"I had chicken tikka masala for lunch. How good is that for me?\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "5dc87515", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Added user message to memory: I had eggs for breakfast. Give me nutritional information about that.\n", + "=== Calling Function ===\n", + "Calling function: nutrition_ai_search with args: {\"query\":\"eggs\"}\n", + "Got output: {'results': [{'type': 'synonym', 'displayName': 'Egg, Whole, Cooked, Hard-Boiled', 'stemmedDisplayName': '', 'shortName': 'boiled eggs', 'longName': 'Egg, Whole, Cooked, Hard-Boiled', 'scoredName': 'Eggs', 'score': 1, 'displayNameScore': 0.8707579667644183, 'brandName': '', 'iconId': '1001222', 'labelId': '6fbc0d8f-25f7-11ec-a025-1a3f5d843ef0', 'synonymId': '3e93b530-92d8-11ee-931c-3edb8070abce', 'recipeId': '', 'referenceId': '1603211567715', 'resultId': '1603211567715', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'large', 'quantity': 2}, 'calories': 155}}, {'type': 'synonym', 'displayName': 'Trader Joes Cage Free Fresh Hard Cooked Peeled Eggs', 'stemmedDisplayName': '', 'shortName': 'boiled eggs', 'longName': 'Trader Joes Cage Free Fresh Hard Cooked Peeled Eggs', 'scoredName': 'Eggs', 'score': 1, 'displayNameScore': 0.8805519792822789, 'brandName': \"Trader Joe's\", 'iconId': '1001222', 'labelId': '6fbc0d8f-25f7-11ec-a025-1a3f5d843ef0', 'synonymId': '3e93b530-92d8-11ee-931c-3edb8070abce', 'recipeId': '', 'referenceId': 'openfood00919098', 'resultId': 'openfood00919098', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 44}, 'name': 'egg', 'quantity': 1}, 'calories': 59.99998474121094}}, {'type': 'recipe', 'displayName': 'William Sonoma Farmers’ Market Scramble', 'stemmedDisplayName': '', 'shortName': 'william sonoma Farmers’ Market Scramble', 'longName': '', 'scoredName': 'Eggs Scrambled', 'score': 0.95025, 'displayNameScore': 0.7438717948717949, 'brandName': '', 'iconId': 'MEA0505', 'labelId': '77b141d8-8951-11ea-a893-cbbc2d60a2bb', 'synonymId': 'fb55e5c5-b557-11ee-9c96-12023e19a804', 'recipeId': 'b7d0491d-8fa0-11ec-9070-d61d101ba1a6', 'referenceId': '', 'resultId': 'b7d0491d-8fa0-11ec-9070-d61d101ba1a6', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 199.8}, 'name': 'serving', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 229.73070444673795}}, {'type': 'synonym', 'displayName': 'Egg Omelet Or Scrambled Egg With Milk, Made With Oil', 'stemmedDisplayName': '', 'shortName': 'scrambled eggs', 'longName': 'Egg Omelet Or Scrambled Egg With Milk, Made With Oil', 'scoredName': 'Eggs Scrambled', 'score': 0.9500068247024784, 'displayNameScore': 0.8956702150158687, 'brandName': '', 'iconId': 'MEA0505', 'labelId': '77b141d8-8951-11ea-a893-cbbc2d60a2bb', 'synonymId': 'fb55e5c5-b557-11ee-9c96-12023e19a804', 'recipeId': '', 'referenceId': '1603211581749', 'resultId': '1603211581749', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 61}, 'name': 'egg', 'quantity': 2}, 'calories': 219.60000610351562}}, {'type': 'synonym', 'displayName': 'Egg Omelet Or Scrambled Egg, From Fast Food / Restaurant', 'stemmedDisplayName': '', 'shortName': 'scrambled eggs', 'longName': 'Egg Omelet Or Scrambled Egg, From Fast Food / Restaurant', 'scoredName': 'Eggs Scrambled', 'score': 0.9500068247024784, 'displayNameScore': 0.8950510775760416, 'brandName': '', 'iconId': 'MEA0505', 'labelId': '77b141d8-8951-11ea-a893-cbbc2d60a2bb', 'synonymId': 'fb55e5c5-b557-11ee-9c96-12023e19a804', 'recipeId': '', 'referenceId': '1603211588557', 'resultId': '1603211588557', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 54}, 'name': 'medium egg', 'quantity': 2}, 'calories': 228.9600067138672}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': \"Eggland's Best, Inc.\", 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'usda45227866', 'resultId': 'usda45227866', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'egg', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 60}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'Morrisons', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood5010251564836', 'resultId': 'openfood5010251564836', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 68}, 'name': 'serving', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 89}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'MEIJER, INC.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0713733815086', 'resultId': 'openfood0713733815086', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'egg', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 70}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': \"Sam's Club\", 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0193968321239', 'resultId': 'openfood0193968321239', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'serving (egg)', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 70}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'Walmart', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0078742127132', 'resultId': 'openfood0078742127132', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 56}, 'name': 'serving (egg)', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 44.85599899291992}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'Hy Vee', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0075450095425', 'resultId': 'openfood0075450095425', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'serving (egg)', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 70}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'Gray Ridge Egg Farm', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0064767343053', 'resultId': 'openfood0064767343053', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 105}, 'name': 'serving (egg)', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 243.59999084472656}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'Publix', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0041415012660', 'resultId': 'openfood0041415012660', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'serving', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 70}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'CAL-MAINE FOODS, INC.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0028621123984', 'resultId': 'openfood0028621123984', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'serving (egg)', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 70}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': '', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': 'openfood0011110092434', 'resultId': 'openfood0011110092434', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 100}, 'name': '', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 60}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'Mr. Beverages Old Time Cocktail Mixes', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211480195', 'resultId': '1603211480195', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 38}, 'name': 'egg', 'quantity': 1}, 'calories': 60.040000915527344}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'Safeway, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211474477', 'resultId': '1603211474477', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 44}, 'name': 'egg', 'quantity': 1}, 'calories': 59.84000015258789}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'SUN HARVEST', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211474226', 'resultId': '1603211474226', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'egg', 'quantity': 1}, 'calories': 70}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'Kreider Farms', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211473285', 'resultId': '1603211473285', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 56}, 'name': 'egg', 'quantity': 1}, 'calories': 80.08000183105469}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': 'Oakdell Egg Farms, Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211428806', 'resultId': '1603211428806', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 44}, 'name': 'egg', 'quantity': 1}, 'calories': 59.84000015258789}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': \"Raley's\", 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211428441', 'resultId': '1603211428441', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'egg', 'quantity': 1}, 'calories': 70}}, {'type': 'reference', 'displayName': 'Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Eggs', 'scoredName': 'Eggs', 'score': 0.35, 'displayNameScore': 0.35, 'brandName': \"Pete and Gerry's Organics\", 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211305959', 'resultId': '1603211305959', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 56}, 'name': 'egg', 'quantity': 1}, 'calories': 80.08000183105469}}, {'type': 'reference', 'displayName': 'Organic Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Organic Eggs', 'scoredName': 'Organic Eggs', 'score': 0.24466666666666662, 'displayNameScore': 0.24466666666666662, 'brandName': \"Pete and Gerry's Organics\", 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211305958', 'resultId': '1603211305958', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 56}, 'name': 'egg', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 80.08000183105469}}, {'type': 'reference', 'displayName': 'Brown Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Brown Eggs', 'scoredName': 'Brown Eggs', 'score': 0.2506, 'displayNameScore': 0.2506, 'brandName': 'THE HAPPY EGG CO', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211294697', 'resultId': '1603211294697', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 50}, 'name': 'egg', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 70}}, {'type': 'reference', 'displayName': 'Kirkland, Eggs', 'stemmedDisplayName': '', 'shortName': '', 'longName': 'Kirkland, Eggs', 'scoredName': 'Kirkland, Eggs', 'score': 0.16624999999999998, 'displayNameScore': 0.16624999999999998, 'brandName': 'Costco Companies Inc.', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211503713', 'resultId': '1603211503713', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 56}, 'name': 'egg', 'quantity': 1, 'suggestedQuantity': [1]}, 'calories': 80.08000183105469}}], 'alternateNames': ['boiled eggs', 'scrambled eggs', 'fried eggs', 'baked eggs', 'poached eggs', 'deviled eggs', 'raw eggs']}\n", + "========================\n", + "\n", + "Here is the nutritional information for eggs:\n", + "\n", + "- **Egg, Whole, Cooked, Hard-Boiled**\n", + " - Portion: 2 large eggs (50g each)\n", + " - Calories: 155\n", + "\n", + "- **Trader Joe's Cage Free Fresh Hard Cooked Peeled Eggs**\n", + " - Portion: 1 egg (44g)\n", + " - Calories: 60\n", + "\n", + "- **Egg Omelet Or Scrambled Egg With Milk, Made With Oil**\n", + " - Portion: 2 eggs (61g)\n", + " - Calories: 219.6\n", + "\n", + "- **Egg Omelet Or Scrambled Egg, From Fast Food / Restaurant**\n", + " - Portion: 2 medium eggs (54g)\n", + " - Calories: 228.96\n", + "\n", + "These are some variations of eggs with their respective calorie counts.\n" + ] + } + ], + "source": [ + "print(\n", + " agent.chat(\"I had eggs for breakfast. Give me nutritional information about that.\")\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e1b8b2c1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Added user message to memory: I had a cobb salad for lunch, how many calories did I eat?\n", + "=== Calling Function ===\n", + "Calling function: nutrition_ai_search with args: {\"query\":\"cobb salad\"}\n", + "Got output: {'results': [{'type': 'synonym', 'displayName': 'Cobb Salad, No Dressing', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Cobb Salad, No Dressing', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.930208318211283, 'brandName': '', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211552882', 'resultId': '1603211552882', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 105}, 'name': 'cup', 'quantity': 2}, 'calories': 193.1999969482422}}, {'type': 'synonym', 'displayName': 'Meat Lovers Cobb Salad', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Meat Lovers Cobb Salad', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.8482639310416504, 'brandName': 'NOT A BRANDED ITEM', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211572453', 'resultId': '1603211572453', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 220}, 'name': 'cup', 'quantity': 1, 'suggestedQuantity': [0.5]}, 'calories': 170.5}}, {'type': 'synonym', 'displayName': 'Turkey & Bacon Cobb Salad, Cumberland Farms', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Turkey & Bacon Cobb Salad, Cumberland Farms', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.8419398562108725, 'brandName': 'CUMBERLAND FARMS', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211580609', 'resultId': '1603211580609', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 205}, 'name': 'container', 'quantity': 1}, 'calories': 289.04998779296875}}, {'type': 'synonym', 'displayName': 'Chicken & Bacon Cobb Salad', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Chicken & Bacon Cobb Salad', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.8376892069422205, 'brandName': 'NOT A BRANDED ITEM', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211572454', 'resultId': '1603211572454', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 264}, 'name': 'package', 'quantity': 1}, 'calories': 588.7200317382812}}, {'type': 'synonym', 'displayName': 'Organic Southwest Cobb Salad, Wild Oats Marketing, Llc', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Organic Southwest Cobb Salad, Wild Oats Marketing, Llc', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.8298778210942502, 'brandName': 'Wild Oats Marketing, LLC', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211580611', 'resultId': '1603211580611', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 397}, 'name': 'container', 'quantity': 1}, 'calories': 258.04998779296875}}, {'type': 'synonym', 'displayName': 'Hannaford Bros Chicken Cobb Salad', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Hannaford Bros Chicken Cobb Salad', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.8244169877410487, 'brandName': 'Hannaford Bros. Co.', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211580608', 'resultId': '1603211580608', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 199}, 'name': 'salad', 'quantity': 1}, 'calories': 179.10000610351562}}, {'type': 'synonym', 'displayName': 'Taylor Farms Cobb Salad', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Taylor Farms Cobb Salad', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.8239822312547613, 'brandName': 'Taylor Fresh Foods, Inc.', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211580614', 'resultId': '1603211580614', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 206}, 'name': 'package', 'quantity': 1}, 'calories': 290.4599914550781}}, {'type': 'synonym', 'displayName': 'Whole Foods Market, Cobb Salad', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Whole Foods Market, Cobb Salad', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.821303438902211, 'brandName': 'RT Wholesale, LLC.', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211580612', 'resultId': '1603211580612', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 28.41}, 'name': 'oz', 'quantity': 1, 'suggestedQuantity': [9.82]}, 'calories': 499.3852844238281}}, {'type': 'synonym', 'displayName': 'Archer Farms, Cobb Salad', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Archer Farms, Cobb Salad', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.8167613336390531, 'brandName': 'ARCHER FARMS', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211587568', 'resultId': '1603211587568', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 206}, 'name': 'salad', 'quantity': 1}, 'calories': 290.4599914550781}}, {'type': 'synonym', 'displayName': 'Marketside Ranch Cobb Salad', 'stemmedDisplayName': '', 'shortName': 'cobb salad', 'longName': 'Marketside Ranch Cobb Salad', 'scoredName': 'Cobb Salad', 'score': 1, 'displayNameScore': 0.8087533971311166, 'brandName': 'Wal-Mart Stores, Inc.', 'iconId': 'PRE0056', 'labelId': 'e219c51c-9f6e-11ea-84a8-438acb256141', 'synonymId': '76a2efb0-7dd6-11eb-8ccb-83d65b03681f', 'recipeId': '', 'referenceId': '1603211580610', 'resultId': '1603211580610', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 340}, 'name': 'container', 'quantity': 1, 'suggestedQuantity': [0.3]}, 'calories': 122.4000015258789}}, {'type': 'synonym', 'displayName': 'Lunds & Byerlys, Kobe Cobb Salad', 'stemmedDisplayName': 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Salad With Bacon', 'score': 0.4838642424242423, 'displayNameScore': 0.4838642424242423, 'brandName': 'Renaissance Food Group, LLC', 'iconId': '', 'labelId': '', 'synonymId': '', 'recipeId': '', 'referenceId': '1603211434012', 'resultId': '1603211434012', 'nutritionPreview': {'portion': {'weight': {'unit': 'g', 'value': 100}, 'name': 'cup salad with 2 tbsp dressing', 'quantity': 1}, 'calories': 140}}], 'alternateNames': ['cobb salad', 'shrimp cobb salad', 'taco salad', 'bean salad', 'kale salad', 'tuna salad', 'cucumber salad', 'garden salad with chicken', 'egg salad', 'couscous salad', 'caesar salad', 'potato salad', 'fruit salad', 'greek salad', 'quinoa salad', 'garden salad', 'creamy chicken salad', 'creamy pasta salad', 'spinach salad', 'lambs lettuce']}\n", + "========================\n", + "\n", + "The Cobb Salad you had for lunch contained approximately 193.2 calories per cup.\n" + ] + } + ], + "source": [ + "print(agent.chat(\"I had a cobb salad for lunch, how many calories did I eat?\"))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/BUILD b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/BUILD new file mode 100644 index 0000000000000..db46e8d6c978c --- /dev/null +++ b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/BUILD @@ -0,0 +1 @@ +python_sources() diff --git a/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/__init__.py b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/__init__.py new file mode 100644 index 0000000000000..a8386021c93ea --- /dev/null +++ b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/__init__.py @@ -0,0 +1,7 @@ +## init +from llama_index.tools.passio_nutrition_ai.base import ( + ENDPOINT_BASE_URL, + NutritionAIToolSpec, +) + +__all__ = ["NutritionAIToolSpec", "ENDPOINT_BASE_URL"] diff --git a/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/base.py b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/base.py new file mode 100644 index 0000000000000..68acbb9fc948c --- /dev/null +++ b/llama-index-integrations/tools/llama-index-tools-passio-nutrition-ai/llama_index/tools/passio_nutrition_ai/base.py @@ -0,0 +1,144 @@ +"""Passio Nutrition Search tool spec.""" + +from typing import final, NoReturn +from datetime import datetime, timedelta + +import requests +from llama_index.core.tools.tool_spec.base import BaseToolSpec + +ENDPOINT_BASE_URL = "https://api.passiolife.com/v2/products/napi/food/search/advanced" + + +class NoDiskStorage: + @final + def __getstate__(self) -> NoReturn: + raise AttributeError("Do not store on disk.") + + @final + def __setstate__(self, state) -> NoReturn: + raise AttributeError("Do not store on disk.") + + +try: + from tenacity import ( + retry, + stop_after_attempt, + wait_random, + wait_exponential, + retry_if_result, + ) +except ImportError: + # No retries if tenacity is not installed. + def retry(f, *args, **kwargs): + return f + + def stop_after_attempt(n): + return None + + def wait_random(a, b): + return None + + def wait_exponential(multiplier, min, max): + return None + + +def is_http_retryable(rsp): + # -return rsp and rsp.status_code >= 500 + return ( + rsp + and not isinstance(rsp, dict) + and rsp.status_code in [408, 425, 429, 500, 502, 503, 504] + ) + + +class ManagedPassioLifeAuth(NoDiskStorage): + """Manages the token for the NutritionAI API.""" + + def __init__(self, subscription_key: str): + self.subscription_key = subscription_key + self._last_token = None + self._access_token_expiry = None + self._access_token = None + self._customer_id = None + + @property + def headers(self) -> dict: + if not self.is_valid_now(): + self.refresh_access_token() + return { + "Authorization": f"Bearer {self._access_token}", + "Passio-ID": self._customer_id, + } + + def is_valid_now(self): + return ( + self._access_token is not None + and self._customer_id is not None + and self._access_token_expiry is not None + and self._access_token_expiry > datetime.now() + ) + + @retry( + retry=retry_if_result(is_http_retryable), + stop=stop_after_attempt(4), + wait=wait_random(0, 0.3) + wait_exponential(multiplier=1, min=0.1, max=2), + ) + def _http_get(self, subscription_key): + return requests.get( + f"https://api.passiolife.com/v2/token-cache/napi/oauth/token/{subscription_key}" + ) + + def refresh_access_token(self): + """Refresh the access token for the NutritionAI API.""" + rsp = self._http_get(self.subscription_key) + if not rsp: + raise ValueError("Could not get access token") + self._last_token = token = rsp.json() + self._customer_id = token["customer_id"] + self._access_token = token["access_token"] + self._access_token_expiry = ( + datetime.now() + + timedelta(seconds=token["expires_in"]) + - timedelta(seconds=5) + ) # 5 seconds: approximate time for a token refresh to be processed. + + +class NutritionAIToolSpec(BaseToolSpec): + """Tool that queries the Passio Nutrition AI API.""" + + spec_functions = ["nutrition_ai_search"] + auth_: ManagedPassioLifeAuth + + def __init__(self, api_key: str) -> None: + """Initialize with parameters.""" + self.auth_ = ManagedPassioLifeAuth(api_key) + + @retry( + retry=retry_if_result(is_http_retryable), + stop=stop_after_attempt(4), + wait=wait_random(0, 0.3) + wait_exponential(multiplier=1, min=0.1, max=2), + ) + def _http_get(self, query: str): + return requests.get( + ENDPOINT_BASE_URL, + headers=self.auth_.headers, + params={"term": query}, # type: ignore + ) + + def _nutrition_request(self, query: str): + response = self._http_get(query) + if not response: + raise ValueError("No response from NutritionAI API.") + return response.json() + + def nutrition_ai_search(self, query: str): + """ + Retrieve nutrition facts for a given food item. + Input should be a search query string for the food item. + + Args: + query (str): The food item to look for. + + Returns a JSON result with the nutrition facts for the food item and, if available, alternative food items which sometimes are a better match. + """ + 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