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@mahenzon
Created March 31, 2024 19:17
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Pydantic union multi models validation
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "0808059c-55cd-4054-8c78-9d72f8ed0f35",
"metadata": {},
"outputs": [],
"source": [
"from pydantic import BaseModel"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a75271e4-916a-4a29-bfda-737f4770f2d3",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"house: ducks=[Duck(name='1'), DuckWithHat(name='2', hat='hat')]\n",
"dumped_house: {'ducks': [{'name': '1'}, {'name': '2'}]}\n",
"loaded_house: ducks=[Duck(name='1'), Duck(name='2')]\n"
]
}
],
"source": [
"class Duck(BaseModel):\n",
" name: str\n",
"\n",
"\n",
"class House(BaseModel):\n",
" ducks: list[Duck]\n",
"\n",
"\n",
"class DuckWithHat(Duck):\n",
" hat: str\n",
"\n",
"\n",
"house = House(ducks=[Duck(name=\"1\"), DuckWithHat(name=\"2\", hat=\"hat\")])\n",
"print(\"house:\", house)\n",
"dumped_house = house.model_dump()\n",
"print(\"dumped_house:\", dumped_house)\n",
"loaded_house = House.model_validate(dumped_house)\n",
"print(\"loaded_house:\", loaded_house)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b481ca6e-6900-4a30-bbf9-0c8ba2f9f083",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"house: ducks=[Duck(name='1'), DuckWithHat(name='2', hat='hat')]\n",
"dumped_house: {'ducks': [{'name': '1'}, {'name': '2', 'hat': 'hat'}]}\n",
"loaded_house: ducks=[Duck(name='1'), DuckWithHat(name='2', hat='hat')]\n"
]
}
],
"source": [
"class Duck(BaseModel):\n",
" name: str\n",
"\n",
"\n",
"class DuckWithHat(Duck):\n",
" hat: str\n",
"\n",
"\n",
"class House(BaseModel):\n",
" ducks: list[DuckWithHat | Duck]\n",
"\n",
"\n",
"house = House(ducks=[Duck(name=\"1\"), DuckWithHat(name=\"2\", hat=\"hat\")])\n",
"print(\"house:\", house)\n",
"dumped_house = house.model_dump()\n",
"print(\"dumped_house:\", dumped_house)\n",
"loaded_house = House.model_validate(dumped_house)\n",
"print(\"loaded_house:\", loaded_house)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9b3e2937-ca83-4570-9abb-607b9bda465c",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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