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@alisterburt
Created September 28, 2022 19:42
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assignment into repeated indices in pytorch
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{
"cells": [
{
"cell_type": "markdown",
"id": "681fa071-4f0d-4a81-888e-dbee02597ec7",
"metadata": {},
"source": [
"# figure out tensor index operations"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "4322b571-0baa-46a4-8cc6-1d859eedbfd7",
"metadata": {},
"outputs": [],
"source": [
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "a7fdefee-194a-4bee-a666-c5858507a935",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(tensor([0, 1, 2, 3, 4]), torch.Size([5]))"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tensor = torch.arange(5)\n",
"tensor, tensor.shape"
]
},
{
"cell_type": "markdown",
"id": "3f335cde-d43c-4eb4-b92c-79b08b5f4306",
"metadata": {
"tags": []
},
"source": [
"problem being solved...\n",
"\n",
"multiple addition into same index with fancy indexing doesn't work as expected"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "106e71df-b458-4002-9f01-c93982802599",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([3, 1, 2, 3, 4])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tensor[[0, 0]] += torch.Tensor([5, 3]).long()\n",
"tensor"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "79a8ea6a-46c8-42de-b371-ee2e9dd8a5ac",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([8, 1, 2, 3, 4])"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tensor = torch.arange(5)\n",
"tensor.index_add_(dim=0, index=torch.Tensor([0, 0]).int(), source=torch.Tensor([5, 3]).long())"
]
},
{
"cell_type": "markdown",
"id": "3a276bdc-871f-42e6-a685-0c2227d3f848",
"metadata": {},
"source": [
"the above doesn't support multidimensional indices\n",
"\n",
"c.f. https://discuss.pytorch.org/t/index-adding-over-multiple-dimensions/124709/6\n",
"\n",
"use `index_put` instead"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "bdb52925-90e0-4ce8-834f-a2468bfe0ebd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor([8, 1, 2, 3, 4])"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tensor = torch.arange(5)\n",
"tensor.index_put_((torch.Tensor([0, 0]).long(), ), torch.Tensor([5, 3]).long(), accumulate=True)"
]
}
],
"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",
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"version": "3.10.5"
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