{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "350752d0", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:21:07.824951Z", "iopub.status.busy": "2024-04-26T18:21:07.824648Z", "iopub.status.idle": "2024-04-26T18:21:07.828446Z", "shell.execute_reply": "2024-04-26T18:21:07.828012Z" }, "nbsphinx": "hidden" }, "outputs": [], "source": [ "# Copyright 2024 Keysight Technologies Inc." ] }, { "cell_type": "raw", "id": "549e9a82", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Example: Saving and Loading Objects to Disk\n", "===========================================\n", "\n", "|True-Q| objects can be saved to disk using the :py:func:`trueq.utils.save` function.\n", "They are saved in the Python `pickle `_\n", "serial binary format and then compressed. After these objects have been saved to disk,\n", "they can be reloaded into Python with the global :py:func:`trueq.utils.load` function.\n", "The saved file persists beyond the call to :py:func:`~trueq.utils.load` and can be\n", "reused.\n", "\n", "For :py:class:`~trueq.CircuitCollection`\\s, we provide a convenience wrapper that\n", "allows users to save collections by calling the\n", ":py:func:`trueq.CircuitCollection.save` method.\n", "\n", "Independently, many objects also include ``to_dict`` and ``from_dict`` methods, see\n", "for instance :py:meth:`~trueq.Circuit.to_dict` and\n", ":py:meth:`~trueq.Circuit.from_dict`\\. The dictionary formats contain only built-in\n", "Python objects.\n", "\n", ".. note ::\n", " The file extension ``.tq`` is encouraged, but not necessary." ] }, { "cell_type": "code", "execution_count": 2, "id": "a64f9056", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:21:07.830486Z", "iopub.status.busy": "2024-04-26T18:21:07.830127Z", "iopub.status.idle": "2024-04-26T18:21:10.094605Z", "shell.execute_reply": "2024-04-26T18:21:10.094068Z" } }, "outputs": [], "source": [ "import os\n", "import trueq as tq" ] }, { "cell_type": "raw", "id": "0e9f4670", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Make SRB CircuitCollection on qubit 1, and populate it with results from a simulator." ] }, { "cell_type": "code", "execution_count": 3, "id": "4890102b", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:21:10.097301Z", "iopub.status.busy": "2024-04-26T18:21:10.096850Z", "iopub.status.idle": "2024-04-26T18:21:10.178150Z", "shell.execute_reply": "2024-04-26T18:21:10.177680Z" } }, "outputs": [], "source": [ "circuits = tq.make_srb(1, [4, 32, 64])\n", "tq.Simulator().add_overrotation(0.05).run(circuits, n_shots=1024)" ] }, { "cell_type": "raw", "id": "73d5ea10", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Save the circuit collection with all metadata, cycles, and results to disk:" ] }, { "cell_type": "code", "execution_count": 4, "id": "775050f4", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:21:10.180421Z", "iopub.status.busy": "2024-04-26T18:21:10.179988Z", "iopub.status.idle": "2024-04-26T18:21:10.209244Z", "shell.execute_reply": "2024-04-26T18:21:10.208785Z" }, "lines_to_next_cell": 2 }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved file is 11408 bytes.\n" ] } ], "source": [ "# use a temporary folder so that this example doesn't make a mess\n", "with tq.utils.temp_folder():\n", " # the extension \".tq\" is arbitrary but encouraged\n", " circuits.save(\"my_circuits.tq\")\n", " file_size = os.path.getsize(\"my_circuits.tq\")\n", " print(f\"Saved file is {file_size} bytes.\")\n", "\n", " # load the circuits back to disk\n", " loaded_circuits = tq.load(\"my_circuits.tq\")" ] }, { "cell_type": "raw", "id": "bd2ed670", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "We have effectively made a deep copy of the original collection:" ] }, { "cell_type": "code", "execution_count": 5, "id": "05ace1ee", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:21:10.211435Z", "iopub.status.busy": "2024-04-26T18:21:10.211051Z", "iopub.status.idle": "2024-04-26T18:21:10.219711Z", "shell.execute_reply": "2024-04-26T18:21:10.219274Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "True\n", "True\n" ] } ], "source": [ "print(loaded_circuits is not circuits and loaded_circuits == circuits)\n", "print(loaded_circuits[0] is not circuits[0] and loaded_circuits[0] == circuits[0])" ] }, { "cell_type": "raw", "id": "df980240", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "In particular, all of the results and circuit contents have been preserved:" ] }, { "cell_type": "code", "execution_count": 6, "id": "06e3d882", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:21:10.221683Z", "iopub.status.busy": "2024-04-26T18:21:10.221376Z", "iopub.status.idle": "2024-04-26T18:21:10.467391Z", "shell.execute_reply": "2024-04-26T18:21:10.466927Z" } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "loaded_circuits.plot.raw()" ] }, { "cell_type": "raw", "id": "805c8dfc", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Reducing file size\n", "------------------\n", "The filesize can be reduced by choosing to omit all circuit cycles from the saved\n", "object, or possibly by saving the fit object instead of the circuits; see the next\n", "subsection. This permanently erases this information if the object is also deleted\n", "from the active Python session. However, this may be worth it if lots of data is\n", "routinely being saved to disk since analysis routines depend only on circuit results\n", "and metadata contained in circuit keys, and not on cycles or gates in the circuit." ] }, { "cell_type": "code", "execution_count": 7, "id": "19cf8177", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:21:10.469647Z", "iopub.status.busy": "2024-04-26T18:21:10.469259Z", "iopub.status.idle": "2024-04-26T18:21:10.667751Z", "shell.execute_reply": "2024-04-26T18:21:10.667279Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This file is 6.56x smaller.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with tq.utils.temp_folder():\n", " # the extension \".tq\" is arbitrary but encouraged\n", " circuits.save(\"my_circuits2.tq\", include_cycles=False)\n", "\n", " size_ratio = file_size / os.path.getsize(\"my_circuits2.tq\")\n", " print(f\"This file is {size_ratio:.2f}x smaller.\")\n", "\n", " # load the circuits back to disk\n", " loaded_circuits2 = tq.load(\"my_circuits2.tq\")\n", "\n", "loaded_circuits2.plot.raw()" ] }, { "cell_type": "raw", "id": "77e79e72", "metadata": { "raw_mimetype": "text/restructuredtext" }, "source": [ "Saving other objects\n", "--------------------\n", "Many other |True-Q| objects can be stored to disk. Notably, we can store fit results,\n", "which may often be an even better method of file size reduction." ] }, { "cell_type": "code", "execution_count": 8, "id": "b12b8454", "metadata": { "execution": { "iopub.execute_input": "2024-04-26T18:21:10.669985Z", "iopub.status.busy": "2024-04-26T18:21:10.669591Z", "iopub.status.idle": "2024-04-26T18:21:10.865607Z", "shell.execute_reply": "2024-04-26T18:21:10.865135Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This file is 14.50x smaller.\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with tq.utils.temp_folder():\n", " tq.utils.save(circuits.fit(), \"my_fit.fit\")\n", "\n", " size_ratio = file_size / os.path.getsize(\"my_fit.fit\")\n", " print(f\"This file is {size_ratio:.2f}x smaller.\")\n", "\n", " loaded_fit = tq.load(\"my_fit.fit\")\n", "\n", "loaded_fit\n", "loaded_fit.plot.raw()" ] } ], "metadata": { "jupytext": { "cell_metadata_filter": "nbsphinx,raw_mimetype,-all", "main_language": "python", "notebook_metadata_filter": "-all", "text_representation": { "extension": ".py", "format_name": "percent" } }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }