{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Accessing raw measurement data with RAW-CAPTURE\n", "\n", "In this we are going to show how to access \"raw\" measurement data with Quilt." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from pyquil import Program, get_qc\n", "\n", "qc = get_qc('Aspen-M-3')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "cals = qc.compiler.get_calibration_program()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Peeking at a MEASURE calibration\n", "We first take a peek at how a measurement operation is specified. We can do this by looking at the corresponding calibration. Below we consider the calibration for `MEASURE 0`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DEFCAL MEASURE 0 addr:\n", "\tFENCE 0\n", "\tDECLARE q0_unclassified REAL[2]\n", "\tPULSE 0 \"rf_f12\" drag_gaussian(alpha: -1.394451807996698, anh: -190000000, detuning: 0, duration: 4e-8, fwhm: 1e-8, phase: 0, scale: 0.28637132443339525, t0: 2e-8)\n", "\tNONBLOCKING PULSE 0 \"ro_tx\" flat(detuning: 0, duration: 2.08e-6, iq: 1, phase: 0, scale: 0.158489319246111)\n", "\tNONBLOCKING CAPTURE 0 \"ro_rx\" boxcar_kernel(detuning: 0, duration: 2.08e-6, phase: -0.12799541944924012, scale: 1) q0_unclassified[0]\n", "\tPRAGMA FILTER-NODE q0_unclassified \"{'module':'lodgepole.filters.io','filter_type':'DataBuffer','source':'q0_ro_rx/filter','publish':true,'params':{},'_type':'FilterNode'}\"\n", "\tPRAGMA LOAD-MEMORY q0_unclassified \"q0_unclassified[0]\"\n", "\tPRAGMA FILTER-NODE q0_classified \"{'module':'lodgepole.filters.classifiers','filter_type':'SingleQLinear','source':'q0_ro_rx/filter','publish':false,'params':{'a':[1.0,0.0],'threshold':0.00044068585795624876},'_type':'FilterNode'}\"\n", "\tPRAGMA FILTER-NODE q0 \"{'module':'lodgepole.filters.io','filter_type':'DataBuffer','source':'q0_classified','publish':true,'params':{},'_type':'FilterNode'}\"\n", "\tPRAGMA LOAD-MEMORY q0 \"addr\"\n", "\tPULSE 0 \"rf_f12\" drag_gaussian(alpha: -1.394451807996698, anh: -190000000, detuning: 0, duration: 4e-8, fwhm: 1e-8, phase: 0, scale: 0.28637132443339525, t0: 2e-8)\n", "\tFENCE 0\n", "\n" ] } ], "source": [ "from pyquil.quilatom import Qubit, Frame\n", "from pyquil.quilbase import Pulse, Capture, DefMeasureCalibration\n", "\n", "qubit = Qubit(0)\n", "\n", "measure_defn = cals.measure_calibrations[0]\n", "\n", "print(measure_defn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a few things note about the above:\n", "\n", "1. The basic structure of `MEASURE 0 addr` is to apply a pulse on the `\"ro_tx\"` frame, and then perform a capture on the corresponding `\"ro_rx\"` frame.\n", "2. Although the user may perform `MEASURE 0 ro`, the memory location required for this is a bit. Under the hood, `CAPTURE` writes a complex IQ value to the `REAL[2]` region `q0_unclassified`.\n", "3. The wrangling in order to map from `q0_unclassified` to `addr` is controlled through `PRAGMA` operations. These are important for downstream processing and execution of the Quil program. Tamper with them at your own risk!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## RAW-CAPTURE experiments\n", "\n", "The value stored in `q0_unclassified` has already been processed on hardware: in particular, it is produced by demodulating a passband signal and then integrating against the `CAPTURE` waveform. What `RAW-CAPTURE` does is give you, the user, access to the raw values of that passband signal. In the following, execute programs with `RAW-CAPTURE`, and plot their results.\n", "\n", "Before we begin, it will be useful to get some data associated with the above `MEASURE` calibration. In particular, the `PULSE` and `CAPTURE` operations, as well as the frame definition for `0 \"ro_rx\"`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PULSE 0 \"rf_f12\" drag_gaussian(alpha: -1.394451807996698, anh: -190000000, detuning: 0, duration: 4e-8, fwhm: 1e-8, phase: 0, scale: 0.28637132443339525, t0: 2e-8) \n", "\n", "NONBLOCKING CAPTURE 0 \"ro_rx\" boxcar_kernel(detuning: 0, duration: 2.08e-6, phase: -0.12799541944924012, scale: 1) q0_unclassified[0] \n", "\n", "DEFFRAME 0 \"ro_rx\":\n", "\tDIRECTION: \"rx\"\n", "\tSAMPLE-RATE: 2000000000\n", "\tINITIAL-FREQUENCY: 7359200001.83969\n", "\tHARDWARE-OBJECT: \"q0_ro_rx\"\n" ] } ], "source": [ "pulse = next(i for i in measure_defn.instrs if isinstance(i, Pulse))\n", "print(pulse, \"\\n\")\n", "capture = next(i for i in measure_defn.instrs if isinstance(i, Capture))\n", "print(capture, \"\\n\")\n", "frame = Frame([qubit], \"ro_rx\")\n", "frame_defn = cals.frames[frame]\n", "print(frame_defn)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### An almost-trivial example\n", "\n", "First, let's just run a `RAW-CAPTURE` instruction. We will apply this to the above `CAPTURE` frame, i.e. `0 \"ro_rx\"`, and for the same duration the `CAPTURE`. The principal difference is that rather than read-out to a memory region of length 2, we will need many more. It is easy to compute the size $n$ of the output, namely\n", "\\begin{equation}\n", "n = \\left \\lceil{t \\cdot f_s}\\right \\rceil , \n", "\\end{equation}\n", "where $t$ is the duration in seconds, $f_s$ is the sample rate in Hz (which is part of the frame definition), and $ \\left \\lceil x \\right \\rceil $ denotes the smallest integer not less than $x$.\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DECLARE raw REAL[4160]\n", "RAW-CAPTURE 0 \"ro_rx\" 2.08e-6 raw[0]\n", "\n" ] } ], "source": [ "from math import ceil\n", "\n", "duration = capture.kernel.duration\n", "sample_rate = frame_defn.sample_rate\n", "memory_length = ceil(duration * sample_rate)\n", "num_shots = 1000\n", "\n", "raw_capture_no_pulse = Program( \n", " f'DECLARE raw REAL[{memory_length}]',\n", " f'RAW-CAPTURE {frame} {duration} raw'\n", ").wrap_in_numshots_loop(num_shots)\n", "print(raw_capture_no_pulse)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "exe = qc.compiler.native_quil_to_executable(raw_capture_no_pulse)\n", "results = qc.run(exe).get_register_map()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`RAW-CAPTURE` measurements are returned in a flat array, so we need to reshape our results." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "shape = (num_shots, -1)\n", "raw_results_no_pulse = results[\"raw\"].reshape((num_shots, memory_length))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Raw capture results are by default represented as integers in the interval $[-2^{15}, 2^{15}]$. For many analyses you may prefer to normalize to the range $[-1,1]$." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "shape (1000, 4160)\n", "data [[ -156 464 -484 ... -720 -36 -80]\n", " [ -276 -72 -772 ... -160 -60 -184]\n", " [ 292 700 -104 ... 168 -952 200]\n", " ...\n", " [ -728 508 -268 ... 368 748 -188]\n", " [ -116 496 40 ... -1128 -404 340]\n", " [ -204 -292 -12 ... 940 260 -824]]\n" ] } ], "source": [ "print(\"shape\", raw_results_no_pulse.shape)\n", "print(\"data\", raw_results_no_pulse)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "plt.figure()\n", "plt.gcf().set_size_inches(20.5, 10.5)\n", "plt.plot(np.arange(len(raw_results_no_pulse[0,:]))/sample_rate, raw_results_no_pulse[0,:])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "avg_results_no_pulse = raw_results_no_pulse.mean(axis=0) / (2**15)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.psd(avg_results_no_pulse, Fs=sample_rate)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Applying a `PULSE` before `RAW-CAPTURE`\n", "\n", "Recall how measurements are usually done: first there is a pulse on the `\"ro_tx\"` frame, and then a capture on the `\"ro_rx\"` frame. We modify our above program by including the `PULSE` operation associated with the vanilla measurement." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DECLARE raw REAL[4160]\n", "PULSE 0 \"rf_f12\" drag_gaussian(alpha: -1.394451807996698, anh: -190000000, detuning: 0, duration: 4e-8, fwhm: 1e-8, phase: 0, scale: 0.28637132443339525, t0: 2e-8)\n", "RAW-CAPTURE 0 \"ro_rx\" 2.08e-6 raw[0]\n", "\n" ] } ], "source": [ "raw_capture_pulse = Program( \n", " f'DECLARE raw REAL[{memory_length}]',\n", " pulse,\n", " f'RAW-CAPTURE {frame} {duration} raw'\n", ").wrap_in_numshots_loop(1000)\n", "print(raw_capture_pulse)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "exe = qc.compiler.native_quil_to_executable(raw_capture_pulse)\n", "results = qc.run(exe).get_register_map()\n", "\n", "raw_results_pulse = results[\"raw\"].reshape(shape)\n", "avg_results_pulse = raw_results_pulse.mean(axis=0) / 2**15" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.psd(avg_results_pulse, Fs=sample_rate)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Capturing an excited qubit\n", "\n", "Finally, we extend the above by first exciting the qubit, by applying a `RX(pi)` gate." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DECLARE raw REAL[4160]\n", "RX(pi) 0\n", "PULSE 0 \"rf_f12\" drag_gaussian(alpha: -1.394451807996698, anh: -190000000, detuning: 0, duration: 4e-8, fwhm: 1e-8, phase: 0, scale: 0.28637132443339525, t0: 2e-8)\n", "RAW-CAPTURE 0 \"ro_rx\" 2.08e-6 raw[0]\n", "\n" ] } ], "source": [ "raw_capture_excited = Program( \n", " f'DECLARE raw REAL[{memory_length}]',\n", " f'RX(pi) {qubit}',\n", " pulse,\n", " f'RAW-CAPTURE {frame} {duration} raw'\n", ").wrap_in_numshots_loop(1000)\n", "print(raw_capture_excited)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "exe = qc.compiler.native_quil_to_executable(raw_capture_excited)\n", "results = qc.run(exe).get_register_map()\n", "\n", "raw_results_excited = results[\"raw\"].reshape(shape)\n", "avg_results_excited = raw_results_excited.mean(axis=0) / 2**15" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.psd(avg_results_excited, Fs=sample_rate)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Some Restrictions May Apply\n", "\n", "Performing a `RAW-CAPTURE` operation places a number of demands on the underlying hardware, and thus comes with a few constraints. We demonstrate these here.\n", "\n", "### Capture duration exceeds maximum length\n", "\n", "A `RAW-CAPTURE` operation can capture at most 8192 samples per shot, which puts a limit of $\\frac{8192}{f_s}$ seconds for the duration, where $f_s$ is the frame's sample rate." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Could not translate quil: Call failed during gRPC request: status: InvalidArgument, message: \"RAW-CAPTURE 0 \\\"ro_rx\\\" 5e-06 raw[0] would require 10000 samples, butat most 8192 are allowed. Consider using a duration of < 4.096e-06 seconds.\", details: [], metadata: MetadataMap { headers: {\"server\": \"awselb/2.0\", \"date\": \"Fri, 15 Sep 2023 19:18:38 GMT\", \"content-type\": \"application/grpc\", \"content-length\": \"0\", \"x-request-id\": \"5fbba182-ec44-42f4-98e2-dfb66579855e\"} }\n" ] } ], "source": [ "duration = 5e-6\n", "samples = ceil(sample_rate*duration)\n", "rrr = Program(\n", " f'DECLARE raw REAL[{samples}]', \n", " f'RAW-CAPTURE 0 \"ro_rx\" {duration} raw'\n", ").wrap_in_numshots_loop(1)\n", "\n", "try:\n", " exe = qc.compiler.native_quil_to_executable(rrr)\n", "except Exception as e:\n", " print(e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Number of samples in a job exceeds maximum\n", "\n", "There is a total limit of $2^{24}$ samples per job, i.e. `duration * sample_rate * num_shots` cannot exceed $2^24$." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Could not translate quil: Call failed during gRPC request: status: InvalidArgument, message: \"RAW-CAPTURE would require DMA buffer of size 381.4697265625 MB but the maximum allowed is 32.0 MB.\\nFor duration 1e-06 seconds this places a limit of at most 8388 shots.\", details: [], metadata: MetadataMap { headers: {\"server\": \"awselb/2.0\", \"date\": \"Fri, 15 Sep 2023 19:18:40 GMT\", \"content-type\": \"application/grpc\", \"content-length\": \"0\", \"x-request-id\": \"a2f6b074-a4e5-4860-bfbb-182f41d6cb48\"} }\n" ] } ], "source": [ "duration = 1e-06\n", "samples = ceil(sample_rate*duration)\n", "rrr = Program(\n", " f'DECLARE raw REAL[{samples}]', \n", " f'RAW-CAPTURE 0 \"ro_rx\" {duration} raw'\n", ").wrap_in_numshots_loop(100000)\n", "\n", "try:\n", " exe = qc.compiler.native_quil_to_executable(rrr)\n", "except Exception as e:\n", " print(e)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `RAW-CAPTURE` precludes the use of other capture operations\n", "\n", "Due to the hardware requirements associated with `RAW-CAPTURE`, the following limits are currently imposed:\n", "\n", "* there can be at most one `RAW-CAPTURE` operation per program, and\n", "* if a program includes `RAW-CAPTURE`, then it cannot also include `CAPTURE` operations." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Could not translate quil: Call failed during gRPC request: status: InvalidArgument, message: \"Capture conflict: RAW-CAPTURE 0 \\\"ro_rx\\\" 1e-06 raw[0] precludes the presence of any other capture instructions, but NONBLOCKING CAPTURE 1 \\\"ro_rx\\\" boxcar_kernel(duration: 1.52e-06, scale: 1.0, phase: 1.4934349033969623, detuning: 0.0) q1_unclassified[0] was observed.\", details: [], metadata: MetadataMap { headers: {\"server\": \"awselb/2.0\", \"date\": \"Fri, 15 Sep 2023 19:18:42 GMT\", \"content-type\": \"application/grpc\", \"content-length\": \"0\", \"x-request-id\": \"a0875784-b6b9-4b97-8c04-39cffd3ec53c\"} }\n" ] } ], "source": [ "duration = 1e-06\n", "samples = ceil(sample_rate*duration)\n", "rrr = Program(\n", " f'DECLARE raw REAL[{samples}]', \n", " 'DECLARE ro BIT',\n", " 'MEASURE 1 ro',\n", " f'RAW-CAPTURE 0 \"ro_rx\" {duration} raw'\n", ")\n", "\n", "try:\n", " exe = qc.compiler.native_quil_to_executable(rrr)\n", "except Exception as e:\n", " print(e)" ] } ], "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": "3.8.14" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }