diff --git a/notebooks/08_NOI/NOI-Intro.ipynb b/notebooks/08_NOI/NOI-Intro.ipynb index 59f5bfb9..94aeaae1 100644 --- a/notebooks/08_NOI/NOI-Intro.ipynb +++ b/notebooks/08_NOI/NOI-Intro.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -35,7 +35,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -48,12 +48,12 @@ ], "source": [ "NOISE_LABEL = True # add second axis for noise power density\n", - "NFFT = 2000; f_a = 2; N_per = 7\n", + "NFFT = 1000; f_a = 2; N_per = 7\n", "T_mess = N_per / f_a; T_S = T_mess / NFFT\n", "t = np.linspace(0, T_mess, NFFT, endpoint=False)\n", - "a = 1.1 * sin(2 * pi * f_a * t)\n", + "a = 0.3 * sin(2 * pi * f_a * t)\n", "#\n", - "q_obj = {'WI':1, 'WF': 3, 'quant':'round', 'ovfl': 'wrap'} # versuchen Sie auch 'floor' / 'fix' und 'sat'\n", + "q_obj = {'WI':1, 'WF': 3, 'quant':'round', 'ovfl': 'sat'} # versuchen Sie auch 'floor' / 'fix' und 'sat'\n", "fx_a = fx.Fixed(q_obj)\n", "aq = fx_a.fixp(a)\n", "\n", @@ -62,12 +62,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -91,7 +91,7 @@ } ], "source": [ - "fig1, ax1 = plt.subplots(**figsize)\n", + "fig1, ax1 = plt.subplots(**figsize); ax1.grid(True)\n", "ax1.set_title('Quantisiertes Sinussignal und Quantisierungsfehler')\n", "ax1.plot(t, a, label = r'$a(t)$')\n", "ax1.step(t, aq, where = 'post', label = r'$a_Q(t)$')\n", @@ -108,7 +108,7 @@ "A[0] = A[0] * sqrt(2)/2; AQ[0] = AQ[0] * sqrt(2)/2 # korrigiere DC-Wert zurück\n", "f = fftfreq(NFFT, T_S)[0:NFFT//2 - 1] # Frequenzen f. einseitiges Spektrum\n", "#\n", - "fig2, ax2 = plt.subplots(**figsize)\n", + "fig2, ax2 = plt.subplots(**figsize); ax2.grid(True)\n", "ax2.set_title('Spektrum von Eingangs- und quantisiertem Signal')\n", "ax2.stem(f, 20 * log10(AQ), bottom = A_bottom, label = r'$A_Q(f)$', use_line_collection=True)\n", "ml, sl, bl = ax2.stem(f, 20 * log10(A), bottom = A_bottom, label = r'$A(f)$', use_line_collection=True)\n", @@ -145,8 +145,10 @@ "### Fragen und Experimente\n", "\n", "Überlegen / überprüfen Sie jeweils:\n", - "- Passt die Formel SQNR = (6.02 w + 1.76) dB ?\n", - "- Wie kann man den angezeigten mittleren Rauschpegel umrechnen in die Rauschleistung?\n" + "- Wie kann man den angezeigten mittleren Rauschpegel umrechnen in die Rauschleistung?\n", + "- Wie kann man aus dem dargestellten Plot den Signal-Rauschabstand berechnen?\n", + "- Passt die Formel SQNR = (6.02 w + 1.76) dB ? Warum nicht?\n", + "\n" ] }, { diff --git a/notebooks/08_NOI/NOI_Quantisierung.ipynb b/notebooks/08_NOI/NOI_Quantisierung.ipynb index dc7dfe14..d13273e5 100644 --- a/notebooks/08_NOI/NOI_Quantisierung.ipynb +++ b/notebooks/08_NOI/NOI_Quantisierung.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -58,12 +58,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -76,14 +76,14 @@ ], "source": [ "N_FFT = 2048 # Anzahl Datenpunkte für FFT \n", - "f_S = 2048 # Abtastfrequenz (eigentlich beliebig, ergibt Skalierungsfaktor)\n", + "f_S = 2048 # Abtastfrequenz (eigentlich beliebig, ergibt Skalierungsfaktor)\n", "f_S_Print = 50 # Abtastfrequenz für Plot\n", "unit = \"\"\n", "Ts = 1 / f_S # Abtastperiode\n", "t = arange(N_FFT) * Ts # Zeitvektor 0 ... (Nx-1) Ts\n", "\n", "# Definiere und instanziiere Quantizer:\n", - "q_adc = {'WI':0, 'WF':3, 'quant':'round', 'ovfl': 'sat'}\n", + "q_adc = {'WI':0, 'WF':10, 'quant':'round', 'ovfl': 'sat'}\n", "fx_adc = fx.Fixed(q_adc)\n", "#########################################################################\n", "# Vorbelegen der Vektoren mit Nullen zur Initialisierung und Beschleunigung\n", @@ -91,7 +91,7 @@ "xq = zeros(N_FFT) # \" (quantisiert durch ADC)\n", "#########################################################################\n", "# Definiere Testsignal für eine kohärente DFT ohne Leckeffekt \n", - "N_per = 17 # Anzahl der Perioden des Signals im DFT-Rechteckfenster (mögl. prim)\n", + "N_per = 16 # Anzahl der Perioden des Signals im DFT-Rechteckfenster (mögl. prim)\n", "a_sig = 0.9 # Signalamplitude\n", "fsig = f_S * N_per / N_FFT\n", "y = a_sig * sin(2*pi*t*fsig) #Testsignal mit Startphase\n", @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -200,19 +200,19 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "C:\\Users\\Chris\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:24: RuntimeWarning: divide by zero encountered in log10\n" + "C:\\Users\\Chris\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:19: RuntimeWarning: divide by zero encountered in log10\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/notebooks/PYNQ/FIR_accelerator.ipynb b/notebooks/PYNQ/FIR_accelerator.ipynb new file mode 100644 index 00000000..415499fe --- /dev/null +++ b/notebooks/PYNQ/FIR_accelerator.ipynb @@ -0,0 +1,309 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Acceleration of a FIR filter on the PYNQ-Z2\n", + "\n", + "Dieses Tutorial wurde schamlos kopiert von http://www.fpgadeveloper.com/2018/03/how-to-accelerate-a-python-function-with-pynq.html\n", + "\n", + "Es demonstriert, wie man eine Python Funktion auf dem Zynq PS beschleunigen kann, indem man sie auf die PL auslagert. Zunächst entwickeln wir ein Software FIR Filter mit der SciPy function `signal.lfilter` und messen dessen Performance. Then we load a custom overlay with a hardware FIR, and compare it's performance to the software implementation." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import time # Standard Library; für Zeitmessung\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import numpy as np\n", + "import scipy.signal as sig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot function for use in this notebook\n", + "\n", + "The first code block below defines a function that we will use for plotting data throughout this notebook. Note that the function has a `n_samples` argument so that we can limit the number of samples to plot. Plotting more than a few thousand samples can be very slow and consume a lot of RAM." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_to_notebook(time_sec,in_signal,n_samples,out_signal=None):\n", + " plt.figure()\n", + " plt.subplot(1, 1, 1)\n", + " plt.xlabel('Time (usec)')\n", + " plt.grid()\n", + " plt.plot(time_sec[:n_samples]*1e6,in_signal[:n_samples],'y-',label='Input signal')\n", + " if out_signal is not None:\n", + " plt.plot(time_sec[:n_samples]*1e6,out_signal[:n_samples],'g-',linewidth=2,label='FIR output')\n", + " plt.legend()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Erzeugen des Eingangssignals\n", + "\n", + "The next code block will generate a \"noisy\" signal that we will use as input to the FIR implementations. The main signal is a 200kHz sinusoid but we have added lower amplitude sinusoids at 46MHz and 12MHz to simulate noise.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Anzahl Samples: 200000\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "T = 0.002 # Gesamtzeit\n", + "fs = 100e6 # Abtastfrequenzh\n", + "n = int(T * fs) # Anzahl der Samples\n", + "t = np.linspace(0, T, n, endpoint=False) # Time vector in seconds\n", + "# Samples of the signal\n", + "samples = 10000*np.sin(0.2e6*2*np.pi*t) + 1500*np.cos(46e6*2*np.pi*t) + 2000*np.sin(12e6*2*np.pi*t)\n", + "samples = samples.astype(np.int32) # Wandle Samples um ins 32 Bit Integer Format:\n", + "print('Anzahl Samples: ', len(samples))\n", + "plot_to_notebook(t,samples,1000) # Plot signal to the notebook" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Software FIR Filter Implementierung mit Scipy's `lfilter`\n", + "\n", + "Now we use the lfilter function from SciPy to filter the signal using our filter coefficients. The coefficients implement a low pass filter with passband 0-5MHz, and they were generated using this website: http://t-filter.engineerjs.com/" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ausführungszeit: 9.99451 ms\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "coeffs = [-255,-260,-312,-288,-144,153,616,1233,1963,2739,3474,4081,4481,4620,4481,4081,3474,2739,1963,1233,616,153,-144,-288,-312,-260,-255]\n", + "\n", + "start_time = time.time()\n", + "sw_fir_output = sig.lfilter(coeffs,70e3,samples)\n", + "stop_time = time.time()\n", + "sw_exec_time = stop_time - start_time\n", + "print('Ausführungszeit: {0:g} ms'.format(sw_exec_time*1000))\n", + "\n", + "plot_to_notebook(t,samples,1000,out_signal=sw_fir_output)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Hardware FIR Implementierung\n", + "\n", + "In den folgenden Codeblöcken testen wir die Hardware FIR Implementierung und messen die Performance." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'pynq'", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mpynq\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mOverlay\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mpynq\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlib\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdma\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m# Load the overlay\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0moverlay\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mOverlay\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'/home/xilinx/pynq/overlays/fir_accel/fir_accel.bit'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", + "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pynq'" + ] + } + ], + "source": [ + "from pynq import Overlay\n", + "import pynq.lib.dma\n", + "\n", + "# Load the overlay\n", + "overlay = Overlay('/home/xilinx/pynq/overlays/fir_accel/fir_accel.bit')\n", + "\n", + "# Load the FIR DMA\n", + "dma = overlay.filter.fir_dma" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "from pynq import Xlnk\n", + "\n", + "# Allocate buffers for the input and output signals\n", + "xlnk = Xlnk()\n", + "in_buffer = xlnk.cma_array(shape=(n,), dtype=np.int32)\n", + "out_buffer = xlnk.cma_array(shape=(n,), dtype=np.int32)\n", + "\n", + "# Copy the samples to the in_buffer\n", + "np.copyto(in_buffer,samples)\n", + "\n", + "# Trigger the DMA transfer and wait for the result\n", + "start_time = time.time()\n", + "dma.sendchannel.transfer(in_buffer)\n", + "dma.recvchannel.transfer(out_buffer)\n", + "dma.sendchannel.wait()\n", + "dma.recvchannel.wait()\n", + "stop_time = time.time()\n", + "hw_exec_time = stop_time-start_time\n", + "print('Hardware FIR execution time: ',hw_exec_time)\n", + "print('Hardware acceleration factor: ',sw_exec_time / hw_exec_time)\n", + "\n", + "# Plot to the notebook\n", + "plot_to_notebook(t,samples,1000,out_signal=out_buffer)\n", + "\n", + "# Free the buffers\n", + "in_buffer.close()\n", + "out_buffer.close()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Driver for FIR accelerator\n", + "\n", + "To hide the details of the DMA from the programmer, and make the accelerator easier to use, we create a driver for it. Below is the driver that will be associated with the filter hierarchy that we created in Vivado, consisting of the FIR IP and the DMA.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from pynq import DefaultHierarchy\n", + "\n", + "class FirDriver(DefaultHierarchy):\n", + " def __init__(self, description):\n", + " super().__init__(description)\n", + "\n", + " def fir_filter(self, data):\n", + " with xlnk.cma_array(shape=(len(data),), dtype=np.int32) as in_buffer,\\\n", + " xlnk.cma_array(shape=(len(data),), dtype=np.int32) as out_buffer:\n", + " np.copyto(in_buffer,data)\n", + " self.fir_dma.sendchannel.transfer(in_buffer)\n", + " self.fir_dma.recvchannel.transfer(out_buffer)\n", + " self.fir_dma.sendchannel.wait()\n", + " self.fir_dma.recvchannel.wait()\n", + " result = out_buffer.copy()\n", + " return result\n", + "\n", + " @staticmethod\n", + " def checkhierarchy(description):\n", + " if 'fir' in description['ip'] \\\n", + " and 'fir_dma' in description['ip']:\n", + " return True\n", + " return False" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We need to reload the overlay in order for the driver to be attached to the accelerator." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from pynq import Overlay\n", + "import pynq.lib.dma\n", + "\n", + "overlay = Overlay('/home/xilinx/pynq/overlays/fir_accel/fir_accel.bit')\n", + "\n", + "# Run the hardware FIR and measure the runtime\n", + "start_time = time.time()\n", + "result = overlay.filter.fir_filter(samples)\n", + "stop_time = time.time()\n", + "print('Hardware FIR execution time (with driver): ',stop_time-start_time)\n", + "\n", + "# Plot to the notebook\n", + "plot_to_notebook(t,samples,1000,out_signal=out_buffer)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}