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authorrihab kouki <rihab.kouki@st.com>2020-07-28 11:24:49 +0100
committerrihab kouki <rihab.kouki@st.com>2020-07-28 11:24:49 +0100
commit96d6da4e252b06dcfdc041e7df23e86161c33007 (patch)
treea262f59bb1db7ec7819acae435f5049cbe5e2354 /DSP/PythonWrapper/example.py
parent9f95ff5b6ba01db09552b84a0ab79607060a2666 (diff)
downloadst-cmsis-core-lowfat-master.tar.gz
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Official ARM version: v5.6.0HEADmaster
Diffstat (limited to 'DSP/PythonWrapper/example.py')
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diff --git a/DSP/PythonWrapper/example.py b/DSP/PythonWrapper/example.py
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+import cmsisdsp as dsp
+import numpy as np
+from scipy import signal
+from pylab import figure, clf, plot, xlabel, ylabel, xlim, ylim, title, grid, axes, show,semilogx, semilogy
+# Data file from https://www.physionet.org/pn3/ecgiddb/Person_87/rec_2.dat
+
+def q31sat(x):
+ if x > 0x7FFFFFFF:
+ return(np.int32(0x7FFFFFFF))
+ elif x < -0x80000000:
+ return(np.int32(0x80000000))
+ else:
+ return(np.int32(x))
+
+q31satV=np.vectorize(q31sat)
+
+def toQ31(x):
+ return(q31satV(np.round(x * (1<<31))))
+
+def Q31toF32(x):
+ return(1.0*x / 2**31)
+
+filename = 'rec_2.dat'
+
+f = open(filename,"r")
+sig = np.fromfile(f, dtype=np.int16)
+f.closed
+
+sig = 1.0*sig / (1 << 12)
+
+
+p0 = np.exp(1j*0.05) * 0.98
+p1 = np.exp(1j*0.25) * 0.9
+p2 = np.exp(1j*0.45) * 0.97
+
+z0 = np.exp(1j*0.02)
+z1 = np.exp(1j*0.65)
+z2 = np.exp(1j*1.0)
+
+g = 0.02
+
+nb = 300
+
+sos = signal.zpk2sos(
+ [z0,np.conj(z0),z1,np.conj(z1),z2,np.conj(z2)]
+ ,[p0, np.conj(p0),p1, np.conj(p1),p2, np.conj(p2)]
+ ,g)
+
+res=signal.sosfilt(sos,sig)
+figure()
+plot(sig[1:nb])
+figure()
+plot(res[1:nb])
+
+
+
+
+biquadQ31 = dsp.arm_biquad_casd_df1_inst_q31()
+numStages=3
+state=np.zeros(numStages*4)
+# For use in CMSIS, denominator coefs must be negated
+# and first a0 coef wihich is always 1 must be removed
+coefs=np.reshape(np.hstack((sos[:,:3],-sos[:,4:])),15)
+coefs = coefs / 4.0
+coefsQ31 = toQ31(coefs)
+postshift = 2
+dsp.arm_biquad_cascade_df1_init_q31(biquadQ31,numStages,coefsQ31,state,postshift)
+sigQ31=toQ31(sig)
+nbSamples=sigQ31.shape[0]
+# Here we demonstrate how we can process a long sequence of samples per block
+# and thus check that the state of the biquad is well updated and preserved
+# between the calls.
+half = int(round(nbSamples / 2))
+res2a=dsp.arm_biquad_cascade_df1_q31(biquadQ31,sigQ31[1:half])
+res2b=dsp.arm_biquad_cascade_df1_q31(biquadQ31,sigQ31[half+1:nbSamples])
+res2=Q31toF32(np.hstack((res2a,res2b)))
+figure()
+plot(res2[1:nb])
+show()# \ No newline at end of file