sweep_b_over_a working

.github/workflows/python_publish.yml

@@ -54,7 +54,13 @@ jobs:
       with:
         name: python-package-distributions
         path: dist/
+    - name: Set up Python
+      uses: actions/setup-python@v5
+      with:
+        python-version: "3.x"
     - name: Publish distribution 📦 to PyPI
       uses: pypa/gh-action-pypi-publish@release/v1
       with:
         password: ${{ secrets.PYPI_API_TOKEN }}
+        verbose: true
+        print-hash: true

charon_vna/io_.py

@@ -0,0 +1,12 @@
+from pathlib import Path
+
+import skrf as rf
+import xarray as xr
+from util import net2s
+
+
+# scikit-rf has no way to save files aside from touchstone and pickle
+def cal2zarr(cal: rf.calibration.Calibration, outpath: Path):
+    ideals = [net2s(net) for net in cal.ideals]
+    measured = [net2s(net) for net in cal.measured]
+    # s.to_zarr(outpath)

charon_vna/util.py

@@ -0,0 +1,79 @@
+import numpy as np
+import skrf as rf
+import xarray as xr
+
+HAM_BANDS = [
+    [135.7e3, 137.8e3],
+    [472e3, 479e3],
+    [1.8e6, 2e6],
+    [3.5e6, 4e6],
+    [5332e3, 5405e3],
+    [7e6, 7.3e6],
+    [10.1e6, 10.15e6],
+    [14e6, 14.35e6],
+    [18.068e6, 18.168e6],
+    [21e6, 21.45e6],
+    [24.89e6, 24.99e6],
+    [28e6, 29.7e6],
+    [50e6, 54e6],
+    [144e6, 148e6],
+    [219e6, 220e6],
+    [222e6, 225e6],
+    [420e6, 450e6],
+    [902e6, 928e6],
+    [1240e6, 1300e6],
+    [2300e6, 2310e6],
+    [2390e6, 2450e6],
+    [3400e6, 3450e6],
+    [5650e6, 5925e6],
+    [10e9, 10.5e9],
+    [24e9, 24.25e9],
+    [47e9, 47.2e9],
+    [76e9, 81e9],
+    [122.25e9, 123e9],
+    [134e9, 141e9],
+    [241e9, 250e9],
+    [275e9, np.inf],
+]
+
+
+def db10(p):
+    return 10 * np.log10(np.abs(p))
+
+
+def db20(p):
+    return 20 * np.log10(np.abs(p))
+
+
+def minmax(x):
+    return (np.min(x), np.max(x))
+
+
+def s2net(s: xr.DataArray) -> rf.Network:
+    net = rf.Network(frequency=s.frequency, f_unit="Hz", s=s)
+    return net
+
+
+def net2s(net: rf.Network) -> xr.DataArray:
+    port_tuples = net.port_tuples
+
+    m = list(set(t[0] for t in port_tuples))
+    m.sort()
+    m = np.array(m)
+    m += 1  # skrf uses 0-indexed ports
+
+    n = list(set(t[0] for t in port_tuples))
+    n.sort()
+    n = np.array(n)
+    n += 1  # skrf uses 0-indexed ports
+
+    s = xr.DataArray(
+        net.s,
+        dims=["frequency", "m", "n"],
+        coords=dict(
+            frequency=net.f,
+            m=m,
+            n=n,
+        ),
+    )
+    return s

charon_vna/vna.py

@@ -1,100 +1,223 @@
 # %% imports
-import time
+import copy
-from typing import Optional
+from pathlib import Path
+from typing import Any, Dict, Tuple
 
 import adi
-import matplotlib as mpl
+import iio
 import numpy as np
+import skrf as rf
 import xarray as xr
 from matplotlib import pyplot as plt
-from matplotlib.gridspec import GridSpec
-from matplotlib.patches import Circle
 from matplotlib.ticker import EngFormatter
 from numpy import typing as npt
 from scipy import signal
+from util import HAM_BANDS, db20, net2s, s2net
 
-
+dir_ = Path(__file__).parent
-# %% helper functions
-def get_config(sdr: adi.ad9361):
-    config = dict()
-    config["rx_lo"] = sdr.rx_lo
-    config["rx_rf_bandwidth"] = sdr.rx_rf_bandwidth
-    config["rx_enabled_channels"] = sdr.rx_enabled_channels
-    for chan in config["rx_enabled_channels"]:
-        config[f"rx_hardwaregain_chan{chan}"] = getattr(sdr, f"rx_hardwaregain_chan{chan}")
-        config[f"gain_control_mode_chan{chan}"] = getattr(sdr, f"gain_control_mode_chan{chan}")
-
-    config["tx_lo"] = sdr.tx_lo
-    config["tx_rf_bandwidth"] = sdr.tx_rf_bandwidth
-    config["tx_cyclic_buffer"] = sdr.tx_cyclic_buffer
-    config["tx_enabled_channels"] = sdr.tx_enabled_channels
-    for chan in config["tx_enabled_channels"]:
-        config[f"tx_hardwaregain_chan{chan}"] = getattr(sdr, f"tx_hardwaregain_chan{chan}")
-
-    config["filter"] = sdr.filter
-    config["sample_rate"] = sdr.sample_rate
-    config["loopback"] = sdr.loopback
-
-    return config
-
-
-def db10(p):
-    return 10 * np.log10(np.abs(p))
-
-
-def db20(p):
-    return 20 * np.log10(np.abs(p))
-
-
-def minmax(x):
-    return (np.min(x), np.max(x))
-
-
-def generate_tone(f: float, N: int = 1024, fs: Optional[float] = None):
-    if fs is None:
-        fs = sdr.sample_rate
-    fs = int(fs)
-    fc = int(f / (fs / N)) * (fs / N)
-    ts = 1 / float(fs)
-    t = np.arange(0, N * ts, ts)
-    i = np.cos(2 * np.pi * t * fc) * 2**14
-    q = np.sin(2 * np.pi * t * fc) * 2**14
-    iq = i + 1j * q
-
-    return iq
 
 
 # %% connection
-sdr = adi.ad9361(uri="ip:192.168.3.1")
+class Charon:
+    FREQUENCY_OFFSET = 1e6
+
+    def __init__(
+        self,
+        uri: str,
+        frequency: npt.ArrayLike = np.linspace(1e9, 2e9, 3),
+        ports: Tuple[int] = (1,),
+    ):
+        self.ports = ports
+        self.frequency = frequency
+
+        # everything RF
+        self.sdr = adi.ad9361(uri=uri)
+        for attr, expected in [
+            ("adi,2rx-2tx-mode-enable", True),
+            # ("adi,gpo-manual-mode-enable", True),
+        ]:
+            # available configuration options:
+            # https://wiki.analog.com/resources/tools-software/linux-drivers/iio-transceiver/ad9361-customization
+            if bool(self.sdr._get_iio_debug_attr(attr)) != expected:
+                raise ValueError(
+                    f"'{attr}' is not set in pluto. "
+                    "See README.md for instructions for one time configuration instructions"
+                )
+                # TODO: it might be possible to change this on the fly.
+                # I think we'll actually just fail in __init__ of ad9361 if 2rx-2tx is wrong
+
+        self.sdr.rx_lo = int(self.frequency[0])
+        self.sdr.tx_lo = int(self.frequency[0])
+        self.sdr.sample_rate = 30e6
+        self.sdr.rx_rf_bandwidth = int(4e6)
+        self.sdr.tx_rf_bandwidth = int(4e6)
+        self.sdr.rx_destroy_buffer()
+        self.sdr.tx_destroy_buffer()
+        self.sdr.rx_enabled_channels = [0, 1]
+        self.sdr.tx_enabled_channels = [0]
+        self.sdr.loopback = 0
+        self.sdr.gain_control_mode_chan0 = "manual"
+        self.sdr.gain_control_mode_chan1 = "manual"
+        self.sdr.rx_hardwaregain_chan0 = 40
+        self.sdr.rx_hardwaregain_chan1 = 40
+        self.sdr.tx_hardwaregain_chan0 = -10
+
+        # switch control
+        ctx = iio.Context(uri)
+        self.ctrl = ctx.find_device("ad9361-phy")
+        # raw ad9361 register accesss:
+        # https://ez.analog.com/linux-software-drivers/f/q-a/120853/control-fmcomms3-s-gpo-with-python
+        # https://www.analog.com/media/cn/technical-documentation/user-guides/ad9364_register_map_reference_manual_ug-672.pdf
+        self.ctrl.reg_write(0x26, 0x90)  # bit 7: AuxDAC Manual, bit 4: GPO Manual
+        self._set_gpo(self.ports[0] - 1)
+        # TODO: init AuxDAC
+
+    def get_config(self) -> Dict[str, Any]:
+        config = dict()
+        config["rx_lo"] = self.sdr.rx_lo
+        config["rx_rf_bandwidth"] = self.sdr.rx_rf_bandwidth
+        config["rx_enabled_channels"] = self.sdr.rx_enabled_channels
+        for chan in config["rx_enabled_channels"]:
+            config[f"rx_hardwaregain_chan{chan}"] = getattr(self.sdr, f"rx_hardwaregain_chan{chan}")
+            config[f"gain_control_mode_chan{chan}"] = getattr(self.sdr, f"gain_control_mode_chan{chan}")
+
+        config["tx_lo"] = self.sdr.tx_lo
+        config["tx_rf_bandwidth"] = self.sdr.tx_rf_bandwidth
+        config["tx_cyclic_buffer"] = self.sdr.tx_cyclic_buffer
+        config["tx_enabled_channels"] = self.sdr.tx_enabled_channels
+        for chan in config["tx_enabled_channels"]:
+            config[f"tx_hardwaregain_chan{chan}"] = getattr(self.sdr, f"tx_hardwaregain_chan{chan}")
+
+        config["filter"] = self.sdr.filter
+        config["sample_rate"] = self.sdr.sample_rate
+        config["loopback"] = self.sdr.loopback
+
+        return config
+
+    def _get_gpo(self) -> int:
+        return (self.ctrl.reg_read(0x27) >> 4) & 0x0F
+
+    def _set_gpo(self, value: int) -> None:
+        self.ctrl.reg_write(0x27, (value & 0x0F) << 4)  # bits 7-4: GPO3-0
+
+    def set_output_power(self, power: float):
+        # FIXME: this is a hack because I don't want to go through re-calibration
+        if power == 5:
+            tx_gain = -1
+        elif power == 0:
+            tx_gain = -7
+        elif power == -5:
+            tx_gain = -12
+        elif power == -10:
+            tx_gain = -17
+        elif power == -15:
+            tx_gain = -22
+        else:
+            raise NotImplementedError()
+            # # TODO: correct over frequency
+            # tx_gain_idx = np.abs(pout.sel(tx_channel=0) - power).argmin(dim="tx_gain")
+            # tx_gain = pout.coords["tx_gain"][tx_gain_idx]
+        self.sdr.tx_hardwaregain_chan0 = float(tx_gain)
+
+    def generate_tone(self, f: float, fs: float, N: int = 1024, scale: int = 2**14):
+        fs = int(fs)
+        fc = int(f / (fs / N)) * (fs / N)
+        ts = 1 / float(fs)
+        t = np.arange(0, N * ts, ts)
+        i = np.cos(2 * np.pi * t * fc) * scale
+        q = np.sin(2 * np.pi * t * fc) * scale
+        iq = i + 1j * q
+
+        return iq
+
+    def set_output(self, frequency: float, power: float):
+        # TODO: switch to DDS in Pluto
+
+        self.sdr.tx_destroy_buffer()
+        self.set_output_power(power)
+        self.sdr.tx_lo = int(frequency - self.FREQUENCY_OFFSET)
+        self.sdr.tx_cyclic_buffer = True
+        # self.sdr.tx(self.generate_tone(f=self.FREQUENCY_OFFSET, fs=self.sdr.sample_rate))
+        self.sdr.dds_single_tone(self.FREQUENCY_OFFSET, scale=0.9, channel=0)
+
+    def _rx(self, count: int = 1, fc: float | None = None) -> npt.ArrayLike:
+        if count < 1:
+            raise ValueError
+
+        self.sdr.rx_destroy_buffer()
+        if fc is not None:
+            self.sdr.rx_lo = int(fc)
+        self.sdr.rx_enabled_channels = [0, 1]
+        self.sdr.gain_control_mode_chan0 = "manual"
+        self.sdr.gain_control_mode_chan1 = "manual"
+        self.sdr.rx_hardwaregain_chan0 = 30
+        self.sdr.rx_hardwaregain_chan1 = 30
+        return np.concatenate([np.array(self.sdr.rx()) for _ in range(count)], axis=-1)
+
+    def get_b_over_a(self, frequency: float):
+        self.set_output(frequency=frequency, power=-5)
+
+        data = self._rx(1, fc=frequency - self.FREQUENCY_OFFSET)
+        ddc_tone = self.generate_tone(f=-self.FREQUENCY_OFFSET, fs=self.sdr.sample_rate, scale=1)
+        ddc_data = data * ddc_tone
+
+        ddc_rel = ddc_data[1] / ddc_data[0]
+
+        # plt.figure()
+        # plt.plot(
+        #     np.fft.fftshift(np.fft.fftfreq(ddc_data.shape[-1], 1 / self.sdr.sample_rate)),
+        #     np.abs(np.fft.fftshift(np.fft.fft(ddc_data, axis=-1))).T,
+        # )
+        # plt.show()
+
+        # TODO: calculate sos only once
+        n, wn = signal.buttord(
+            wp=0.3 * sdr.FREQUENCY_OFFSET,
+            ws=0.8 * sdr.FREQUENCY_OFFSET,
+            gpass=1,
+            gstop=40,
+            analog=False,
+            fs=self.sdr.sample_rate,
+        )
+        sos = signal.butter(n, wn, "lowpass", analog=False, output="sos", fs=self.sdr.sample_rate)
+        # TODO: figure out why filt sucks. Introduces SO much phase noise (out to several MHz)
+        filt_data = signal.sosfiltfilt(sos, ddc_data, axis=-1)
+
+        filt_rel = filt_data[1] / filt_data[0]
+
+        return np.mean(data[1] / data[0])
+
+    def sweep_b_over_a(self):
+        s = xr.DataArray(
+            np.zeros(
+                len(self.frequency),
+                dtype=np.complex128,
+            ),
+            dims=["frequency"],
+            coords=dict(
+                frequency=self.frequency,
+            ),
+        )
+        for frequency in self.frequency:
+            s.loc[dict(frequency=frequency)] = self.get_b_over_a(frequency=frequency)
+        return s
+
+
+# %%
+sdr = Charon("ip:192.168.3.1", frequency=np.linspace(1e9, 1.1e9, 11))
 
 # %% initialization
-sdr.rx_lo = int(2.0e9)
+config = sdr.get_config()
-sdr.tx_lo = int(2.0e9)
+print(sdr.ctrl.debug_attrs["adi,rx-rf-port-input-select"].value)
-sdr.sample_rate = 30e6
+print(sdr.ctrl.debug_attrs["adi,tx-rf-port-input-select"].value)
-sdr.rx_rf_bandwidth = int(4e6)
-sdr.tx_rf_bandwidth = int(4e6)
-sdr.rx_destroy_buffer()
-sdr.tx_destroy_buffer()
-sdr.rx_enabled_channels = [0, 1]
-sdr.tx_enabled_channels = [0]
-sdr.loopback = 0
-sdr.gain_control_mode_chan0 = "manual"
-sdr.gain_control_mode_chan1 = "manual"
-sdr.rx_hardwaregain_chan0 = 10
-sdr.rx_hardwaregain_chan1 = 10
-sdr.tx_hardwaregain_chan0 = -10
-
-config = get_config(sdr)
 config
 
-# %%
+# %% generate tone
-sdr.tx_destroy_buffer()  # must destroy buffer before changing cyclicity
+fc = 1e9
-sdr.tx_cyclic_buffer = True
+sdr.set_output(frequency=fc + sdr.FREQUENCY_OFFSET, power=-5)
-sdr.tx(generate_tone(1e6))
 
-# %%
+# %% capture data
-sdr.rx_destroy_buffer()
+data = sdr._rx(1, fc=fc)
-data = sdr.rx()
 
 # %% Plot in time
 fig, axs = plt.subplots(2, 1, sharex=True, tight_layout=True)
@@ -102,44 +225,44 @@ axs[0].plot(np.real(data).T)
 axs[1].plot(np.imag(data).T)
 axs[0].set_ylabel("Real")
 axs[1].set_ylabel("Imag")
-axs[-1].set_xlabel("Time")
+axs[0].grid(True)
+axs[1].grid(True)
+axs[-1].set_xlabel("Sample")
+axs[-1].set_xlim(0, data.shape[-1])
+fig.show()
+
+# %%
+fig, ax = plt.subplots(1, 1, tight_layout=True)
+ax.plot(np.real(data).T, np.imag(data).T)
+ax.grid(True)
+ax.set_aspect("equal")
+ax.set_xlabel("Real")
+ax.set_ylabel("Imag")
+ax.set_xlim(np.array([-1, 1]) * (2 ** (12 - 1) - 1))
+ax.set_ylim(ax.get_xlim())
 fig.show()
 
 # %% Plot in frequency
-f, Pxx_den = signal.periodogram(data, sdr.sample_rate, axis=-1, return_onesided=False)
+f = np.fft.fftfreq(data.shape[-1], 1 / sdr.sdr.sample_rate)
+RX_BITS = 12  # for each of i, q (including sign bit)
+fft_data = np.fft.fft(data, axis=-1, norm="forward") / (2 ** (RX_BITS - 1))
 plt.figure()
-for cc, chan in enumerate(sdr.rx_enabled_channels):
+for cc, chan in enumerate(sdr.sdr.rx_enabled_channels):
-    plt.semilogy(f, Pxx_den[cc], label=f"Channel {chan}")
+    plt.plot(
+        np.fft.fftshift(f),
+        db20(np.fft.fftshift(fft_data[cc])),
+        label=f"Channel {chan}",
+    )
 plt.legend()
-plt.ylim([1e-7, 1e2])
+plt.ylim(-100, 0)
-plt.xlabel("frequency [Hz]")
+plt.xlabel("Frequency [Hz]")
-plt.ylabel("PSD [V**2/Hz]")
+plt.ylabel("Power [dBfs]")
+plt.title(f"Fc = {sdr.sdr.rx_lo / 1e9} GHz")
+plt.gca().xaxis.set_major_formatter(EngFormatter())
 plt.grid(True)
 plt.show()
 
 
-# %% TX helper functions
-def set_output_power(power: float):
-    if power == -5:
-        # FIXME: this is a hack because I don't want to go through re-calibration
-        tx_gain = -8
-    else:
-        raise NotImplementedError()
-        # # TODO: correct over frequency
-        # tx_gain_idx = np.abs(pout.sel(tx_channel=0) - power).argmin(dim="tx_gain")
-        # tx_gain = pout.coords["tx_gain"][tx_gain_idx]
-    sdr.tx_hardwaregain_chan0 = float(tx_gain)
-
-
-def set_output(frequency: float, power: float, offset_frequency: float = 1e6):
-    sdr.tx_destroy_buffer()
-    set_output_power(power)
-    sdr.tx_lo = int(frequency - offset_frequency)
-    offset_frequency = frequency - sdr.tx_lo
-    sdr.tx_cyclic_buffer = True
-    sdr.tx(generate_tone(offset_frequency))
-
-
 # %%
 def vna_capture(frequency: npt.ArrayLike):
     s = xr.DataArray(
@@ -185,12 +308,11 @@ axs[1].set_xlabel("Frequency")
 axs[0].set_ylabel("|S11| [dB]")
 axs[1].set_ylabel("∠S11 [deg]")
 
-reference_sparams = "/home/brendan/Documents/projects/bh_instruments/rbp135.npz"
+reference_sparams = None
+reference_sparams = dir_ / "RBP-135+_Plus25degC.s2p"
 if reference_sparams is not None:
-    rbp135 = np.load(reference_sparams)
+    ref = rf.Network(reference_sparams)
-    rbp135 = xr.DataArray(
+    rbp135 = net2s(ref)
-        rbp135["s"], dims=["frequency", "m", "n"], coords=dict(frequency=rbp135["frequency"], m=[1, 2], n=[1, 2])
-    )
 
     axs[0].plot(rbp135.frequency, db20(rbp135.sel(m=1, n=1)), label="Datasheet")
     axs[1].plot(rbp135.frequency, np.rad2deg(np.angle(rbp135.sel(m=2, n=1))), label="Datasheet")
@@ -198,3 +320,66 @@ if reference_sparams is not None:
     axs[1].legend()
 
 plt.show()
+
+
+# %% SOL calibration
+cal_frequency = np.linspace(70e6, 600e6, 101)
+ideal_cal_frequency = rf.Frequency(np.min(cal_frequency), np.max(cal_frequency), len(cal_frequency))
+input("Connect SHORT and press ENTER...")
+short = vna_capture(frequency=cal_frequency)
+input("Connect OPEN and press ENTER...")
+open = vna_capture(frequency=cal_frequency)
+input("Connect LOAD and press ENTER...")
+load = vna_capture(frequency=cal_frequency)
+
+short_net = s2net(short)
+open_net = s2net(open)
+load_net = s2net(load)
+
+cal_ideal = rf.media.DefinedGammaZ0(frequency=ideal_cal_frequency)
+calibration = rf.calibration.OnePort(
+    [short_net, open_net, load_net],
+    [cal_ideal.short(), cal_ideal.open(), cal_ideal.load(0)],
+)
+
+
+# %%
+s = vna_capture(frequency=cal_frequency)
+
+# %%
+s_calibrated = calibration.apply_cal(s2net(s))
+
+plt.figure()
+s_calibrated.plot_s_smith()
+# ref.plot_s_smith(m=1, n=1)
+plt.show()
+
+plt.figure()
+for start, stop in HAM_BANDS:
+    plt.axvspan(start, stop, alpha=0.1, color="k")
+s_calibrated.plot_s_db()
+# ref.plot_s_db(m=1, n=1)
+plt.gca().xaxis.set_major_formatter(EngFormatter())
+plt.grid(True)
+plt.xlim(s_calibrated.f[0], s_calibrated.f[-1])
+plt.show()
+
+plt.figure()
+for start, stop in HAM_BANDS:
+    plt.axvspan(start, stop, alpha=0.1, color="k")
+# s_calibrated.plot_s_vswr()
+# drop invalid points
+vswr = copy.deepcopy(s_calibrated.s_vswr[:, 0, 0])
+vswr[vswr < 1] = np.nan
+plt.plot(s_calibrated.f, vswr)
+plt.axhline(1, color="k", linestyle="--")
+plt.ylabel("VSWR")
+plt.xlabel("Frequency [Hz]")
+# ref.plot_s_vswr(m=1, n=1)
+plt.gca().xaxis.set_major_formatter(EngFormatter())
+plt.grid(True)
+plt.ylim(0, 10)
+plt.xlim(s_calibrated.f[0], s_calibrated.f[-1])
+plt.show()
+
+# %%

pyproject.toml

@@ -50,3 +50,6 @@ exclude = '''
   | dist
 )/
 '''
+
+[tool.isort]
+profile = "black"