From 87ae7dfcb35d9a55950eecc2116d13d73b2b9ece Mon Sep 17 00:00:00 2001 From: jaseg Date: Fri, 17 Apr 2020 17:59:08 +0200 Subject: fw simulator: WIP --- controller/fw/Makefile | 13 +- controller/fw/src/dsss_demod.c | 28 +-- controller/fw/src/dsss_demod.h | 17 +- controller/fw/src/simulation.h | 2 +- controller/fw/tools/cwt_wavelet_header_gen.py | 2 +- controller/fw/tools/dsss_demod_test.c | 2 +- controller/fw/tools/dsss_demod_test_runner.py | 200 +++++++++++++++++++-- .../fw/tools/dsss_demod_test_waveform_gen.py | 71 ++++++++ controller/fw/tools/fmeas_export_ocxo_2day.bin | Bin 0 -> 4908532 bytes controller/fw/tools/grid_freq_psd_spl_108pt.json | 1 + 10 files changed, 290 insertions(+), 46 deletions(-) create mode 100644 controller/fw/tools/dsss_demod_test_waveform_gen.py create mode 100644 controller/fw/tools/fmeas_export_ocxo_2day.bin create mode 100644 controller/fw/tools/grid_freq_psd_spl_108pt.json (limited to 'controller') diff --git a/controller/fw/Makefile b/controller/fw/Makefile index e96d35f..80a6db2 100644 --- a/controller/fw/Makefile +++ b/controller/fw/Makefile @@ -3,6 +3,8 @@ # Dependency directories ######################################################################################################################## +$(info $(shell env)) + CUBE_DIR ?= STM32CubeF4 CMSIS_DIR ?= cmsis MSPDEBUG_DIR ?= mspdebug @@ -25,13 +27,12 @@ FMEAS_SAMPLING_RATE ?= $(shell echo $(FMEAS_ADC_SAMPLING_RATE) / \($(FMEAS_FFT_ DSSS_GOLD_CODE_NBITS ?= 5 DSSS_DECIMATION ?= 10 # TODO maybe auto adjust this based on detection rate? -DSSS_THESHOLD_FACTOR ?= 5.0f +DSSS_THRESHOLD_FACTOR ?= 5.0f DSSS_WAVELET_WIDTH ?= 7.3 DSSS_WAVELET_LUT_SIZE ?= 69 DSSS_FILTER_FC ?= 3e-3 DSSS_FILTER_ORDER ?= 12 -PAYLOAD_DATA_BIT ?= 64 TRANSMISSION_SYMBOLS ?= 32 PRESIG_STORE_SIZE ?= 3 @@ -149,17 +150,16 @@ COMMON_CFLAGS += -DFMEAS_ADC_MAX=$(FMEAS_ADC_MAX) COMMON_CFLAGS += -DFMEAS_ADC_SAMPLING_RATE=$(FMEAS_ADC_SAMPLING_RATE) COMMON_CFLAGS += -DFMEAS_FFT_WINDOW_SIGMA=$(FMEAS_FFT_WINDOW_SIGMA) COMMON_CFLAGS += -DDSSS_DECIMATION=$(DSSS_DECIMATION) -COMMON_CFLAGS += -DDSSS_THESHOLD_FACTOR=$(DSSS_THESHOLD_FACTOR) +COMMON_CFLAGS += -DDSSS_THRESHOLD_FACTOR=$(DSSS_THRESHOLD_FACTOR) COMMON_CFLAGS += -DDSSS_WAVELET_WIDTH=$(DSSS_WAVELET_WIDTH) COMMON_CFLAGS += -DDSSS_WAVELET_LUT_SIZE=$(DSSS_WAVELET_LUT_SIZE) -COMMON_CFLAGS += -DPAYLOAD_DATA_BIT=$(PAYLOAD_DATA_BIT) COMMON_CFLAGS += -DTRANSMISSION_SYMBOLS=$(TRANSMISSION_SYMBOLS) COMMON_CFLAGS += -DPRESIG_STORE_SIZE=$(PRESIG_STORE_SIZE) # for musl CFLAGS += -Dhidden= -SIM_CFLAGS += -lm -DSIMULATION -fsanitize=address +SIM_CFLAGS += -lm -DSIMULATION SIM_CFLAGS += -Wall -Wextra -Wpedantic -Wshadow -Wimplicit-function-declaration -Wundef -Wno-unused-parameter INT_CFLAGS += -Wall -Wextra -Wpedantic -Wshadow -Wimplicit-function-declaration -Wundef -Wno-unused-parameter @@ -203,7 +203,8 @@ binsize: $(BUILDDIR)/$(BINARY) $(BUILDDIR)/$(BINARY:.elf=-symbol-sizes.pdf) @echo "▐▬▬▬▌ SyMbOL sIzE HiGhScORe LiSt ▐▬▬▬▌" $(NM) --print-size --size-sort --radix=d $< | tail -n 20 -src/dsss_demod.c: $(BUILDDIR)/generated/dsss_gold_code.h $(BUILDDIR)/generated/dsss_butter_filter.h +# $(BUILDDIR)/generated/dsss_butter_filter.h +src/dsss_demod.c: $(BUILDDIR)/generated/dsss_gold_code.h $(BUILDDIR)/generated/dsss_gold_code.h: $(BUILDDIR)/generated/gold_code_$(DSSS_GOLD_CODE_NBITS).h ln -srf $< $@ diff --git a/controller/fw/src/dsss_demod.c b/controller/fw/src/dsss_demod.c index f9efda6..58dae9a 100644 --- a/controller/fw/src/dsss_demod.c +++ b/controller/fw/src/dsss_demod.c @@ -13,23 +13,23 @@ #include "simulation.h" #include "generated/dsss_gold_code.h" -#include "generated/dsss_butter_filter.h" +// #include "generated/dsss_butter_filter.h" /* Generated CWT wavelet LUT */ extern const float * const dsss_cwt_wavelet_table; -struct iir_biquad cwt_filter_bq[DSSS_FILTER_CLEN] = {DSSS_FILTER_COEFF}; +//struct iir_biquad cwt_filter_bq[DSSS_FILTER_CLEN] = {DSSS_FILTER_COEFF}; void debug_print_vector(const char *name, size_t len, const float *data, size_t stride, bool index, bool debug); static float gold_correlate_step(const size_t ncode, const float a[DSSS_CORRELATION_LENGTH], size_t offx, bool debug); static float cwt_convolve_step(const float v[DSSS_WAVELET_LUT_SIZE], size_t offx); -static float run_iir(const float x, const int order, const struct iir_biquad q[order], struct iir_biquad_state st[order]); -static float run_biquad(float x, const struct iir_biquad *const q, struct iir_biquad_state *const restrict st); +//static float run_iir(const float x, const int order, const struct iir_biquad q[order], struct iir_biquad_state st[order]); +//static float run_biquad(float x, const struct iir_biquad *const q, struct iir_biquad_state *const restrict st); static void matcher_init(struct matcher_state states[static DSSS_MATCHER_CACHE_SIZE]); static void matcher_tick(struct matcher_state states[static DSSS_MATCHER_CACHE_SIZE], uint64_t ts, int peak_ch, float peak_ampl); static void group_received(struct dsss_demod_state *st); -static uint8_t decode_peak(int peak_ch, float peak_ampl); +static symbol_t decode_peak(int peak_ch, float peak_ampl); #ifdef SIMULATION void debug_print_vector(const char *name, size_t len, const float *data, size_t stride, bool index, bool debug) { @@ -61,7 +61,7 @@ void dsss_demod_init(struct dsss_demod_state *st) { void dsss_demod_step(struct dsss_demod_state *st, float new_value, uint64_t ts) { //const float hole_patching_threshold = 0.01 * DSSS_CORRELATION_LENGTH; bool log = false; - bool log_groups = true; + bool log_groups = false; st->signal[st->signal_wpos] = new_value; st->signal_wpos = (st->signal_wpos + 1) % ARRAY_LENGTH(st->signal); @@ -99,7 +99,7 @@ void dsss_demod_step(struct dsss_demod_state *st, float new_value, uint64_t ts) max_ts = ts; } - if (fabsf(val) > DSSS_THESHOLD_FACTOR) + if (fabsf(val) > DSSS_THRESHOLD_FACTOR) found = true; } if (log) DEBUG_PRINTN("%f %d ", max_val, found); @@ -134,12 +134,12 @@ void dsss_demod_step(struct dsss_demod_state *st, float new_value, uint64_t ts) /* Map a sequence match to a data symbol. This maps the sequence's index number to the 2nd to n+2nd bit of the result, * and maps the polarity of detection to the LSb. 5-bit example: * - * [0, S, S, S, S, S, S, P] ; S ^= symbol index (0 - 2^n+1), P ^= symbol polarity + * [0, S, S, S, S, S, S, P] ; S ^= symbol index (0 - 2^n+1 so we need just about n+1 bit), P ^= symbol polarity * * Symbol polarity is preserved from transmitter to receiver. The symbol index is n+1 bit instead of n bit since we have * 2^n+1 symbols to express, one too many for an n-bit index. */ -uint8_t decode_peak(int peak_ch, float peak_ampl) { +symbol_t decode_peak(int peak_ch, float peak_ampl) { return (peak_ch<<1) | (peak_ampl > 0); } @@ -157,7 +157,7 @@ void matcher_tick(struct matcher_state states[static DSSS_MATCHER_CACHE_SIZE], u const float score_depreciation = 0.1f; /* 0.0 -> no depreciation, 1.0 -> complete disregard */ const int current_phase = ts % DSSS_CORRELATION_LENGTH; const int max_skips = TRANSMISSION_SYMBOLS/4*3; - bool debug = true; + bool debug = false; bool header_printed = false; for (size_t i=0; igroup.max_ts % DSSS_CORRELATION_LENGTH; /* This is the score of a decoding starting at this group (with no context) */ float base_score = score_group(&st->group, 0); @@ -305,6 +305,7 @@ void group_received(struct dsss_demod_state *st) { } } +#if 0 float run_iir(const float x, const int order, const struct iir_biquad q[order], struct iir_biquad_state st[order]) { float intermediate = x; for (int i=0; i<(order+1)/2; i++) @@ -320,6 +321,7 @@ float run_biquad(float x, const struct iir_biquad *const q, struct iir_biquad_st st->reg[0] = intermediate; return out; } +#endif float cwt_convolve_step(const float v[DSSS_WAVELET_LUT_SIZE], size_t offx) { float sum = 0.0f; diff --git a/controller/fw/src/dsss_demod.h b/controller/fw/src/dsss_demod.h index 448abb4..b865d83 100644 --- a/controller/fw/src/dsss_demod.h +++ b/controller/fw/src/dsss_demod.h @@ -10,8 +10,12 @@ /* FIXME: move to makefile */ #define DSSS_MATCHER_CACHE_SIZE 8 -/* FIXME: move to more appropriate header */ -#define PAYLOAD_DATA_BYTE ((PAYLOAD_DATA_BIT+7)/8) + +#if DSSS_GOLD_CODE_NBITS < 8 +typedef uint8_t symbol_t; +#else +typedef uint16_t symbol_t; +#endif struct iir_biquad { float a[2]; @@ -43,12 +47,9 @@ struct matcher_state { int last_skips; int candidate_skips; -#if DSSS_GOLD_CODE_NBITS > 7 -#error DSSS_GOLD_CODE_NBITS is too large for matcher_state.data data type (uint8_t) -#endif - uint8_t data[TRANSMISSION_SYMBOLS]; + symbol_t data[TRANSMISSION_SYMBOLS]; int data_pos; - uint8_t candidate_data; + symbol_t candidate_data; }; struct dsss_demod_state { @@ -66,7 +67,7 @@ struct dsss_demod_state { }; -extern void handle_dsss_received(uint8_t data[static TRANSMISSION_SYMBOLS]); +extern void handle_dsss_received(symbol_t data[static TRANSMISSION_SYMBOLS]); void dsss_demod_init(struct dsss_demod_state *st); void dsss_demod_step(struct dsss_demod_state *st, float new_value, uint64_t ts); diff --git a/controller/fw/src/simulation.h b/controller/fw/src/simulation.h index e813de7..2734e5b 100644 --- a/controller/fw/src/simulation.h +++ b/controller/fw/src/simulation.h @@ -3,7 +3,7 @@ #ifdef SIMULATION #include -#define DEBUG_PRINTN(...) fprintf(stderr, __VA_ARGS__) +#define DEBUG_PRINTN(...) printf(__VA_ARGS__) #define DEBUG_PRINTNF(fmt, ...) DEBUG_PRINTN("%s:%d: " fmt, __FILE__, __LINE__, ##__VA_ARGS__) #define DEBUG_PRINT(fmt, ...) DEBUG_PRINTNF(fmt "\n", ##__VA_ARGS__) #else diff --git a/controller/fw/tools/cwt_wavelet_header_gen.py b/controller/fw/tools/cwt_wavelet_header_gen.py index e9713a7..8be785b 100644 --- a/controller/fw/tools/cwt_wavelet_header_gen.py +++ b/controller/fw/tools/cwt_wavelet_header_gen.py @@ -18,7 +18,7 @@ if __name__ == '__main__': print(f'const float {varname}[{args.n}] = {{') win = sig.ricker(args.n, args.w) - par = ' '.join(f'{f:>015.8g}f,' for f in win) + par = ' '.join(f'{f:>015.12e}f,' for f in win) print(textwrap.fill(par, initial_indent=' '*4, subsequent_indent=' '*4, width=120, diff --git a/controller/fw/tools/dsss_demod_test.c b/controller/fw/tools/dsss_demod_test.c index 7a4ca71..a1e269a 100644 --- a/controller/fw/tools/dsss_demod_test.c +++ b/controller/fw/tools/dsss_demod_test.c @@ -12,7 +12,7 @@ #include "dsss_demod.h" -void handle_dsss_received(uint8_t data[static TRANSMISSION_SYMBOLS]) { +void handle_dsss_received(symbol_t data[static TRANSMISSION_SYMBOLS]) { printf("data sequence received: [ "); for (size_t i=0; i>1)); diff --git a/controller/fw/tools/dsss_demod_test_runner.py b/controller/fw/tools/dsss_demod_test_runner.py index 4e93d7b..e31a686 100644 --- a/controller/fw/tools/dsss_demod_test_runner.py +++ b/controller/fw/tools/dsss_demod_test_runner.py @@ -4,36 +4,204 @@ import os from os import path import subprocess import json +from collections import namedtuple, defaultdict +from tqdm import tqdm +import uuid +import multiprocessing +import sqlite3 +import time +from urllib.parse import urlparse +import functools +import tempfile +import itertools import numpy as np np.set_printoptions(linewidth=240) +from dsss_demod_test_waveform_gen import load_noise_meas_params, load_noise_synth_params,\ + mains_noise_measured, mains_noise_synthetic, modulate as dsss_modulate + + +def build_test_binary(nbits, thf, decimation, symbols, cachedir): + build_id = str(uuid.uuid4()) + builddir = path.join(cachedir, build_id) + os.mkdir(builddir) + + cwd = path.join(path.dirname(__file__), '..') + + env = os.environ.copy() + env['BUILDDIR'] = path.abspath(builddir) + env['DSSS_GOLD_CODE_NBITS'] = str(nbits) + env['DSSS_DECIMATION'] = str(decimation) + env['DSSS_THRESHOLD_FACTOR'] = str(thf) + env['DSSS_WAVELET_WIDTH'] = str(0.73 * decimation) + env['DSSS_WAVELET_LUT_SIZE'] = str(10 * decimation) + env['TRANSMISSION_SYMBOLS'] = str(symbols) + + with open(path.join(builddir, 'make_stdout.txt'), 'w') as stdout,\ + open(path.join(builddir, 'make_stderr.txt'), 'w') as stderr: + subprocess.run(['make', 'clean', os.path.abspath(path.join(builddir, 'tools/dsss_demod_test'))], + env=env, cwd=cwd, check=True, stdout=stdout, stderr=stderr) + + return build_id + +@functools.lru_cache() +def load_noise_gen(url): + schema, refpath = url.split('://') + if not path.isabs(refpath): + refpath = path.abspath(path.join(path.dirname(__file__), refpath)) + + if schema == 'meas': + return mains_noise_measured, load_noise_meas_params(refpath) + elif schema == 'synth': + return mains_noise_synthetic, load_noise_synth_params(refpath) + else: + raise ValueError('Invalid schema', schema) + +def sequence_matcher(test_data, decoded, max_shift=3): + match_result = [] + for shift in range(-max_shift, max_shift): + failures = -shift if shift < 0 else 0 # we're skipping the first $shift symbols + a = test_data if shift > 0 else test_data[-shift:] + b = decoded if shift < 0 else decoded[shift:] + for i, (ref, found) in enumerate(itertools.zip_longest(a, b)): + if ref is None: # end of signal + break + if ref != found: + failures += 1 + match_result.append(failures) + failures = min(match_result) + return failures/len(test_data) + +ResultParams = namedtuple('ResultParams', ['nbits', 'thf', 'decimation', 'symbols', 'seed', 'amplitude', 'background']) + +def run_test(seed, amplitude_spec, background, nbits, decimation, symbols, thfs, lookup_binary, cachedir): + noise_gen, noise_params = load_noise_gen(background) + + test_data = np.random.RandomState(seed=seed).randint(0, 2 * (2**nbits), symbols) + + signal = np.repeat(dsss_modulate(test_data, nbits) * 2.0 - 1, decimation) + # We're re-using the seed here. This is not a problem. + noise = noise_gen(seed, len(signal), *noise_params) + + amplitudes = amplitude_spec[0] * 10 ** np.linspace(0, amplitude_spec[1], amplitude_spec[2]) + output = [] + for amp in amplitudes: + with tempfile.NamedTemporaryFile(dir=cachedir) as f: + waveform = signal*amp + noise + f.write(waveform.astype('float').tobytes()) + f.flush() + + for thf in thfs: + cmdline = [lookup_binary(nbits, thf, decimation, symbols), f.name] + proc = subprocess.Popen(cmdline, stdout=subprocess.PIPE, text=True) + stdout, _stderr = proc.communicate() + if proc.returncode != 0: + raise SystemError(f'Subprocess signalled error: {proc.returncode=}') + + lines = stdout.splitlines() + matched = [ l.partition('[')[2].partition(']')[0] + for l in lines if l.strip().startswith('data sequence received:') ] + matched = [ [ int(elem) for elem in l.split(',') ] for l in matched ] + + ser = min(sequence_matcher(test_data, match) for match in matched) if matched else None + rpars = ResultParams(nbits, thf, decimation, symbols, seed, amp, background) + output.append((rpars, ser)) + print(f'ran {rpars} {ser=} {" ".join(cmdline)}') + return output + +def parallel_generator(db, table, columns, builder, param_list, desc, context={}, params_mapper=lambda *args: args): + with multiprocessing.Pool(multiprocessing.cpu_count()) as pool: + with db as conn: + jobs = [] + for params in param_list: + found_res = conn.execute( + f'SELECT result FROM {table} WHERE ({",".join(columns)}) = ({",".join("?"*len(columns))})', + params_mapper(*params)).fetchone() + + if found_res: + yield params, json.loads(*found_res) + + else: + jobs.append((params, pool.apply_async(builder, params, context))) + + pool.close() + print('Using', len(param_list) - len(jobs), 'cached jobs', flush=True) + with tqdm(total=len(jobs), desc=desc) as tq: + for params, res in jobs: + tq.update(1) + result = res.get() + with db as conn: + conn.execute(f'INSERT INTO {table} VALUES ({"?,"*len(params)}?,?)', + (*params_mapper(*params), json.dumps(result), timestamp())) + yield params, result + pool.join() if __name__ == '__main__': import argparse parser = argparse.ArgumentParser() - parser.add_argument(metavar='test_data_directory', dest='dir', help='Directory with test data .bin files') - default_binary = path.abspath(path.join(path.dirname(__file__), '../build/tools/dsss_demod_test')) - parser.add_argument(metavar='test_binary', dest='binary', nargs='?', default=default_binary) - parser.add_argument('-d', '--dump', help='Write raw measurements to JSON file') + parser.add_argument('-d', '--dump', help='Write results to JSON file') + parser.add_argument('-c', '--cachedir', default='dsss_test_cache', help='Directory to store build output and data in') args = parser.parse_args() - bin_files = [ path.join(args.dir, d) for d in os.listdir(args.dir) if d.lower().endswith('.bin') ] + DecoderParams = namedtuple('DecoderParams', ['nbits', 'thf', 'decimation', 'symbols']) + dec_paramses = [ DecoderParams(nbits=nbits, thf=thf, decimation=decimation, symbols=20) + for nbits in [5, 6] + for thf in [4.5, 4.0, 5.0] + for decimation in [10, 5, 22] ] +# dec_paramses = [ DecoderParams(nbits=nbits, thf=thf, decimation=decimation, symbols=100) +# for nbits in [5, 6, 7, 8] +# for thf in [1.5, 2.0, 2.5, 3.0, 3.5, 4.0, 4.5, 5.0, 5.5, 6.0, 6.5, 7.0, 7.5, 8.0, 8.5, 9.0, 9.5, 10.0] +# for decimation in [1, 2, 3, 4, 5, 6, 9, 10, 11, 12, 16, 22, 30, 40, 50] ] + + build_cache_dir = path.join(args.cachedir, 'builds') + data_cache_dir = path.join(args.cachedir, 'data') + os.makedirs(build_cache_dir, exist_ok=True) + os.makedirs(data_cache_dir, exist_ok=True) + + build_db = sqlite3.connect(path.join(args.cachedir, 'build_db.sqlite3')) + build_db.execute('CREATE TABLE IF NOT EXISTS builds (nbits, thf, decimation, symbols, result, timestamp)') + timestamp = lambda: int(time.time()*1000) + + builds = dict(parallel_generator(build_db, table='builds', columns=['nbits', 'thf', 'decimation', 'symbols'], + builder=build_test_binary, param_list=dec_paramses, desc='Building decoders', + context=dict(cachedir=build_cache_dir))) + print('Done building decoders.') + + GeneratorParams = namedtuple('GeneratorParams', ['seed', 'amplitude_spec', 'background']) + gen_params = [ GeneratorParams(rep, (5e-3, 1, 5), background) + #GeneratorParams(rep, (0.05e-3, 3.5, 50), background) + for rep in range(30) + for background in ['meas://fmeas_export_ocxo_2day.bin', 'synth://grid_freq_psd_spl_108pt.json'] ] + + data_db = sqlite3.connect(path.join(args.cachedir, 'data_db.sqlite3')) + data_db.execute('CREATE TABLE IF NOT EXISTS waveforms' + '(seed, amplitude_spec, background, nbits, decimation, symbols, thresholds, result, timestamp)') + + dec_param_groups = defaultdict(lambda: []) + for nbits, thf, decimation, symbols in dec_paramses: + dec_param_groups[(nbits, decimation, symbols)].append(thf) + waveform_params = [ (*gp, *dp, thfs) for gp in gen_params for dp, thfs in dec_param_groups.items() ] + print(f'Generated {len(waveform_params)} parameter sets') - savedata = {} - for p in bin_files: - output = subprocess.check_output([args.binary, p], stderr=subprocess.DEVNULL) - measurements = np.array([ float(value) for _offset, value in [ line.split() for line in output.splitlines() ] ]) - savedata[p] = list(measurements) + def lookup_binary(*params): + return path.join(build_cache_dir, builds[tuple(params)], 'tools/dsss_demod_test') - # Cut off first and last sample for mean and RMS calculations as these show boundary effects. - measurements = measurements[1:-1] - mean = np.mean(measurements) - rms = np.sqrt(np.mean(np.square(measurements - mean))) + def params_mapper(seed, amplitude_spec, background, nbits, decimation, symbols, thresholds): + amplitude_spec = ','.join(str(x) for x in amplitude_spec) + thresholds = ','.join(str(x) for x in thresholds) + return seed, amplitude_spec, background, nbits, decimation, symbols, thresholds - print(f'{path.basename(p):<60}: mean={mean:<8.4f}Hz rms={rms*1000:.3f}mHz') + results = [] + for _params, chunk in parallel_generator(data_db, 'waveforms', + ['seed', 'amplitude_spec', 'background', 'nbits', 'decimation', 'symbols', 'thresholds'], + params_mapper=params_mapper, + builder=run_test, + param_list=waveform_params, desc='Generating waveforms', + context=dict(cachedir=data_cache_dir, lookup_binary=lookup_binary)): + results += chunk if args.dump: with open(args.dump, 'w') as f: - json.dump(savedata, f) + json.dump(results, f) diff --git a/controller/fw/tools/dsss_demod_test_waveform_gen.py b/controller/fw/tools/dsss_demod_test_waveform_gen.py new file mode 100644 index 0000000..aa9ec93 --- /dev/null +++ b/controller/fw/tools/dsss_demod_test_waveform_gen.py @@ -0,0 +1,71 @@ + +import functools + +import numpy as np +import numbers +import math +from scipy import signal as sig +import scipy.fftpack + +sampling_rate = 10 # sp/s + +# From https://github.com/mubeta06/python/blob/master/signal_processing/sp/gold.py +preferred_pairs = {5:[[2],[1,2,3]], 6:[[5],[1,4,5]], 7:[[4],[4,5,6]], + 8:[[1,2,3,6,7],[1,2,7]], 9:[[5],[3,5,6]], + 10:[[2,5,9],[3,4,6,8,9]], 11:[[9],[3,6,9]]} + +def gen_gold(seq1, seq2): + gold = [seq1, seq2] + for shift in range(len(seq1)): + gold.append(seq1 ^ np.roll(seq2, -shift)) + return gold + +def gold(n): + n = int(n) + if not n in preferred_pairs: + raise KeyError('preferred pairs for %s bits unknown' % str(n)) + t0, t1 = preferred_pairs[n] + (seq0, _st0), (seq1, _st1) = sig.max_len_seq(n, taps=t0), sig.max_len_seq(n, taps=t1) + return gen_gold(seq0, seq1) + +def modulate(data, nbits=5): + # 0, 1 -> -1, 1 + mask = np.array(gold(nbits))*2 - 1 + + sel = mask[data>>1] + data_lsb_centered = ((data&1)*2 - 1) + + signal = (np.multiply(sel, np.tile(data_lsb_centered, (2**nbits-1, 1)).T).flatten() + 1) // 2 + return np.hstack([ np.zeros(len(mask)), signal, np.zeros(len(mask)) ]) + +def load_noise_meas_params(capture_file): + with open(capture_file, 'rb') as f: + meas_data = np.copy(np.frombuffer(f.read(), dtype='float32')) + meas_data -= np.mean(meas_data) + return (meas_data,) + +def mains_noise_measured(seed, n, meas_data): + last_valid = len(meas_data) - n + st = np.random.RandomState(seed) + start = st.randint(last_valid) + return meas_data[start:start+n] + +def load_noise_synth_params(specfile): + with open(specfile) as f: + d = json.load(f) + return (np.linspace(*d['x_spec']), # spl_x + d['x_spec'][2], # spl_N + (d['t'], d['c'], d['k'])) # psd_spl + +def mains_noise_synthetic(seed, n, psd_spl, spl_N, spl_x): + st = np.random.RandomState(seed) + noise = st.normal(size=spl_N) * 2 + spec = scipy.fftpack.fft(noise) **2 + + spec *= np.exp(scipy.interpolate.splev(spl_x, psd_spl)) + + spec **= 1/2 + + renoise = scipy.fftpack.ifft(spec) + return renoise[10000:][:n] + diff --git a/controller/fw/tools/fmeas_export_ocxo_2day.bin b/controller/fw/tools/fmeas_export_ocxo_2day.bin new file mode 100644 index 0000000..c0cd8a8 Binary files /dev/null and b/controller/fw/tools/fmeas_export_ocxo_2day.bin differ diff --git a/controller/fw/tools/grid_freq_psd_spl_108pt.json b/controller/fw/tools/grid_freq_psd_spl_108pt.json new file mode 100644 index 0000000..5a0ff41 --- /dev/null +++ b/controller/fw/tools/grid_freq_psd_spl_108pt.json @@ -0,0 +1 @@ +{"x_spec": [3.2595692805152726e-05, 5.0, 613575], "t": [3.2595692805152726e-05, 3.2595692805152726e-05, 3.2595692805152726e-05, 3.2595692805152726e-05, 0.0001423024947075771, 0.00015800362803968106, 0.00017543716661470822, 0.00019479425764873777, 0.0002162871388378975, 0.00024015146540428407, 0.00026664889389955537, 0.00029606995109590574, 0.00032873721941990017, 0.0003650088738553592, 0.0004052826090950758, 0.00045000000000000004, 0.000499651343175437, 0.0005547810327489297, 0.0006159935292916862, 0.0006839599873288199, 0.0007594256141046668, 0.0008432178402871724, 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