From 0c5a5c4840344ff9e39de665476603013bdea1ca Mon Sep 17 00:00:00 2001 From: Bryan Harter <41062454+bryan-harter@users.noreply.github.com> Date: Thu, 7 Sep 2023 18:45:47 -0400 Subject: [PATCH] Init commit of IDEX packet parser (#79) * Init commit of IDEX packet parser * Committing test data * Adding xarray as a dependency * Responding to code review * Fixing the dependencies * updating poetry.lock to sync with main branch * Getting rid of old import statement * Updating poetry lock file * Fixing the lock file, for some reason bitstring is still causing issues * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Updating to latest version of space packet parser * Changing packet parser to use individual Dust Impact classes and output an xarray object * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Changing the requirements in poetry for xarray * Responding to code review comments, adding a unit test to compare actual data * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Updating poetry.lock * Logging an error if a new science type is received * Determining High and Low sample now (rather than placeholder) * Add more comments and make the variables clearer * Fixing some of the variable names, adding comments * Bug fix, wasn't returning right thing in new func --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --- .pre-commit-config.yaml | 3 +- imap_processing/idex/__init__.py | 0 imap_processing/idex/idex_packet_parser.py | 434 + imap_processing/idex/tests/__init__.py | 0 .../tests/imap_idex_l0_20230725_v01-00.pkts | Bin 0 -> 763736 bytes .../idex/tests/impact_14_tof_high_data.txt | 8189 +++++++++++++++++ imap_processing/idex/tests/test_decom.py | 28 + .../idex_packet_definition.xml | 2653 ++++++ poetry.lock | 196 +- pyproject.toml | 3 +- 10 files changed, 11475 insertions(+), 31 deletions(-) create mode 100644 imap_processing/idex/__init__.py create mode 100644 imap_processing/idex/idex_packet_parser.py create mode 100644 imap_processing/idex/tests/__init__.py create mode 100644 imap_processing/idex/tests/imap_idex_l0_20230725_v01-00.pkts create mode 100644 imap_processing/idex/tests/impact_14_tof_high_data.txt create mode 100644 imap_processing/idex/tests/test_decom.py create mode 100644 imap_processing/packet_definitions/idex_packet_definition.xml diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 01c3f9341..06e434ff5 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -7,13 +7,14 @@ repos: rev: v4.4.0 hooks: - id: check-added-large-files + args: ['--maxkb=1000'] - id: detect-aws-credentials args: [--allow-missing-credentials] - id: detect-private-key - id: mixed-line-ending - id: trailing-whitespace - id: no-commit-to-branch - args: [--branch, main, --branch, dev] + args: [--branch, main] - repo: https://github.com/psf/black rev: 23.7.0 hooks: diff --git a/imap_processing/idex/__init__.py b/imap_processing/idex/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/imap_processing/idex/idex_packet_parser.py b/imap_processing/idex/idex_packet_parser.py new file mode 100644 index 000000000..a2b54dc49 --- /dev/null +++ b/imap_processing/idex/idex_packet_parser.py @@ -0,0 +1,434 @@ +import logging + +import bitstring +import numpy as np +import xarray as xr +from space_packet_parser import parser, xtcedef + +from imap_processing import packet_definition_directory + +TWENTY_MICROSECONDS = 20 * (10 ** (-6)) + +SCITYPE_MAPPING_TO_NAMES = { + 2: "TOF_High", + 4: "TOF_Low", + 8: "TOF_Mid", + 16: "Target_Low", + 32: "Target_High", + 64: "Ion_Grid", +} + + +class PacketParser: + """ + This class encapsulates the decom work needed to decom a daily file of IDEX data + received from the POC. The class is instantiated with a reference to a L0 file as + it exists on the local file system. + + Attributes + ---------- + data (xarray.Dataset): An object containing all of the relevant data in the file + + TODO + ---- + * Add method to generate l1a CDF + * Add method to generate quicklook + + Examples + --------- + >>> # Print out the data in a L0 file + >>> from imap_processing.idex.idex_packet_parser import PacketParser + >>> l0_file = "imap_processing/idex/tests/imap_idex_l0_20230725_v01-00.pkts" + >>> l0_data = PacketParser(l0_file) + >>> print(l0_data.data) + + """ + + def __init__(self, packet_file: str): + """ + This function takes in a local l0 pkts file and performs all of the decom work + directly in __init__(). + + Parameters + ----------- + packet_file (str): The path and filename to the L0 file to read + + Notes + ----- + Currently assumes one L0 file will generate exactly one l1a file + """ + + xtce_file = f"{packet_definition_directory}/idex_packet_definition.xml" + packet_definition = xtcedef.XtcePacketDefinition(xtce_document=xtce_file) + packet_parser = parser.PacketParser(packet_definition) + + binary_data = bitstring.ConstBitStream(filename=packet_file) + packet_generator = packet_parser.generator(binary_data) + + dust_events = {} + + for packet in packet_generator: + if "IDX__SCI0TYPE" in packet.data: + scitype = packet.data["IDX__SCI0TYPE"].raw_value + event_number = packet.data["IDX__SCI0EVTNUM"].derived_value + if scitype == 1: + # Initial packet for new dust event + # Further packets will fill in data + dust_events[event_number] = RawDustEvent(packet) + elif event_number not in dust_events: + raise KeyError( + f"Have not receive header information from event number\ + {event_number}. Packets are possibly out of order!" + ) + else: + # Populate the IDEXRawDustEvent with 1's and 0's + dust_events[event_number].parse_packet(packet) + else: + logging.warning(f"Unhandled packet received: {packet}") + + processed_dust_impact_list = [ + dust_event.process() for dust_event in dust_events.values() + ] + + self.data = xr.concat(processed_dust_impact_list, dim="Epoch") + + +class RawDustEvent: + # Constants + HIGH_SAMPLE_RATE = 1 / 260 # nanoseconds per sample + LOW_SAMPLE_RATE = 1 / 4.0625 # nanoseconds per sample + FOUR_BIT_MASK = 0b1111 + SIX_BIT_MASK = 0b111111 + TEN_BIT_MASK = 0b1111111111 + + def __init__(self, header_packet): + """ + This function initializes a raw dust event, with an FPGA Header Packet from + IDEX. + + The values we care about are: + + self.impact_time - When the impact occured + self.low_sample_trigger_time - When the low sample stuff actually triggered + self.high_sample_trigger_time - When the high sample stuff actually triggered + + Parameters: + header_packet: The FPGA metadata event header + + """ + + # Calculate the impact time in seconds since Epoch + self.impact_time = self._calc_impact_time(header_packet) + + ( + self.low_sample_trigger_time, + self.high_sample_trigger_time, + ) = self._calc_sample_trigger_times(header_packet) + + # Initialize the binary data received from future packets + self.TOF_High_bits = "" + self.TOF_Mid_bits = "" + self.TOF_Low_bits = "" + self.Target_Low_bits = "" + self.Target_High_bits = "" + self.Ion_Grid_bits = "" + + # Log the rest of the header + self._log_packet_info(header_packet) + + def _calc_impact_time(self, packet): + """ + This calculates the number of seconds since Jan 1 2012 + """ + # Number of seconds here + seconds_since_epoch = packet.data["SHCOARSE"].derived_value + # Number of 20 microsecond "ticks" since the last second + num_of_20_microseconds = packet.data["SHFINE"].derived_value + + return seconds_since_epoch + TWENTY_MICROSECONDS * num_of_20_microseconds + + def _calc_sample_trigger_times(self, packet): + """ + Calculate the high sample and low sample trigger times from a header packet + """ + + # This is a 32 bit number, consisting of: + # 2 bits padding + # 10 bits for low gain delay + # 10 bits for mid gain delay + # 10 bits for high gain delay + time_of_flight_sample_delay_field = ( + packet.data["IDX__TXHDRSAMPDELAY"].raw_value >> 2 + ) + # Retrieve high gain delay from above number + high_gain_delay = (time_of_flight_sample_delay_field >> 20) & self.TEN_BIT_MASK + + # Retrieve number of low/high sample pretrigger blocks + num_low_sample_pretrigger_blocks = ( + packet.data["IDX__TXHDRBLOCKS"].derived_value >> 6 + ) & self.SIX_BIT_MASK + num_high_sample_pretrigger_blocks = ( + packet.data["IDX__TXHDRBLOCKS"].derived_value >> 16 + ) & self.FOUR_BIT_MASK + + # Calculate the low and high sample trigger times based on the high gain delay + # and the number of high sample/low sample pretrigger blocks + low_sample_trigger_time = ( + 8 * self.LOW_SAMPLE_RATE * (num_low_sample_pretrigger_blocks + 1) + - self.HIGH_SAMPLE_RATE * high_gain_delay + ) + high_sample_trigger_time = ( + 512 * self.HIGH_SAMPLE_RATE * (num_high_sample_pretrigger_blocks + 1) + ) + + return low_sample_trigger_time, high_sample_trigger_time + + def _log_packet_info(self, packet): + """ + This function exists solely to log the parameters in the L0 + FPGA header packet for new dust events, nothing here should affect the data + """ + event_number = packet.data["IDX__SCI0EVTNUM"].derived_value + logging.debug(f"^*****Event header {event_number}******^") + logging.debug( + f"Timestamp = {self.impact_time} seconds since epoch \ + (Midnight January 1st, 2012)" + ) + # Extract the number of blocks, pre and post trigger + # Extract the first six bits + low_sample_posttrigger_blocks = ( + packet.data["IDX__TXHDRBLOCKS"].derived_value + ) & self.SIX_BIT_MASK + low_sample_pretrigger_blocks = ( + packet.data["IDX__TXHDRBLOCKS"].derived_value >> 6 + ) & self.SIX_BIT_MASK + high_sample_posttrigger_blocks = ( + packet.data["IDX__TXHDRBLOCKS"].derived_value >> 12 + ) & self.FOUR_BIT_MASK + high_sample_pretrigger_blocks = ( + packet.data["IDX__TXHDRBLOCKS"].derived_value >> 16 + ) & self.FOUR_BIT_MASK + logging.debug( + "High Sample pre trig sampling blocks: " + + str(high_sample_pretrigger_blocks) + ) + logging.debug( + "Low Sample pre trig sampling blocks: " + str(low_sample_pretrigger_blocks) + ) + logging.debug( + "High Sample post trig sampling blocks: " + + str(high_sample_posttrigger_blocks) + ) + logging.debug( + "Low Sample post trig sampling blocks: " + + str(low_sample_posttrigger_blocks) + ) + + # Calculate the high sample and low sample trigger times + # This is a 32 bit number, consisting of: + # 2 bits padding + # 10 bits for low gain delay + # 10 bits for mid gain delay + # 10 bits for high gain delay + time_of_flight_sample_delay_field = ( + packet.data["IDX__TXHDRSAMPDELAY"].raw_value >> 2 + ) + # Retrieve the delays for the different triggers + low_gain_delay = (time_of_flight_sample_delay_field) & self.TEN_BIT_MASK + mid_gain_delay = (time_of_flight_sample_delay_field >> 10) & self.TEN_BIT_MASK + high_gain_delay = (time_of_flight_sample_delay_field >> 20) & self.TEN_BIT_MASK + logging.debug(f"High gain delay = {high_gain_delay} samples.") + logging.debug(f"Mid gain delay = {mid_gain_delay} samples.") + logging.debug(f"Low gain delay = {low_gain_delay} samples.") + + # Determine which of the following triggered the dust event + low_sample_trigger_mode = packet.data["IDX__TXHDRLSTRIGMODE"].derived_value + low_gain_trigger_mode = packet.data["IDX__TXHDRLGTRIGMODE"].derived_value + mid_gain_trigger_mode = packet.data["IDX__TXHDRMGTRIGMODE"].derived_value + high_gain_trigger_mode = packet.data["IDX__TXHDRHGTRIGMODE"].derived_value + logging.debug("Packet low trigger mode = " + str(low_gain_trigger_mode)) + logging.debug("Packet mid trigger mode = " + str(mid_gain_trigger_mode)) + logging.debug("Packet high trigger mode = " + str(high_gain_trigger_mode)) + if low_sample_trigger_mode: + logging.debug("Low sampling trigger mode enabled.") + if low_gain_trigger_mode: + logging.debug("Low gain TOF trigger mode enabled.") + if mid_gain_trigger_mode: + logging.debug("Mid gain TOF trigger mode enabled.") + if high_gain_trigger_mode != 0: + logging.debug("High gain trigger mode enabled.") + + # Determine unique event identifier + accountability_id = packet.data["IDX__SCI0AID"].derived_value + logging.debug(f"AID = {accountability_id}") + # Determine compression + compression = bool(packet.data["IDX__SCI0COMP"].raw_value) + logging.debug(f"Rice compression enabled = {compression}") + + def _parse_high_sample_waveform(self, waveform_raw: str): + """ + Parse a binary string representing a high sample waveform + Data arrives in 32 bit chunks, divided up into: + * 2 bits of padding + * 3x10 bits of integer data + + The very last 4 numbers are bad usually, so remove those + """ + w = bitstring.ConstBitStream(bin=waveform_raw) + ints = [] + while w.pos < len(w): + w.read("pad:2") # skip 2 + ints += w.readlist(["uint:10"] * 3) + return ints[:-4] # Remove last 4 numbers + + def _parse_low_sample_waveform(self, waveform_raw: str): + """ + Parse a binary string representing a low sample waveform + Data arrives in 32 bit chunks, divided up into: + * 8 bits of padding + * 2x12 bits of integer data + """ + w = bitstring.ConstBitStream(bin=waveform_raw) + ints = [] + while w.pos < len(w): + w.read("pad:8") # skip 8 + ints += w.readlist(["uint:12"] * 2) + return ints + + def _calc_low_sample_resolution(self, num_samples: int): + """ + Calculates the low sample time array based on the number + of samples of data taken + + Multiply a linear array by the sample rate + Subtract the calculated trigger time + """ + time_low_sr_init = np.linspace(0, num_samples, num_samples) + time_low_sr_data = ( + self.LOW_SAMPLE_RATE * time_low_sr_init - self.low_sample_trigger_time + ) + return time_low_sr_data + + def _calc_high_sample_resolution(self, num_samples: int): + """ + Calculates the high sample time array based on the number + of samples of data taken + + Multiply a linear array by the sample rate + Subtract the calculated trigger time + """ + time_high_sr_init = np.linspace(0, num_samples, num_samples) + time_high_sr_data = ( + self.HIGH_SAMPLE_RATE * time_high_sr_init - self.high_sample_trigger_time + ) + return time_high_sr_data + + def parse_packet(self, packet): + """ + This function parses IDEX data packets to populate bit strings + + Parameters + ---------- + packet: A single science data packet for one of the 6 + IDEX observables + """ + + scitype = packet.data["IDX__SCI0TYPE"].raw_value + raw_science_bits = packet.data["IDX__SCI0RAW"].raw_value + self._append_raw_data(scitype, raw_science_bits) + + def _append_raw_data(self, scitype, bits): + """ + This function determines which variable to append the bits + to, given a specific scitype. + """ + if scitype == 2: + self.TOF_High_bits += bits + elif scitype == 4: + self.TOF_Low_bits += bits + elif scitype == 8: + self.TOF_Mid_bits += bits + elif scitype == 16: + self.Target_Low_bits += bits + elif scitype == 32: + self.Target_High_bits += bits + elif scitype == 64: + self.Ion_Grid_bits += bits + else: + logging.warning("Unknown science type received: [%s]", scitype) + + def process(self): + """ + To be called after all packets for the IDEX event have been parsed + Parses the binary data into numpy integer arrays, and combines them + into an xarray.Dataset object + + Returns + ------- + xarray.Dataset + A Dataset object containing the data from a single impact + + """ + + # Process the 6 primary data variables + tof_high_xr = xr.DataArray( + name="TOF_High", + data=[self._parse_high_sample_waveform(self.TOF_High_bits)], + dims=("Epoch", "Time_High_SR_dim"), + ) + tof_low_xr = xr.DataArray( + name="TOF_Low", + data=[self._parse_high_sample_waveform(self.TOF_Low_bits)], + dims=("Epoch", "Time_High_SR_dim"), + ) + tof_mid_xr = xr.DataArray( + name="TOF_Mid", + data=[self._parse_high_sample_waveform(self.TOF_Mid_bits)], + dims=("Epoch", "Time_High_SR_dim"), + ) + target_high_xr = xr.DataArray( + name="Target_High", + data=[self._parse_low_sample_waveform(self.Target_High_bits)], + dims=("Epoch", "Time_Low_SR_dim"), + ) + target_low_xr = xr.DataArray( + name="Target_Low", + data=[self._parse_low_sample_waveform(self.Target_Low_bits)], + dims=("Epoch", "Time_Low_SR_dim"), + ) + ion_grid_xr = xr.DataArray( + name="Ion_Grid", + data=[self._parse_low_sample_waveform(self.Ion_Grid_bits)], + dims=("Epoch", "Time_Low_SR_dim"), + ) + # Determine the 3 coordinate variables + epoch_xr = xr.DataArray(name="Epoch", data=[self.impact_time], dims=("Epoch")) + + time_low_sr_xr = xr.DataArray( + name="Time_Low_SR", + data=[self._calc_low_sample_resolution(len(target_low_xr[0]))], + dims=("Epoch", "Time_Low_SR_dim"), + ) + + time_high_sr_xr = xr.DataArray( + name="Time_High_SR", + data=[self._calc_high_sample_resolution(len(tof_low_xr[0]))], + dims=("Epoch", "Time_High_SR_dim"), + ) + + # Combine to return a dataset object + return xr.Dataset( + data_vars={ + "TOF_Low": tof_low_xr, + "TOF_High": tof_high_xr, + "TOF_Mid": tof_mid_xr, + "Target_High": target_high_xr, + "Target_Low": target_low_xr, + "Ion_Grid": ion_grid_xr, + }, + coords={ + "Epoch": epoch_xr, + "Time_Low_SR": time_low_sr_xr, + "Time_High_SR": time_high_sr_xr, + }, + ) diff --git a/imap_processing/idex/tests/__init__.py b/imap_processing/idex/tests/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/imap_processing/idex/tests/imap_idex_l0_20230725_v01-00.pkts b/imap_processing/idex/tests/imap_idex_l0_20230725_v01-00.pkts new file mode 100644 index 0000000000000000000000000000000000000000..698625fd72d5829010c5e34719e0c44ab9dcf33d GIT binary patch literal 763736 zcmeFadywVnS>JcMXQt1Y*`3wytatkC5Vj9upbu9AlhCJZE`nI}0fPYtY1+hKiHmno 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