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-rwxr-xr-x | doc/kraken_doadsp_main.png | bin | 174778 -> 0 bytes | |||
-rwxr-xr-x | util/LICENCE | 675 | ||||
-rwxr-xr-x | util/README.md | 94 | ||||
-rwxr-xr-x | util/_UI/_web_interface/assets/style.css | 215 | ||||
-rwxr-xr-x | util/_UI/_web_interface/kraken_web_interface.py | 1916 | ||||
-rw-r--r-- | util/_UI/_web_interface/tooltips.py | 210 | ||||
-rwxr-xr-x | util/_UI/save_settings.py | 102 | ||||
-rwxr-xr-x | util/_receiver/iq_header.py | 152 | ||||
-rwxr-xr-x | util/_receiver/krakenSDR_receiver.py | 375 | ||||
-rwxr-xr-x | util/_receiver/shmemIface.py | 195 | ||||
-rwxr-xr-x | util/_signal_processing/krakenSDR_signal_processor.py | 713 | ||||
-rwxr-xr-x | util/doc/kraken_doadsp_main.png | bin | 174778 -> 0 bytes | |||
-rwxr-xr-x | util/gui_run.sh | 19 | ||||
-rwxr-xr-x | util/kill.sh | 5 | ||||
-rwxr-xr-x | util/kraken_doa_start.sh | 11 | ||||
-rwxr-xr-x | util/kraken_doa_stop.sh | 5 | ||||
-rwxr-xr-x | util/settings.json | 1 | ||||
-rwxr-xr-x | util/settings.json_old | 1 | ||||
-rwxr-xr-x | util/setup_init.sh | 18 |
19 files changed, 0 insertions, 4707 deletions
diff --git a/doc/kraken_doadsp_main.png b/doc/kraken_doadsp_main.png Binary files differdeleted file mode 100755 index d6da987..0000000 --- a/doc/kraken_doadsp_main.png +++ /dev/null diff --git a/util/LICENCE b/util/LICENCE deleted file mode 100755 index 53d1f3d..0000000 --- a/util/LICENCE +++ /dev/null @@ -1,675 +0,0 @@ - GNU GENERAL PUBLIC LICENSE - Version 3, 29 June 2007 - - Copyright (C) 2007 Free Software Foundation, Inc. <https://fsf.org/> - Everyone is permitted to copy and distribute verbatim copies - of this license document, but changing it is not allowed. - - Preamble - - The GNU General Public License is a free, copyleft license for -software and other kinds of works. - - The licenses for most software and other practical works are designed -to take away your freedom to share and change the works. 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It is safest -to attach them to the start of each source file to most effectively -state the exclusion of warranty; and each file should have at least -the "copyright" line and a pointer to where the full notice is found. - - <one line to give the program's name and a brief idea of what it does.> - Copyright (C) <year> <name of author> - - This program is free software: you can redistribute it and/or modify - it under the terms of the GNU General Public License as published by - the Free Software Foundation, either version 3 of the License, or - (at your option) any later version. - - This program is distributed in the hope that it will be useful, - but WITHOUT ANY WARRANTY; without even the implied warranty of - MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the - GNU General Public License for more details. - - You should have received a copy of the GNU General Public License - along with this program. If not, see <https://www.gnu.org/licenses/>. - -Also add information on how to contact you by electronic and paper mail. - - If the program does terminal interaction, make it output a short -notice like this when it starts in an interactive mode: - - <program> Copyright (C) <year> <name of author> - This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. - This is free software, and you are welcome to redistribute it - under certain conditions; type `show c' for details. - -The hypothetical commands `show w' and `show c' should show the appropriate -parts of the General Public License. Of course, your program's commands -might be different; for a GUI interface, you would use an "about box". - - You should also get your employer (if you work as a programmer) or school, -if any, to sign a "copyright disclaimer" for the program, if necessary. -For more information on this, and how to apply and follow the GNU GPL, see -<https://www.gnu.org/licenses/>. - - The GNU General Public License does not permit incorporating your program -into proprietary programs. If your program is a subroutine library, you -may consider it more useful to permit linking proprietary applications with -the library. If this is what you want to do, use the GNU Lesser General -Public License instead of this License. But first, please read -<https://www.gnu.org/licenses/why-not-lgpl.html>. - diff --git a/util/README.md b/util/README.md deleted file mode 100755 index 1977e2f..0000000 --- a/util/README.md +++ /dev/null @@ -1,94 +0,0 @@ -# Kraken SDR DoA DSP -This software is intended to demonstrate the direction of arrival (DoA) estimation capabilities of the KrakenSDR and other RTL-SDR based coherent receiver systems which use the compatible data acquisition system - HeIMDALL DAQ Firmware. -<br> -<br> -The complete application is broken down into two main modules in terms of implementation, into the DAQ Subsystem and to the DSP Subsystem. These two modules can operate together either remotely through Ethernet connection or locally on the same host using shared-memory. - -Running these two subsystems on separate processing units can grant higher throughput and stability, while running on the same processing unit makes the entire system more compact. - -## Installation - -1. Install the prerequisites - -``` bash -sudo apt update -sudo apt install php-cli -``` - -2. Install Heimdall DAQ - -If not done already, first, follow the instructions at https://github.com/krakenrf/heimdall_daq_fw/tree/development to install the Heimdall DAQ Firmware. - -3. Set up Miniconda environment - -You will have created a Miniconda environment during the Heimdall DAQ install phase. - -Please run the installs in this order as we need to ensure a specific version of dash is installed. - -``` bash -conda activate kraken - -conda install quart -conda install pandas -conda install orjson -conda install matplotlib - -pip3 install dash_bootstrap_components -pip3 install quart_compress -pip3 install dash_devices -pip3 install pyargus - -conda install dash==1.20.0 -``` - -4. Install the krakensdr_doa software - -```bash -cd ~/krakensdr -git clone https://github.com/krakenrf/krakensdr_doa -cd krakensdr_doa -git checkout clientside_graphs -``` - -Copy the the *krakensdr_doa/util/kraken_doa_start.sh* and the *krakensdr_doa/util/kraken_doa_stop.sh* scripts into the krakensdr root folder of the project. -```bash -cd ~/krakensdr -cp krakensdr_doa/util/kraken_doa_start.sh . -cp krakensdr_doa/util/kraken_doa_stop.sh . -``` - -## Running - -### Local operation (Recommended) - -```bash -./kraken_doa_start.sh -``` - -Please be patient on the first run, at it can take 1-2 minutes for the JIT numba compiler to compile the numba optimized functions, and during this compilation time it may appear that the software has gotten stuck. On subsqeuent runs this loading time will be much faster as it will read from cache. - -### Remote operation - -1. Start the DAQ Subsystem either remotely. (Make sure that the *daq_chain_config.ini* contains the proper configuration) - (See:https://github.com/krakenrf/heimdall_daq_fw/Documentation) -2. Set the IP address of the DAQ Subsystem in the settings.json, *default_ip* field. -3. Start the DoA DSP software by typing: -`./gui_run.sh` -4. To stop the server and the DSP processing chain run the following script: -`./kill.sh` - -<p1> After starting the script a web based server opens at port number 8051, which then can be accessed by typing "KRAKEN_IP:8050/" in the address bar of any web browser. You can find the IP address of the KrakenSDR Pi4 wither via your routers WiFi management page, or by typing "ip addr" into the terminal. You can also use the hostname of the Pi4 in place of the IP address, but this only works on local networks, and not the internet, or mobile hotspot networks. </p1> - - ![image info](./doc/kraken_doadsp_main.png) - -## Upcoming Features and Known Bugs - -1. [FEATURE] Currently squelch works by selecting the strongest signal that is active and above the set threshold within the active bandwidth. The next steps will be to allow users to create multiple channels within the active bandwidth, each with their own squelch. This will allow users to track multiple signals at once, and ignore unwated signals within the bandwidth at the same time. - -2. [FEATURE] It would be better if the KrakenSDR controls, spectrum and/or DOA graphs could be accessible from the same page. Future work will look to integrate the controls in a sidebar. - -3. [FEATURE] Some users would like to monitor the spectrum, and manually click on an active signal to DF that particular signal. We will be looking at a way to implement this. - -4. [BUG] Sometimes the DOA graphs will not load properly and refreshing the page is required. A fix is being investigated. - -This software was 95% developed by Tamas Peto, and makes use of his pyAPRIL and pyARGUS libraries. See his website at www.tamaspeto.com diff --git a/util/_UI/_web_interface/assets/style.css b/util/_UI/_web_interface/assets/style.css deleted file mode 100755 index 1e39de9..0000000 --- a/util/_UI/_web_interface/assets/style.css +++ /dev/null @@ -1,215 +0,0 @@ -/*Globlal Properties*/ -/*Tags*/ -body { - background-color: #000000; - color:#ffffff; - margin: 0px; - padding: 0px; -} -*{ - font-size:18px; - font-family: 'Montserrat', sans-serif; -} -h1{ - font-size:22px; -} -a{ - font-size: 22px; -} -input[type="checkbox"]{ - width:20px; - height:20px; - background:white; - border-radius:5px; - border:2px solid #555; - vertical-align: text-bottom; -} -.Select-control { - background-color:#000000; -} -.Select-value { - background-color: rgb(255, 102, 0); - color:#000000; -} -.Select-menu-outer { - background-color: rgb(0, 0, 0); -} - -input, select{ - width: 100%; -} -iframe{ - background-color: transparent; - border: 0px none transparent; - padding: 0px; - overflow: hidden; -} -/*Classes*/ -.header{ - background-color: #000000; - width: 100%; - text-align: center; - padding: 10px; -} -.header a{ - color: white; - text-transform: uppercase; - text-decoration: none; - padding: 5px; - line-height: 40px; - border: 0.1em solid #ffffff; - border-radius:0.05em; - margin: 5px; -} -.header_active, .header a:hover{ - background-color: #ff6600c0; -} -.ctr_toolbar{ - background-color: #000000; - height: 50px; - width: 100%; - text-align: center; -} -.ctr_toolbar_item { - text-align: center; - display : inline-block; - position : relative; - margin : 0 auto; - padding : 0px; - float : center; -} -.doa_check{ - text-align: left; -} -.btn{ - height: 40px; - cursor: pointer; - background-color: #141414; - border: 0.1em solid #000000; - border-radius:0.12em; - color: white; - font-size:20px; - text-decoration: none; - text-align: center; - width: 100%; - transition: all 0.2s; -} -.btn:hover{ - color: rgb(0, 0, 0); - background-color: #ff6600; -} -.btn a{ - color: white; - text-decoration: none; - position: relative; - top: 15%; -} -.btn_start{ - height: 40px; - cursor: pointer; - background-color: #02c93d; - border: 0.1em solid #000000; - border-radius:0.12em; - color: rgb(0, 0, 0); - font-size:20px; - text-decoration: none; - text-align: center; - width: 100%; - transition: all 0.2s; -} -.btn_start:hover{ - color: rgb(0, 0, 0); - background-color: #ff6600; -} -.btn_stop{ - height: 40px; - cursor: pointer; - background-color: #c40404; - border: 0.1em solid #000000; - border-radius:0.12em; - color: rgb(0, 0, 0); - font-size:20px; - text-decoration: none; - text-align: center; - width: 100%; -} -.btn_stop:hover{ - color: rgb(0, 0, 0); - background-color: #ff6600; -} -.btn_save_cfg{ - height: 40px; - cursor: pointer; - background-color: #b5aef5; - border: 0.1em solid #000000; - border-radius:0.12em; - color: rgb(0, 0, 0); - font-size:20px; - text-decoration: none; - text-align: center; - width: 100%; -} -.btn_save_cfg:hover{ - color: rgb(154, 233, 102); - background-color: #ff6600; -} -.tooltip{ - color: rgb(0, 0, 0); - background-color: #ffffff; - opacity: 0.95; - border-radius:0.2em; - width: 300px; -} -.card{ - background-color: #000000; - border: 0.1em solid #ffffff; - border-radius:0.2em; - width: 400px; - max-width: 500px; - padding: 20px; - box-shadow: 0 6px 18px rgba(0, 0, 0, 0.46); - margin: 10px; - float: left; -} -.monitor_card{ - background-color: #000000; - border: 0.1em solid #ffffff; - border-radius:0.2em; - width: 95%; - height: 800px; - overflow:scroll; - box-shadow: 0 6px 18px rgba(0, 0, 0, 0.46); - margin: auto; - } - -.field{ - width: 400px; - display: block; - margin: 10px auto; - padding: 0px; -} -.field-label{ - width: 250px; - display: inline-block; - vertical-align: top; -} -.field-body{ - width: 144px; - display: inline-block; -} - -/*Mobile Properties*/ -@media screen and (max-width: 1072px) { - .card{ - width: calc( 100% - 30px ); - padding: 5px; - margin: 20px auto; - float: none; - } -} - -@media screen and (max-width: 500px) { - .field, .field-label, .field-body, input{ - width: calc( 100% - 15px ); - } -} diff --git a/util/_UI/_web_interface/kraken_web_interface.py b/util/_UI/_web_interface/kraken_web_interface.py deleted file mode 100755 index 7c1c90a..0000000 --- a/util/_UI/_web_interface/kraken_web_interface.py +++ /dev/null @@ -1,1916 +0,0 @@ -# KrakenSDR Signal Processor
-#
-# Copyright (C) 2018-2021 Carl Laufer, Tamás Pető
-#
-# This program is free software: you can redistribute it and/or modify
-# it under the terms of the GNU General Public License as published by
-# the Free Software Foundation, either version 3 of the License, or
-# any later version.
-#
-# This program is distributed in the hope that it will be useful,
-# but WITHOUT ANY WARRANTY; without even the implied warranty of
-# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
-# GNU General Public License for more details.
-#
-# You should have received a copy of the GNU General Public License
-# along with this program. If not, see <https://www.gnu.org/licenses/>.
-#
-#
-# - coding: utf-8 -*-
-
-# Import built-in modules
-import logging
-import os
-import sys
-import queue
-import time
-import subprocess
-import orjson
-# Import third-party modules
-
-#Testing dash_devices
-
-#import dash
-#from dash.dependencies import Input, Output, State
-
-#import plotly.io as pio
-#pio.renderers.default = 'iframe'
-
-import dash_core_components as dcc
-import dash_html_components as html
-
-import dash_devices as dash
-from dash_devices.dependencies import Input, Output, State
-#from dash import html
-
-
-from dash.exceptions import PreventUpdate
-from dash.dash import no_update
-import plotly.graph_objects as go
-import plotly.express as px
-import numpy as np
-from configparser import ConfigParser
-from numba import njit, jit
-
-#from waitress import serve
-#from gevent.pywsgi import WSGIServer
-
-from threading import Timer
-
-# Import Kraken SDR modules
-current_path = os.path.dirname(os.path.realpath(__file__))
-root_path = os.path.dirname(os.path.dirname(current_path))
-receiver_path = os.path.join(root_path, "_receiver")
-signal_processor_path = os.path.join(root_path, "_signal_processing")
-ui_path = os.path.join(root_path, "_UI")
-
-sys.path.insert(0, receiver_path)
-sys.path.insert(0, signal_processor_path)
-sys.path.insert(0, ui_path)
-
-daq_subsystem_path = os.path.join(
- os.path.join(os.path.dirname(root_path),
- "heimdall_daq_fw"),
- "Firmware")
-daq_preconfigs_path = os.path.join(
- os.path.join(os.path.dirname(root_path),
- "heimdall_daq_fw"),
- "config_files")
-daq_config_filename = os.path.join(daq_subsystem_path, "daq_chain_config.ini")
-daq_stop_filename = "daq_stop.sh"
-daq_start_filename = "daq_start_sm.sh"
-#daq_start_filename = "daq_synthetic_start.sh"
-sys.path.insert(0, daq_subsystem_path)
-
-import ini_checker
-import save_settings as settings
-from krakenSDR_receiver import ReceiverRTLSDR
-from krakenSDR_signal_processor import SignalProcessor
-
-import tooltips
-
-class webInterface():
-
- def __init__(self):
- self.user_interface = None
-
- logging.basicConfig(level=settings.logging_level*10)
- self.logger = logging.getLogger(__name__)
- self.logger.setLevel(settings.logging_level*10)
- self.logger.info("Inititalizing web interface ")
- if not settings.settings_found:
- self.logger.warning("Web Interface settings file is not found!")
-
- #############################################
- # Initialize and Configure Kraken modules #
- #############################################
-
- # Web interface internal
- self.disable_tooltips = settings.disable_tooltips
- self.page_update_rate = 1
- self._avg_win_size = 10
- self._update_rate_arr = None
- #self._doa_method = settings.doa_method_dict[settings.doa_method]
- #self._doa_fig_type = settings.doa_fig_type_dict[settings.doa_fig_type]
-
- self.sp_data_que = queue.Queue(1) # Que to communicate with the signal processing module
- self.rx_data_que = queue.Queue(1) # Que to communicate with the receiver modules
-
- # Instantiate and configure Kraken SDR modules
- self.module_receiver = ReceiverRTLSDR(data_que=self.rx_data_que, data_interface=settings.data_interface, logging_level=settings.logging_level*10)
- self.module_receiver.daq_center_freq = settings.center_freq*10**6
- self.module_receiver.daq_rx_gain = settings.uniform_gain
- #self.module_receiver.daq_squelch_th_dB = settings.squelch_threshold_dB
- self.module_receiver.rec_ip_addr = settings.default_ip
-
- self.module_signal_processor = SignalProcessor(data_que=self.sp_data_que, module_receiver=self.module_receiver, logging_level=settings.logging_level*10)
- #self.module_signal_processor.DOA_ant_alignment = settings.ant_arrangement
- #self.module_signal_processor.DOA_inter_elem_space = settings.ant_spacing
- self.module_signal_processor.en_PR = settings.en_pr
- self.module_signal_processor.PR_clutter_cancellation = settings.clutter_cancel_algo
- self.module_signal_processor.max_bistatic_range = settings.max_bistatic_range
- self.module_signal_processor.max_doppler = settings.max_doppler
- self.en_persist = settings.en_pr_persist
- self.pr_persist_decay = settings.pr_persist_decay
- self.pr_dynamic_range_min = settings.pr_dynrange_min
- self.pr_dynamic_range_max = settings.pr_dynrange_max
-
- #self.module_signal_processor.en_DOA_FB_avg = settings.en_fbavg
- #self.module_signal_processor.en_squelch = settings.en_squelch
- #self.config_doa_in_signal_processor()
- self.module_signal_processor.start()
-
- #############################################
- # UI Status and Config variables #
- #############################################
-
- # DAQ Subsystem status parameters
- self.daq_conn_status = 0
- self.daq_cfg_iface_status = 0 # 0- ready, 1-busy
- self.daq_restart = 0 # 1-restarting
- self.daq_update_rate = 0
- self.daq_frame_sync = 1 # Active low
- self.daq_frame_index = 0
- self.daq_frame_type = "-"
- self.daq_power_level = 0
- self.daq_sample_delay_sync = 0
- self.daq_iq_sync = 0
- self.daq_noise_source_state= 0
- self.daq_center_freq = settings.center_freq
- self.daq_adc_fs = "-"
- self.daq_fs = "-"
- self.daq_cpi = "-"
- self.daq_if_gains ="[,,,,]"
- self.en_advanced_daq_cfg = False #settings.en_advanced_daq_cfg
- self.daq_ini_cfg_params = read_config_file()
- self.active_daq_ini_cfg = self.daq_ini_cfg_params[0] #"Default" # Holds the string identifier of the actively loaded DAQ ini configuration
- self.tmp_daq_ini_cfg = "Default"
- self.daq_cfg_ini_error = ""
-
- # DSP Processing Parameters and Results
- self.spectrum = None
- #self.doa_thetas = None
- #self.doa_results = []
- #self.doa_labels = []
- #self.doas = [] # Final measured DoAs [deg]
- #self.doa_confidences = []
- #self.compass_ofset = settings.compass_offset
- self.daq_dsp_latency = 0 # [ms]
- #self.max_amplitude = 0 # Used to help setting the threshold level of the squelch
- #self.avg_powers = []
- self.logger.info("Web interface object initialized")
-
- # Passive Radar Data
- self.RD_matrix = None
-
- self.dsp_timer = None
- self.update_time = 9999
-
- self.pathname = ""
- self.reset_doa_graph_flag = False
- self.reset_spectrum_graph_flag = False
-
- #self.CAFMatrixOld = 0
- #self.en_persist = True
- #self.pr_persist_decay = 0.99
- #self.pr_dynamic_range_min = -20
- #self.pr_dynamic_range_max = 100
- self.CAFMatrixPersist = None
-
- # Basic DAQ Config
- self.decimated_bandwidth = 12.5
-
- if self.daq_ini_cfg_params is not None:
- self.logger.info("Config file found and read succesfully")
- """
- Set the number of channels in the receiver module because it is required
- to produce the initial gain configuration message (Only needed in shared-memory mode)
- """
- self.module_receiver.M = self.daq_ini_cfg_params[1]
-
- # Set initial Squelch parameters based on the content of the active config file
- #if self.daq_ini_cfg_params[5]: # Squelch is enabled
- # self.module_signal_processor.en_squelch = True
- # self.module_receiver.daq_squelch_th_dB = -80 #round(20*np.log10(self.daq_ini_cfg_params[6]),1)
- #self.module_signal_processor.squelch_threshold = self.daq_ini_cfg_params[6]
- # Note: There is no need to set the thresold in the DAQ Subsystem as it is configured from the ini-file.
- #else: # Squelch is disabled
- # self.module_signal_processor.en_squelch = False
-
-
-
- def save_configuration(self):
- data = {}
-
- # DAQ Configuration
- data["center_freq"] = self.module_receiver.daq_center_freq/10**6
- data["uniform_gain"] = self.module_receiver.daq_rx_gain
- data["data_interface"] = settings.data_interface
- data["default_ip"] = settings.default_ip
-
- # DOA Estimation
- data["en_pr"] = self.module_signal_processor.en_PR
-
- data["clutter_cancel_algo"] = self.module_signal_processor.PR_clutter_cancellation
- data["max_bistatic_range"] = self.module_signal_processor.max_bistatic_range
- data["max_doppler"] = self.module_signal_processor.max_doppler
- data["en_pr_persist"] = self.en_persist
- data["pr_persist_decay"] = self.pr_persist_decay
- data["pr_dynrange_min"] = self.pr_dynamic_range_min
- data["pr_dynrange_max"] = self.pr_dynamic_range_max
-
-
- #data["ant_arrangement"] = self.module_signal_processor.DOA_ant_alignment
- #data["ant_spacing"] = self.module_signal_processor.DOA_inter_elem_space
- #doa_method = "MUSIC"
- #for key, val in (settings.doa_method_dict).items():
- # if val == self._doa_method:
- # doa_method = key
- #data["doa_method"] = doa_method
- #data["en_fbavg"] = self.module_signal_processor.en_DOA_FB_avg
- #data["compass_offset"] = self.compass_ofset
- #doa_fig_type = "Linear plot"
- #for key, val in (settings.doa_fig_type_dict).items():
- # if val == self._doa_fig_type:
- # doa_fig_type = key
-
- #data["doa_fig_type"] = doa_fig_type
-
- # DSP misc
- #data["en_squelch"] = self.module_signal_processor.en_squelch
- #data["squelch_threshold_dB"] = self.module_receiver.daq_squelch_th_dB
-
- # Web Interface
- data["en_hw_check"] = settings.en_hw_check
- data["en_advanced_daq_cfg"] = self.en_advanced_daq_cfg
- data["logging_level"] = settings.logging_level
- data["disable_tooltips"] = settings.disable_tooltips
-
- settings.write(data)
- def start_processing(self):
- """
- Starts data processing
-
- Parameters:
- -----------
- :param: ip_addr: Ip address of the DAQ Subsystem
-
- :type ip_addr : string e.g.:"127.0.0.1"
- """
- self.logger.info("Start processing request")
- self.first_frame = 1
- #self.module_receiver.rec_ip_addr = "0.0.0.0"
- self.module_signal_processor.run_processing=True
- def stop_processing(self):
- self.module_signal_processor.run_processing=False
- while self.module_signal_processor.is_running: time.sleep(0.01) # Block until signal processor run_processing while loop ends
- def close_data_interfaces(self):
- self.module_receiver.eth_close()
- def close(self):
- pass
- """
- def config_doa_in_signal_processor(self):
- if self._doa_method == 0:
- self.module_signal_processor.en_DOA_Bartlett = True
- self.module_signal_processor.en_DOA_Capon = False
- self.module_signal_processor.en_DOA_MEM = False
- self.module_signal_processor.en_DOA_MUSIC = False
- elif self._doa_method == 1:
- self.module_signal_processor.en_DOA_Bartlett = False
- self.module_signal_processor.en_DOA_Capon = True
- self.module_signal_processor.en_DOA_MEM = False
- self.module_signal_processor.en_DOA_MUSIC = False
- elif self._doa_method == 2:
- self.module_signal_processor.en_DOA_Bartlett = False
- self.module_signal_processor.en_DOA_Capon = False
- self.module_signal_processor.en_DOA_MEM = True
- self.module_signal_processor.en_DOA_MUSIC = False
- elif self._doa_method == 3:
- self.module_signal_processor.en_DOA_Bartlett = False
- self.module_signal_processor.en_DOA_Capon = False
- self.module_signal_processor.en_DOA_MEM = False
- self.module_signal_processor.en_DOA_MUSIC = True
- """
- def config_squelch_value(self, squelch_threshold_dB):
- """
- Configures the squelch thresold both on the DAQ side and
- on the local DoA DSP side.
- """
- #NOT USING THIS ANYMORE
- self.daq_cfg_iface_status = 1
- #self.module_signal_processor.squelch_threshold = 10**(squelch_threshold_dB/20)
- #self.module_receiver.set_squelch_threshold(squelch_threshold_dB)
- #webInterface_inst.logger.info("Updating receiver parameters")
- #webInterface_inst.logger.info("Squelch threshold : {:f} dB".format(squelch_threshold_dB))
- def config_daq_rf(self, f0, gain):
- """
- Configures the RF parameters in the DAQ module
- """
- self.daq_cfg_iface_status = 1
- self.module_receiver.set_center_freq(int(f0*10**6))
- self.module_receiver.set_if_gain(gain)
-
- webInterface_inst.logger.info("Updating receiver parameters")
- webInterface_inst.logger.info("Center frequency: {:f} MHz".format(f0))
- webInterface_inst.logger.info("Gain: {:f} dB".format(gain))
-
-
-
-
-def read_config_file(config_fname=daq_config_filename):
- parser = ConfigParser()
- found = parser.read([config_fname])
- param_list = []
- if not found:
- return None
- param_list.append(parser.get('meta', 'config_name'))
-
- param_list.append(parser.getint('hw', 'num_ch'))
-
- param_list.append(parser.getint('daq','daq_buffer_size'))
- param_list.append(parser.getint('daq','sample_rate'))
- param_list.append(parser.getint('daq','en_noise_source_ctr'))
-
- param_list.append(parser.getint('squelch','en_squelch'))
- param_list.append(parser.getfloat('squelch','amplitude_threshold'))
-
- param_list.append(parser.getint('pre_processing', 'cpi_size'))
- param_list.append(parser.getint('pre_processing', 'decimation_ratio'))
- param_list.append(parser.getfloat('pre_processing', 'fir_relative_bandwidth'))
- param_list.append(parser.getint('pre_processing', 'fir_tap_size'))
- param_list.append(parser.get('pre_processing','fir_window'))
- param_list.append(parser.getint('pre_processing','en_filter_reset'))
-
- param_list.append(parser.getint('calibration','corr_size'))
- param_list.append(parser.getint('calibration','std_ch_ind'))
- param_list.append(parser.getint('calibration','en_iq_cal'))
- param_list.append(parser.getint('calibration','gain_lock_interval'))
- param_list.append(parser.getint('calibration','require_track_lock_intervention'))
- param_list.append(parser.getint('calibration','cal_track_mode'))
- param_list.append(parser.get('calibration','amplitude_cal_mode'))
- param_list.append(parser.getint('calibration','cal_frame_interval'))
- param_list.append(parser.getint('calibration','cal_frame_burst_size'))
- param_list.append(parser.getint('calibration','amplitude_tolerance'))
- param_list.append(parser.getint('calibration','phase_tolerance'))
- param_list.append(parser.getint('calibration','maximum_sync_fails'))
-
- param_list.append(parser.get('data_interface','out_data_iface_type'))
-
- return param_list
-
-def write_config_file(param_list):
- webInterface_inst.logger.info("Write config file: {0}".format(param_list))
- parser = ConfigParser()
- found = parser.read([daq_config_filename])
- if not found:
- return -1
-
- parser['meta']['config_name']=str(param_list[0])
-
- parser['hw']['num_ch']=str(param_list[1])
-
- parser['daq']['daq_buffer_size']=str(param_list[2])
- parser['daq']['sample_rate']=str(param_list[3])
- parser['daq']['en_noise_source_ctr']=str(param_list[4])
-
- parser['squelch']['en_squelch']=str(param_list[5])
- parser['squelch']['amplitude_threshold']=str(param_list[6])
-
- parser['pre_processing']['cpi_size']=str(param_list[7])
- parser['pre_processing']['decimation_ratio']=str(param_list[8])
- parser['pre_processing']['fir_relative_bandwidth']=str(param_list[9])
- parser['pre_processing']['fir_tap_size']=str(param_list[10])
- parser['pre_processing']['fir_window']=str(param_list[11])
- parser['pre_processing']['en_filter_reset']=str(param_list[12])
-
- parser['calibration']['corr_size']=str(param_list[13])
- parser['calibration']['std_ch_ind']=str(param_list[14])
- parser['calibration']['en_iq_cal']=str(param_list[15])
- parser['calibration']['gain_lock_interval']=str(param_list[16])
- parser['calibration']['require_track_lock_intervention']=str(param_list[17])
- parser['calibration']['cal_track_mode']=str(param_list[18])
- parser['calibration']['amplitude_cal_mode']=str(param_list[19])
- parser['calibration']['cal_frame_interval']=str(param_list[20])
- parser['calibration']['cal_frame_burst_size']=str(param_list[21])
- parser['calibration']['amplitude_tolerance']=str(param_list[22])
- parser['calibration']['phase_tolerance']=str(param_list[23])
- parser['calibration']['maximum_sync_fails']=str(param_list[24])
-
- ini_parameters = parser._sections
- error_list = ini_checker.check_ini(ini_parameters, settings.en_hw_check)
- if len(error_list):
- for e in error_list:
- webInterface_inst.logger.error(e)
- return -1, error_list
- else:
- with open(daq_config_filename, 'w') as configfile:
- parser.write(configfile)
- return 0,[]
-
-def get_preconfigs(config_files_path):
- parser = ConfigParser()
- preconfigs = []
- preconfigs.append([daq_config_filename, "Current"])
- for root, dirs, files in os.walk(config_files_path):
- if len(files):
- config_file_path = os.path.join(root, files[0])
- parser.read([config_file_path])
- parameters = parser._sections
- preconfigs.append([config_file_path, parameters['meta']['config_name']])
- return preconfigs
-
-
-#############################################
-# Prepare Dash application #
-############################################
-webInterface_inst = webInterface()
-
-
-#############################################
-# Prepare component dependencies #
-#############################################
-
-trace_colors = px.colors.qualitative.Plotly
-trace_colors[3] = 'rgb(255,255,51)'
-valid_fir_windows = ['boxcar', 'triang', 'blackman', 'hamming', 'hann', 'bartlett', 'flattop', 'parzen' , 'bohman', 'blackmanharris', 'nuttall', 'barthann']
-valid_sample_rates = [0.25, 0.900001, 1.024, 1.4, 1.8, 1.92, 2.048, 2.4, 2.56, 3.2]
-valid_daq_buffer_sizes = (2**np.arange(10,21,1)).tolist()
-calibration_tack_modes = [['No tracking',0] , ['Periodic tracking',2]]
-doa_trace_colors = {
- "DoA Bartlett": "#00B5F7",
- "DoA Capon" : "rgb(226,26,28)",
- "DoA MEM" : "#1CA71C",
- "DoA MUSIC" : "rgb(257,233,111)"
-}
-figure_font_size = 20
-
-y=np.random.normal(0,1,2**3)
-x=np.arange(2**3)
-
-fig_layout = go.Layout(
- paper_bgcolor='rgba(0,0,0,0)',
- plot_bgcolor='rgba(0,0,0,0)',
- template='plotly_dark',
- showlegend=True,
- margin=go.layout.Margin(
- t=0 #top margin
- )
- )
-
-fig_dummy = go.Figure(layout=fig_layout)
-#fig_dummy.add_trace(go.Scatter(x=x, y=y, name = "Avg spectrum"))
-
-for m in range(0, webInterface_inst.module_receiver.M+1): #+1 for the auto decimation window selection
- fig_dummy.add_trace(go.Scatter(x=x,
- y=y,
- name="Channel {:d}".format(m),
- line = dict(color = trace_colors[m],
- width = 2)
- ))
-
-
-fig_dummy.update_xaxes(title_text="Frequency [MHz]")
-fig_dummy.update_yaxes(title_text="Amplitude [dB]")
-
-option = [{"label":"", "value": 1}]
-
-spectrum_fig = go.Figure(layout=fig_layout)
-
-for m in range(0, webInterface_inst.module_receiver.M+1): #+1 for the auto decimation window selection
- spectrum_fig.add_trace(go.Scattergl(x=x,
- y=y,
- name="Channel {:d}".format(m),
- line = dict(color = trace_colors[m],
- width = 2)
- ))
-
-
-#waterfall_fig = go.Figure(layout=fig_layout)
-#waterfall_fig.add_trace(go.Heatmapgl(
-# z=waterfall_init))
-# z=[[1,2,3,4,5]]))
-
-
-waterfall_init = [[-80] * webInterface_inst.module_signal_processor.spectrum_window_size] * 50
-waterfall_fig = go.Figure(layout=fig_layout)
-waterfall_fig.add_trace(go.Heatmapgl(
- z=waterfall_init,
- zsmooth=False,
- showscale=False,
- hoverinfo='skip',
- colorscale=[[0.0, '#000020'],
- [0.0714, '#000030'],
- [0.1428, '#000050'],
- [0.2142, '#000091'],
- [0.2856, '#1E90FF'],
- [0.357, '#FFFFFF'],
- [0.4284, '#FFFF00'],
- [0.4998, '#FE6D16'],
- [0.5712, '#FE6D16'],
- [0.6426, '#FF0000'],
- [0.714, '#FF0000'],
- [0.7854, '#C60000'],
- [0.8568, '#9F0000'],
- [0.9282, '#750000'],
- [1.0, '#4A0000']]))
-
-
-waterfall_fig.update_xaxes(tickfont_size=1)
-waterfall_fig.update_yaxes(tickfont_size=1)
-waterfall_fig.update_layout(margin=go.layout.Margin(t=5))
-
-
-
-pr_init = [[-80] * 128] * 128
-pr_fig = go.Figure(layout=fig_layout)
-pr_fig.add_trace(go.Heatmap(
- z=pr_init,
- zsmooth='best', #False,
- #zsmooth=False, #False,
- showscale=False,
- #hoverinfo='skip',
- colorscale=[[0.0, '#000020'],
- [0.0714, '#000030'],
- [0.1428, '#000050'],
- [0.2142, '#000091'],
- [0.2856, '#1E90FF'],
- [0.357, '#FFFFFF'],
- [0.4284, '#FFFF00'],
- [0.4998, '#FE6D16'],
- [0.5712, '#FE6D16'],
- [0.6426, '#FF0000'],
- [0.714, '#FF0000'],
- [0.7854, '#C60000'],
- [0.8568, '#9F0000'],
- [0.9282, '#750000'],
- [1.0, '#4A0000']]))
-
-
-
-#app = dash.Dash(__name__, suppress_callback_exceptions=True, compress=True, update_title="") # cannot use update_title with dash_devices
-app = dash.Dash(__name__, suppress_callback_exceptions=True, compress=False)
-
-# app_log = logger.getLogger('werkzeug')
-# app_log.setLevel(settings.logging_level*10)
-# app_log.setLevel(30) # TODO: Only during dev time
-app.layout = html.Div([
- dcc.Location(id='url', children='/config',refresh=False),
-
- html.Div([html.H1('KrakenSDR - Passive Radar')], style={"text-align": "center"}, className="main_title"),
- html.Div([html.A("Configuration", className="header_active" , id="header_config" ,href="/config"),
- html.A("Spectrum" , className="header_inactive" , id="header_spectrum",href="/spectrum"),
- html.A("Passive Radar" , className="header_inactive" , id="header_doa" ,href="/pr"),
- ], className="header"),
- html.Div([html.Div([html.Button('Start Processing', id='btn-start_proc', className="btn_start", n_clicks=0)], className="ctr_toolbar_item"),
- html.Div([html.Button('Stop Processing', id='btn-stop_proc', className="btn_stop", n_clicks=0)], className="ctr_toolbar_item"),
- html.Div([html.Button('Save Configuration', id='btn-save_cfg', className="btn_save_cfg", n_clicks=0)], className="ctr_toolbar_item")
- ], className="ctr_toolbar"),
-
- dcc.Interval(
- id="mem_leak_refresh_interval",
- interval= 300 * 1000, # Every 5mins TEST
- ),
-
-
- #dcc.Interval(
- # id='interval-component',
- # interval=500, # in milliseconds
- # n_intervals=0
- #),
- html.Div(id="placeholder_start" , style={"display":"none"}),
- html.Div(id="placeholder_stop" , style={"display":"none"}),
- html.Div(id="placeholder_save" , style={"display":"none"}),
- html.Div(id="placeholder_update_rx" , style={"display":"none"}),
- html.Div(id="placeholder_recofnig_daq" , style={"display":"none"}),
- html.Div(id="placeholder_update_daq_ini_params", style={"display":"none"}),
- html.Div(id="placeholder_update_freq" , style={"display":"none"}),
- html.Div(id="placeholder_update_dsp" , style={"display":"none"}),
- html.Div(id="placeholder_update_squelch" , style={"display":"none"}),
- html.Div(id="placeholder_config_page_upd" , style={"display":"none"}),
- html.Div(id="placeholder_spectrum_page_upd" , style={"display":"none"}),
- html.Div(id="placeholder_doa_page_upd" , style={"display":"none"}),
- html.Div(id="dummy_output" , style={"display":"none"}),
-
- html.Div(id='page-content')
-])
-def generate_config_page_layout(webInterface_inst):
- # Read DAQ config file
- daq_cfg_params = webInterface_inst.daq_ini_cfg_params
-
- if daq_cfg_params is not None:
- en_noise_src_values =[1] if daq_cfg_params[4] else []
- en_squelch_values =[1] if daq_cfg_params[5] else []
- en_filter_rst_values =[1] if daq_cfg_params[12] else []
- en_iq_cal_values =[1] if daq_cfg_params[15] else []
- en_req_track_lock_values =[1] if daq_cfg_params[17] else []
-
- #daq_data_iface_type = daq_cfg_params[25]
-
- # Read available preconfig files
- preconfigs = get_preconfigs(daq_preconfigs_path)
-
- en_persist_values =[1] if webInterface_inst.en_persist else []
- en_pr_values =[1] if webInterface_inst.module_signal_processor.en_PR else []
- #en_fb_avg_values =[1] if webInterface_inst.module_signal_processor.en_DOA_FB_avg else []
- #en_dsp_squelch_values =[1] if webInterface_inst.module_signal_processor.en_squelch else []
-
- en_advanced_daq_cfg =[1] if webInterface_inst.en_advanced_daq_cfg else []
- # Calulcate spacings
- wavelength= 300 / webInterface_inst.daq_center_freq
-
- ant_spacing_wavelength = webInterface_inst.module_signal_processor.DOA_inter_elem_space
- ant_spacing_meter = round(wavelength * ant_spacing_wavelength, 3)
- ant_spacing_feet = ant_spacing_meter*3.2808399
- ant_spacing_inch = ant_spacing_meter*39.3700787
-
- cfg_decimated_bw = ((daq_cfg_params[3]) / daq_cfg_params[8]) / 10**3
- cfg_data_block_len = ( daq_cfg_params[7] / (cfg_decimated_bw) )
- cfg_recal_interval = (daq_cfg_params[20] * (cfg_data_block_len/10**3)) / 60
-
- if daq_cfg_params[18] == 0: #If set to no tracking
- cfg_recal_interval = 1
-
-
- #for preconfig in preconfigs:
- # print(preconfig[0])
-
- #-----------------------------
- # DAQ Configuration Card
- #-----------------------------
- # -- > Main Card Layout < --
- daq_config_card_list = \
- [
- html.H2("RF Receiver Configuration", id="init_title_c"),
- html.Div([
- html.Div("Center Frequency [MHz]", className="field-label"),
- dcc.Input(id='daq_center_freq', value=webInterface_inst.module_receiver.daq_center_freq/10**6, type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Receiver gain", className="field-label"),
- dcc.Dropdown(id='daq_rx_gain',
- options=[
- {'label': '0 dB', 'value': 0},
- {'label': '0.9 dB', 'value': 0.9},
- {'label': '1.4 dB', 'value': 1.4},
- {'label': '2.7 dB', 'value': 2.7},
- {'label': '3.7 dB', 'value': 3.7},
- {'label': '7.7 dB', 'value': 7.7},
- {'label': '8.7 dB', 'value': 8.7},
- {'label': '12.5 dB', 'value': 12.5},
- {'label': '14.4 dB', 'value': 14.4},
- {'label': '15.7 dB', 'value': 15.7},
- {'label': '16.6 dB', 'value': 16.6},
- {'label': '19.7 dB', 'value': 19.7},
- {'label': '20.7 dB', 'value': 20.7},
- {'label': '22.9 dB', 'value': 22.9},
- {'label': '25.4 dB', 'value': 25.4},
- {'label': '28.0 dB', 'value': 28.0},
- {'label': '29.7 dB', 'value': 29.7},
- {'label': '32.8 dB', 'value': 32.8},
- {'label': '33.8 dB', 'value': 33.8},
- {'label': '36.4 dB', 'value': 36.4},
- {'label': '37.2 dB', 'value': 37.2},
- {'label': '38.6 dB', 'value': 38.6},
- {'label': '40.2 dB', 'value': 40.2},
- {'label': '42.1 dB', 'value': 42.1},
- {'label': '43.4 dB', 'value': 43.4},
- {'label': '43.9 dB', 'value': 43.9},
- {'label': '44.5 dB', 'value': 44.5},
- {'label': '48.0 dB', 'value': 48.0},
- {'label': '49.6 dB', 'value': 49.6},
- ],
- value=webInterface_inst.module_receiver.daq_rx_gain, clearable=False, className="field-body"),
- ], className="field"),
- html.Div([
- html.Button('Update Receiver Parameters', id='btn-update_rx_param', className="btn"),
- ], className="field"),
-
-
- html.Div([
- html.Div("Preconfigured DAQ Files", className="field-label"),
- dcc.Dropdown(id='daq_cfg_files',
- options=[
- {'label': str(i[1]), 'value': i[0]} for i in preconfigs
- ],
- clearable=False,
- value=preconfigs[0][0],
- placeholder="Select Configuration File",
- persistence=True,
- style={"display":"inline-block", "width": "400px"},
- className="field-body"),
- ], className="field"),
- html.Div([
- html.Div("Active Configuration: " + webInterface_inst.active_daq_ini_cfg, id="active_daq_ini_cfg", className="field-label"),
- ], className="field"),
- html.Div([
- html.Div(webInterface_inst.daq_cfg_ini_error , id="daq_ini_check", className="field-label", style={"color":"red"}),
- ], className="field"),
-
- html.Div([html.Div("Basic Custom DAQ Configuration", id="label_en_basic_daq_cfg" , className="field-label")]),
- html.Div([
- html.Div("Data Block Length (ms):", className="field-label"),
- dcc.Input(id='cfg_data_block_len', value=cfg_data_block_len, type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Decimated Bandwidth (kHz):", className="field-label"),
- dcc.Input(id='cfg_decimated_bw', value=cfg_decimated_bw, type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Recalibration Interval (mins):", className="field-label"),
- dcc.Input(id='cfg_recal_interval', value=cfg_recal_interval, type='number', debounce=True, className="field-body")
- ], className="field"),
-
- html.Div([html.Div("Advanced Custom DAQ Configuration", id="label_en_advanced_daq_cfg" , className="field-label"),
- dcc.Checklist(options=option , id="en_advanced_daq_cfg" , className="field-body", value=en_advanced_daq_cfg),
- ], className="field"),
- ]
-
- # --> Optional DAQ Subsystem reconfiguration fields <--
- #if len(en_advanced_daq_cfg):
- # if daq_cfg_params is not None:
- daq_subsystem_reconfiguration_options = [ \
- html.Div([
-
- html.H2("DAQ Subsystem Reconfiguration", id="init_title_reconfig"),
- html.H3("HW", id="cfg_group_hw"),
- html.Div([
- html.Div("# RX Channels:", className="field-label"),
- dcc.Input(id='cfg_rx_channels', value=daq_cfg_params[1], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.H3("DAQ", id="cfg_group_daq"),
- html.Div([
- html.Div("DAQ Buffer Size:", className="field-label", id="label_daq_buffer_size"),
- dcc.Dropdown(id='cfg_daq_buffer_size',
- options=[
- {'label': i, 'value': i} for i in valid_daq_buffer_sizes
- ],
- value=daq_cfg_params[2], style={"display":"inline-block"},className="field-body"),
- ], className="field"),
- html.Div([
- html.Div("Sample Rate [MHz]:", className="field-label", id="label_sample_rate"),
- dcc.Dropdown(id='cfg_sample_rate',
- options=[
- {'label': i, 'value': i} for i in valid_sample_rates
- ],
- value=daq_cfg_params[3]/10**6, style={"display":"inline-block"},className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Enable Noise Source Control:", className="field-label", id="label_en_noise_source_ctr"),
- dcc.Checklist(options=option , id="en_noise_source_ctr" , className="field-body", value=en_noise_src_values),
- ], className="field"),
- html.H3("Squelch"),
- html.Div([
- html.Div("Enable DAQ Squelch (NOT ACTIVE):", className="field-label", id="label_en_squelch"),
- dcc.Checklist(options=option , id="en_squelch_mode" , className="field-body", value=en_squelch_values),
- ], className="field"),
- html.Div([
- html.Div("Initial Threshold:", className="field-label", id="label_squelch_init_threshold"),
- dcc.Input(id='cfg_squelch_init_th', value=daq_cfg_params[6], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.H3("Pre Processing"),
- html.Div([
- html.Div("CPI Size [sample]:", className="field-label", id="label_cpi_size"),
- dcc.Input(id='cfg_cpi_size', value=daq_cfg_params[7], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Decimation Ratio:", className="field-label", id="label_decimation_ratio"),
- dcc.Input(id='cfg_decimation_ratio', value=daq_cfg_params[8], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("FIR Relative Bandwidth:", className="field-label", id="label_fir_relative_bw"),
- dcc.Input(id='cfg_fir_bw', value=daq_cfg_params[9], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("FIR Tap Size:", className="field-label", id="label_fir_tap_size"),
- dcc.Input(id='cfg_fir_tap_size', value=daq_cfg_params[10], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("FIR Window:", className="field-label", id="label_fir_window"),
- dcc.Dropdown(id='cfg_fir_window',
- options=[
- {'label': i, 'value': i} for i in valid_fir_windows
- ],
- value=daq_cfg_params[11], style={"display":"inline-block"},className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Enable Filter Reset:", className="field-label", id="label_en_filter_reset"),
- dcc.Checklist(options=option , id="en_filter_reset" , className="field-body", value=en_filter_rst_values),
- ], className="field"),
- html.H3("Calibration"),
- html.Div([
- html.Div("Correlation Size [sample]:", className="field-label", id="label_correlation_size"),
- dcc.Input(id='cfg_corr_size', value=daq_cfg_params[13], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Standard Channel Index:", className="field-label", id="label_std_ch_index"),
- dcc.Input(id='cfg_std_ch_ind', value=daq_cfg_params[14], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Enable IQ Calibration:", className="field-label", id="label_en_iq_calibration"),
- dcc.Checklist(options=option , id="en_iq_cal" , className="field-body", value=en_iq_cal_values),
- ], className="field"),
- html.Div([
- html.Div("Gain Lock Interval [frame]:", className="field-label", id="label_gain_lock_interval"),
- dcc.Input(id='cfg_gain_lock', value=daq_cfg_params[16], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Require Track Lock Intervention (For Kerberos):", className="field-label", id="label_require_track_lock"),
- dcc.Checklist(options=option , id="en_req_track_lock_intervention" , className="field-body", value=en_req_track_lock_values),
- ], className="field"),
- html.Div([
- html.Div("Calibration Track Mode:", className="field-label", id="label_calibration_track_mode"),
- dcc.Dropdown(id='cfg_cal_track_mode',
- options=[
- {'label': i[0], 'value': i[1]} for i in calibration_tack_modes
- ],
- value=daq_cfg_params[18], style={"display":"inline-block"},className="field-body"),
- ], className="field"),
- html.Div([
- html.Div("Amplitude Calibration Mode :", className="field-label", id="label_amplitude_calibration_mode"),
- dcc.Dropdown(id='cfg_amplitude_cal_mode',
- options=[
- {'label': 'default', 'value': 'default'},
- {'label': 'disabled', 'value': 'disabled'},
- {'label': 'channel_power', 'value': 'channel_power'}
- ],
- value=daq_cfg_params[19], style={"display":"inline-block"},className="field-body"),
- ], className="field"),
- html.Div([
- html.Div("Calibration Frame Interval:", className="field-label", id="label_calibration_frame_interval"),
- dcc.Input(id='cfg_cal_frame_interval', value=daq_cfg_params[20], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Calibration Frame Burst Size:", className="field-label", id="label_calibration_frame_burst_size"),
- dcc.Input(id='cfg_cal_frame_burst_size', value=daq_cfg_params[21], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Amplitude Tolerance [dB]:", className="field-label", id="label_amplitude_tolerance"),
- dcc.Input(id='cfg_amplitude_tolerance', value=daq_cfg_params[22], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Phase Tolerance [deg]:", className="field-label", id="label_phase_tolerance"),
- dcc.Input(id='cfg_phase_tolerance', value=daq_cfg_params[23], type='number', debounce=True, className="field-body")
- ], className="field"),
- html.Div([
- html.Div("Maximum Sync Fails:", className="field-label", id="label_max_sync_fails"),
- dcc.Input(id='cfg_max_sync_fails', value=daq_cfg_params[24], type='number', debounce=True, className="field-body")
- ], className="field"),
- ], style={'width': '100%'}, id='adv-cfg-container'),
-
- # Reconfigure Button
- html.Div([
- html.Button('Reconfigure & Restart DAQ chain', id='btn_reconfig_daq_chain', className="btn"),
- ], className="field"),
- ]
- for i in range(len(daq_subsystem_reconfiguration_options)):
- daq_config_card_list.append(daq_subsystem_reconfiguration_options[i])
- #else:
- # daq_config_card_list.append(html.H2("DAQ Subsystem Reconfiguration", id="init_title_reconfig"))
- # daq_config_card_list.append(html.Div("Config file not found! Reconfiguration is not possible !", id="daq_reconfig_note", className="field", style={"color":"red"}))
-
- daq_config_card = html.Div(daq_config_card_list, className="card")
- #-----------------------------
- # DAQ Status Card
- #-----------------------------
- daq_status_card = \
- html.Div([
- html.H2("DAQ Subsystem Status", id="init_title_s"),
- html.Div([html.Div("Update rate:" , id="label_daq_update_rate" , className="field-label"), html.Div("- ms" , id="body_daq_update_rate" , className="field-body")], className="field"),
- html.Div([html.Div("Latency:" , id="label_daq_dsp_latency" , className="field-label"), html.Div("- ms" , id="body_daq_dsp_latency" , className="field-body")], className="field"),
- html.Div([html.Div("Frame index:" , id="label_daq_frame_index" , className="field-label"), html.Div("-" , id="body_daq_frame_index" , className="field-body")], className="field"),
- html.Div([html.Div("Frame type:" , id="label_daq_frame_type" , className="field-label"), html.Div("-" , id="body_daq_frame_type" , className="field-body")], className="field"),
- html.Div([html.Div("Frame sync:" , id="label_daq_frame_sync" , className="field-label"), html.Div("LOSS" , id="body_daq_frame_sync" , className="field-body", style={"color": "red"})], className="field"),
- html.Div([html.Div("Power level:" , id="label_daq_power_level" , className="field-label"), html.Div("-" , id="body_daq_power_level" , className="field-body")], className="field"),
- html.Div([html.Div("Connection status:" , id="label_daq_conn_status" , className="field-label"), html.Div("Disconnected", id="body_daq_conn_status" , className="field-body", style={"color": "red"})], className="field"),
- html.Div([html.Div("Sample delay snyc:" , id="label_daq_delay_sync" , className="field-label"), html.Div("LOSS" , id="body_daq_delay_sync" , className="field-body", style={"color": "red"})], className="field"),
- html.Div([html.Div("IQ snyc:" , id="label_daq_iq_sync" , className="field-label"), html.Div("LOSS" , id="body_daq_iq_sync" , className="field-body", style={"color": "red"})], className="field"),
- html.Div([html.Div("Noise source state:" , id="label_daq_noise_source" , className="field-label"), html.Div("Disabled" , id="body_daq_noise_source" , className="field-body", style={"color": "green"})], className="field"),
- html.Div([html.Div("RF center frequecy [MHz]:" , id="label_daq_rf_center_freq", className="field-label"), html.Div("- MHz" , id="body_daq_rf_center_freq", className="field-body")], className="field"),
- html.Div([html.Div("Sampling frequency [MHz]:" , id="label_daq_sampling_freq" , className="field-label"), html.Div("- MHz" , id="body_daq_sampling_freq" , className="field-body")], className="field"),
- html.Div([html.Div("Data block length [ms]:" , id="label_daq_cpi" , className="field-label"), html.Div("- ms" , id="body_daq_cpi" , className="field-body")], className="field"),
- html.Div([html.Div("IF gains [dB]:" , id="label_daq_if_gain" , className="field-label"), html.Div("[,] dB" , id="body_daq_if_gain" , className="field-body")], className="field"),
- #html.Div([html.Div("Avg. powers [dB]:" , id="label_avg_powers" , className="field-label"), html.Div("[,] dB" , id="body_avg_powers" , className="field-body")], className="field"),
- ], className="card")
-
- #-----------------------------
- # DSP Confugartion Card
- #-----------------------------
-
- dsp_config_card = \
- html.Div([
- html.H2("Passive Radar Configuration", id="init_title_d"),
- html.Div([html.Div("Enable Passive Radar", id="label_en_pr" , className="field-label"),
- dcc.Checklist(options=option , id="en_pr_check" , className="field-body", value=en_pr_values),
- ], className="field"),
-
- html.Div([html.Div("Clutter Cancellation:" , id="label_clutter_cancellation" , className="field-label"),
- dcc.Dropdown(id='clutter_cancel_algo',
- options=[
- {'label': 'OFF', 'value': "OFF"},
- {'label': 'Wiener MRE' , 'value': "Wiener MRE"},
- ],
- value=webInterface_inst.module_signal_processor.PR_clutter_cancellation, style={"display":"inline-block"},className="field-body")
- ], className="field"),
-
- html.Div([html.Div("Max Bistatic Range [km]:" , id="label_max_bistatic_range" , className="field-label"),
- dcc.Dropdown(id='max_bistatic_range',
- options=[
- {'label': '16', 'value': 16},
- {'label': '32' , 'value': 32},
- {'label': '64' , 'value': 64},
- {'label': '128' , 'value': 128},
- {'label': '256' , 'value': 256},
- {'label': '512' , 'value': 512},
- {'label': '1024' , 'value': 1024},
- ],
- value=webInterface_inst.module_signal_processor.max_bistatic_range, style={"display":"inline-block"},className="field-body")
- ], className="field"),
-
- html.Div([html.Div("Max Doppler [Hz]:" , id="label_max_doppler" ,style={"display":"inline-block"}, className="field-label"),
- dcc.Input(id="max_doppler", value=webInterface_inst.module_signal_processor.max_doppler, type='number', style={"display":"inline-block", "float":"right", "padding-left":0}, debounce=True, className="field-body")
- ], style={'display':'inline-block'}, className="field"),
-
- html.Div([html.Div("PR Persist", id="label_en_persist" , className="field-label"),
- dcc.Checklist(options=option , id="en_persist_check" , className="field-body", value=en_persist_values),
- ], className="field"),
-
- html.Div([html.Div("Persist Decay:" , id="label_persist_decay" ,style={"display":"inline-block"}, className="field-label"),
- dcc.Input(id="persist_decay", value=webInterface_inst.pr_persist_decay, type='number', style={"display":"inline-block", "float":"right", "padding-left":0}, debounce=True, className="field-body")
- ], style={'display':'inline-block'}, className="field"),
-
-
- html.Div([html.Div("Dynamic Range (Min):" , id="label_dynrange_min" ,style={"display":"inline-block"}, className="field-label"),
- dcc.Input(id="dynrange_min", value=webInterface_inst.pr_dynamic_range_min, type='number', style={"display":"inline-block", "float":"right", "padding-left":0}, debounce=True, className="field-body")
- ], style={'display':'inline-block'}, className="field"),
-
- html.Div([html.Div("Dynamic Range (Max):" , id="label_dynrange_max" ,style={"display":"inline-block"}, className="field-label"),
- dcc.Input(id="dynrange_max", value=webInterface_inst.pr_dynamic_range_max, type='number', style={"display":"inline-block", "float":"right", "padding-left":0}, debounce=True, className="field-body")
- ], style={'display':'inline-block'}, className="field"),
-
-
-
-
- ], className="card")
-
- #-----------------------------
- # Display Options Card
- #-----------------------------
- #config_page_component_list = [daq_config_card, daq_status_card, dsp_config_card, display_options_card,squelch_card]
- config_page_component_list = [daq_config_card, daq_status_card, dsp_config_card]
-
- if not webInterface_inst.disable_tooltips:
- config_page_component_list.append(tooltips.dsp_config_tooltips)
- #if len(en_advanced_daq_cfg):
- #if daq_cfg_params is not None:
- config_page_component_list.append(tooltips.daq_ini_config_tooltips)
-
- return html.Div(children=config_page_component_list)
-
-
-spectrum_page_layout = html.Div([
- html.Div([
- dcc.Store(id="spectrum-store"),
- dcc.Graph(
- id="spectrum-graph",
- style={'width': '100%', 'height': '45%'},
- figure=fig_dummy #spectrum_fig #fig_dummy #spectrum_fig #fig_dummy
- ),
- dcc.Graph(
- id="waterfall-graph",
- style={'width': '93.5%', 'height': '60%'},
- figure=waterfall_fig #waterfall fig remains unchanged always due to slow speed to update entire graph #fig_dummy #spectrum_fig #fig_dummy
- ),
-], className="monitor_card"),
-
-
- #html.Div([
- #dcc.Graph(
- # style={"height": "inherit"},
- # id="waterfall-graph",
- # figure=fig_dummy #spectrum_fig #fig_dummy
- #)], className="monitor_card"),
-
-
-
-])
-def generate_pr_page_layout(webInterface_inst):
- pr_page_layout = html.Div([
- html.Div([
- #dcc.Graph(id='doa-graph-test', figure=doa_fig),
- dcc.Store(id='pr-store', data=[]),
- dcc.Graph(
- style={"height": "inherit"},
- id="pr-graph",
- figure=pr_fig, #fig_dummy #doa_fig #fig_dummy
- )], className="monitor_card"),
- ])
- return pr_page_layout
-
-#============================================
-# CALLBACK FUNCTIONS
-#============================================
-@app.callback_connect
-def func(client, connect):
- #print(client, connect, len(app.clients))
- if connect and len(app.clients)==1:
- fetch_dsp_data()
- elif not connect and len(app.clients)==0:
- webInterface_inst.dsp_timer.cancel()
-
-def fetch_dsp_data():
- daq_status_update_flag = 0
- spectrum_update_flag = 0
- doa_update_flag = 0
- freq_update = no_update
- #############################################
- # Fetch new data from back-end ques #
- #############################################
- try:
- # Fetch new data from the receiver module
- que_data_packet = webInterface_inst.rx_data_que.get(False)
- for data_entry in que_data_packet:
- if data_entry[0] == "conn-ok":
- webInterface_inst.daq_conn_status = 1
- daq_status_update_flag = 1
- elif data_entry[0] == "disconn-ok":
- webInterface_inst.daq_conn_status = 0
- daq_status_update_flag = 1
- elif data_entry[0] == "config-ok":
- webInterface_inst.daq_cfg_iface_status = 0
- daq_status_update_flag = 1
- except queue.Empty:
- # Handle empty queue here
- webInterface_inst.logger.debug("Receiver module que is empty")
- else:
- pass
- # Handle task here and call q.task_done()
- if webInterface_inst.daq_restart: # Set by the restarting script
- daq_status_update_flag = 1
- try:
- # Fetch new data from the signal processing module
- que_data_packet = webInterface_inst.sp_data_que.get(False)
- for data_entry in que_data_packet:
- if data_entry[0] == "iq_header":
- webInterface_inst.logger.debug("Iq header data fetched from signal processing que")
- iq_header = data_entry[1]
- # Unpack header
- webInterface_inst.daq_frame_index = iq_header.cpi_index
-
- if iq_header.frame_type == iq_header.FRAME_TYPE_DATA:
- webInterface_inst.daq_frame_type = "Data"
- elif iq_header.frame_type == iq_header.FRAME_TYPE_DUMMY:
- webInterface_inst.daq_frame_type = "Dummy"
- elif iq_header.frame_type == iq_header.FRAME_TYPE_CAL:
- webInterface_inst.daq_frame_type = "Calibration"
- elif iq_header.frame_type == iq_header.FRAME_TYPE_TRIGW:
- webInterface_inst.daq_frame_type = "Trigger wait"
- else:
- webInterface_inst.daq_frame_type = "Unknown"
-
- webInterface_inst.daq_frame_sync = iq_header.check_sync_word()
- webInterface_inst.daq_power_level = iq_header.adc_overdrive_flags
- webInterface_inst.daq_sample_delay_sync = iq_header.delay_sync_flag
- webInterface_inst.daq_iq_sync = iq_header.iq_sync_flag
- webInterface_inst.daq_noise_source_state= iq_header.noise_source_state
-
- if webInterface_inst.daq_center_freq != iq_header.rf_center_freq/10**6:
- freq_update = 1
-
- webInterface_inst.daq_center_freq = iq_header.rf_center_freq/10**6
- webInterface_inst.daq_adc_fs = iq_header.adc_sampling_freq/10**6
- webInterface_inst.daq_fs = iq_header.sampling_freq/10**6
- webInterface_inst.daq_cpi = int(iq_header.cpi_length*10**3/iq_header.sampling_freq)
- gain_list_str=""
- for m in range(iq_header.active_ant_chs):
- gain_list_str+=str(iq_header.if_gains[m]/10)
- gain_list_str+=", "
- webInterface_inst.daq_if_gains =gain_list_str[:-2]
- daq_status_update_flag = 1
- elif data_entry[0] == "update_rate":
- webInterface_inst.daq_update_rate = data_entry[1]
- # Set absoluth minimum
- #if webInterface_inst.daq_update_rate < 0.1: webInterface_inst.daq_update_rate = 0.1
- if webInterface_inst._update_rate_arr is None:
- webInterface_inst._update_rate_arr = np.ones(webInterface_inst._avg_win_size)*webInterface_inst.daq_update_rate
- webInterface_inst._update_rate_arr[0:webInterface_inst._avg_win_size-2] = \
- webInterface_inst._update_rate_arr[1:webInterface_inst._avg_win_size-1]
- webInterface_inst._update_rate_arr[webInterface_inst._avg_win_size-1] = webInterface_inst.daq_update_rate
- #webInterface_inst.page_update_rate = np.average(webInterface_inst._update_rate_arr)*0.8
- elif data_entry[0] == "latency":
- webInterface_inst.daq_dsp_latency = data_entry[1] + webInterface_inst.daq_cpi
- elif data_entry[0] == "spectrum":
- webInterface_inst.logger.debug("Spectrum data fetched from signal processing que")
- spectrum_update_flag = 1
- webInterface_inst.spectrum = data_entry[1]
- elif data_entry[0] == "RD_matrix":
- webInterface_inst.logger.debug("Passive Radar RD Matrix data fetched from signal processing que")
- doa_update_flag = 1
- webInterface_inst.RD_matrix = data_entry[1]
- else:
- webInterface_inst.logger.warning("Unknown data entry: {:s}".format(data_entry[0]))
- except queue.Empty:
- # Handle empty queue here
- webInterface_inst.logger.debug("Signal processing que is empty")
- else:
- pass
- # Handle task here and call q.task_done()
-
- #current_time = time.time()
- #time_elapsed = current_time - webInterface_inst.update_time
- #webInterface_inst.update_time = current_time
-
- if (webInterface_inst.pathname == "/config" or webInterface_inst.pathname == "/") and daq_status_update_flag:
- update_daq_status()
- elif webInterface_inst.pathname == "/spectrum" and spectrum_update_flag:
- plot_spectrum()
- elif (webInterface_inst.pathname == "/pr" and doa_update_flag): #or (webInterface_inst.pathname == "/doa" and webInterface_inst.reset_doa_graph_flag):
- plot_pr()
-
- #if (pathname == "/config" or pathname=="/") and daq_status_update_flag:
- # pass
- #elif pathname == "/spectrum" and spectrum_update_flag:
- # pass
- #elif pathname == "/doa" and doa_update_flag:
- # pass
- #else:
- # pass
-
- webInterface_inst.dsp_timer = Timer(.01, fetch_dsp_data)
- webInterface_inst.dsp_timer.start()
-
-
-def update_daq_status():
-
- #############################################
- # Prepare UI component properties #
- #############################################
-
- if webInterface_inst.daq_conn_status == 1:
-
- if not webInterface_inst.daq_cfg_iface_status:
- daq_conn_status_str = "Connected"
- conn_status_style={"color": "green"}
- else: # Config interface is busy
- daq_conn_status_str = "Reconfiguration.."
- conn_status_style={"color": "orange"}
- else:
- daq_conn_status_str = "Disconnected"
- conn_status_style={"color": "red"}
-
- if webInterface_inst.daq_restart:
- daq_conn_status_str = "Restarting.."
- conn_status_style={"color": "orange"}
-
- if webInterface_inst.daq_update_rate < 1:
- daq_update_rate_str = "{:d} ms".format(round(webInterface_inst.daq_update_rate*1000))
- else:
- daq_update_rate_str = "{:.2f} s".format(webInterface_inst.daq_update_rate)
-
- daq_dsp_latency = "{:d} ms".format(webInterface_inst.daq_dsp_latency)
- daq_frame_index_str = str(webInterface_inst.daq_frame_index)
-
- daq_frame_type_str = webInterface_inst.daq_frame_type
- if webInterface_inst.daq_frame_type == "Data":
- frame_type_style = frame_type_style={"color": "green"}
- elif webInterface_inst.daq_frame_type == "Dummy":
- frame_type_style = frame_type_style={"color": "white"}
- elif webInterface_inst.daq_frame_type == "Calibration":
- frame_type_style = frame_type_style={"color": "orange"}
- elif webInterface_inst.daq_frame_type == "Trigger wait":
- frame_type_style = frame_type_style={"color": "yellow"}
- else:
- frame_type_style = frame_type_style={"color": "red"}
-
- if webInterface_inst.daq_frame_sync:
- daq_frame_sync_str = "LOSS"
- frame_sync_style={"color": "red"}
- else:
- daq_frame_sync_str = "Ok"
- frame_sync_style={"color": "green"}
- if webInterface_inst.daq_sample_delay_sync:
- daq_delay_sync_str = "Ok"
- delay_sync_style={"color": "green"}
- else:
- daq_delay_sync_str = "LOSS"
- delay_sync_style={"color": "red"}
-
- if webInterface_inst.daq_iq_sync:
- daq_iq_sync_str = "Ok"
- iq_sync_style={"color": "green"}
- else:
- daq_iq_sync_str = "LOSS"
- iq_sync_style={"color": "red"}
-
- if webInterface_inst.daq_noise_source_state:
- daq_noise_source_str = "Enabled"
- noise_source_style={"color": "red"}
- else:
- daq_noise_source_str = "Disabled"
- noise_source_style={"color": "green"}
-
- if webInterface_inst.daq_power_level:
- daq_power_level_str = "Overdrive"
- daq_power_level_style={"color": "red"}
- else:
- daq_power_level_str = "OK"
- daq_power_level_style={"color": "green"}
-
- daq_rf_center_freq_str = str(webInterface_inst.daq_center_freq)
- daq_sampling_freq_str = str(webInterface_inst.daq_fs)
- daq_cpi_str = str(webInterface_inst.daq_cpi)
- #daq_max_amp_str = "{:.1f}".format(webInterface_inst.max_amplitude)
- #daq_avg_powers_str = webInterface_inst.avg_powers
-
-
- app.push_mods({
- 'body_daq_update_rate': {'children': daq_update_rate_str},
- 'body_daq_dsp_latency': {'children': daq_dsp_latency},
- 'body_daq_frame_index': {'children': daq_frame_index_str},
- 'body_daq_frame_sync': {'children': daq_frame_sync_str},
- 'body_daq_frame_type': {'children': daq_frame_type_str},
- 'body_daq_power_level': {'children': daq_power_level_str},
- 'body_daq_conn_status': {'children': daq_conn_status_str },
- 'body_daq_delay_sync': {'children': daq_delay_sync_str},
- 'body_daq_iq_sync': {'children': daq_iq_sync_str},
- 'body_daq_noise_source': {'children': daq_noise_source_str},
- 'body_daq_rf_center_freq': {'children': daq_rf_center_freq_str},
- 'body_daq_sampling_freq': {'children': daq_sampling_freq_str},
- 'body_daq_cpi': {'children': daq_cpi_str},
- 'body_daq_if_gain': {'children': webInterface_inst.daq_if_gains},
- #'body_avg_powers': {'children': daq_avg_powers_str}
- })
-
- app.push_mods({
- 'body_daq_frame_sync': {'style': frame_sync_style},
- 'body_daq_frame_type': {'style': frame_type_style},
- 'body_daq_power_level': {'style': daq_power_level_style},
- 'body_daq_conn_status': {'style': conn_status_style},
- 'body_daq_delay_sync': {'style': delay_sync_style},
- 'body_daq_iq_sync': {'style': iq_sync_style},
- 'body_daq_noise_source': {'style': noise_source_style},
- })
-
-@app.callback(
- Output(component_id="placeholder_update_freq", component_property="children"),
- [Input(component_id ="btn-update_rx_param" , component_property="n_clicks")],
- [State(component_id ="daq_center_freq" , component_property='value'),
- State(component_id ="daq_rx_gain" , component_property='value')],
-)
-def update_daq_params(input_value, f0, gain):
- #if input_value is None:
- # raise PreventUpdate
- webInterface_inst.daq_center_freq = f0
- webInterface_inst.config_daq_rf(f0,gain)
- return 1
-
-@app.callback([Output("page-content" , "children"),
- Output("header_config" ,"className"),
- Output("header_spectrum","className"),
- Output("header_doa" ,"className")],
- [Input("url" , "pathname")])
-def display_page(pathname):
- global spectrum_fig
- global doa_fig
- webInterface_inst.pathname = pathname
-
- if pathname == "/":
- webInterface_inst.module_signal_processor.en_spectrum = False
- return [generate_config_page_layout(webInterface_inst), "header_active", "header_inactive", "header_inactive"]
- elif pathname == "/config":
- webInterface_inst.module_signal_processor.en_spectrum = False
- return [generate_config_page_layout(webInterface_inst), "header_active", "header_inactive", "header_inactive"]
- elif pathname == "/spectrum":
- webInterface_inst.module_signal_processor.en_spectrum = True
- #webInterface_inst.reset_spectrum_graph_flag = True
- #plot_spectrum()
- #while webInterface_inst.reset_spectrum_graph_flag: time.sleep(1)
- spectrum_fig = None # Force reload of graphs as axes may change etc
- time.sleep(1)
- return [spectrum_page_layout, "header_inactive", "header_active", "header_inactive"]
- elif pathname == "/pr":
- webInterface_inst.module_signal_processor.en_spectrum = False
- #webInterface_inst.module_signal_processor.en_DOA_estimation = False
- #webInterface_inst.reset_doa_graph_flag = True
- plot_pr()
- #doa_fig = {}
- #while webInterface_inst.reset_doa_graph_flag: time.sleep(1) # Wait until the graph is reset
- #while doa_fig == None : time.sleep(0.1) # Wait for doa_fig to reconfigure in timer callback
- #time.sleep(1)
- #webInterface_inst.module_signal_processor.en_DOA_estimation = True
- return [generate_pr_page_layout(webInterface_inst), "header_inactive", "header_inactive", "header_active"]
- return Output('dummy_output', 'children', '') #[no_update, no_update, no_update, no_update]
-
- #return [no_update, no_update, no_update, no_update]
-
-
-@app.callback_shared(
- None,
- [Input(component_id='btn-start_proc', component_property='n_clicks')],
-)
-def start_proc_btn(input_value):
- webInterface_inst.logger.info("Start pocessing btn pushed")
- webInterface_inst.start_processing()
-
-@app.callback_shared(
- None,
- [Input(component_id='btn-stop_proc', component_property='n_clicks')],
-)
-def stop_proc_btn(input_value):
- webInterface_inst.logger.info("Stop pocessing btn pushed")
- webInterface_inst.stop_processing()
-
-@app.callback_shared(
- None,
- [Input(component_id='btn-save_cfg' , component_property='n_clicks')],
-)
-def save_config_btn(input_value):
- webInterface_inst.logger.info("Saving DAQ and DSP Configuration")
- webInterface_inst.save_configuration()
-
-"""
-@app.callback(
- #Output(component_id='url', component_property='pathname'),
- None,
- [Input(component_id='mem_leak_refresh_interval', component_property='n_intervals')],
- [State(component_id='url', component_property='pathname')]
-)
-def heatmap_mem_leak_refresh_fix(intervals, pathname):
- if pathname == "/doa":
-
- CAFMatrix = np.abs(webInterface_inst.RD_matrix)
-
- CAFMatrix = CAFMatrix / 50 #/ np.amax(CAFMatrix) # Noramlize with the maximum value
- CAFMatrixLog = 20 * np.log10(CAFMatrix)
-
- CAFDynRange = 20
- CAFMatrixLog[CAFMatrixLog < -CAFDynRange] = -CAFDynRange
-
-
- pr_init = CAFMatrixLog
- pr_fig = go.Figure(layout=fig_layout)
- pr_fig.add_trace(go.Heatmap(
- z=pr_init,
- zsmooth='best', #False,
- #zsmooth=False, #False,
- showscale=False,
- hoverinfo='skip',
- colorscale=[[0.0, '#000020'],
- [0.0714, '#000030'],
- [0.1428, '#000050'],
- [0.2142, '#000091'],
- [0.2856, '#1E90FF'],
- [0.357, '#FFFFFF'],
- [0.4284, '#FFFF00'],
- [0.4998, '#FE6D16'],
- [0.5712, '#FE6D16'],
- [0.6426, '#FF0000'],
- [0.714, '#FF0000'],
- [0.7854, '#C60000'],
- [0.8568, '#9F0000'],
- [0.9282, '#750000'],
- [1.0, '#4A0000']]))
-
- app.push_mods({
- 'pr-graph': {'figure': pr_fig},
- #'pr-graph': {'extendData': pr_fig},
- # 'waterfall-graph': {'figure': waterfall_fig}
- })
-"""
-
-def plot_pr():
- global pr_fig
-
- if webInterface_inst.RD_matrix is not None:
-
- #start = time.time()
-
- CAFMatrix = np.abs(webInterface_inst.RD_matrix)
-
- CAFMatrix = CAFMatrix / 50 #/ np.amax(CAFMatrix) # Noramlize with the maximum value
-
- if webInterface_inst.CAFMatrixPersist is None or webInterface_inst.CAFMatrixPersist.shape != CAFMatrix.shape or not webInterface_inst.en_persist:
- webInterface_inst.CAFMatrixPersist = CAFMatrix
- else:
- webInterface_inst.CAFMatrixPersist = np.maximum(webInterface_inst.CAFMatrixPersist, CAFMatrix)*webInterface_inst.pr_persist_decay #webInterface_inst.CAFMatrixPersist * 0.5 + CAFMatrix * 0.5
-
- #CAFMatrixNew = #np.maximum(webInterface_inst.CAFMatrixOld, CAFMatrix)
- #webInterface_inst.CAFMatrixOld = CAFMatrixNew
- #webInterface_inst.CAFMatrixOld = webInterface_inst.CAFMatrixOld * 0.999
-
- CAFMatrixLog = 20 * np.log10(webInterface_inst.CAFMatrixPersist)
-
- CAFDynRange = webInterface_inst.pr_dynamic_range_min
- CAFMatrixLog[CAFMatrixLog < CAFDynRange] = CAFDynRange
-
- CAFDynRange = webInterface_inst.pr_dynamic_range_max
- CAFMatrixLog[CAFMatrixLog > CAFDynRange] = CAFDynRange
-
- #end = time.time()
- #print("WebInt Time: " + str((end-start)* 1000))
-
- app.push_mods({
- #'pr-store': {'data': CAFMatrixLog}
- 'pr-graph': {'extendData': [dict(z =[CAFMatrixLog]), [0], len(CAFMatrixLog)]}
- })
-
-
-# DOA Graph Clientside Callback
-#app.clientside_callback(
-# """
-# function (data, graph_type) {
-# return [
-# [{z: [data]}, [0], data.length]
-# ]
-#
-# }
-# """,
-# [Output('pr-graph', 'extendData')],
-# [Input('pr-store', 'data')]
-#)
-
-
-app.clientside_callback(
- """
- function (data) {
- /*return [{x: data.map(i => i.x), y: data.map(i => i.y)}, [...Array(data.length).keys()], data[0].x.length]*/
-
- /*const every_nth = (arr, nth) => arr.filter((e, i) => i % nth === (nth | 0) - 1);*/
-
- return [
- [{x: data.map(i => i.x), y: data.map(i => i.y)}, [...Array(data.length).keys()], data[0].x.length],
- /*[{z: [[every_nth(data[0].y, 1)]]}, [0], 50]*/
- [{z: [[data[0].y]]}, [0], 50]
- ]
- }
- """,
- [Output('spectrum-graph', 'extendData'),
- Output('waterfall-graph', 'extendData')],
- [Input('spectrum-store', 'data')]
-)
-
-def plot_spectrum():
- global spectrum_fig
- global waterfall_fig
- if spectrum_fig == None:
- #if webInterface_inst.reset_spectrum_graph_flag:
- spectrum_fig = go.Figure(layout=fig_layout)
- #freq_label="Frequency [MHz]"
-
- x=webInterface_inst.spectrum[0,:] + webInterface_inst.daq_center_freq*10**6
-
- # Plot traces
- for m in range(np.size(webInterface_inst.spectrum, 0)-2):
- spectrum_fig.add_trace(go.Scattergl(x=x,
- y=y, #webInterface_inst.spectrum[m+1, :],
- name="Channel {:d}".format(m),
- line = dict(color = trace_colors[m],
- width = 1)
- ))
-
- spectrum_fig.add_hline(y=webInterface_inst.module_receiver.daq_squelch_th_dB)
-
- # Add selected window plot
- m = np.size(webInterface_inst.spectrum,0)-1
- spectrum_fig.add_trace(go.Scattergl(x=x,
- y=y, #webInterface_inst.spectrum[m, :],
- name="Selected Signal Window",
- line = dict(color = trace_colors[m],
- width = 3)
- ))
-
- spectrum_fig.update_xaxes( #title_text=freq_label,
- color='rgba(255,255,255,1)',
- title_font_size=20,
- tickfont_size= 15, #figure_font_size,
- range=[np.min(x), np.max(x)],
- rangemode='normal',
- mirror=True,
- ticks='outside',
- showline=True)
- spectrum_fig.update_yaxes(title_text="Amplitude [dB]",
- color='rgba(255,255,255,1)',
- title_font_size=20,
- tickfont_size=figure_font_size,
- range=[-90, 0],
- mirror=True,
- ticks='outside',
- showline=True)
-
-
- spectrum_fig.update_layout(margin=go.layout.Margin(b=5, t=0))
-
- webInterface_inst.reset_spectrum_graph_flag = False
- app.push_mods({
- 'spectrum-graph': {'figure': spectrum_fig},
- # 'waterfall-graph': {'figure': waterfall_fig}
- })
-
- else:
- update_data = []
- for m in range(1, np.size(webInterface_inst.spectrum, 0)): #webInterface_inst.module_receiver.M+1):
- #update_data.append(dict(x=webInterface_inst.spectrum[0,:], y=webInterface_inst.spectrum[m, :]))
- update_data.append(dict(x=webInterface_inst.spectrum[0,:] + webInterface_inst.daq_center_freq*10**6, y=webInterface_inst.spectrum[m, :]))
-
- app.push_mods({
- 'spectrum-store': {'data': update_data}
- #'spectrum-graph': {'extendData': spec},
- #'waterfall-graph': {'extendData': waterfall}
- })
-
-
-@app.callback(
- #[Output(component_id="body_ant_spacing_wavelength", component_property='children')],
- #Output(component_id="label_ant_spacing_meter", component_property='children')],
- #Output(component_id="ambiguity_warning", component_property='children'),
- #Output(component_id="en_fb_avg_check", component_property="options")],
- None,
- [Input(component_id ="placeholder_update_freq" , component_property='children'),
- Input(component_id ="en_pr_check" , component_property='value'),
- Input(component_id ="en_persist_check" , component_property='value'),
- Input(component_id ="persist_decay" , component_property='value'),
- Input(component_id ="max_bistatic_range" , component_property='value'),
- Input(component_id ="max_doppler" , component_property='value'),
- Input(component_id ="clutter_cancel_algo" , component_property='value'),
- Input(component_id ="dynrange_max" , component_property='value'),
- Input(component_id ="dynrange_min" , component_property='value')]
-)
-#def update_dsp_params(freq_update, en_doa, en_fb_avg, spacing_meter, ant_arrangement, doa_fig_type, doa_method, compass_ofset): #, input_value):
-def update_dsp_params(update_freq, en_pr, en_persist, persist_decay, max_bistatic_range, max_doppler, clutter_cancel_algo, dynrange_max, dynrange_min): #, input_value):
-
- if en_pr is not None and len(en_pr):
- webInterface_inst.logger.debug("Passive Radar enabled")
- webInterface_inst.module_signal_processor.en_PR = True
- else:
- webInterface_inst.module_signal_processor.en_PR = False
-
- if en_persist is not None and len(en_persist):
- webInterface_inst.en_persist = True
- else:
- webInterface_inst.en_persist = False
-
- #webInterface_inst.module_signal_processor.DOA_ant_alignment=ant_arrangement
- webInterface_inst.module_signal_processor.PR_clutter_cancellation = clutter_cancel_algo
- webInterface_inst.module_signal_processor.max_bistatic_range = max_bistatic_range
- webInterface_inst.module_signal_processor.max_doppler = max_doppler
- webInterface_inst.pr_persist_decay = persist_decay
- webInterface_inst.pr_dynamic_range_min = dynrange_min
- webInterface_inst.pr_dynamic_range_max = dynrange_max
- #webInterface_inst._doa_fig_type = doa_fig_type
- #webInterface_inst.compass_ofset = compass_ofset
-
- #return [str(ant_spacing_wavelength)]
-
-@app.callback(
- None,
- [Input('cfg_rx_channels' ,'value'),
- Input('cfg_daq_buffer_size' ,'value'),
- Input('cfg_sample_rate' ,'value'),
- Input('en_noise_source_ctr' ,'value'),
- Input('en_squelch_mode' ,'value'),
- Input('cfg_squelch_init_th' ,'value'),
- Input('cfg_cpi_size' ,'value'),
- Input('cfg_decimation_ratio' ,'value'),
- Input('cfg_fir_bw' ,'value'),
- Input('cfg_fir_tap_size' ,'value'),
- Input('cfg_fir_window' ,'value'),
- Input('en_filter_reset' ,'value'),
- Input('cfg_corr_size' ,'value'),
- Input('cfg_std_ch_ind' ,'value'),
- Input('en_iq_cal' ,'value'),
- Input('cfg_gain_lock' ,'value'),
- Input('en_req_track_lock_intervention','value'),
- Input('cfg_cal_track_mode' ,'value'),
- Input('cfg_amplitude_cal_mode' ,'value'),
- Input('cfg_cal_frame_interval' ,'value'),
- Input('cfg_cal_frame_burst_size' ,'value'),
- Input('cfg_amplitude_tolerance' ,'value'),
- Input('cfg_phase_tolerance' ,'value'),
- Input('cfg_max_sync_fails' ,'value'),
- Input('cfg_data_block_len' ,'value'),
- Input('cfg_decimated_bw' ,'value'),
- Input('cfg_recal_interval' ,'value')]
-)
-def update_daq_ini_params(
- cfg_rx_channels,cfg_daq_buffer_size,cfg_sample_rate,en_noise_source_ctr, \
- en_squelch_mode,cfg_squelch_init_th,cfg_cpi_size,cfg_decimation_ratio, \
- cfg_fir_bw,cfg_fir_tap_size,cfg_fir_window,en_filter_reset,cfg_corr_size, \
- cfg_std_ch_ind,en_iq_cal,cfg_gain_lock,en_req_track_lock_intervention, \
- cfg_cal_track_mode,cfg_amplitude_cal_mode,cfg_cal_frame_interval, \
- cfg_cal_frame_burst_size, cfg_amplitude_tolerance,cfg_phase_tolerance, \
- cfg_max_sync_fails, cfg_data_block_len, cfg_decimated_bw, cfg_recal_interval):
- # TODO: Use disctionarry instead of parameter list
-
- ctx = dash.callback_context
- component_id = ctx.triggered[0]['prop_id'].split('.')[0]
- if ctx.triggered:
- if len(ctx.triggered) == 1: # User manually changed one parameter
- webInterface_inst.tmp_daq_ini_cfg = "Custom"
-
- # If the input was from basic DAQ config, update the actual DAQ params
- if component_id == "cfg_data_block_len" or component_id == "cfg_decimated_bw" or component_id == "cfg_recal_interval":
- if not cfg_data_block_len or not cfg_decimated_bw or not cfg_recal_interval:
- return Output('dummy_output', 'children', '') #[no_update, no_update, no_update, no_update]
-
- cfg_daq_buffer_size = 262144 # This is a reasonable DAQ buffer size to use
- cfg_corr_size = 32768 # Reasonable value that never has problems calibrating
- en_noise_source_ctr = [1]
- en_squelch_mode = [] # NOTE: For checkboxes, zero is defined by an empty array
- cfg_fir_bw = 1
- cfg_fir_window = 'hann'
- en_filter_reset = []
- cfg_std_ch_ind = 0
- en_iq_cal = [1]
- en_req_track_lock_intervention = []
- cfg_amplitude_cal_mode = 'channel_power'
- cfg_cal_frame_burst_size = 10
- cfg_amplitude_tolerance = 2
- cfg_phase_tolerance = 2
- cfg_max_sync_fails = 10
-
- # Set sample rate to something sensible for the desired decimated_bw
- """
- if cfg_decimated_bw < 3:
- cfg_sample_rate = 0.25
- cfg_corr_size = 4096
- cfg_daq_buffer_size = 16384
- elif cfg_decimated_bw < 10:
- cfg_sample_rate = 1.024
- cfg_corr_size = 16384
- else:
- cfg_sample_rate = 2.4
- """
-
- cfg_decimation_ratio = round( (cfg_sample_rate*10**6) / (cfg_decimated_bw*10**3) )
-
- cfg_cpi_size = round( (cfg_data_block_len / 10**3) * cfg_decimated_bw*10**3 )
- cfg_cal_frame_interval = round((cfg_recal_interval*60) / (cfg_data_block_len/10**3))
-
- while cfg_decimation_ratio * cfg_cpi_size < cfg_daq_buffer_size:
- cfg_daq_buffer_size = (int) (cfg_daq_buffer_size / 2)
-
- cfg_corr_size = (int) (cfg_daq_buffer_size / 2)
-
- # Choose a tap size larger than the decimation ratio
- cfg_fir_tap_size = (int)(cfg_decimation_ratio * 1.2) + 8
-
- if cfg_decimation_ratio == 1:
- cfg_fir_tap_size = 1
-
- cfg_cal_track_mode = 0
- if cfg_cal_frame_interval > 1:
- cfg_cal_track_mode = 2 #[{'label': calibration_tack_modes[1], 'value': calibration_tack_modes[1]}]
- else:
- cfg_cal_track_mode = 0
-
-
- param_list = []
- param_list.append("Custom")
- param_list.append(cfg_rx_channels)
- param_list.append(cfg_daq_buffer_size)
- param_list.append(int(cfg_sample_rate*10**6))
- if en_noise_source_ctr is not None and len(en_noise_source_ctr):
- param_list.append(1)
- else:
- param_list.append(0)
- if en_squelch_mode is not None and len(en_squelch_mode):
- param_list.append(1)
- else:
- param_list.append(0)
- param_list.append(cfg_squelch_init_th)
- param_list.append(cfg_cpi_size)
- param_list.append(cfg_decimation_ratio)
- param_list.append(cfg_fir_bw)
- param_list.append(cfg_fir_tap_size)
- param_list.append(cfg_fir_window)
- if en_filter_reset is not None and len(en_filter_reset):
- param_list.append(1)
- else:
- param_list.append(0)
- param_list.append(cfg_corr_size)
- param_list.append(cfg_std_ch_ind)
- if en_iq_cal is not None and len(en_iq_cal):
- param_list.append(1)
- else:
- param_list.append(0)
- param_list.append(cfg_gain_lock)
- if en_req_track_lock_intervention is not None and len(en_req_track_lock_intervention):
- param_list.append(1)
- else:
- param_list.append(0)
- param_list.append(cfg_cal_track_mode)
- param_list.append(cfg_amplitude_cal_mode)
- param_list.append(cfg_cal_frame_interval)
- param_list.append(cfg_cal_frame_burst_size)
- param_list.append(cfg_amplitude_tolerance)
- param_list.append(cfg_phase_tolerance)
- param_list.append(cfg_max_sync_fails)
- param_list.append(webInterface_inst.daq_ini_cfg_params[25]) # Preserve data interface information
- webInterface_inst.daq_ini_cfg_params = param_list
-
- if ctx.triggered:
- # If we updated advanced daq, update basic DAQ params
- if component_id == "cfg_sample_rate" or component_id == "cfg_decimation_ratio" or component_id == "cfg_cpi_size" or component_id == "cfg_cal_frame_interval":
- if not cfg_sample_rate or not cfg_decimation_ratio or not cfg_cpi_size:
- return Output('dummy_output', 'children', '') #[no_update, no_update, no_update, no_update]
-
- cfg_decimated_bw = ((int(cfg_sample_rate*10**6)) / cfg_decimation_ratio) / 10**3
- cfg_data_block_len = ( cfg_cpi_size / (cfg_decimated_bw) )
- cfg_recal_interval = (cfg_cal_frame_interval * (cfg_data_block_len/10**3)) / 60
-
- app.push_mods({
- 'cfg_data_block_len': {'value': cfg_data_block_len},
- 'cfg_decimated_bw': {'value': cfg_decimated_bw},
- 'cfg_recal_interval': {'value': cfg_recal_interval},
- })
- # If we updated basic DAQ, update advanced DAQ
- elif component_id == "cfg_data_block_len" or component_id == "cfg_decimated_bw" or component_id == "cfg_recal_interval":
- app.push_mods({
- 'cfg_decimation_ratio': {'value': cfg_decimation_ratio},
- 'cfg_cpi_size': {'value': cfg_cpi_size},
- 'cfg_cal_frame_interval': {'value': cfg_cal_frame_interval},
- 'cfg_fir_tap_size': {'value': cfg_fir_tap_size},
- 'cfg_sample_rate': {'value': cfg_sample_rate},
- 'cfg_daq_buffer_size': {'value': cfg_daq_buffer_size},
- 'cfg_corr_size': {'value': cfg_corr_size},
- 'en_noise_source_ctr': {'value': en_noise_source_ctr},
- 'en_squelch_mode': {'value': en_squelch_mode},
- 'cfg_fir_bw': {'value': cfg_fir_bw},
- 'cfg_fir_window': {'value': cfg_fir_window},
- 'en_filter_reset': {'value': en_filter_reset},
- 'cfg_std_ch_ind': {'value': cfg_std_ch_ind},
- 'en_iq_cal': {'value': en_iq_cal},
- 'en_req_track_lock_intervention': {'value': en_req_track_lock_intervention},
- 'cfg_amplitude_cal_mode': {'value': cfg_amplitude_cal_mode},
- 'cfg_cal_frame_burst_size': {'value': cfg_cal_frame_burst_size},
- 'cfg_amplitude_tolerance': {'value': cfg_amplitude_tolerance},
- 'cfg_phase_tolerance': {'value': cfg_phase_tolerance},
- 'cfg_max_sync_fails': {'value': cfg_max_sync_fails},
- })
-
-
-
-@app.callback(Output('adv-cfg-container', 'style'),
- [Input("en_advanced_daq_cfg", "value")]
-)
-def toggle_adv_daq(toggle_value):
- webInterface_inst.en_advanced_daq_cfg = toggle_value
- if toggle_value:
- return {'display': 'block'}
- else:
- return {'display': 'none'}
-
-@app.callback([Output("url" , "pathname")],
- [ #Input("en_advanced_daq_cfg" , "value"),
- Input("daq_cfg_files" , "value"),
- Input("placeholder_recofnig_daq" , "children"),
- Input("placeholder_update_rx" , "children")]
-)
-def reload_cfg_page(config_fname, dummy_0, dummy_1):
- #ctx = dash.callback_context
- webInterface_inst.daq_ini_cfg_params = read_config_file(config_fname)
- webInterface_inst.tmp_daq_ini_cfg = webInterface_inst.daq_ini_cfg_params[0]
-
- #if ctx.triggered:
- # component_id = ctx.triggered[0]['prop_id'].split('.')[0]
- #if component_id == "daq_cfg_files" and config_fname is not None:
- # webInterface_inst.daq_ini_cfg_params = read_config_file(config_fname)
- # webInterface_inst.tmp_daq_ini_cfg = webInterface_inst.daq_ini_cfg_params[0]
- #elif component_id == "en_advanced_daq_cfg":
- #if component_id == "en_advanced_daq_cfg":
- # if en_advanced_daq_cfg is not None and len(en_advanced_daq_cfg):
- # webInterface_inst.en_advanced_daq_cfg = True
- # else:
- # webInterface_inst.en_advanced_daq_cfg = False
- return ["/config"]
-
-@app.callback(
- None,
- [Input(component_id="btn_reconfig_daq_chain" , component_property="n_clicks")],
- [State(component_id ="daq_center_freq" , component_property='value'),
- State(component_id ="daq_rx_gain" , component_property='value')]
-)
-def reconfig_daq_chain(input_value, freq, gain):
-
- if input_value is None:
- return Output('dummy_output', 'children', '') #[no_update, no_update, no_update, no_update]
-
- #return [no_update]
-# raise PreventUpdate
-
- # TODO: Check data interface mode here !
- # Update DAQ Subsystem config file
-
- config_res, config_err = write_config_file(webInterface_inst.daq_ini_cfg_params)
- if config_res:
- webInterface_inst.daq_cfg_ini_error = config_err[0]
- return Output("placeholder_recofnig_daq", "children", '-1')
- else:
- webInterface_inst.logger.info("DAQ Subsystem configuration file edited")
-
- webInterface_inst.daq_restart = 1
-
- # Restart DAQ Subsystem
-
- # Stop signal processing
- webInterface_inst.stop_processing()
- #time.sleep(2)
- webInterface_inst.logger.debug("Signal processing stopped")
-
- # Close control and IQ data interfaces
- webInterface_inst.close_data_interfaces()
- webInterface_inst.logger.debug("Data interfaces are closed")
-
- os.chdir(daq_subsystem_path)
- # Kill DAQ subsystem
- daq_stop_script = subprocess.Popen(['bash', daq_stop_filename])#, stdout=subprocess.DEVNULL)
- daq_stop_script.wait()
- webInterface_inst.logger.debug("DAQ Subsystem halted")
-
- # Start DAQ subsystem
- daq_start_script = subprocess.Popen(['bash', daq_start_filename])#, stdout=subprocess.DEVNULL)
- daq_start_script.wait()
- webInterface_inst.logger.debug("DAQ Subsystem restarted")
-
- os.chdir(root_path)
-
- # Reinitialize receiver data interface
- if webInterface_inst.module_receiver.init_data_iface() == -1:
- webInterface_inst.logger.critical("Failed to restart the DAQ data interface")
- webInterface_inst.daq_cfg_ini_error = "Failed to restart the DAQ data interface"
- return [-1]
-
- # Reset channel number count
-# webInterface_inst.module_receiver.M = 0
- webInterface_inst.module_signal_processor.first_frame = 1
-
-
- # Restart signal processing
- webInterface_inst.start_processing()
- webInterface_inst.logger.debug("Signal processing started")
- webInterface_inst.daq_restart = 0
-
-
- # Gain is always reset to zero, need to set gains to what is in the web interface
- #webInterface_inst.config_daq_rf(freq,gain)
-
-
- # Set local Squelch-DSP parameters
- #if webInterface_inst.daq_ini_cfg_params[5]: # Squelch is enabled
- # webInterface_inst.module_signal_processor.en_squelch = True
- # webInterface_inst.module_receiver.daq_squelch_th_dB = -80 #round(20*np.log10(webInterface_inst.daq_ini_cfg_params[6]),1)
-
- #webInterface_inst.module_signal_processor.squelch_threshold = webInterface_inst.daq_ini_cfg_params[6]
- # Note: There is no need to set the thresold in the DAQ Subsystem as it is configured from the ini-file.
- #else: # Squelch is disabled
- # webInterface_inst.module_signal_processor.en_squelch = False
-
- # Set number of channels
- # Reset first_frame on signal processor so new channel count is read
- #webInterface_inst.module_signal_processor.channel_number = webInterface_inst.daq_ini_cfg_params[1]
-
- webInterface_inst.daq_cfg_ini_error = ""
- webInterface_inst.active_daq_ini_cfg = webInterface_inst.daq_ini_cfg_params[0] #webInterface_inst.tmp_daq_ini_cfg
-
-
- return Output("daq_cfg_files", "value", daq_config_filename), Output("active_daq_ini_cfg", "children", "Active Configuration: " + webInterface_inst.active_daq_ini_cfg)
-
- #return Output("placeholder_recofnig_daq", "children", '1')
-# return [0]
-
-
-if __name__ == "__main__":
- # For Development only, otherwise use gunicorn
- # Debug mode does not work when the data interface is set to shared-memory "shmem"!
- app.run_server(debug=False, host="0.0.0.0")
- #waitress #serve(app.server, host="0.0.0.0", port=8050)
-
-"""
-html.Div([
- html.H2("System Logs"),
- dcc.Textarea(
- placeholder = "Enter a value...",
- value = "System logs .. - Curently NOT used",
- style = {"width": "100%", "background-color": "#000000", "color":"#02c93d"}
- )
-], className="card")
-"""
diff --git a/util/_UI/_web_interface/tooltips.py b/util/_UI/_web_interface/tooltips.py deleted file mode 100644 index b4ebfd1..0000000 --- a/util/_UI/_web_interface/tooltips.py +++ /dev/null @@ -1,210 +0,0 @@ -import dash_html_components as html -import dash_bootstrap_components as dbc - -dsp_config_tooltips = html.Div([ - # Antenna arrangement selection - dbc.Tooltip([ - html.P("ULA - Uniform Linear Array"), - html.P("Antenna elements placed on a line with having equal distances between each other"), - html.P("UCA - Uniform Circular Array"), - html.P("Antenna elements are placed on circle equaly distributed on 360°")], - target="label_ant_arrangement", - placement="bottom", - className="tooltip" - ), - # Antenna Spacing -# dbc.Tooltip([ -# html.P("When ULA is selected: Spacing between antenna elements"), -# html.P("When UCA is selected: Radius of the circle on which the elements are placed")], -# target="label_ant_spacing", -# placement="bottom", -# className="tooltip" -# ), - # Enable F-B averaging - dbc.Tooltip([ - html.P("Forward-backward averegaing improves the performance of DoA estimation in multipath environment"), - html.P("(Available only for ULA antenna systems)")], - target="label_en_fb_avg", - placement="bottom", - className="tooltip" - ), - ]) - -daq_ini_config_tooltips = html.Div([ - # DAQ buffer size - dbc.Tooltip([ - html.P("Buffer size of the realtek driver")], - target="label_daq_buffer_size", - placement="bottom", - className="tooltip" - ), - # Sampling frequency - dbc.Tooltip([ - html.P("Raw - ADC sampling frequency of the realtek chip")], - target="label_sample_rate", - placement="bottom", - className="tooltip" - ), - # Enable noise source control - dbc.Tooltip([ - html.P("Enables the utilization of the built-in noise source for calibration")], - target="label_en_noise_source_ctr", - placement="bottom", - className="tooltip" - ), - # Enable squelch mode - dbc.Tooltip([ - html.P("Enable DAQ-side squelch to capture burst like signals - NOTE DISABLED IN THIS VERSION, THIS VERSION USES DSP SIDE SQUELCH ONLY")], - target="label_en_squelch", - placement="bottom", - className="tooltip" - ), - # Squelch threshold - dbc.Tooltip([ - html.P("Amplitude threshold used for the squelch feature."), - html.P("Should take values on range: 0...1"), - html.P("When set to zero the squelch is bypassed")], - target="label_squelch_init_threshold", - placement="bottom", - className="tooltip" - ), - # CPI size - dbc.Tooltip([ - html.P("Length of the Coherent Processing Interval (CPI) after decimation")], - target="label_cpi_size", - placement="bottom", - className="tooltip" - ), - # Decimation raito - dbc.Tooltip([ - html.P("Decimation factor")], - target="label_decimation_ratio", - placement="bottom", - className="tooltip" - ), - # FIR relative bandwidth - dbc.Tooltip([ - html.P("Anti-aliasing filter bandwith after decimation"), - html.P("Should take values on range: (0, 1]"), - html.P("E.g.: ADC sampling frequency: 1 MHz (IQ!) , Decimation ratio: 2, FIR relative bandwith:0.25"), - html.P("Resulting passband bandwidth: 125 kHz ")], - target="label_fir_relative_bw", - placement="bottom", - className="tooltip" - ), - # FIR tap size - dbc.Tooltip([ - html.P("Anti-aliasing FIR filter tap size - Do not set too large, or CPU utilization will be 100%"), - html.P("Should be greater than the decimation ratio")], - target="label_fir_tap_size", - placement="bottom", - className="tooltip" - ), - # FIR tap size - dbc.Tooltip([ - html.P("Window function type for designing the anti-aliasing FIR filter"), - html.P("https://en.wikipedia.org/wiki/Window_function")], - target="label_fir_window", - placement="bottom", - className="tooltip" - ), - # Enable filter reset - dbc.Tooltip([ - html.P("If enabled, the memory of the anti-aliasing FIR filter is reseted at the begining of every new CPI")], - target="label_en_filter_reset", - placement="bottom", - className="tooltip" - ), - # Correlation size - dbc.Tooltip([ - html.P("Number of samples used for the calibration procedure (sample delay and IQ compensation)")], - target="label_correlation_size", - placement="bottom", - className="tooltip" - ), - # Standard channel index - dbc.Tooltip([ - html.P("The selected channel is used as a reference for the IQ compensation")], - target="label_std_ch_index", - placement="bottom", - className="tooltip" - ), - # Enable IQ calibration - dbc.Tooltip([ - html.P("Enables to compensate the amplitude and phase differences of the receiver channels")], - target="label_en_iq_calibration", - placement="bottom", - className="tooltip" - ), - # Gain lock interval - dbc.Tooltip([ - html.P("Minimum number of stable frames before terminating the gain tuning procedure")], - target="label_gain_lock_interval", - placement="bottom", - className="tooltip" - ), - # Require track lock intervention - dbc.Tooltip([ - html.P("When enabled the DAQ firmware waits for manual intervention during the calibraiton procedure"), - html.P("Should be used only for hardave version 1.0")], - target="label_require_track_lock", - placement="bottom", - className="tooltip" - ), - # Amplitude calibraiton mode - dbc.Tooltip([ - html.P("Amplitude difference compensation method applied as part of the IQ compensation"), - html.P("default: Amplitude differences are estimated by calculating the cross-correlations of the channels"), - html.P("disabled: Amplitude differences are not compensated"), - html.P("channel_power: Ampltiude compensation is set in a way to achieve equal channel powers")], - target="label_amplitude_calibration_mode", - placement="bottom", - className="tooltip" - ), - dbc.Tooltip([ - html.P("When periodic calibration track mode is selected the firmware regularly turn on the noise source for a short burst to\ - check whether the IQ calibration is still valid or not. In case the calibrated state is lost, the firmware automatically\ - initiates a reclaibration procedure")], - target="label_calibration_track_mode", - placement="bottom", - className="tooltip" - ), - - # Calibration frame interval - dbc.Tooltip([ - html.P("Number of data frames between two consecutive calibration burst. Used when periodic calibration mode is selected")], - target="label_calibration_frame_interval", - placement="bottom", - className="tooltip" - ), - # Calibration frame burst size - dbc.Tooltip([ - html.P("Number of calibration frames generated in the periodic calibration mode")], - target="label_calibration_frame_burst_size", - placement="bottom", - className="tooltip" - ), - # Amplitude tolerance - dbc.Tooltip([ - html.P("Maximum allowed amplitude difference between the receiver channels")], - target="label_amplitude_tolerance", - placement="bottom", - className="tooltip" - ), - # Phase tolerance - dbc.Tooltip([ - html.P("Maximum allowed phase difference between the receiver channels")], - target="label_phase_tolerance", - placement="bottom", - className="tooltip" - ), - # Maximum sync fails - dbc.Tooltip([ - html.P("Maximum allowed consecutive IQ difference check failures before initiating a recalibration")], - target="label_max_sync_fails", - placement="bottom", - className="tooltip" - ), - ]) - - diff --git a/util/_UI/save_settings.py b/util/_UI/save_settings.py deleted file mode 100755 index 287bf7d..0000000 --- a/util/_UI/save_settings.py +++ /dev/null @@ -1,102 +0,0 @@ -import json -import os - -""" - Handles the DoA DSP settings - - Project: Kraken DoA DSP - Author : Tamas Peto -""" - -root_path = os.path.dirname(os.path.dirname(os.path.realpath(__file__))) -settings_file_path = os.path.join(root_path,"settings.json") - -settings_found =False -if os.path.exists(settings_file_path): - settings_found = True - with open(settings_file_path, 'r') as myfile: - settings=json.loads(myfile.read()) - -# DAQ Configuration -center_freq = settings.get("center_freq", 100.0) -uniform_gain = settings.get("uniform_gain", 1.4) -data_interface = settings.get("data_interface", "eth") -default_ip = settings.get("default_ip", "0.0.0.0") - -# PR Paramaters -en_pr = settings.get("en_pr", 0) -clutter_cancel_algo = settings.get("clutter_cancel_algo", "Wiener MRE") -max_bistatic_range = settings.get("max_bistatic_range", 128) -max_doppler = settings.get("max_doppler", 256) -en_pr_persist = settings.get("en_pr_persist", 1) -pr_persist_decay = settings.get("pr_persist_decay", 0.99) -pr_dynrange_min = settings.get("pr_dynrange_min", -20) -pr_dynrange_max = settings.get("pr_dynrange_max", 100) -#ant_arrangement = settings.get("ant_arrangement", "ULA") -#ant_spacing = settings.get("ant_spacing", 0.5) -#doa_method = settings.get("doa_method", "MUSIC") -#en_fbavg = settings.get("en_fbavg", 0) -#compass_offset = settings.get("compass_offset", 0) -#doa_fig_type = settings.get("doa_fig_type", "Linear plot") - -# DSP misc -#en_squelch = settings.get("en_squelch", 0) -#squelch_threshold_dB = settings.get("squelch_threshold_dB", 0.0) - -# Web Interface -en_hw_check = settings.get("en_hw_check", 0) -en_advanced_daq_cfg = settings.get("en_advanced_daq_cfg", 0) -logging_level = settings.get("logging_level", 0) -disable_tooltips = settings.get("disable_tooltips", 0) - -# Check and correct if needed -#if not ant_arrangement in ["ULA", "UCA"]: -# ant_arrangement="ULA" - -#doa_method_dict = {"Bartlett":0, "Capon":1, "MEM":2, "MUSIC":3} -#if not doa_method in doa_method_dict: -# doa_method = "MUSIC" - -#doa_fig_type_dict = {"Linear plot":0, "Polar plot":1, "Compass":2} -#if not doa_fig_type in doa_fig_type_dict: -# doa_gfig_type="Linear plot" - -def write(data = None): - if data is None: - data = {} - - # DAQ Configuration - data["center_freq"] = center_freq - data["uniform_gain"] = uniform_gain - data["data_interface"] = data_interface - data["default_ip"] = default_ip - - # DOA Estimation - data["en_pr"] = en_pr - data["clutter_cancel_algo"] = clutter_cancel_algo - data["max_bistatic_range"] = max_bistatic_range - data["max_doppler"] = max_doppler - data["en_pr_persist"] = en_pr_persist - data["pr_persist_decay"] = pr_persist_decay - data["pr_dynrange_min"] = pr_dynrange_min - data["pr_dynrange_max"] = pr_dynrange_max - - #data["ant_arrangement"] = ant_arrangement - #data["ant_spacing"] = ant_spacing - #data["doa_method"] = doa_method - #data["en_fbavg"] = en_fbavg - #data["compass_offset"] = compass_offset - #data["doa_fig_tpye"] = doa_fig_type - - # DSP misc - #data["en_squelch"] = en_squelch - #data["squelch_threshold_dB"] = squelch_threshold_dB - - # Web Interface - data["en_hw_check"] = en_hw_check - data["en_advanced_daq_cfg"] = en_advanced_daq_cfg - data["logging_level"] = logging_level - data["disable_tooltips"] = disable_tooltips - - with open(settings_file_path, 'w') as outfile: - json.dump(data, outfile) diff --git a/util/_receiver/iq_header.py b/util/_receiver/iq_header.py deleted file mode 100755 index f439019..0000000 --- a/util/_receiver/iq_header.py +++ /dev/null @@ -1,152 +0,0 @@ -from struct import pack,unpack -import logging -import sys -""" - Desctiption: IQ Frame header definition - For header field description check the corresponding documentation - Total length: 1024 byte - Project: HeIMDALL RTL - Author: Tamás Pető - Status: Finished - Version history: - 1 : Initial version (2019 04 23) - 2 : Fixed 1024 byte length (2019 07 25) - 3 : Noise source state (2019 10 01) - 4 : IQ sync flag (2019 10 21) - 5 : Sync state (2019 11 10) - 6 : Unix Epoch timestamp (2019 12 17) - 6a: Frame type defines (2020 03 19) - 7 : Sync word (2020 05 03) -""" -class IQHeader(): - - FRAME_TYPE_DATA = 0 - FRAME_TYPE_DUMMY = 1 - FRAME_TYPE_RAMP = 2 - FRAME_TYPE_CAL = 3 - FRAME_TYPE_TRIGW = 4 - - SYNC_WORD = 0x2bf7b95a - - def __init__(self): - - self.logger = logging.getLogger(__name__) - self.header_size = 1024 # size in bytes - self.reserved_bytes = 192 - - self.sync_word=self.SYNC_WORD # uint32_t - self.frame_type=0 # uint32_t - self.hardware_id="" # char [16] - self.unit_id=0 # uint32_t - self.active_ant_chs=0 # uint32_t - self.ioo_type=0 # uint32_t - self.rf_center_freq=0 # uint64_t - self.adc_sampling_freq=0 # uint64_t - self.sampling_freq=0 # uint64_t - self.cpi_length=0 # uint32_t - self.time_stamp=0 # uint64_t - self.daq_block_index=0 # uint32_t - self.cpi_index=0 # uint32_t - self.ext_integration_cntr=0 # uint64_t - self.data_type=0 # uint32_t - self.sample_bit_depth=0 # uint32_t - self.adc_overdrive_flags=0 # uint32_t - self.if_gains=[0]*32 # uint32_t x 32 - self.delay_sync_flag=0 # uint32_t - self.iq_sync_flag=0 # uint32_t - self.sync_state=0 # uint32_t - self.noise_source_state=0 # uint32_t - self.reserved=[0]*self.reserved_bytes# uint32_t x reserverd_bytes - self.header_version=0 # uint32_t - - def decode_header(self, iq_header_byte_array): - """ - Unpack,decode and store the content of the iq header - """ - iq_header_list = unpack("II16sIIIQQQIQIIQIII"+"I"*32+"IIII"+"I"*self.reserved_bytes+"I", iq_header_byte_array) - - self.sync_word = iq_header_list[0] - self.frame_type = iq_header_list[1] - self.hardware_id = iq_header_list[2].decode() - self.unit_id = iq_header_list[3] - self.active_ant_chs = iq_header_list[4] - self.ioo_type = iq_header_list[5] - self.rf_center_freq = iq_header_list[6] - self.adc_sampling_freq = iq_header_list[7] - self.sampling_freq = iq_header_list[8] - self.cpi_length = iq_header_list[9] - self.time_stamp = iq_header_list[10] - self.daq_block_index = iq_header_list[11] - self.cpi_index = iq_header_list[12] - self.ext_integration_cntr = iq_header_list[13] - self.data_type = iq_header_list[14] - self.sample_bit_depth = iq_header_list[15] - self.adc_overdrive_flags = iq_header_list[16] - self.if_gains = iq_header_list[17:49] - self.delay_sync_flag = iq_header_list[49] - self.iq_sync_flag = iq_header_list[50] - self.sync_state = iq_header_list[51] - self.noise_source_state = iq_header_list[52] - self.header_version = iq_header_list[52+self.reserved_bytes+1] - - def encode_header(self): - """ - Pack the iq header information into a byte array - """ - iq_header_byte_array=pack("II", self.sync_word, self.frame_type) - iq_header_byte_array+=self.hardware_id.encode()+bytearray(16-len(self.hardware_id.encode())) - iq_header_byte_array+=pack("IIIQQQIQIIQIII", - self.unit_id, self.active_ant_chs, self.ioo_type, self.rf_center_freq, self.adc_sampling_freq, - self.sampling_freq, self.cpi_length, self.time_stamp, self.daq_block_index, self.cpi_index, - self.ext_integration_cntr, self.data_type, self.sample_bit_depth, self.adc_overdrive_flags) - for m in range(32): - iq_header_byte_array+=pack("I", self.if_gains[m]) - - iq_header_byte_array+=pack("I", self.delay_sync_flag) - iq_header_byte_array+=pack("I", self.iq_sync_flag) - iq_header_byte_array+=pack("I", self.sync_state) - iq_header_byte_array+=pack("I", self.noise_source_state) - - for m in range(self.reserved_bytes): - iq_header_byte_array+=pack("I",0) - - iq_header_byte_array+=pack("I", self.header_version) - return iq_header_byte_array - - def dump_header(self): - """ - Prints out the content of the header in human readable format - """ - self.logger.info("Sync word: {:d}".format(self.sync_word)) - self.logger.info("Header version: {:d}".format(self.header_version)) - self.logger.info("Frame type: {:d}".format(self.frame_type)) - self.logger.info("Hardware ID: {:16}".format(self.hardware_id)) - self.logger.info("Unit ID: {:d}".format(self.unit_id)) - self.logger.info("Active antenna channels: {:d}".format(self.active_ant_chs)) - self.logger.info("Illuminator type: {:d}".format(self.ioo_type)) - self.logger.info("RF center frequency: {:.2f} MHz".format(self.rf_center_freq/10**6)) - self.logger.info("ADC sampling frequency: {:.2f} MHz".format(self.adc_sampling_freq/10**6)) - self.logger.info("IQ sampling frequency {:.2f} MHz".format(self.sampling_freq/10**6)) - self.logger.info("CPI length: {:d}".format(self.cpi_length)) - self.logger.info("Unix Epoch timestamp: {:d}".format(self.time_stamp)) - self.logger.info("DAQ block index: {:d}".format(self.daq_block_index)) - self.logger.info("CPI index: {:d}".format(self.cpi_index)) - self.logger.info("Extended integration counter {:d}".format(self.ext_integration_cntr)) - self.logger.info("Data type: {:d}".format(self.data_type)) - self.logger.info("Sample bit depth: {:d}".format(self.sample_bit_depth)) - self.logger.info("ADC overdrive flags: {:d}".format(self.adc_overdrive_flags)) - for m in range(32): - self.logger.info("Ch: {:d} IF gain: {:.1f} dB".format(m, self.if_gains[m]/10)) - self.logger.info("Delay sync flag: {:d}".format(self.delay_sync_flag)) - self.logger.info("IQ sync flag: {:d}".format(self.iq_sync_flag)) - self.logger.info("Sync state: {:d}".format(self.sync_state)) - self.logger.info("Noise source state: {:d}".format(self.noise_source_state)) - - def check_sync_word(self): - """ - Check the sync word of the header - """ - if self.sync_word != self.SYNC_WORD: - return -1 - else: - return 0 diff --git a/util/_receiver/krakenSDR_receiver.py b/util/_receiver/krakenSDR_receiver.py deleted file mode 100755 index a9e2d63..0000000 --- a/util/_receiver/krakenSDR_receiver.py +++ /dev/null @@ -1,375 +0,0 @@ -# KrakenSDR Receiver - -# Copyright (C) 2018-2021 Carl Laufer, Tamás Pető -# -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the GNU General Public License as published by -# the Free Software Foundation, either version 3 of the License, or -# any later version. -# -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# GNU General Public License for more details. -# -# You should have received a copy of the GNU General Public License -# along with this program. If not, see <https://www.gnu.org/licenses/>. -# - -# -*- coding: utf-8 -*- - -# Import built-in modules -import sys -import os -import time -from struct import pack, unpack -import socket -import _thread -from threading import Lock -import queue -import logging -#import copy - -# Import third party modules -import numpy as np -from scipy import signal -from iq_header import IQHeader -from shmemIface import inShmemIface -class ReceiverRTLSDR(): - - def __init__(self, data_que, data_interface = "eth", logging_level=10): - """ - Parameter: - ---------- - :param: data_que: Que to communicate with the UI (web iface/Qt GUI) - :param: data_interface: This field is configured by the GUI during instantiation. - Valid values are the followings: - "eth" : The module will receiver IQ frames through an Ethernet connection - "shmem": The module will receiver IQ frames through a shared memory interface - :type : data_interface: string - """ - self.logger = logging.getLogger(__name__) - self.logger.setLevel(logging_level) - - # DAQ parameters - # These values are used by default to configure the DAQ through the configuration interface - # Values are configured externally upon configuration request - self.daq_center_freq = 100 # MHz - self.daq_rx_gain = 0 # [dB] - self.daq_squelch_th_dB = 0 - - # UI interface - self.data_que = data_que - - # IQ data interface - self.data_interface = data_interface - - # -> Ethernet - self.receiver_connection_status = False - self.port = 5000 - self.rec_ip_addr = "127.0.0.1" # Configured by the GUI prior to connection request - self.socket_inst = socket.socket() - self.receiverBufferSize = 2 ** 18 # Size of the Ethernet receiver buffer measured in bytes - - # -> Shared memory - root_path = os.path.dirname(os.path.dirname(os.path.realpath(__file__))) - daq_path = os.path.join(os.path.dirname(root_path),"heimdall_daq_fw") - self.daq_shmem_control_path = os.path.join(os.path.join(daq_path,"Firmware"),"_data_control/") - self.init_data_iface() - - # Control interface - self.ctr_iface_socket = socket.socket() - self.ctr_iface_port = 5001 - self.ctr_iface_thread_lock = Lock() # Used to synchronize the operation of the ctr_iface thread - - self.iq_frame_bytes = None - self.iq_samples = None - self.iq_header = IQHeader() - self.M = 0 # Number of receiver channels, updated after establishing connection - - def init_data_iface(self): - if self.data_interface == "shmem": - # Open shared memory interface to capture the DAQ firmware output - self.in_shmem_iface = inShmemIface("delay_sync_iq", self.daq_shmem_control_path) - if not self.in_shmem_iface.init_ok: - self.logger.critical("Shared memory initialization failed") - self.in_shmem_iface.destory_sm_buffer() - return -1 - return 0 - - - def eth_connect(self): - """ - Compatible only with DAQ firmwares that has the IQ streaming mode. - HeIMDALL DAQ Firmware version: 1.0 or later - """ - try: - if not self.receiver_connection_status: - if self.data_interface == "eth": - # Establlish IQ data interface connection - self.socket_inst.connect((self.rec_ip_addr, self.port)) - self.socket_inst.sendall(str.encode('streaming')) - test_iq = self.receive_iq_frame() - - self.M = self.iq_header.active_ant_chs - - # Establish control interface connection - self.ctr_iface_socket.connect((self.rec_ip_addr, self.ctr_iface_port)) - self.receiver_connection_status = True - self.ctr_iface_init() - self.logger.info("CTR INIT Center freq: {0}".format(self.daq_center_freq)) - self.set_center_freq(self.daq_center_freq) - self.set_if_gain(self.daq_rx_gain) - self.set_squelch_threshold(self.daq_squelch_th_dB) - except: - errorMsg = sys.exc_info()[0] - self.logger.error("Error message: "+str(errorMsg)) - self.receiver_connection_status = False - self.logger.error("Unexpected error: {0}".format(sys.exc_info()[0])) - - # Re-instantiating sockets - self.socket_inst = socket.socket() - self.ctr_iface_socket = socket.socket() - return -1 - - self.logger.info("Connection established") - que_data_packet = [] - que_data_packet.append(['conn-ok',]) - self.data_que.put(que_data_packet) - - def eth_close(self): - """ - Close Ethernet conenctions including the IQ data and the control interfaces - """ - try: - if self.receiver_connection_status: - if self.data_interface == "eth": - self.socket_inst.sendall(str.encode('q')) # Send exit message - self.socket_inst.close() - self.socket_inst = socket.socket() # Re-instantiating socket - - # Close control interface connection - exit_message_bytes=("EXIT".encode()+bytearray(124)) - self.ctr_iface_socket.send(exit_message_bytes) - self.ctr_iface_socket.close() - self.ctr_iface_socket = socket.socket() - - self.receiver_connection_status = False - que_data_packet = [] - que_data_packet.append(['disconn-ok',]) - self.data_que.put(que_data_packet) - except: - errorMsg = sys.exc_info()[0] - self.logger.error("Error message: {0}".format(errorMsg)) - return -1 - - if self.data_interface == "shmem": - self.in_shmem_iface.destory_sm_buffer() - - return 0 - - def get_iq_online(self): - """ - This function obtains a new IQ data frame through the Ethernet IQ data or the shared memory interface - """ - - # Check connection - if not self.receiver_connection_status: - fail = self.eth_connect() - if fail: - return -1 - - if self.data_interface == "eth": - self.socket_inst.sendall(str.encode("IQDownload")) # Send iq request command - self.iq_samples = self.receive_iq_frame() - - elif self.data_interface == "shmem": - active_buff_index = self.in_shmem_iface.wait_buff_free() - if active_buff_index < 0 or active_buff_index > 1: - self.logger.info("Terminating.., signal: {:d}".format(active_buff_index)) - return -1 - - buffer = self.in_shmem_iface.buffers[active_buff_index] - iq_header_bytes = buffer[0:1024].tobytes() - self.iq_header.decode_header(iq_header_bytes) - - # Inititalization from header - Set channel numbers - if self.M == 0: - self.M = self.iq_header.active_ant_chs - - incoming_payload_size = self.iq_header.cpi_length*self.iq_header.active_ant_chs*2*int(self.iq_header.sample_bit_depth/8) - if incoming_payload_size > 0: - iq_samples_in = (buffer[1024:1024 + incoming_payload_size].view(dtype=np.complex64))\ - .reshape(self.iq_header.active_ant_chs, self.iq_header.cpi_length) - self.iq_samples = iq_samples_in.copy() # Must be .copy - - self.in_shmem_iface.send_ctr_buff_ready(active_buff_index) - - def receive_iq_frame(self): - """ - Called by the get_iq_online function. Receives IQ samples over the establed Ethernet connection - """ - total_received_bytes = 0 - recv_bytes_count = 0 - iq_header_bytes = bytearray(self.iq_header.header_size) # allocate array - view = memoryview(iq_header_bytes) # Get buffer - - self.logger.debug("Starting IQ header reception") - - while total_received_bytes < self.iq_header.header_size: - # Receive into buffer - recv_bytes_count = self.socket_inst.recv_into(view, self.iq_header.header_size-total_received_bytes) - view = view[recv_bytes_count:] # reset memory region - total_received_bytes += recv_bytes_count - - self.iq_header.decode_header(iq_header_bytes) - # Uncomment to check the content of the IQ header - #self.iq_header.dump_header() - - incoming_payload_size = self.iq_header.cpi_length*self.iq_header.active_ant_chs*2*int(self.iq_header.sample_bit_depth/8) - if incoming_payload_size > 0: - # Calculate total bytes to receive from the iq header data - total_bytes_to_receive = incoming_payload_size - receiver_buffer_size = 2**18 - - self.logger.debug("Total bytes to receive: {:d}".format(total_bytes_to_receive)) - - total_received_bytes = 0 - recv_bytes_count = 0 - iq_data_bytes = bytearray(total_bytes_to_receive + receiver_buffer_size) # allocate array - view = memoryview(iq_data_bytes) # Get buffer - - while total_received_bytes < total_bytes_to_receive: - # Receive into buffer - recv_bytes_count = self.socket_inst.recv_into(view, receiver_buffer_size) - view = view[recv_bytes_count:] # reset memory region - total_received_bytes += recv_bytes_count - - self.logger.debug(" IQ data succesfully received") - - # Convert raw bytes to Complex float64 IQ samples - self.iq_samples = np.frombuffer(iq_data_bytes[0:total_bytes_to_receive], dtype=np.complex64).reshape(self.iq_header.active_ant_chs, self.iq_header.cpi_length) - - self.iq_frame_bytes = bytearray()+iq_header_bytes+iq_data_bytes - return self.iq_samples - else: - return 0 - - def set_squelch_threshold(self, threshold_dB): - """ - Configures the threshold level of the squelch module in the DAQ FW through the control interface - """ - if self.receiver_connection_status: # Check connection - self.daq_squelch_th_dB = threshold_dB - if threshold_dB == -80: threshold = 0 - else: threshold = 10**(threshold_dB/20) - - # Assembling message - cmd="STHU" - th_bytes=pack("f",threshold) - msg_bytes=(cmd.encode()+th_bytes+bytearray(120)) - try: - _thread.start_new_thread(self.ctr_iface_communication, (msg_bytes,)) - except: - errorMsg = sys.exc_info()[0] - self.logger.error("Unable to start communication thread") - self.logger.error("Error message: {:s}".format(errorMsg)) - - def ctr_iface_init(self): - """ - Initialize connection with the DAQ FW through the control interface - """ - if self.receiver_connection_status: # Check connection - # Assembling message - cmd="INIT" - msg_bytes=(cmd.encode()+bytearray(124)) - try: - _thread.start_new_thread(self.ctr_iface_communication, (msg_bytes,)) - except: - errorMsg = sys.exc_info()[0] - self.logger.error("Unable to start communication thread") - self.logger.error("Error message: {:s}".format(errorMsg)) - - def ctr_iface_communication(self, msg_bytes): - """ - Handles communication on the control interface with the DAQ FW - - Parameters: - ----------- - - :param: msg: Message bytes, that will be sent ont the control interface - :type: msg: Byte array - """ - self.ctr_iface_thread_lock.acquire() - self.logger.debug("Sending control message") - self.ctr_iface_socket.send(msg_bytes) - - # Waiting for the command to take effect - reply_msg_bytes = self.ctr_iface_socket.recv(128) - - self.logger.debug("Control interface communication finished") - self.ctr_iface_thread_lock.release() - - status = reply_msg_bytes[0:4].decode() - if status == "FNSD": - self.logger.info("Reconfiguration succesfully finished") - que_data_packet = [] - que_data_packet.append(['config-ok',]) - self.data_que.put(que_data_packet) - - else: - self.logger.error("Failed to set the requested parameter, reply: {0}".format(status)) - - def set_center_freq(self, center_freq): - """ - Configures the RF center frequency of the receiver through the control interface - - Paramters: - ---------- - :param: center_freq: Required center frequency to set [Hz] - :type: center_freq: float - """ - if self.receiver_connection_status: # Check connection - self.daq_center_freq = int(center_freq) - # Set center frequency - cmd="FREQ" - freq_bytes=pack("Q",int(center_freq)) - msg_bytes=(cmd.encode()+freq_bytes+bytearray(116)) - try: - _thread.start_new_thread(self.ctr_iface_communication, (msg_bytes,)) - except: - errorMsg = sys.exc_info()[0] - self.logger.error("Unable to start communication thread") - self.logger.error("Error message: {:s}".format(errorMsg)) - - def set_if_gain(self, gain): - """ - Configures the IF gain of the receiver through the control interface - - Paramters: - ---------- - :param: gain: IF gain value [dB] - :type: gain: int - """ - if self.receiver_connection_status: # Check connection - self.daq_rx_gain = gain - - # Set center frequency - cmd="GAIN" - gain_list=[297, 37] #[int(gain*10)]*self.M - gain_bytes=pack("I"*self.M, *gain_list) - msg_bytes=(cmd.encode()+gain_bytes+bytearray(128-(self.M+1)*4)) - try: - _thread.start_new_thread(self.ctr_iface_communication, (msg_bytes,)) - except: - errorMsg = sys.exc_info()[0] - self.logger.error("Unable to start communication thread") - self.logger.error("Error message: {:s}".format(errorMsg)) - - def close(self): - """ - Disconnet the receiver module and the DAQ FW - """ - self.eth_close() - diff --git a/util/_receiver/shmemIface.py b/util/_receiver/shmemIface.py deleted file mode 100755 index fd301b1..0000000 --- a/util/_receiver/shmemIface.py +++ /dev/null @@ -1,195 +0,0 @@ -""" - HeIMDALL DAQ Firmware - Python based shared memory interface implementations - - Author: Tamás Pető - License: GNU GPL V3 - - This program is free software: you can redistribute it and/or modify - it under the terms of the GNU General Public License as published by - the Free Software Foundation, either version 3 of the License, or - any later version. - - This program is distributed in the hope that it will be useful, - but WITHOUT ANY WARRANTY; without even the implied warranty of - MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the - GNU General Public License for more details. - - You should have received a copy of the GNU General Public License - along with this program. If not, see <https://www.gnu.org/licenses/>. -""" -import logging -from struct import pack, unpack -from multiprocessing import shared_memory -import numpy as np -import os - -A_BUFF_READY = 1 -B_BUFF_READY = 2 -INIT_READY = 10 -TERMINATE = 255 -class outShmemIface(): - - - def __init__(self, shmem_name, shmem_size, drop_mode = False): - - self.init_ok = True - logging.basicConfig(level=logging.INFO) - self.logger = logging.getLogger(__name__) - self.drop_mode = drop_mode - self.dropped_frame_cntr = 0 - - self.shmem_name = shmem_name - self.buffer_free = [True, True] - - self.memories = [] - self.buffers = [] - - # Try to remove shared memories if already exist - try: - shmem_A = shared_memory.SharedMemory(name=shmem_name+'_A',create=False, size=shmem_size) - shmem_A.close() - #shmem_A.unkink() - except FileNotFoundError as err: - self.logger.warning("Shared memory not exist") - try: - shmem_B = shared_memory.SharedMemory(name=shmem_name+'_B',create=False, size=shmem_size) - shmem_B.close() - #shmem_B.unkink() - except FileNotFoundError as err: - self.logger.warning("Shared memory not exist") - - # Create the shared memories - self.memories.append(shared_memory.SharedMemory(name=shmem_name+'_A',create=True, size=shmem_size)) - self.memories.append(shared_memory.SharedMemory(name=shmem_name+'_B',create=True, size=shmem_size)) - self.buffers.append(np.ndarray((shmem_size,), dtype=np.uint8, buffer=self.memories[0].buf)) - self.buffers.append(np.ndarray((shmem_size,), dtype=np.uint8, buffer=self.memories[1].buf)) - - # Opening control FIFOs - if self.drop_mode: - bw_fifo_flags = os.O_RDONLY | os.O_NONBLOCK - else: - bw_fifo_flags = os.O_RDONLY - try: - self.fw_ctr_fifo = os.open('_data_control/'+'fw_'+shmem_name, os.O_WRONLY) - self.bw_ctr_fifo = os.open('_data_control/'+'bw_'+shmem_name, bw_fifo_flags) - except OSError as err: - self.logger.critical("OS error: {0}".format(err)) - self.logger.critical("Failed to open control fifos") - self.bw_ctr_fifo = None - self.fw_ctr_fifo = None - self.init_ok = False - - # Send init ready signal - if self.init_ok: - os.write(self.fw_ctr_fifo, pack('B',INIT_READY)) - - def send_ctr_buff_ready(self, active_buffer_index): - # Send buffer ready signal on the forward FIFO - if active_buffer_index == 0: - os.write(self.fw_ctr_fifo, pack('B',A_BUFF_READY)) - elif active_buffer_index == 1: - os.write(self.fw_ctr_fifo, pack('B',B_BUFF_READY)) - - # Deassert buffer free flag - self.buffer_free[active_buffer_index] = False - - def send_ctr_terminate(self): - os.write(self.fw_ctr_fifo, pack('B',TERMINATE)) - self.logger.info("Terminate signal sent") - - def destory_sm_buffer(self): - for memory in self.memories: - memory.close() - memory.unlink() - - if self.fw_ctr_fifo is not None: - os.close(self.fw_ctr_fifo) - - if self.bw_ctr_fifo is not None: - os.close(self.bw_ctr_fifo) - - def wait_buff_free(self): - if self.buffer_free[0]: - return 0 - elif self.buffer_free[1]: - return 1 - else: - try: - buffer = os.read(self.bw_ctr_fifo, 1) - signal = unpack('B', buffer )[0] - - if signal == A_BUFF_READY: - self.buffer_free[0] = True - return 0 - if signal == B_BUFF_READY: - self.buffer_free[1] = True - return 1 - except BlockingIOError as err: - self.dropped_frame_cntr +=1 - self.logger.warning("Dropping frame.. Total: [{:d}] ".format(self.dropped_frame_cntr)) - return 3 - return -1 - - -class inShmemIface(): - - def __init__(self, shmem_name, ctr_fifo_path="_data_control/"): - - self.init_ok = True - logging.basicConfig(level=logging.INFO) - self.logger = logging.getLogger(__name__) - self.drop_mode = False - - self.shmem_name = shmem_name - - self.memories = [] - self.buffers = [] - try: - self.fw_ctr_fifo = os.open(ctr_fifo_path+'fw_'+shmem_name, os.O_RDONLY) - self.bw_ctr_fifo = os.open(ctr_fifo_path+'bw_'+shmem_name, os.O_WRONLY) - except OSError as err: - self.logger.critical("OS error: {0}".format(err)) - self.logger.critical("Failed to open control fifos") - self.bw_ctr_fifo = None - self.fw_ctr_fifo = None - self.init_ok = False - - if self.fw_ctr_fifo is not None: - if unpack('B', os.read(self.fw_ctr_fifo, 1))[0] == INIT_READY: - self.memories.append(shared_memory.SharedMemory(name=shmem_name+'_A')) - self.memories.append(shared_memory.SharedMemory(name=shmem_name+'_B')) - self.buffers.append(np.ndarray((self.memories[0].size,), - dtype=np.uint8, - buffer=self.memories[0].buf)) - self.buffers.append(np.ndarray((self.memories[1].size,), - dtype=np.uint8, - buffer=self.memories[1].buf)) - else: - self.init_ok = False - - def send_ctr_buff_ready(self, active_buffer_index): - if active_buffer_index == 0: - os.write(self.bw_ctr_fifo, pack('B',A_BUFF_READY)) - elif active_buffer_index == 1: - os.write(self.bw_ctr_fifo, pack('B',B_BUFF_READY)) - - def destory_sm_buffer(self): - for memory in self.memories: - memory.close() - - if self.fw_ctr_fifo is not None: - os.close(self.fw_ctr_fifo) - - if self.bw_ctr_fifo is not None: - os.close(self.bw_ctr_fifo) - - def wait_buff_free(self): - signal = unpack('B', os.read(self.fw_ctr_fifo, 1))[0] - if signal == A_BUFF_READY: - return 0 - elif signal == B_BUFF_READY: - return 1 - elif signal == TERMINATE: - return TERMINATE - return -1 diff --git a/util/_signal_processing/krakenSDR_signal_processor.py b/util/_signal_processing/krakenSDR_signal_processor.py deleted file mode 100755 index 31f1836..0000000 --- a/util/_signal_processing/krakenSDR_signal_processor.py +++ /dev/null @@ -1,713 +0,0 @@ -# KrakenSDR Signal Processor -# -# Copyright (C) 2018-2021 Carl Laufer, Tamás Pető -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the GNU General Public License as published by -# the Free Software Foundation, either version 3 of the License, or -# any later version. -# -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# GNU General Public License for more details. -# -# You should have received a copy of the GNU General Public License -# along with this program. If not, see <https://www.gnu.org/licenses/>. -# -# -# - coding: utf-8 -*- - -# Import built-in modules -import sys -import os -import time -import logging -import threading -import queue -import math - -# Import optimization modules -import numba as nb -from numba import jit, njit -from functools import lru_cache - -# Math support -import numpy as np -import numpy.linalg as lin -#from numba import jit -import pyfftw - -# Signal processing support -import scipy -from scipy import fft -from scipy import signal -from scipy.signal import correlate -from scipy.signal import convolve - -from pyapril import channelPreparation as cp -from pyapril import clutterCancellation as cc -from pyapril import detector as det - -c_dtype = np.complex64 - -#import socket -# UDP is useless to us because it cannot work over mobile internet - -# Init UDP -#server = socket.socket(socket.AF_INET, socket.SOCK_DGRAM, socket.IPPROTO_UDP) -#server.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEPORT, 1) -# Enable broadcasting mode -#server.setsockopt(socket.SOL_SOCKET, socket.SO_BROADCAST, 1) -# Set a timeout so the socket does not block -# indefinitely when trying to receive data. -#server.settimeout(0.2) - -class SignalProcessor(threading.Thread): - - def __init__(self, data_que, module_receiver, logging_level=10): - - """ - Parameters: - ----------- - :param: data_que: Que to communicate with the UI (web iface/Qt GUI) - :param: module_receiver: Kraken SDR DoA DSP receiver modules - """ - super(SignalProcessor, self).__init__() - self.logger = logging.getLogger(__name__) - self.logger.setLevel(logging_level) - - root_path = os.path.dirname(os.path.dirname(os.path.realpath(__file__))) - doa_res_file_path = os.path.join(os.path.join(root_path,"_android_web","DOA_value.html")) - self.DOA_res_fd = open(doa_res_file_path,"w+") - - self.module_receiver = module_receiver - self.data_que = data_que - self.en_spectrum = False - self.en_record = False - self.en_DOA_estimation = True - self.first_frame = 1 # Used to configure local variables from the header fields - self.processed_signal = np.empty(0) - - # Squelch feature - self.data_ready = False - self.en_squelch = False - self.squelch_threshold = 0.1 - self.squelch_trigger_channel = 0 - self.raw_signal_amplitude = np.empty(0) - self.filt_signal = np.empty(0) - self.squelch_mask = np.empty(0) - - # DOA processing options - self.en_DOA_Bartlett = False - self.en_DOA_Capon = False - self.en_DOA_MEM = False - self.en_DOA_MUSIC = False - self.en_DOA_FB_avg = False - self.DOA_offset = 0 - self.DOA_inter_elem_space = 0.5 - self.DOA_ant_alignment = "ULA" - self.DOA_theta = np.linspace(0,359,360) - - # PR processing options - self.PR_clutter_cancellation = "Wiener MRE" - self.max_bistatic_range = 128 - self.max_doppler = 256 - self.en_PR = True - - - # Processing parameters - self.spectrum_window_size = 2048 #1024 - self.spectrum_window = "hann" - self.run_processing = False - self.is_running = False - - - self.channel_number = 4 # Update from header - - # Result vectors - self.DOA_Bartlett_res = np.ones(181) - self.DOA_Capon_res = np.ones(181) - self.DOA_MEM_res = np.ones(181) - self.DOA_MUSIC_res = np.ones(181) - self.DOA_theta = np.arange(0,181,1) - - self.max_index = 0 - self.max_frequency = 0 - self.fft_signal_width = 0 - - self.DOA_theta = np.linspace(0,359,360) - - self.spectrum = None #np.ones((self.channel_number+2,N), dtype=np.float32) - self.spectrum_upd_counter = 0 - - - def run(self): - """ - Main processing thread - """ - - pyfftw.config.NUM_THREADS = 4 - scipy.fft.set_backend(pyfftw.interfaces.scipy_fft) - pyfftw.interfaces.cache.enable() - - while True: - self.is_running = False - time.sleep(1) - while self.run_processing: - self.is_running = True - - que_data_packet = [] - start_time = time.time() - - #-----> ACQUIRE NEW DATA FRAME <----- - self.module_receiver.get_iq_online() - - # Check frame type for processing - en_proc = (self.module_receiver.iq_header.frame_type == self.module_receiver.iq_header.FRAME_TYPE_DATA)# or \ - #(self.module_receiver.iq_header.frame_type == self.module_receiver.iq_header.FRAME_TYPE_CAL)# For debug purposes - """ - You can enable here to process other frame types (such as call type frames) - """ - - que_data_packet.append(['iq_header',self.module_receiver.iq_header]) - self.logger.debug("IQ header has been put into the data que entity") - - # Configure processing parameteres based on the settings of the DAQ chain - if self.first_frame: - self.channel_number = self.module_receiver.iq_header.active_ant_chs - self.spectrum_upd_counter = 0 - self.spectrum = np.ones((self.channel_number+2, self.spectrum_window_size), dtype=np.float32) - self.first_frame = 0 - - decimation_factor = 1 - - self.data_ready = False - - if en_proc: - self.processed_signal = self.module_receiver.iq_samples - self.data_ready = True - - first_decimation_factor = 1 #480 - - # TESTING: DSP side main decimation - significantly slower than NE10 but it works ok-ish - #decimated_signal = signal.decimate(self.processed_signal, first_decimation_factor, n = 584, ftype='fir', zero_phase=True) #first_decimation_factor * 2, ftype='fir') - #self.processed_signal = decimated_signal #.copy() - #spectrum_signal = decimated_signal.copy() - - max_amplitude = -100 - - #max_ch = np.argmax(np.max(self.spectrum[1:self.module_receiver.iq_header.active_ant_chs+1,:], axis=1)) # Find the channel that had the max amplitude - max_amplitude = 0 #np.max(self.spectrum[1+max_ch, :]) #Max amplitude out of all 5 channels - #max_spectrum = self.spectrum[1+max_ch, :] #Send max ch to channel centering - - que_data_packet.append(['max_amplitude',max_amplitude]) - - #-----> SQUELCH PROCESSING <----- - - if self.en_squelch: - self.data_ready = False - - self.processed_signal, decimation_factor, self.fft_signal_width, self.max_index = \ - center_max_signal(self.processed_signal, self.spectrum[0,:], max_spectrum, self.module_receiver.daq_squelch_th_dB, self.module_receiver.iq_header.sampling_freq) - - #decimated_signal = [] - #if(decimation_factor > 1): - # decimated_signal = signal.decimate(self.processed_signal, decimation_factor, n = decimation_factor * 2, ftype='fir') - # self.processed_signal = decimated_signal #.copy() - - - #Only update if we're above the threshold - if max_amplitude > self.module_receiver.daq_squelch_th_dB: - self.data_ready = True - - - #-----> SPECTRUM PROCESSING <----- - - if self.en_spectrum and self.data_ready: - - spectrum_samples = self.module_receiver.iq_samples #spectrum_signal #self.processed_signal #self.module_receiver.iq_samples #self.processed_signal - - - N = self.spectrum_window_size - - N_perseg = 0 - N_perseg = min(N, len(self.processed_signal[0,:])//25) - N_perseg = N_perseg // 1 - - # Get power spectrum - f, Pxx_den = signal.welch(self.processed_signal, self.module_receiver.iq_header.sampling_freq//first_decimation_factor, - nperseg=N_perseg, - nfft=N, - noverlap=int(N_perseg*0.25), - detrend=False, - return_onesided=False, - window= ('tukey', 0.25), #tukey window gives better time resolution for squelching #self.spectrum_window, #('tukey', 0.25), #self.spectrum_window, - #window=self.spectrum_window, - scaling="spectrum") - - self.spectrum[1:self.module_receiver.iq_header.active_ant_chs+1,:] = np.fft.fftshift(10*np.log10(Pxx_den)) - - self.spectrum[0,:] = np.fft.fftshift(f) - - - # Create signal window for plot -# signal_window = np.ones(len(self.spectrum[1,:])) * -100 - # signal_window[max(self.max_index - self.fft_signal_width//2, 0) : min(self.max_index + self.fft_signal_width//2, len(self.spectrum[1,:]))] = max(self.spectrum[1,:]) - #signal_window = np.ones(len(max_spectrum)) * -100 - #signal_window[max(self.max_index - self.fft_signal_width//2, 0) : min(self.max_index + self.fft_signal_width//2, len(max_spectrum))] = max(max_spectrum) - - #self.spectrum[self.channel_number+1, :] = signal_window #np.ones(len(spectrum[1,:])) * self.module_receiver.daq_squelch_th_dB # Plot threshold line - que_data_packet.append(['spectrum', self.spectrum]) - - #-----> Passive Radar <----- - conf_val = 0 - theta_0 = 0 - if self.en_PR and self.data_ready and self.channel_number > 1: - - ref_ch = self.module_receiver.iq_samples[0,:] - surv_ch = self.module_receiver.iq_samples[1,:] - - td_filter_dimension = self.max_bistatic_range - - start = time.time() - - if self.PR_clutter_cancellation == "Wiener MRE": - surv_ch, w = Wiener_SMI_MRE(ref_ch, surv_ch, td_filter_dimension) - #surv_ch, w = cc.Wiener_SMI_MRE(ref_ch, surv_ch, td_filter_dimension) - - surv_ch = det.windowing(surv_ch, "Hamming") #surv_ch * signal.tukey(surv_ch.size, alpha=0.25) #det.windowing(surv_ch, "hamming") - - max_Doppler = self.max_doppler #256 - max_range = self.max_bistatic_range - - #RD_matrix = det.cc_detector_ons(ref_ch, surv_ch, self.module_receiver.iq_header.sampling_freq, max_Doppler, max_range, verbose=0, Qt_obj=None) - RD_matrix = cc_detector_ons(ref_ch, surv_ch, self.module_receiver.iq_header.sampling_freq, max_Doppler, max_range) - - end = time.time() - print("Time: " + str((end-start) * 1000)) - - que_data_packet.append(['RD_matrix', RD_matrix]) - - # Record IQ samples - if self.en_record: - # TODO: Implement IQ frame recording - self.logger.error("Saving IQ samples to npy is obsolete, IQ Frame saving is currently not implemented") - - stop_time = time.time() - que_data_packet.append(['update_rate', stop_time-start_time]) - que_data_packet.append(['latency', int(stop_time*10**3)-self.module_receiver.iq_header.time_stamp]) - - # If the que is full, and data is ready (from squelching), clear the buffer immediately so that useful data has the priority - if self.data_que.full() and self.data_ready: - try: - #self.logger.info("BUFFER WAS NOT EMPTY, EMPTYING NOW") - self.data_que.get(False) #empty que if not taken yet so fresh data is put in - except queue.Empty: - #self.logger.info("DIDNT EMPTY") - pass - - # Put data into buffer, but if there is no data because its a cal/trig wait frame etc, then only write if the buffer is empty - # Otherwise just discard the data so that we don't overwrite good DATA frames. - try: - self.data_que.put(que_data_packet, False) # Must be non-blocking so DOA can update when dash browser window is closed - except: - # Discard data, UI couldn't consume fast enough - pass - - """ - start = time.time() - end = time.time() - thetime = ((end - start) * 1000) - print ("Time elapsed: ", thetime) - """ -@jit(fastmath=True) -def Wiener_SMI_MRE(ref_ch, surv_ch, K): - """ - Description: - ------------ - Performs Wiener filtering with applying the Minimum Redundance Estimation (MRE) technique. - When using MRE, the autocorrelation matrix is not fully estimated, but only the first column. - With this modification the required calculations can be reduced from KxK to K element. - - Parameters: - ----------- - :param K : Filter tap number - :param ref_ch : Reference signal array - :param surv_ch: Surveillance signal array - - :type K : int - :type ref_ch : 1 x N complex numpy array - :type surv_ch: 1 x N complex numpy array - Return values: - -------------- - :return filt: Filtered surveillance channel - :rtype filt: 1 x N complex numpy array - - :return None: Input parameters are not consistent - """ - - N = ref_ch.shape[0] # Number of time samples - R, r = pruned_correlation(ref_ch, surv_ch, K, N) - R_mult = R_eye_memoize(K) - w = fast_w(R, r, K, R_mult) - - #return surv_ch - np.convolve(ref_ch, w)[0:N], w # subtract the zero doppler clutter - return surv_ch - signal.oaconvolve(ref_ch, w)[0:N], w # subtract the zero doppler clutter #oaconvolve saves us about 100-200 ms - -@njit(fastmath=True, parallel=True, cache=True) -def fast_w(R, r, K, R_mult): - # Complete the R matrix based on its Hermitian and Toeplitz property - - for k in range(1, K): - R[:, k] = shift(R[:, 0], k) - #R[:, K] = shift(R[:,0], K) - - R += np.transpose(np.conjugate(R)) - R *= R_mult #(np.ones(K) - np.eye(K) * 0.5) - - #w = np.dot(lin.inv(R), r) # weight vector - w = lin.inv(R) @ r #np.dot(lin.inv(R), r) # weight vector #matmul (@) may be slightly faster that np.dot for 1D, 2D arrays. - # inverse and dot product run time : 1.1s for 2048*2048 matrix - - return w - -#Memoize ~50ms speedup? -@lru_cache(maxsize=2) -def R_eye_memoize(K): - return (np.ones(K) - np.eye(K) * 0.5) - -#Modified pruned correlation, returns R and r directly and saves one FFT -@jit(fastmath=True, cache=True) -def pruned_correlation(ref_ch, surv_ch, clen, N): - """ - Description: - ----------- - Calculates the part of the correlation function of arrays with same size - The total length of the cross-correlation function is 2*N-1, but this - function calculates the values of the cross-correlation between [N-1 : N+clen-1] - Parameters: - ----------- - :param x : input array - :param y : input array - :param clen: correlation length - - :type x: 1 x N complex numpy array - :type y: 1 x N complex numpy array - :type clen: int - Return values: - -------------- - :return corr : part of the cross-correlation function - :rtype corr : 1 x clen complex numpy array - - :return None : inconsistent array size - """ - R = np.zeros((clen, clen), dtype=c_dtype) # Autocorrelation mtx. - - # --calculation-- - # set up input matrices pad zeros if not multiply of the correlation length - cols = clen - 1 #(clen = Filter drowsimension) - rows = np.int32(N / (cols)) + 1 - - zeropads = cols * rows - N - x = np.pad(ref_ch, (0, zeropads)) - - # shaping inputs into matrices - xp = np.reshape(x, (rows, cols)) - - # padding matrices for FFT - ypp = np.vstack([xp[1:, :], np.zeros(cols, dtype=c_dtype)]) #vstack appears to be faster than pad - yp = np.concatenate([xp, ypp], axis=1) - - # execute FFT on the matrices - xpw = fft.fft(xp, n = 2*cols, axis=1, workers=4, overwrite_x=True) - bpw = fft.fft(yp, axis=1, workers=4, overwrite_x=True) - - # magic formula which describes the unified equation of the universe - # corr_batches = np.fliplr(fft.fftshift(fft.ifft(corr_mult(xpw, bpw), axis=1, workers=4, overwrite_x=True)).conj()[:, 0:clen]) - corr_batches = fft.fftshift(fft.ifft(corr_mult(xpw, bpw), axis=1, workers=4, overwrite_x=True)).conj()[:, 0:clen] - - # sum each value in a column of the batched correlation matrix - R[:,0] = np.fliplr([np.sum(corr_batches, axis=0)])[0] - - #calc r - y = np.pad(surv_ch, (0, zeropads)) - yp = np.reshape(y, (rows, cols)) - ypp = np.vstack([yp[1:, :], np.zeros(cols, dtype=c_dtype)]) #vstack appears to be faster than pad - yp = np.concatenate([yp, ypp], axis=1) - bpw = fft.fft(yp, axis=1, workers=4, overwrite_x=True) - #corr_batches = np.fliplr(fft.fftshift(fft.ifft(corr_mult(xpw, bpw), axis=1, workers=4, overwrite_x=True)).conj()[:, 0:clen]) - corr_batches = fft.fftshift(fft.ifft(corr_mult(xpw, bpw), axis=1, workers=4, overwrite_x=True)).conj()[:, 0:clen] - #r = np.sum(corr_batches, axis=0) - r = np.fliplr([np.sum(corr_batches, axis=0)])[0] - - return R, r - -@njit(fastmath=True, cache=True) -def shift(x, i): - """ - Description: - ----------- - Similar to np.roll function, but not circularly shift values - Example: - x = |x0|x1|...|xN-1| - y = shift(x,2) - x --> y: |0|0|x0|x1|...|xN-3| - Parameters: - ----------- - :param:x : input array on which the roll will be performed - :param i : delay value [sample] - - :type i :int - :type x: N x 1 complex numpy array - Return values: - -------------- - :return shifted : shifted version of x - :rtype shifted: N x 1 complex numpy array - """ - - N = x.shape[0] - if np.abs(i) >= N: - return np.zeros(N, dtype=c_dtype) - if i == 0: - return x - shifted = np.roll(x, i) - if i < 0: - shifted[np.mod(N + i, N):] = np.zeros(np.abs(i), dtype=c_dtype) - if i > 0: - shifted[0:i] = np.zeros(np.abs(i), dtype=c_dtype) - return shifted - - -@njit(fastmath=True, parallel=True, cache=True) -def resize_and_align(no_sub_tasks, ref_ch, surv_ch, fs, fD_max, r_max): - surv_ch_align = np.reshape(surv_ch,(no_sub_tasks, r_max)) # shaping surveillance signal array into a matrix - pad_zeros = np.expand_dims(np.zeros(r_max, dtype=c_dtype), axis=0) - surv_ch_align = np.vstack((surv_ch_align, pad_zeros)) # padding one row of zeros into the surv matrix - surv_ch_align = np.concatenate((surv_ch_align[0 : no_sub_tasks,:], surv_ch_align[1 : no_sub_tasks +1, :]), axis = 1) - - ref_ch_align = np.reshape(ref_ch, (no_sub_tasks, r_max)) # shaping reference signal array into a matrix - pad_zeros = np.zeros((no_sub_tasks, r_max),dtype = c_dtype) - ref_ch_align = np.concatenate((ref_ch_align, pad_zeros),axis = 1) # shaping - - return ref_ch_align, surv_ch_align - -@njit(fastmath=True, cache=True) -def corr_mult(surv_fft, ref_fft): - return np.multiply(surv_fft, ref_fft.conj()) - -@jit(fastmath=True, cache=True) -def cc_detector_ons(ref_ch, surv_ch, fs, fD_max, r_max): - """ - Parameters: - ----------- - :param N: Range resolution - N must be a divisor of the input length - :param F: Doppler resolution, F has a theoretical limit. If you break the limit, the output may repeat - itself and get wrong results. F should be less than length/N otherwise use other method! - Return values: - -------------- - :return None: Improper input parameters - - """ - N = ref_ch.size - - # --> Set processing parameters - fD_step = fs / (2 * N) # Doppler frequency step size (with zero padding) - Doppler_freqs_size = int(fD_max / fD_step) - no_sub_tasks = N // r_max - - # Allocate range-Doppler maxtrix - mx = np.zeros((2*Doppler_freqs_size+1, r_max),dtype = c_dtype) #memoize_zeros((2*Doppler_freqs_size+1, r_max), c_dtype) #np.zeros((2*Doppler_freqs_size+1, r_max),dtype = nb.c8) - - ref_ch_align, surv_ch_align = resize_and_align(no_sub_tasks, ref_ch, surv_ch, fs, fD_max, r_max) - - # row wise fft on both channels - ref_fft = fft.fft(ref_ch_align, axis = 1, overwrite_x=True, workers=4) #pyfftw.interfaces.numpy_fft.fft(ref_ch_align_a, axis = 1, overwrite_input=True, threads=4) #fft.fft(ref_ch_align_a, axis = 1, overwrite_x=True, workers=4) - surv_fft = fft.fft(surv_ch_align, axis = 1, overwrite_x=True, workers=4) #pyfftw.interfaces.numpy_fft.fft(surv_ch_align_a, axis = 1, overwrite_input=True, threads=4) #fft.fft(surv_ch_align_a, axis = 1, overwrite_x=True, workers=4) - - corr = corr_mult(surv_fft, ref_fft) #np.multiply(surv_fft, ref_fft.conj()) - - corr = fft.ifft(corr,axis = 1, workers=4, overwrite_x=True) - - corr_a = pyfftw.empty_aligned(np.shape(corr), dtype=c_dtype) - corr_a[:] = corr #.copy() - - # This is the most computationally intensive part ~120ms, overwrite_x=True gives a big speedup, not sure if it changes the result though... - corr = fft.fft(corr_a, n=2* no_sub_tasks, axis = 0, workers=4, overwrite_x=True) # Setting the output size with "n=.." is faster than doing a concat first. - - # crop and fft shift - mx[ 0 : Doppler_freqs_size, 0 : r_max] = corr[2*no_sub_tasks - Doppler_freqs_size : 2*no_sub_tasks, 0 : r_max] - mx[Doppler_freqs_size : 2 * Doppler_freqs_size+1, 0 : r_max] = corr[ 0 : Doppler_freqs_size+1 , 0 : r_max] - - return mx - - - - - - -#NUMBA optimized center tracking. Gives a mild speed boost ~25% faster. -@njit(fastmath=True, cache=True, parallel=True) -def center_max_signal(processed_signal, frequency, fft_spectrum, threshold, sample_freq): - - # Where is the max frequency? e.g. where is the signal? - max_index = np.argmax(fft_spectrum) - max_frequency = frequency[max_index] - - # Auto decimate down to exactly the max signal width - fft_signal_width = np.sum(fft_spectrum > threshold) + 25 - decimation_factor = max((sample_freq // fft_signal_width) // 2, 1) - - # Auto shift peak frequency center of spectrum, this frequency will be decimated: - # https://pysdr.org/content/filters.html - f0 = -max_frequency #+10 - Ts = 1.0/sample_freq - t = np.arange(0.0, Ts*len(processed_signal[0, :]), Ts) - exponential = np.exp(2j*np.pi*f0*t) # this is essentially a complex sine wave - - return processed_signal * exponential, decimation_factor, fft_signal_width, max_index - - -# NUMBA optimized MUSIC function. About 100x faster on the Pi 4 -@njit(fastmath=True, cache=True) -def DOA_MUSIC(R, scanning_vectors, signal_dimension, angle_resolution=1): - # --> Input check - if R[:,0].size != R[0,:].size: - print("ERROR: Correlation matrix is not quadratic") - return np.ones(1, dtype=nb.c16)*-1 #[(-1, -1j)] - - if R[:,0].size != scanning_vectors[:,0].size: - print("ERROR: Correlation matrix dimension does not match with the antenna array dimension") - return np.ones(1, dtype=nb.c16)*-2 - - #ADORT = np.zeros(scanning_vectors[0,:].size, dtype=np.complex) #CHANGE TO nb.c16 for NUMBA - ADORT = np.zeros(scanning_vectors[0,:].size, dtype=nb.c16) - M = R[:,0].size #np.size(R, 0) - - # --- Calculation --- - # Determine eigenvectors and eigenvalues - sigmai, vi = lin.eig(R) - sigmai = np.abs(sigmai) - - idx = sigmai.argsort()[::1] # Sort eigenvectors by eigenvalues, smallest to largest - #sigmai = sigmai[idx] # Eigenvalues not used again - vi = vi[:,idx] - - # Generate noise subspace matrix - noise_dimension = M - signal_dimension - #E = np.zeros((M, noise_dimension),dtype=np.complex) - E = np.zeros((M, noise_dimension),dtype=nb.c16) - for i in range(noise_dimension): - E[:,i] = vi[:,i] - - theta_index=0 - for i in range(scanning_vectors[0,:].size): - S_theta_ = scanning_vectors[:, i] - S_theta_ = S_theta_.T - ADORT[theta_index] = 1/np.abs(S_theta_.conj().T @ (E @ E.conj().T) @ S_theta_) - theta_index += 1 - - return ADORT - -# Numba optimized version of pyArgus corr_matrix_estimate with "fast". About 2x faster on Pi4 -@njit(fastmath=True, cache=True) #(nb.c8[:,:](nb.c16[:,:])) -def corr_matrix(X): - M = X[:,0].size - N = X[0,:].size - #R = np.zeros((M, M), dtype=nb.c8) - R = np.dot(X, X.conj().T) - R = np.divide(R, N) - return R - -# Numba optimized scanning vectors generation for UCA arrays. About 10x faster on Pi4 -# LRU cache memoize about 1000x faster. -@lru_cache(maxsize=8) -def uca_scanning_vectors(M, DOA_inter_elem_space): - - thetas = np.linspace(0,359,360) # Remember to change self.DOA_thetas too, we didn't include that in this function due to memoization cannot work with arrays - - x = DOA_inter_elem_space * np.cos(2*np.pi/M * np.arange(M)) - y = -DOA_inter_elem_space * np.sin(2*np.pi/M * np.arange(M)) # For this specific array only - - scanning_vectors = np.zeros((M, thetas.size), dtype=np.complex) - for i in range(thetas.size): - scanning_vectors[:,i] = np.exp(1j*2*np.pi* (x*np.cos(np.deg2rad(thetas[i])) + y*np.sin(np.deg2rad(thetas[i])))) - - return scanning_vectors - # scanning_vectors = de.gen_scanning_vectors(M, x, y, self.DOA_theta) - -@njit(fastmath=True, cache=True) -def DOA_plot_util(DOA_data, log_scale_min=-100): - """ - This function prepares the calulcated DoA estimation results for plotting. - - - Noramlize DoA estimation results - - Changes to log scale - """ - - DOA_data = np.divide(np.abs(DOA_data), np.max(np.abs(DOA_data))) # Normalization - DOA_data = 10*np.log10(DOA_data) # Change to logscale - - for i in range(len(DOA_data)): # Remove extremely low values - if DOA_data[i] < log_scale_min: - DOA_data[i] = log_scale_min - - return DOA_data - -@njit(fastmath=True, cache=True) -def calculate_doa_papr(DOA_data): - return 10*np.log10(np.max(np.abs(DOA_data))/np.mean(np.abs(DOA_data))) - -# Old time-domain squelch algorithm (Unused as freq domain FFT with overlaps gives significantly better sensitivity with acceptable time resolution expense -""" - K = 10 - self.filtered_signal = self.raw_signal_amplitude #convolve(np.abs(self.raw_signal_amplitude),np.ones(K), mode = 'same')/K - - # Burst is always started at the begining of the processed block, ensured by the squelch module in the DAQ FW - burst_stop_index = len(self.filtered_signal) # CARL FIX: Initialize this to the length of the signal, incase the signal is active the entire time - self.logger.info("Original burst stop index: {:d}".format(burst_stop_index)) - - min_burst_size = K - burst_stop_amp_val = 0 - for n in np.arange(K, len(self.filtered_signal), 1): - if self.filtered_signal[n] < self.squelch_threshold: - burst_stop_amp_val = self.filtered_signal[n] - burst_stop_index = n - burst_stop_index-=K # Correction with the length of filter - break - - #burst_stop_index-=K # Correction with the length of filter - - - self.logger.info("Burst stop index: {:d}".format(burst_stop_index)) - self.logger.info("Burst stop ampl val: {:f}".format(burst_stop_amp_val)) - self.logger.info("Processed signal length: {:d}".format(len(self.processed_signal[0,:]))) - - # If sign - if burst_stop_index < min_burst_size: - self.logger.debug("The length of the captured burst size is under the minimum: {:d}".format(burst_stop_index)) - burst_stop_index = 0 - - if burst_stop_index !=0: - self.logger.info("INSIDE burst_stop_index != 0") - - self.logger.debug("Burst stop index: {:d}".format(burst_stop_index)) - self.logger.debug("Burst stop ampl val: {:f}".format(burst_stop_amp_val)) - self.squelch_mask = np.zeros(len(self.filtered_signal)) - self.squelch_mask[0 : burst_stop_index] = np.ones(burst_stop_index)*self.squelch_threshold - # Next line removes the end parts of the samples after where the signal ended, truncating the array - self.processed_signal = self.module_receiver.iq_samples[: burst_stop_index, self.squelch_mask == self.squelch_threshold] - self.logger.info("Raw signal length when burst_stop_index!=0: {:d}".format(len(self.module_receiver.iq_samples[0,:]))) - self.logger.info("Processed signal length when burst_stop_index!=0: {:d}".format(len(self.processed_signal[0,:]))) - - #self.logger.info(' '.join(map(str, self.processed_signal))) - - self.data_ready=True - else: - self.logger.info("Signal burst is not found, try to adjust the threshold levels") - #self.data_ready=True - self.squelch_mask = np.ones(len(self.filtered_signal))*self.squelch_threshold - self.processed_signal = np.zeros([self.channel_number, len(self.filtered_signal)]) -""" - - diff --git a/util/doc/kraken_doadsp_main.png b/util/doc/kraken_doadsp_main.png Binary files differdeleted file mode 100755 index d6da987..0000000 --- a/util/doc/kraken_doadsp_main.png +++ /dev/null diff --git a/util/gui_run.sh b/util/gui_run.sh deleted file mode 100755 index 4b1c598..0000000 --- a/util/gui_run.sh +++ /dev/null @@ -1,19 +0,0 @@ -#!/bin/bash - -IPADDR="0.0.0.0" -IPPORT="8081" - -echo "Starting KrakenSDR Passive Radar" - -# Use only for debugging -#sudo python3 _UI/_web_interface/kraken_web_interface.py 2> ui.log & - -#sudo gunicorn -w 1 --threads 12 -b $IPADDR:8050 --chdir _UI/_web_interface kraken_web_interface:server 2> ui.log & -#sudo gunicorn -w 1 --threads 2 -b $IPADDR:8050 --chdir _UI/_web_interface kraken_web_interface:server 2> ui.log & - -python3 _UI/_web_interface/kraken_web_interface.py 2> ui.log & - -# Start PHP webserver to interface with Android devices -#echo "Python Server running at $IPADDR:8050" -#echo "PHP Server running at $IPADDR:$IPPORT" -#sudo php -S $IPADDR:$IPPORT -t _android_web 2> /dev/null & diff --git a/util/kill.sh b/util/kill.sh deleted file mode 100755 index 1845f48..0000000 --- a/util/kill.sh +++ /dev/null @@ -1,5 +0,0 @@ -#/bin/sh! -sudo kill $(ps ax | grep "[p]ython3 _UI/_web_interface/kraken_web_interface.py" | awk '{print $1}') 2> /dev/null -sudo kill $(ps ax | grep "[p]hp" | awk '{print $1}') 2> /dev/null -sudo pkill -f gunicorn - diff --git a/util/kraken_doa_start.sh b/util/kraken_doa_start.sh deleted file mode 100755 index 656ac65..0000000 --- a/util/kraken_doa_start.sh +++ /dev/null @@ -1,11 +0,0 @@ -eval "$(conda shell.bash hook)" -conda activate kraken - -./kraken_doa_stop.sh - -cd heimdall_daq_fw/Firmware -#sudo ./daq_synthetic_start.sh -sudo env "PATH=$PATH" ./daq_start_sm.sh -sleep 2 -cd ../../krakensdr_doa -sudo env "PATH=$PATH" ./gui_run.sh diff --git a/util/kraken_doa_stop.sh b/util/kraken_doa_stop.sh deleted file mode 100755 index ce85571..0000000 --- a/util/kraken_doa_stop.sh +++ /dev/null @@ -1,5 +0,0 @@ -cd heimdall_daq_fw/Firmware -./daq_stop.sh - -cd ../../krakensdr_doa -./kill.sh diff --git a/util/settings.json b/util/settings.json deleted file mode 100755 index 8ec14fd..0000000 --- a/util/settings.json +++ /dev/null @@ -1 +0,0 @@ -{"center_freq": 569.0, "uniform_gain": 7.7, "data_interface": "shmem", "default_ip": "0.0.0.0", "en_pr": true, "clutter_cancel_algo": "Wiener MRE", "max_bistatic_range": 128, "max_doppler": 256, "en_pr_persist": true, "pr_persist_decay": 0.99, "pr_dynrange_min": -20, "pr_dynrange_max": 10, "en_hw_check": 0, "en_advanced_daq_cfg": false, "logging_level": 5, "disable_tooltips": 0}
\ No newline at end of file diff --git a/util/settings.json_old b/util/settings.json_old deleted file mode 100755 index 9862885..0000000 --- a/util/settings.json_old +++ /dev/null @@ -1 +0,0 @@ -{"center_freq": 569.0, "uniform_gain": 7.7, "data_interface": "shmem", "default_ip": "0.0.0.0", "en_pr": true, "ant_arrangement": "UCA", "ant_spacing": 0.40399, "doa_method": "MUSIC", "en_fbavg": false, "compass_offset": 0, "doa_fig_type": "Linear plot", "en_squelch": false, "squelch_threshold_dB": -65, "en_hw_check": 0, "en_advanced_daq_cfg": [], "logging_level": 5, "disable_tooltips": 0} diff --git a/util/setup_init.sh b/util/setup_init.sh deleted file mode 100755 index 7097883..0000000 --- a/util/setup_init.sh +++ /dev/null @@ -1,18 +0,0 @@ -#/bin/bash! - -# PhP for android device support -sudo apt install php7.4-cli - -echo "Set execution rights" -sudo chmod +x ../gui_run.sh -sudo chmod +x ../kill.sh -echo "Install dependencies" -python3 -m pip install numpy -python3 -m pip install scipy -python3 -m pip install pyargus -python3 -m pip install matplotlib - -# For web interface -python3 -m pip install dash -python3 -m pip install dash-bootstrap-components -python3 -m pip install gunicorn
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