diff --git a/.gitmodules b/.gitmodules
index ef820d4039a54bf590e5c675c97a718b0681dc6e..295ed3b37fc8ff4b3674422af3b799f3041f45ed 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -2,3 +2,6 @@
path = docker-compose/tango-prometheus-exporter/ska-tango-grafana-exporter
url = https://git.astron.nl/lofar2.0/ska-tango-grafana-exporter.git
branch = station-control
+[submodule "tangostationcontrol/tangostationcontrol/toolkit/libhdbpp-python"]
+ path = tangostationcontrol/tangostationcontrol/toolkit/libhdbpp-python
+ url = https://gitlab.com/tango-controls/hdbpp/libhdbpp-python
diff --git a/jupyter-notebooks/HdbppReader_demonstrator.ipynb b/jupyter-notebooks/HdbppReader_demonstrator.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..ea1786979fa6083cc7660176f1ece3da2bba21ad
--- /dev/null
+++ b/jupyter-notebooks/HdbppReader_demonstrator.ipynb
@@ -0,0 +1,1172 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "d0328351",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import sys, time\n",
+ "sys.path.append('/hosthome/tango/tangostationcontrol/tangostationcontrol/toolkit/libhdbpp-python')\n",
+ "from hdbpp_reader.timescaledb import TimescaleDbReader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "c2295969",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Initialise a Reader object\n",
+ "reader = TimescaleDbReader({'database':'hdb', 'user':'postgres', 'password':'password', 'port':5432,'host':'archiver-timescale'})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "24cd0dbc",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'user': 'postgres',\n",
+ " 'password': 'password',\n",
+ " 'host': 'archiver-timescale',\n",
+ " 'database': 'hdb',\n",
+ " 'port': 5432}"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "reader.parse_config('postgres:password@archiver-timescale:5432/hdb')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "2e01bf2a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<connection object at 0x7fcf8f18ee08; dsn: 'user=postgres password=xxx dbname=hdb host=archiver-timescale port=5432', closed: 0>"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Check connection\n",
+ "reader.get_connection()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "582e2c9e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['tango://databaseds:10000/stat/sdp/1/fpga_temp_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/version_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/opcua_missing_attributes_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_green_on_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_green_on_rw',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_red_on_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_red_on_rw',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_mask_rw',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pcb_id_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pcb_number_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pcb_version_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_1v8_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_2v5_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_3v3_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_analog_on_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_digital_on_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_good_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_temp_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recvtr_i2c_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recvtr_monitor_rate_rw',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recvtr_translator_busy_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_colour_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recv_iout_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recv_temp_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recv_vout_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/state',\n",
+ " 'tango://databaseds:10000/stat/recv/1/status',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/version_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/opcua_missing_attributes_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_enable_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_enable_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_hdr_eth_destination_mac_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_hdr_eth_destination_mac_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_hdr_ip_destination_address_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_hdr_ip_destination_address_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_hdr_udp_destination_port_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_hdr_udp_destination_port_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_scale_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_beamlet_output_scale_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_boot_image_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_boot_image_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_global_node_index_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_pps_present_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_pps_capture_cnt_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_pps_expected_cnt_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_pps_expected_cnt_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_processing_enable_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_processing_enable_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_scrap_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_scrap_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_antenna_band_index_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_block_period_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_f_adc_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_fsub_type_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_nyquist_sampling_zone_index_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_nyquist_sampling_zone_index_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_observation_id_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_observation_id_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_station_id_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_sdp_info_station_id_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_time_since_last_pps_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_fpga_mask_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_sdp_config_first_fpga_nr_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_sdp_config_nof_beamsets_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_sdp_config_nof_fpgas_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_start_time_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_tod_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_tod_pps_delta_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_bsn_monitor_input_bsn_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_bsn_monitor_input_nof_packets_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_bsn_monitor_input_nof_valid_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_bsn_monitor_input_nof_err_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_error_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_processing_error_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_input_error_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/state',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/status',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_firmware_version_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/fpga_hardware_version_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_fpga_mask_rw',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_fpga_communication_error_r',\n",
+ " 'tango://databaseds:10000/stat/sdp/1/tr_software_version_r']"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Get the list of all the archived attributes\n",
+ "reader.get_attributes()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "9f985ceb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['tango://databaseds:10000/stat/recv/1/version_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/opcua_missing_attributes_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_green_on_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_green_on_rw',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_red_on_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_red_on_rw',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_mask_rw',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pcb_id_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pcb_number_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pcb_version_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_1v8_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_2v5_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_3v3_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_analog_on_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_digital_on_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_pwr_good_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_temp_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recvtr_i2c_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recvtr_monitor_rate_rw',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recvtr_translator_busy_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_led_colour_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/rcu_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recv_iout_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recv_temp_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/recv_vout_error_r',\n",
+ " 'tango://databaseds:10000/stat/recv/1/state',\n",
+ " 'tango://databaseds:10000/stat/recv/1/status']"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Given a name pattern, return a list of archived attributes\n",
+ "device_name = 'STAT/RECV/1'\n",
+ "reader.get_attributes(pattern=f'*{device_name}*'.lower())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "5517c508",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Check if an attribute is archived\n",
+ "attr_name = 'rcu_mask_rw'\n",
+ "reader.is_attribute_archived(f'{device_name}/{attr_name}'.lower())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "740064f3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{}"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Return the list of the last n value for a given attribute(s)\n",
+ "# ! Cannot figure out why it does not work ... on the other hand, the relative code \n",
+ "# in the next cell works!\n",
+ "a = 'tango://databaseds:10000/stat/sdp/1/fpga_temp_r'\n",
+ "columns = [\"value_r\", \"value_w\", \"quality\", \"att_error_desc_id\"]\n",
+ "reader.get_last_attributes_values(attributes=a,columns=columns,n=3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "d48fe536",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(datetime.datetime(2022, 3, 9, 12, 0, 27, 686930, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 1),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 38, 34, 497576, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 38, 23, 838368, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2)]"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "reader._cursor.execute(\"SELECT att_conf_id, table_name, att_name FROM att_conf WHERE att_name LIKE %s;\", ('%'+a+'%',))\n",
+ "att_id = reader._cursor.fetchall()\n",
+ "\n",
+ "reader._cursor.execute(f\"SELECT data_time, value_r, value_w, quality, att_error_desc_id FROM {att_id[0][1]} WHERE att_conf_id={att_id[0][0]} ORDER BY data_time DESC LIMIT 3\")\n",
+ "reader._cursor.fetchall()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "fcab2a21",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(datetime.datetime(2022, 3, 9, 12, 0, 27, 686930, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 1),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 38, 34, 497576, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 38, 23, 838368, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 38, 23, 401983, tzinfo=datetime.timezone.utc),\n",
+ " [0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0],\n",
+ " None,\n",
+ " 0,\n",
+ " None),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 38, 12, 908590, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 38, 12, 398194, tzinfo=datetime.timezone.utc),\n",
+ " [0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0],\n",
+ " None,\n",
+ " 0,\n",
+ " None),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 38, 1, 974671, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 38, 1, 400801, tzinfo=datetime.timezone.utc),\n",
+ " [0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0],\n",
+ " None,\n",
+ " 0,\n",
+ " None),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 37, 51, 57525, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 37, 50, 398277, tzinfo=datetime.timezone.utc),\n",
+ " [0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0],\n",
+ " None,\n",
+ " 0,\n",
+ " None),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 37, 40, 124000, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 37, 39, 402424, tzinfo=datetime.timezone.utc),\n",
+ " [0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
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+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0],\n",
+ " None,\n",
+ " 0,\n",
+ " None),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 37, 29, 194141, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 37, 28, 403995, tzinfo=datetime.timezone.utc),\n",
+ " [0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0],\n",
+ " None,\n",
+ " 0,\n",
+ " None),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 37, 18, 325812, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 37, 17, 414731, tzinfo=datetime.timezone.utc),\n",
+ " [0.0,\n",
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+ " (datetime.datetime(2022, 3, 8, 15, 30, 44, 727440, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 2),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 30, 44, 400452, tzinfo=datetime.timezone.utc),\n",
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+ " 0.0,\n",
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+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0],\n",
+ " None,\n",
+ " 0,\n",
+ " None),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 30, 33, 414200, tzinfo=datetime.timezone.utc),\n",
+ " [0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0,\n",
+ " 0.0],\n",
+ " None,\n",
+ " 0,\n",
+ " None),\n",
+ " (datetime.datetime(2022, 3, 8, 15, 30, 15, 378183, tzinfo=datetime.timezone.utc),\n",
+ " None,\n",
+ " None,\n",
+ " 1,\n",
+ " 1)]"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Get the last attribute values given a start date and optionally a stop date\n",
+ "reader.get_attribute_values(a, start_date='2022-03-08 00:00:00')"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "StationControl",
+ "language": "python",
+ "name": "stationcontrol"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.7.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/tangostationcontrol/tangostationcontrol/toolkit/libhdbpp-python b/tangostationcontrol/tangostationcontrol/toolkit/libhdbpp-python
new file mode 160000
index 0000000000000000000000000000000000000000..7f3168261290109d64057fd526827bf33089774f
--- /dev/null
+++ b/tangostationcontrol/tangostationcontrol/toolkit/libhdbpp-python
@@ -0,0 +1 @@
+Subproject commit 7f3168261290109d64057fd526827bf33089774f
diff --git a/tangostationcontrol/tox.ini b/tangostationcontrol/tox.ini
index 97d91f8b083b7774a2b3a60cf8fa254572fa70f5..0dd2a01453d6e5d8a10cbf155df9408eae3a78d5 100644
--- a/tangostationcontrol/tox.ini
+++ b/tangostationcontrol/tox.ini
@@ -78,4 +78,4 @@ commands =
[flake8]
filename = *.py,.stestr.conf,.txt
select = W292,B601,B602,T100,M001,F401,B001,B002,B003,B004,B005,B006,B007,B008,B009,B010,B011,B012,B013,B014.B015,B016,B017,B018
-exclude=.tox,.egg-info
+exclude=.tox,.egg-info,libhdbpp-python