aprs.me/lib/aprsme/packet_consumer.ex
Graham McIntire 2fc4706d3d
fix: stop silent packet loss, timer leak, and seq-scans
- packet_consumer: when a batch exceeds max_batch_size, carry the
  excess over to the next cycle instead of dropping it. Previously
  any overage was split off into a drop list that was only logged,
  losing packets the producer had already acknowledged.

- map_live: cancel the hover_end_timer in terminate/2 so a user
  disconnecting while a marker is still highlighted doesn't leave
  an orphaned timer behind.

- packet_consumer: rescue/log exceptions inside the async broadcast
  task so PubSub serialization bugs or outages are observable
  instead of silently killing the Task.

- prepared_queries: swap ST_Y/ST_X BETWEEN predicates for the && /
  ST_MakeEnvelope pattern so bounds queries hit the GIST index on
  packets.location instead of sequentially scanning.
2026-04-21 09:29:06 -05:00

771 lines
25 KiB
Elixir

defmodule Aprsme.PacketConsumer do
@moduledoc """
GenStage consumer that batches APRS packets and inserts them into the database
efficiently to reduce database load.
"""
use GenStage
alias Aprsme.Cluster.PacketDistributor
alias Aprsme.LogSanitizer
alias Aprsme.Repo
require Logger
@type state :: %{
batch: list(map()),
batch_length: non_neg_integer(),
batch_size: integer(),
batch_timeout: integer(),
max_batch_size: integer(),
timer: reference() | nil
}
@spec start_link(keyword()) :: GenServer.on_start()
def start_link(opts \\ []) do
# Allow unnamed consumers for pool usage
name = opts[:name]
if name do
GenStage.start_link(__MODULE__, opts, name: name)
else
GenStage.start_link(__MODULE__, opts)
end
end
@impl true
def init(opts) do
batch_size = opts[:batch_size] || 100
batch_timeout = opts[:batch_timeout] || 1000
# Maximum batch size to prevent unbounded memory growth
max_batch_size = opts[:max_batch_size] || 1000
# Start a timer for batch processing
timer = Process.send_after(self(), :process_batch, batch_timeout)
# Extract subscription options if provided
subscribe_to = opts[:subscribe_to] || [{Aprsme.PacketProducer, max_demand: opts[:max_demand] || 250}]
{:consumer,
%{
batch: [],
batch_length: 0,
batch_size: batch_size,
batch_timeout: batch_timeout,
max_batch_size: max_batch_size,
timer: timer
}, subscribe_to: subscribe_to}
end
@impl true
def handle_events(events, _from, state) do
handle_batch_update(events, state)
end
# Pattern matching for batch handling with optimized list operations
defp handle_batch_update(events, %{batch: batch, batch_length: batch_length} = state) do
# Optimize: Keep batch in reverse order for O(1) prepending
# Only reverse when processing
new_batch = Enum.reverse(events, batch)
new_batch_length = batch_length + length(events)
handle_batch_by_size(new_batch, new_batch_length, state)
end
# Pattern matching for different batch size scenarios
defp handle_batch_by_size(batch, length, %{max_batch_size: max} = state) when length >= max do
handle_oversized_batch(batch, max, state)
end
defp handle_batch_by_size(batch, length, %{batch_size: size} = state) when length >= size do
handle_full_batch(batch, state)
end
defp handle_batch_by_size(batch, new_batch_length, state) do
handle_partial_batch(batch, new_batch_length, state)
end
# Handle oversized batch with pattern matching.
# Process the oldest `max_size` packets now and keep the rest for the next
# batch cycle — dropping them here would silently lose packets that the
# producer has already acknowledged.
defp handle_oversized_batch(batch, max_size, state) do
# Reverse once to process in arrival order
reversed_batch = Enum.reverse(batch)
{process_now, remainder} = Enum.split(reversed_batch, max_size)
process_batch(process_now)
# Keep the remainder queued. Internal batch is stored reversed
# (newest-at-head) so re-reverse the leftover arrival-order slice.
carryover_batch = Enum.reverse(remainder)
carryover_length = length(remainder)
if carryover_length > 0 do
Logger.info("Carrying over #{carryover_length} packets past batch-size limit to next cycle",
batch_info:
LogSanitizer.log_data(
carryover_count: carryover_length,
processed_count: length(process_now)
)
)
end
new_state =
state
|> reset_batch_timer()
|> Map.put(:batch, carryover_batch)
|> Map.put(:batch_length, carryover_length)
{:noreply, [], new_state}
end
# Handle full batch
defp handle_full_batch(batch, state) do
# Reverse once for processing
process_batch(Enum.reverse(batch))
new_state = reset_batch_timer(state)
{:noreply, [], new_state}
end
# Handle partial batch
defp handle_partial_batch(batch, new_batch_length, state) do
# Keep batch in reverse order
{:noreply, [], %{state | batch: batch, batch_length: new_batch_length}}
end
# Helper functions with pattern matching
@spec reset_batch_timer(state()) :: state()
defp reset_batch_timer(%{timer: nil} = state) do
new_timer = Process.send_after(self(), :process_batch, state.batch_timeout)
%{state | batch: [], batch_length: 0, timer: new_timer}
end
defp reset_batch_timer(%{timer: timer} = state) do
Process.cancel_timer(timer)
new_timer = Process.send_after(self(), :process_batch, state.batch_timeout)
%{state | batch: [], batch_length: 0, timer: new_timer}
end
@impl true
# Pattern matching for empty batch
def handle_info(:process_batch, %{batch: []} = state) do
# Just restart the timer for empty batch
new_state = start_batch_timer(state)
{:noreply, [], new_state}
end
# Pattern matching for non-empty batch
def handle_info(:process_batch, %{batch: batch, batch_length: batch_length} = state) when is_list(batch) do
check_batch_utilization(batch_length, state.max_batch_size)
# Remember to reverse the batch since we keep it in reverse order
process_batch(Enum.reverse(batch))
new_state = start_batch_timer(%{state | batch: [], batch_length: 0})
{:noreply, [], new_state}
end
# Helper to start batch timer
@spec start_batch_timer(state()) :: state()
defp start_batch_timer(%{batch_timeout: timeout} = state) do
timer = Process.send_after(self(), :process_batch, timeout)
%{state | timer: timer}
end
# Batch utilization check using pre-computed length to avoid O(n) traversals
@spec check_batch_utilization(non_neg_integer(), integer()) :: :ok
defp check_batch_utilization(batch_length, max_size) when batch_length > max_size * 0.8 do
Logger.warning("Batch size approaching limit",
batch_status:
LogSanitizer.log_data(
current_size: batch_length,
max_size: max_size,
utilization_percent: trunc(batch_length / max_size * 100)
)
)
end
defp check_batch_utilization(_batch_length, _max_size), do: :ok
@spec process_batch(list(map())) :: :ok
defp process_batch(packets) do
require Logger
# Monitor memory usage before processing (only this process)
{:memory, memory_before} = Process.info(self(), :memory)
start_time = System.monotonic_time(:millisecond)
# Chunk size optimized for PostgreSQL work_mem=16MB
# Using smaller batches to reduce memory pressure
chunk_size = Application.get_env(:aprsme, :packet_pipeline)[:batch_size] || 100
# Use Stream for memory-efficient processing
# Process and reduce in one pass to avoid materializing the entire list
{success_count, error_count} =
packets
|> Stream.chunk_every(chunk_size)
|> Stream.map(&process_chunk/1)
|> Enum.reduce({0, 0}, fn {success, error}, {total_success, total_error} ->
{total_success + success, total_error + error}
end)
end_time = System.monotonic_time(:millisecond)
duration = end_time - start_time
# Monitor memory usage after processing (only this process)
{:memory, memory_after} = Process.info(self(), :memory)
memory_diff = memory_after - memory_before
# Get current process memory info
process_info = Process.info(self(), [:memory, :heap_size, :total_heap_size])
# Force garbage collection if memory usage is high
# 50MB threshold for memory diff (per process)
# 100MB threshold for process memory
if memory_diff > 52_428_800 or process_info[:memory] > 104_857_600 do
:erlang.garbage_collect()
Logger.warning("High memory usage detected, forced garbage collection",
memory_info:
LogSanitizer.log_data(
memory_diff_bytes: memory_diff,
process_memory: process_info[:memory],
heap_size: process_info[:heap_size],
total_heap_size: process_info[:total_heap_size],
batch_size: length(packets),
gc_forced: true
)
)
end
:telemetry.execute(
[
:aprsme,
:packet_pipeline,
:batch
],
%{
count: length(packets),
success: success_count,
error: error_count,
duration_ms: duration,
memory_diff: memory_diff
},
%{}
)
end
@spec process_chunk(list(map())) :: {non_neg_integer(), non_neg_integer()}
defp process_chunk(packets) do
# Use Stream for memory-efficient packet preparation
# Note: truncate_datetimes_to_second is already called inside prepare_packet_for_insert
# prepare_packet_for_insert returns {insert_attrs, broadcast_info} or nil
packet_stream =
packets
|> Stream.map(&prepare_packet_for_insert/1)
|> Stream.reject(&is_nil/1)
# Separate valid and invalid packets using Stream
{valid_pairs, invalid_count} =
Enum.reduce(packet_stream, {[], 0}, fn {insert_attrs, _bcast} = pair, {valid_acc, invalid_acc} ->
if valid_packet?(insert_attrs) do
{[pair | valid_acc], invalid_acc}
else
{valid_acc, invalid_acc + 1}
end
end)
# Reverse to maintain order and split into parallel lists
valid_pairs = Enum.reverse(valid_pairs)
valid_inserts = Enum.map(valid_pairs, fn {insert, _bcast} -> insert end)
# Insert valid packets in batch
# Optimized for PostgreSQL with synchronous_commit=off
insert_opts = [
# Don't return IDs for better performance
returning: false,
# Skip conflicts on the composite PK; any other error surfaces to the rescue below
on_conflict: :nothing,
conflict_target: [:id, :received_at],
# Increased timeout for large batches
timeout: 60_000
]
try do
{inserted_count, _} = Repo.insert_all(Aprsme.Packet, valid_inserts, insert_opts)
broadcast_packets_async(Enum.map(valid_pairs, fn {_insert, bcast} -> bcast end))
{inserted_count, invalid_count}
rescue
error ->
Logger.error("Batch insert failed: #{inspect(error)}, falling back to individual inserts")
# Fall back to individual inserts so partial success is possible
{fallback_inserted, fallback_bcasts} = insert_individually(valid_pairs)
# Broadcast whatever was successfully inserted
if fallback_bcasts != [] do
broadcast_packets_async(fallback_bcasts)
end
{fallback_inserted, invalid_count + length(valid_pairs) - fallback_inserted}
end
end
# Fall back to inserting packets one at a time when batch insert fails.
# Returns {inserted_count, list_of_broadcast_infos_for_successes}.
@spec insert_individually(list({map(), map()})) :: {non_neg_integer(), list(map())}
defp insert_individually(pairs) do
Enum.reduce(pairs, {0, []}, fn {insert_attrs, bcast}, {count, inserted} ->
try do
changeset = Aprsme.Packet.changeset(%Aprsme.Packet{}, insert_attrs)
case Repo.insert(changeset, on_conflict: :nothing, conflict_target: [:id, :received_at]) do
{:ok, _record} ->
{count + 1, [bcast | inserted]}
{:error, _changeset} ->
{count, inserted}
end
rescue
error ->
Logger.error("Individual insert failed: #{inspect(error)}")
{count, inserted}
end
end)
end
# Broadcast packets asynchronously using supervised task pool.
# Failures here were previously silent — the Task died, the broadcast never
# reached subscribers, and there was no log trail. Rescue and log so
# operational issues (PubSub down, serialization bugs) are observable.
defp broadcast_packets_async(bcasts) do
fun = fn ->
cluster_enabled = Application.get_env(:aprsme, :cluster_enabled, false)
Enum.each(bcasts, fn bcast ->
try do
broadcast_single_packet(bcast, cluster_enabled)
rescue
error ->
Logger.error("Packet broadcast failed: #{inspect(error)}",
broadcast_error:
LogSanitizer.log_data(
error: Exception.message(error),
routing_callsign: Map.get(bcast, :routing_callsign)
)
)
end
end)
end
if test_env?() do
fun.()
{:ok, self()}
else
Aprsme.BroadcastTaskSupervisor.async_execute(fun)
end
end
defp broadcast_single_packet(
%{payload: packet, routing_callsign: routing_callsign, has_weather: has_weather?},
cluster_enabled
) do
if cluster_enabled do
PacketDistributor.distribute_packet(packet)
else
Aprsme.StreamingPacketsPubSub.broadcast_packet(packet)
Aprsme.SpatialPubSub.broadcast_packet(packet)
end
broadcast_legacy_topics(packet, routing_callsign, has_weather?)
end
# Replaces the `aprs_packets` pg_notify path (removed as a DB trigger).
defp broadcast_legacy_topics(packet, routing_callsign, has_weather?) do
Phoenix.PubSub.broadcast(Aprsme.PubSub, "postgres:aprsme_packets", {:postgres_packet, packet})
if is_binary(routing_callsign) and routing_callsign != "" do
Phoenix.PubSub.broadcast(Aprsme.PubSub, "packets:#{routing_callsign}", {:postgres_packet, packet})
if has_weather? do
Phoenix.PubSub.broadcast(Aprsme.PubSub, "weather:#{routing_callsign}", {:weather_packet, packet})
end
end
end
defp test_env? do
Application.get_env(:aprsme, :env) == :test
end
defp prepare_packet_for_insert(packet_data) do
# Reuse the received_at stamped in Is.dispatch; fall back if missing.
# packet_data is already a plain map — Is.dispatch ran struct_to_map before submitting.
current_time =
case Map.get(packet_data, :received_at) do
%DateTime{} = dt -> DateTime.truncate(dt, :microsecond)
_ -> DateTime.truncate(DateTime.utc_now(), :microsecond)
end
attrs = Map.put(packet_data, :received_at, current_time)
# Extract additional data from the parsed packet including raw packet
attrs = Aprsme.Packet.extract_additional_data(attrs, attrs[:raw_packet] || "")
# Detect and set item/object fields
attrs = detect_item_or_object(attrs)
# Sanitize packet data to prevent database field overflow
attrs = Aprsme.PacketSanitizer.sanitize_packet(attrs)
# Normalize data_type to string if it's an atom
attrs = normalize_data_type(attrs)
# Apply the same processing as the original store_packet function.
# `enriched` holds everything needed for both insert and broadcast;
# we pre-build the broadcast payload once so the async broadcast path
# doesn't have to Map.drop/Map.merge/pick-identifier per packet.
enriched =
attrs
|> convert_coordinate_field_names()
|> convert_field_names()
|> normalize_packet_attrs()
|> set_received_at()
|> patch_lat_lon_from_data_extended()
|> then(fn attrs ->
{lat, lon} = extract_position(attrs)
set_lat_lon(attrs, lat, lon)
end)
|> normalize_ssid()
|> then(fn attrs ->
Map.put(attrs, :device_identifier, Aprsme.DeviceParser.extract_device_identifier(attrs))
end)
|> sanitize_packet_strings()
|> create_location_geometry()
|> Map.put(:inserted_at, current_time)
|> Map.put(:updated_at, current_time)
|> Map.put(:id, Ecto.UUID.generate())
|> Map.delete("id")
|> Map.delete(:data_extended)
|> normalize_numeric_types()
|> truncate_datetimes_to_second()
|> set_has_weather()
insert_attrs = remove_non_schema_fields(enriched)
bcast_info = build_broadcast_info(enriched)
{insert_attrs, bcast_info}
rescue
error ->
Logger.error("Failed to prepare packet for batch insert: #{inspect(error)}")
nil
end
# Pre-build the broadcast payload and routing info once per packet.
# `:sender` is replaced with the display identifier (object/item name)
# while `routing_callsign` preserves the original sender for topic routing.
defp build_broadcast_info(enriched) do
identifier =
enriched[:object_name] || enriched[:item_name] || enriched[:sender]
payload =
enriched
|> Map.drop([:location, :inserted_at, :updated_at])
|> Map.put(:sender, identifier)
|> Map.put(:latitude, enriched[:lat])
|> Map.put(:longitude, enriched[:lon])
original_sender = enriched[:sender] || enriched[:base_callsign]
routing_callsign =
if is_binary(original_sender) and original_sender != "" do
original_sender |> String.trim() |> String.upcase()
end
%{
payload: payload,
routing_callsign: routing_callsign,
has_weather: enriched[:has_weather] == true
}
end
# Compute has_weather from any populated weather field (replaces DB trigger)
defp set_has_weather(attrs) do
has_weather? =
Enum.any?(Aprsme.EncodingUtils.weather_fields(), fn field ->
not is_nil(Map.get(attrs, field))
end)
Map.put(attrs, :has_weather, has_weather?)
end
# Helper function to remove fields that exist in parser output but not in database schema
defp remove_non_schema_fields(attrs) do
# Use whitelist approach - only keep fields that are in our schema
Aprsme.PacketFieldWhitelist.filter_fields(attrs)
end
defp valid_packet?(nil), do: false
defp valid_packet?(%{sender: sender}) when is_binary(sender) and byte_size(sender) > 0, do: true
defp valid_packet?(_), do: false
# Detect if packet is an item or object and set appropriate fields
defp detect_item_or_object(attrs) do
cond do
object_packet?(attrs) -> apply_object_fields(attrs)
item_packet?(attrs) -> apply_item_fields(attrs)
true -> attrs
end
end
defp object_packet?(attrs) do
info_field = get_in(attrs, [:data, "information_field"])
attrs[:data_type] == "object" or attrs["data_type"] == "object" or
(is_binary(info_field) and String.starts_with?(info_field, ";"))
end
defp item_packet?(attrs) do
Map.has_key?(attrs, :itemname) or Map.has_key?(attrs, "itemname")
end
defp apply_object_fields(attrs) do
info_field = get_in(attrs, [:data, "information_field"])
object_name =
extract_object_name(attrs) ||
extract_object_name_from_info_field(info_field)
attrs
|> Map.put(:object_name, object_name)
|> Map.put(:is_object, true)
|> Map.delete(:itemname)
|> Map.delete("itemname")
end
defp apply_item_fields(attrs) do
item_name = Map.get(attrs, :itemname) || Map.get(attrs, "itemname")
attrs
|> Map.put(:item_name, item_name)
|> Map.put(:is_item, true)
|> Map.delete(:itemname)
|> Map.delete("itemname")
end
defp extract_object_name(attrs) do
case attrs[:data_extended] do
%{name: name} when is_binary(name) -> name
%{"name" => name} when is_binary(name) -> name
_ -> nil
end
end
defp extract_object_name_from_info_field(nil), do: nil
defp extract_object_name_from_info_field(info_field) do
# Object format: ;OBJECTNAM*DDHHMMz... or ;OBJECTNAM_DDHHMMz... (killed)
# Object names are 9 printable ASCII characters followed by * (alive) or _ (killed)
case Regex.run(~r/^;(.{9})[*_]/, info_field) do
[_, name] -> String.trim(name)
_ -> nil
end
end
# Convert field names that don't match our schema
defp convert_field_names(attrs) do
attrs
|> then(fn a ->
# Convert aprs_messaging? to aprs_messaging
case Map.get(a, :aprs_messaging?) || Map.get(a, "aprs_messaging?") do
nil ->
a
value ->
a
|> Map.put(:aprs_messaging, value)
|> Map.delete(:aprs_messaging?)
|> Map.delete("aprs_messaging?")
end
end)
|> then(fn a ->
# Convert timestamp from integer to string if needed
case Map.get(a, :timestamp) do
timestamp when is_integer(timestamp) ->
Map.put(a, :timestamp, Integer.to_string(timestamp))
_ ->
a
end
end)
end
# Convert latitude/longitude to lat/lon if present at top level
defp convert_coordinate_field_names(attrs) do
attrs
|> then(fn a ->
case Map.get(a, :latitude) do
nil -> a
lat -> a |> Map.put(:lat, lat) |> Map.delete(:latitude)
end
end)
|> then(fn a ->
case Map.get(a, :longitude) do
nil -> a
lon -> a |> Map.put(:lon, lon) |> Map.delete(:longitude)
end
end)
end
# Helper functions copied from Packets module for consistency
defp normalize_packet_attrs(attrs) do
attrs
|> Map.put_new(:base_callsign, attrs[:sender])
|> Map.put_new(:data_type, "unknown")
|> Map.put_new(:destination, "")
|> Map.put_new(:path, "")
|> Map.put_new(:ssid, "")
|> Map.put_new(:data_extended, %{})
end
defp set_received_at(attrs) do
received_at = attrs[:received_at] || DateTime.utc_now()
Map.put(attrs, :received_at, received_at)
end
defp patch_lat_lon_from_data_extended(attrs) do
case attrs[:data_extended] do
%{latitude: lat, longitude: lon} when not is_nil(lat) and not is_nil(lon) ->
attrs
|> Map.put(:lat, lat)
|> Map.put(:lon, lon)
|> Map.put(:has_position, true)
_ ->
attrs
end
end
defp extract_position(packet_data) do
if not is_nil(packet_data[:lat]) and not is_nil(packet_data[:lon]) do
{Aprsme.EncodingUtils.to_float(packet_data.lat), Aprsme.EncodingUtils.to_float(packet_data.lon)}
else
extract_position_from_data_extended(packet_data[:data_extended])
end
end
defp extract_position_from_data_extended(nil), do: {nil, nil}
defp extract_position_from_data_extended(data_extended) when is_map(data_extended) do
if has_standard_position?(data_extended) do
extract_standard_position(data_extended)
else
extract_position_from_data_extended_case(data_extended)
end
end
defp extract_position_from_data_extended(_), do: {nil, nil}
defp has_standard_position?(data_extended) when is_map(data_extended) and not is_struct(data_extended) do
not is_nil(data_extended[:latitude]) and not is_nil(data_extended[:longitude])
end
defp has_standard_position?(_), do: false
defp extract_standard_position(data_extended) when is_map(data_extended) and not is_struct(data_extended) do
{Aprsme.EncodingUtils.to_float(data_extended[:latitude]), Aprsme.EncodingUtils.to_float(data_extended[:longitude])}
end
defp extract_standard_position(_), do: {nil, nil}
defp extract_position_from_data_extended_case(data_extended) do
lat = extract_lat_from_ext_map(data_extended)
lon = extract_lon_from_ext_map(data_extended)
{Aprsme.EncodingUtils.to_float(lat), Aprsme.EncodingUtils.to_float(lon)}
end
defp extract_lat_from_ext_map(ext_map) do
ext_map[:latitude] || ext_map["latitude"] ||
(Map.has_key?(ext_map, :position) &&
(ext_map[:position][:latitude] || ext_map[:position]["latitude"])) ||
(Map.has_key?(ext_map, "position") &&
(ext_map["position"][:latitude] || ext_map["position"]["latitude"]))
end
defp extract_lon_from_ext_map(ext_map) do
ext_map[:longitude] || ext_map["longitude"] ||
(Map.has_key?(ext_map, :position) &&
(ext_map[:position][:longitude] || ext_map[:position]["longitude"])) ||
(Map.has_key?(ext_map, "position") &&
(ext_map["position"][:longitude] || ext_map["position"]["longitude"]))
end
# extract_position already ran to_float; lat/lon are floats or nil here.
# Round and store whatever we have; range validation happens in
# create_location_geometry/1 where it controls Geo.Point construction.
defp set_lat_lon(attrs, lat, lon) do
attrs
|> Map.put(:lat, round_coord(lat))
|> Map.put(:lon, round_coord(lon))
|> Map.put(:has_position, is_float(lat) and is_float(lon))
end
defp round_coord(n) when is_float(n), do: Float.round(n, 6)
defp round_coord(_), do: nil
# Build the PostGIS point only for in-range coordinates.
# Must run AFTER sanitize_packet_strings so the struct survives intact.
defp create_location_geometry(%{lat: lat, lon: lon} = attrs)
when is_float(lat) and is_float(lon) and lat >= -90.0 and lat <= 90.0 and lon >= -180.0 and lon <= 180.0 do
Map.put(attrs, :location, %Geo.Point{coordinates: {lon, lat}, srid: 4326})
end
defp create_location_geometry(attrs), do: attrs
defp normalize_ssid(attrs) do
case Map.get(attrs, :ssid) do
nil -> attrs
ssid -> Map.put(attrs, :ssid, to_string(ssid))
end
end
defp sanitize_packet_strings(value), do: Aprsme.EncodingUtils.sanitize_packet_strings(value)
defp normalize_data_type(attrs), do: Aprsme.EncodingUtils.normalize_data_type(attrs)
defp truncate_datetimes_to_second(%DateTime{} = dt), do: DateTime.truncate(dt, :second)
defp truncate_datetimes_to_second({:ok, %DateTime{} = dt}), do: DateTime.truncate(dt, :second)
defp truncate_datetimes_to_second({:error, _reason}), do: nil
defp truncate_datetimes_to_second(term) when is_map(term) and not is_struct(term) do
Map.new(term, fn {k, v} -> {k, truncate_datetimes_to_second(v)} end)
end
defp truncate_datetimes_to_second(list) when is_list(list), do: Enum.map(list, &truncate_datetimes_to_second/1)
defp truncate_datetimes_to_second(other), do: other
defp normalize_numeric_types(attrs) do
# Convert integer values to floats for float fields
float_fields = [
:temperature,
:humidity,
:wind_speed,
:wind_gust,
:pressure,
:rain_1h,
:rain_24h,
:rain_since_midnight,
:snow,
:speed,
:altitude
]
Enum.reduce(float_fields, attrs, fn field, acc ->
case Map.get(acc, field) do
value when is_integer(value) -> Map.put(acc, field, value * 1.0)
_ -> acc
end
end)
end
end