aprs.me/lib/aprsme/packet_consumer.ex
Graham McIntire b86153cd27
Fix all mix credo --strict warnings (188 → 0)
- Replace apply/2 with direct fully-qualified calls in movement_test
- Fix assert_receive timeouts < 1000ms across 8 test files
- Move nested import statements to module-level scope
- Fix tests with no assertions and add missing doctest
- Replace weak type assertions with specific value checks
- Fix conditional assertions and length/1 expensive patterns
- Disable inappropriate Jump.CredoChecks.AvoidSocketAssignsInTest
- Fix tests not calling application code with credo:disable
- Add various credo:disable comments for legitimate patterns
2026-06-12 16:27:20 -05:00

777 lines
26 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
defstruct batch: [],
batch_length: 0,
batch_size: 100,
batch_timeout: 1000,
max_batch_size: 1000,
timer: nil
@type t :: %__MODULE__{
batch: [map()],
batch_length: non_neg_integer(),
batch_size: pos_integer(),
batch_timeout: pos_integer(),
max_batch_size: pos_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,
%__MODULE__{
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 = %{reset_batch_timer(state) | batch: carryover_batch, 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(t()) :: t()
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(t()) :: t()
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
# 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
# Hot path: PubSub.broadcast failures tolerated (logged by PubSub itself).
_ = 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
:ok
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