Graham McIntire
dcabb744df
- Batch real-time packet push_events: collect marker data across the packet batch and send a single "new_packets" WebSocket message instead of one per packet. JS handler processes all live→historical conversions before adding new markers to avoid intra-batch conflicts. - Batch RF path station queries: replace N+1 get_latest_packet_for_callsign calls with a single DISTINCT ON query selecting only callsign + lat/lng. - Add read_concurrency: true to streaming_packets_subscribers and :aprsme ETS tables (read-heavy, rarely written). - Remove dead GC code in PacketConsumer (threshold > 1000 unreachable with max batch_size of 100).
748 lines
24 KiB
Elixir
748 lines
24 KiB
Elixir
defmodule Aprsme.PacketConsumer do
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@moduledoc """
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GenStage consumer that batches APRS packets and inserts them into the database
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efficiently to reduce database load.
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"""
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use GenStage
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alias Aprs.Types.ParseError
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alias Aprsme.Cluster.PacketDistributor
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alias Aprsme.LogSanitizer
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alias Aprsme.Repo
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require Logger
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@type state :: %{
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batch: list(map()),
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batch_length: non_neg_integer(),
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batch_size: integer(),
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batch_timeout: integer(),
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max_batch_size: integer(),
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timer: reference() | nil
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}
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@spec start_link(keyword()) :: GenServer.on_start()
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def start_link(opts \\ []) do
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# Allow unnamed consumers for pool usage
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name = opts[:name]
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if name do
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GenStage.start_link(__MODULE__, opts, name: name)
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else
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GenStage.start_link(__MODULE__, opts)
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end
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end
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@impl true
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def init(opts) do
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batch_size = opts[:batch_size] || 100
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batch_timeout = opts[:batch_timeout] || 1000
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# Maximum batch size to prevent unbounded memory growth
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max_batch_size = opts[:max_batch_size] || 1000
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# Start a timer for batch processing
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timer = Process.send_after(self(), :process_batch, batch_timeout)
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# Extract subscription options if provided
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subscribe_to = opts[:subscribe_to] || [{Aprsme.PacketProducer, max_demand: opts[:max_demand] || 250}]
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{:consumer,
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%{
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batch: [],
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batch_length: 0,
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batch_size: batch_size,
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batch_timeout: batch_timeout,
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max_batch_size: max_batch_size,
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timer: timer
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}, subscribe_to: subscribe_to}
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end
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@impl true
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def handle_events(events, _from, state) do
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handle_batch_update(events, state)
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end
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# Pattern matching for batch handling with optimized list operations
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defp handle_batch_update(events, %{batch: batch, batch_length: batch_length} = state) do
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# Optimize: Keep batch in reverse order for O(1) prepending
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# Only reverse when processing
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new_batch = Enum.reverse(events, batch)
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new_batch_length = batch_length + length(events)
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handle_batch_by_size(new_batch, new_batch_length, state)
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end
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# Pattern matching for different batch size scenarios
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defp handle_batch_by_size(batch, length, %{max_batch_size: max} = state) when length >= max do
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handle_oversized_batch(batch, max, state)
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end
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defp handle_batch_by_size(batch, length, %{batch_size: size} = state) when length >= size do
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handle_full_batch(batch, state)
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end
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defp handle_batch_by_size(batch, new_batch_length, state) do
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handle_partial_batch(batch, new_batch_length, state)
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end
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# Handle oversized batch with pattern matching
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defp handle_oversized_batch(batch, max_size, state) do
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# Reverse once for processing
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reversed_batch = Enum.reverse(batch)
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{process_batch, drop_batch} = Enum.split(reversed_batch, max_size)
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process_batch(process_batch)
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log_dropped_packets(drop_batch, process_batch)
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new_state = reset_batch_timer(state)
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{:noreply, [], new_state}
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end
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# Handle full batch
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defp handle_full_batch(batch, state) do
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# Reverse once for processing
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process_batch(Enum.reverse(batch))
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new_state = reset_batch_timer(state)
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{:noreply, [], new_state}
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end
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# Handle partial batch
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defp handle_partial_batch(batch, new_batch_length, state) do
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# Keep batch in reverse order
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{:noreply, [], %{state | batch: batch, batch_length: new_batch_length}}
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end
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# Helper functions with pattern matching
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@spec reset_batch_timer(state()) :: state()
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defp reset_batch_timer(%{timer: nil} = state) do
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new_timer = Process.send_after(self(), :process_batch, state.batch_timeout)
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%{state | batch: [], batch_length: 0, timer: new_timer}
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end
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defp reset_batch_timer(%{timer: timer} = state) do
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Process.cancel_timer(timer)
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new_timer = Process.send_after(self(), :process_batch, state.batch_timeout)
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%{state | batch: [], batch_length: 0, timer: new_timer}
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end
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# Pattern matching for logging
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@spec log_dropped_packets(list(), list()) :: :ok
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defp log_dropped_packets([], _), do: :ok
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defp log_dropped_packets(dropped, processed) do
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Logger.warning("Dropped #{length(dropped)} packets due to batch size limit",
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batch_info:
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LogSanitizer.log_data(
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dropped_count: length(dropped),
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processed_count: length(processed),
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reason: "batch_size_limit_exceeded"
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)
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)
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end
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@impl true
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# Pattern matching for empty batch
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def handle_info(:process_batch, %{batch: []} = state) do
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# Just restart the timer for empty batch
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new_state = start_batch_timer(state)
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{:noreply, [], new_state}
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end
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# Pattern matching for non-empty batch
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def handle_info(:process_batch, %{batch: batch, batch_length: batch_length} = state) when is_list(batch) do
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check_batch_utilization(batch_length, state.max_batch_size)
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# Remember to reverse the batch since we keep it in reverse order
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process_batch(Enum.reverse(batch))
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new_state = start_batch_timer(%{state | batch: [], batch_length: 0})
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{:noreply, [], new_state}
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end
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# Helper to start batch timer
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@spec start_batch_timer(state()) :: state()
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defp start_batch_timer(%{batch_timeout: timeout} = state) do
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timer = Process.send_after(self(), :process_batch, timeout)
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%{state | timer: timer}
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end
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# Batch utilization check using pre-computed length to avoid O(n) traversals
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@spec check_batch_utilization(non_neg_integer(), integer()) :: :ok
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defp check_batch_utilization(batch_length, max_size) when batch_length > max_size * 0.8 do
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Logger.warning("Batch size approaching limit",
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batch_status:
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LogSanitizer.log_data(
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current_size: batch_length,
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max_size: max_size,
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utilization_percent: trunc(batch_length / max_size * 100)
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)
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)
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end
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defp check_batch_utilization(_batch_length, _max_size), do: :ok
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@spec process_batch(list(map())) :: :ok
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defp process_batch(packets) do
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require Logger
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# Monitor memory usage before processing (only this process)
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{:memory, memory_before} = Process.info(self(), :memory)
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start_time = System.monotonic_time(:millisecond)
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# Chunk size optimized for PostgreSQL work_mem=16MB
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# Using smaller batches to reduce memory pressure
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chunk_size = Application.get_env(:aprsme, :packet_pipeline)[:batch_size] || 100
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# Use Stream for memory-efficient processing
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# Process and reduce in one pass to avoid materializing the entire list
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{success_count, error_count} =
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packets
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|> Stream.chunk_every(chunk_size)
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|> Stream.map(&process_chunk/1)
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|> Enum.reduce({0, 0}, fn {success, error}, {total_success, total_error} ->
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{total_success + success, total_error + error}
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end)
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end_time = System.monotonic_time(:millisecond)
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duration = end_time - start_time
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# Monitor memory usage after processing (only this process)
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{:memory, memory_after} = Process.info(self(), :memory)
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memory_diff = memory_after - memory_before
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# Get current process memory info
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process_info = Process.info(self(), [:memory, :heap_size, :total_heap_size])
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# Force garbage collection if memory usage is high
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# 50MB threshold for memory diff (per process)
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# 100MB threshold for process memory
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if memory_diff > 52_428_800 or process_info[:memory] > 104_857_600 do
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:erlang.garbage_collect()
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Logger.warning("High memory usage detected, forced garbage collection",
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memory_info:
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LogSanitizer.log_data(
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memory_diff_bytes: memory_diff,
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process_memory: process_info[:memory],
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heap_size: process_info[:heap_size],
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total_heap_size: process_info[:total_heap_size],
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batch_size: length(packets),
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gc_forced: true
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)
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)
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end
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:telemetry.execute(
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[
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:aprsme,
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:packet_pipeline,
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:batch
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],
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%{
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count: length(packets),
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success: success_count,
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error: error_count,
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duration_ms: duration,
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memory_diff: memory_diff
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},
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%{}
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)
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# Logger.info("Batch processing completed",
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# batch_result:
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# LogSanitizer.log_data(
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# packet_count: length(packets),
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# duration_ms: duration,
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# success_count: success_count,
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# error_count: error_count,
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# memory_diff_bytes: memory_diff
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# )
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# )
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end
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@spec process_chunk(list(map())) :: {non_neg_integer(), non_neg_integer()}
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defp process_chunk(packets) do
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# Use Stream for memory-efficient packet preparation
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# Note: truncate_datetimes_to_second is already called inside prepare_packet_for_insert
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packet_stream =
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packets
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|> Stream.map(&prepare_packet_for_insert/1)
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|> Stream.reject(&is_nil/1)
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# Separate valid and invalid packets using Stream
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{valid_packets, invalid_count} =
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Enum.reduce(packet_stream, {[], 0}, fn packet, {valid_acc, invalid_acc} ->
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if valid_packet?(packet) do
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{[packet | valid_acc], invalid_acc}
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else
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{valid_acc, invalid_acc + 1}
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end
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end)
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# Reverse to maintain order
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valid_packets = Enum.reverse(valid_packets)
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# Insert valid packets in batch
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# Optimized for PostgreSQL with synchronous_commit=off
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insert_opts = [
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# Don't return IDs for better performance
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returning: false,
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# Skip conflicts to avoid blocking
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on_conflict: :nothing,
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# Increased timeout for large batches
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timeout: 60_000
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]
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try do
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{inserted_count, _} = Repo.insert_all(Aprsme.Packet, valid_packets, insert_opts)
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# Broadcast successfully inserted packets to StreamingPacketsPubSub
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broadcast_packets_async(valid_packets)
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{inserted_count, invalid_count}
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rescue
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error ->
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Logger.error("Batch insert failed: #{inspect(error)}, falling back to individual inserts")
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# Fall back to individual inserts so partial success is possible
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{fallback_inserted, fallback_packets} = insert_individually(valid_packets)
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# Broadcast whatever was successfully inserted
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if fallback_packets != [] do
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broadcast_packets_async(fallback_packets)
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end
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{fallback_inserted, invalid_count + length(valid_packets) - fallback_inserted}
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end
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end
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# Fall back to inserting packets one at a time when batch insert fails.
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# Returns {inserted_count, list_of_successfully_inserted_packet_attrs}.
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@spec insert_individually(list(map())) :: {non_neg_integer(), list(map())}
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defp insert_individually(packets) do
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Enum.reduce(packets, {0, []}, fn packet_attrs, {count, inserted} ->
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try do
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changeset = Aprsme.Packet.changeset(%Aprsme.Packet{}, packet_attrs)
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case Repo.insert(changeset, on_conflict: :nothing) do
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{:ok, _record} ->
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{count + 1, [packet_attrs | inserted]}
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{:error, _changeset} ->
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{count, inserted}
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end
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rescue
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error ->
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Logger.error("Individual insert failed: #{inspect(error)}")
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{count, inserted}
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end
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end)
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end
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# Broadcast packets asynchronously using supervised task pool
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defp broadcast_packets_async(packets) do
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Aprsme.BroadcastTaskSupervisor.async_execute(fn ->
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cluster_enabled = Application.get_env(:aprsme, :cluster_enabled, false)
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Enum.each(packets, &broadcast_single_packet(&1, cluster_enabled))
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end)
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end
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defp broadcast_single_packet(packet_attrs, cluster_enabled) do
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packet = %{
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sender: packet_attrs[:sender],
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latitude: packet_attrs[:lat],
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longitude: packet_attrs[:lon],
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received_at: packet_attrs[:received_at],
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data_type: packet_attrs[:data_type],
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altitude: packet_attrs[:altitude],
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speed: packet_attrs[:speed],
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course: packet_attrs[:course],
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comment: packet_attrs[:comment]
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}
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if cluster_enabled do
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PacketDistributor.distribute_packet(packet)
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else
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Aprsme.StreamingPacketsPubSub.broadcast_packet(packet)
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Aprsme.SpatialPubSub.broadcast_packet(packet)
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end
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end
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defp prepare_packet_for_insert(packet_data) do
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# Always set received_at timestamp to ensure consistency
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current_time = DateTime.truncate(DateTime.utc_now(), :microsecond)
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packet_data = Map.put(packet_data, :received_at, current_time)
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# Convert to map before storing to avoid struct conversion issues
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attrs = struct_to_map(packet_data)
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# Extract additional data from the parsed packet including raw packet
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attrs = Aprsme.Packet.extract_additional_data(attrs, attrs[:raw_packet] || "")
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# Detect and set item/object fields
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attrs = detect_item_or_object(attrs)
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# Sanitize packet data to prevent database field overflow
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attrs = Aprsme.PacketSanitizer.sanitize_packet(attrs)
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# Normalize data_type to string if it's an atom
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attrs = normalize_data_type(attrs)
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# Apply the same processing as the original store_packet function
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attrs
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|> convert_coordinate_field_names()
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|> convert_field_names()
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|> normalize_packet_attrs()
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|> set_received_at()
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|> patch_lat_lon_from_data_extended()
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|> then(fn attrs ->
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{lat, lon} = extract_position(attrs)
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set_lat_lon(attrs, lat, lon)
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end)
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|> normalize_ssid()
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|> then(fn attrs ->
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device_identifier = Aprsme.DeviceParser.extract_device_identifier(packet_data)
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Map.put(attrs, :device_identifier, device_identifier)
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end)
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|> sanitize_packet_strings()
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|> Map.put(:inserted_at, current_time)
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|> Map.put(:updated_at, current_time)
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|> Map.delete(:id)
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|> Map.delete("id")
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# Remove embedded field for batch insert
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|> Map.delete(:data_extended)
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|> normalize_numeric_types()
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|> truncate_datetimes_to_second()
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# Create PostGIS geometry for location field BEFORE filtering
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|> create_location_geometry()
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# Remove all non-schema fields - do this LAST to ensure all processing is done
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|> remove_non_schema_fields()
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rescue
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error ->
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Logger.error("Failed to prepare packet for batch insert: #{inspect(error)}")
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nil
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end
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# Create PostGIS geometry from lat/lon coordinates
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defp create_location_geometry(attrs) do
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lat = attrs[:lat]
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lon = attrs[:lon]
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if valid_coordinates?(lat, lon) do
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location = create_point(lat, lon)
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if location do
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Map.put(attrs, :location, location)
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else
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attrs
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end
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else
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attrs
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end
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end
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# Helper function to remove fields that exist in parser output but not in database schema
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defp remove_non_schema_fields(attrs) do
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# Use whitelist approach - only keep fields that are in our schema
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Aprsme.PacketFieldWhitelist.filter_fields(attrs)
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end
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# Helper functions for coordinate validation and point creation
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defp valid_coordinates?(lat, lon) do
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lat = normalize_coordinate(lat)
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lon = normalize_coordinate(lon)
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is_number(lat) && is_number(lon) &&
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lat >= -90 && lat <= 90 &&
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lon >= -180 && lon <= 180
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end
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defp normalize_coordinate(%Decimal{} = decimal), do: Decimal.to_float(decimal)
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defp normalize_coordinate(coord), do: coord
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defp create_point(lat, lon)
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when (is_number(lat) or is_struct(lat, Decimal)) and (is_number(lon) or is_struct(lon, Decimal)) do
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lat = normalize_coordinate(lat)
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lon = normalize_coordinate(lon)
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if valid_coordinates?(lat, lon) do
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%Geo.Point{coordinates: {lon, lat}, srid: 4326}
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end
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end
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defp create_point(_, _), do: nil
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defp valid_packet?(nil), do: false
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defp valid_packet?(%{sender: sender}) when is_binary(sender) and byte_size(sender) > 0, do: true
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defp valid_packet?(_), do: false
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# Detect if packet is an item or object and set appropriate fields
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defp detect_item_or_object(attrs) do
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cond do
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# Check for object data type or information field starting with ;
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attrs[:data_type] == "object" or attrs["data_type"] == "object" or
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(is_binary(attrs[:information_field]) and
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String.starts_with?(attrs[:information_field], ";")) ->
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# Try data_extended first, then fall back to parsing information_field
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object_name =
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extract_object_name(attrs) ||
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extract_object_name_from_info_field(attrs[:information_field])
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attrs
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|> Map.put(:object_name, object_name)
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|> Map.put(:is_object, true)
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|> Map.delete(:itemname)
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|> Map.delete("itemname")
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# Check for itemname field from parser
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Map.has_key?(attrs, :itemname) or Map.has_key?(attrs, "itemname") ->
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item_name = Map.get(attrs, :itemname) || Map.get(attrs, "itemname")
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attrs
|
|
|> Map.put(:item_name, item_name)
|
|
|> Map.put(:is_item, true)
|
|
|> Map.delete(:itemname)
|
|
|> Map.delete("itemname")
|
|
|
|
true ->
|
|
attrs
|
|
end
|
|
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(:information_field, "")
|
|
|> 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
|
|
{to_float(packet_data.lat), 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
|
|
{to_float(data_extended[:latitude]), 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)
|
|
{to_float(lat), 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
|
|
|
|
defp set_lat_lon(attrs, lat, lon) do
|
|
round6 = fn
|
|
nil ->
|
|
nil
|
|
|
|
n when is_float(n) ->
|
|
Float.round(n, 6)
|
|
end
|
|
|
|
attrs
|
|
|> Map.put(:lat, round6.(lat))
|
|
|> Map.put(:lon, round6.(lon))
|
|
|> Map.put(:has_position, not is_nil(lat) and not is_nil(lon))
|
|
end
|
|
|
|
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 to_float(value), do: Aprsme.EncodingUtils.to_float(value)
|
|
|
|
defp normalize_data_type(attrs), do: Aprsme.EncodingUtils.normalize_data_type(attrs)
|
|
|
|
defp struct_to_map(%{__struct__: ParseError} = error) do
|
|
# Handle ParseError specially to avoid Access behavior issues
|
|
%{
|
|
error_code: error.error_code,
|
|
message: error.error_message,
|
|
__original_struct__: ParseError
|
|
}
|
|
end
|
|
|
|
defp struct_to_map(%{__struct__: struct_type} = struct) do
|
|
converted_map =
|
|
struct
|
|
|> Map.from_struct()
|
|
|> Map.new(fn {k, v} -> {k, struct_to_map(v)} end)
|
|
|
|
Map.put(converted_map, :__original_struct__, struct_type)
|
|
end
|
|
|
|
defp struct_to_map(value) when is_list(value) do
|
|
Enum.map(value, &struct_to_map/1)
|
|
end
|
|
|
|
defp struct_to_map(value), do: value
|
|
|
|
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,
|
|
:posresolution,
|
|
:rain_midnight
|
|
]
|
|
|
|
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
|