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diff --git a/lib/pleroma/tesla/middleware/connection_pool.ex b/lib/pleroma/tesla/middleware/connection_pool.ex
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+++ b/lib/pleroma/tesla/middleware/connection_pool.ex
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+# Pleroma: A lightweight social networking server
+# Copyright © 2020 Pleroma Authors <https://pleroma.social/>
+# SPDX-License-Identifier: AGPL-3.0-only
+
+defmodule Pleroma.Tesla.Middleware.ConnectionPool do
+  @moduledoc """
+  Middleware to get/release connections from `Pleroma.Gun.ConnectionPool`
+  """
+
+  @behaviour Tesla.Middleware
+
+  alias Pleroma.Gun.ConnectionPool
+
+  @impl Tesla.Middleware
+  def call(%Tesla.Env{url: url, opts: opts} = env, next, _) do
+    uri = URI.parse(url)
+
+    # Avoid leaking connections when the middleware is called twice
+    # with body_as: :chunks. We assume only the middleware can set
+    # opts[:adapter][:conn]
+    if opts[:adapter][:conn] do
+      ConnectionPool.release_conn(opts[:adapter][:conn])
+    end
+
+    case ConnectionPool.get_conn(uri, opts[:adapter]) do
+      {:ok, conn_pid} ->
+        adapter_opts = Keyword.merge(opts[:adapter], conn: conn_pid, close_conn: false)
+        opts = Keyword.put(opts, :adapter, adapter_opts)
+        env = %{env | opts: opts}
+
+        case Tesla.run(env, next) do
+          {:ok, env} ->
+            unless opts[:adapter][:body_as] == :chunks do
+              ConnectionPool.release_conn(conn_pid)
+              {_, res} = pop_in(env.opts[:adapter][:conn])
+              {:ok, res}
+            else
+              {:ok, env}
+            end
+
+          err ->
+            ConnectionPool.release_conn(conn_pid)
+            err
+        end
+
+      err ->
+        err
+    end
+  end
+end