[core] Store component source strings in flash on ESP8266 (breaking change) (#10621)

esphome/components/debug/debug_esp32.cpp

@@ -52,7 +52,7 @@ void DebugComponent::on_shutdown() {
   char buffer[REBOOT_MAX_LEN]{};
   auto pref = global_preferences->make_preference(REBOOT_MAX_LEN, fnv1_hash(REBOOT_KEY + App.get_name()));
   if (component != nullptr) {
-    strncpy(buffer, component->get_component_source(), REBOOT_MAX_LEN - 1);
+    strncpy(buffer, LOG_STR_ARG(component->get_component_log_str()), REBOOT_MAX_LEN - 1);
     buffer[REBOOT_MAX_LEN - 1] = '\0';
   }
   ESP_LOGD(TAG, "Storing reboot source: %s", buffer);