数据集详情
本附录列出性能测试报告使用的数据模型。各规格对应的实体数量、数据行数和落盘容量以性能测试报告正文为准。
所有 Measurement 均包含 time 时间列。Tag 的类型均为字符串;Field 使用浮点数、整数和布尔值。
车联网
车联网使用 vehicle_telemetry Measurement。一辆车对应一条时间序列,每个采集周期写入 1 行,该行的 220 个 Field 全部写入。
测试数据按“租户 → 车队 → 车辆”三级组织。每 10 个车队组成一个租户,每个车队包含 100 辆车,即每个租户包含 1000 辆车。地理信息按车队分配,数据覆盖 12 个城市和 6 个大区。
写入性能测试使用 10 秒采样间隔,查询性能测试使用 60 秒采样间隔。
车联网 Tag
| Tag | 类型 |
|---|---|
vin |
string |
tenant_id |
string |
fleet_id |
string |
region |
string |
city |
string |
vehicle_model |
string |
model_year |
string |
battery_vendor |
string |
tbox_vendor |
string |
firmware_major |
string |
sale_channel |
string |
sampling_profile |
string |
车联网 Field
| ID | Field | 类型 |
|---|---|---|
| 1 | speed_kph |
float |
| 2 | acceleration_mps2 |
float |
| 3 | heading_deg |
float |
| 4 | latitude |
float |
| 5 | longitude |
float |
| 6 | altitude_m |
float |
| 7 | gps_accuracy_m |
float |
| 8 | odometer_km |
float |
| 9 | trip_distance_km |
float |
| 10 | battery_soc_pct |
float |
| 11 | battery_soh_pct |
float |
| 12 | battery_voltage_v |
float |
| 13 | battery_current_a |
float |
| 14 | battery_power_kw |
float |
| 15 | battery_temp_min_c |
float |
| 16 | battery_temp_max_c |
float |
| 17 | battery_temp_avg_c |
float |
| 18 | battery_cell_voltage_min_v |
float |
| 19 | battery_cell_voltage_max_v |
float |
| 20 | battery_cell_voltage_delta_mv |
float |
| 21 | battery_charge_cycles |
int |
| 22 | charger_connected |
bool |
| 23 | charging_power_kw |
float |
| 24 | regen_power_kw |
float |
| 25 | motor_front_rpm |
float |
| 26 | motor_front_torque_nm |
float |
| 27 | motor_front_temp_c |
float |
| 28 | motor_rear_rpm |
float |
| 29 | motor_rear_torque_nm |
float |
| 30 | motor_rear_temp_c |
float |
| 31 | inverter_front_temp_c |
float |
| 32 | inverter_rear_temp_c |
float |
| 33 | coolant_inlet_temp_c |
float |
| 34 | coolant_outlet_temp_c |
float |
| 35 | cabin_temp_c |
float |
| 36 | ambient_temp_c |
float |
| 37 | hvac_power_kw |
float |
| 38 | tire_fl_pressure_kpa |
float |
| 39 | tire_fr_pressure_kpa |
float |
| 40 | tire_rl_pressure_kpa |
float |
| 41 | tire_rr_pressure_kpa |
float |
| 42 | tire_fl_temp_c |
float |
| 43 | tire_fr_temp_c |
float |
| 44 | tire_rl_temp_c |
float |
| 45 | tire_rr_temp_c |
float |
| 46 | brake_pressure_bar |
float |
| 47 | brake_pad_fl_pct |
float |
| 48 | brake_pad_fr_pct |
float |
| 49 | brake_pad_rl_pct |
float |
| 50 | brake_pad_rr_pct |
float |
| 51 | steering_angle_deg |
float |
| 52 | steering_torque_nm |
float |
| 53 | yaw_rate_dps |
float |
| 54 | pitch_deg |
float |
| 55 | roll_deg |
float |
| 56 | wheel_speed_fl_kph |
float |
| 57 | wheel_speed_fr_kph |
float |
| 58 | wheel_speed_rl_kph |
float |
| 59 | wheel_speed_rr_kph |
float |
| 60 | seatbelt_driver_on |
bool |
| 61 | door_driver_open |
bool |
| 62 | door_passenger_open |
bool |
| 63 | trunk_open |
bool |
| 64 | hood_open |
bool |
| 65 | headlight_on |
bool |
| 66 | wiper_level |
int |
| 67 | gear_position |
int |
| 68 | drive_mode |
int |
| 69 | abs_active |
bool |
| 70 | esc_active |
bool |
| 71 | traction_control_active |
bool |
| 72 | airbag_fault |
bool |
| 73 | fault_count_total |
int |
| 74 | dtc_active_count |
int |
| 75 | low_voltage_battery_v |
float |
| 76 | tbox_signal_dbm |
float |
| 77 | tbox_rsrp_dbm |
float |
| 78 | tbox_rsrq_db |
float |
| 79 | tbox_snr_db |
float |
| 80 | network_rx_bytes_total |
int |
| 81 | network_tx_bytes_total |
int |
| 82 | mqtt_reconnects_total |
int |
| 83 | ota_download_progress_pct |
float |
| 84 | ota_install_progress_pct |
float |
| 85 | cpu_usage_pct |
float |
| 86 | memory_usage_pct |
float |
| 87 | storage_usage_pct |
float |
| 88 | can_bus_load_pct |
float |
| 89 | can_error_frames_total |
int |
| 90 | bms_error_count_total |
int |
| 91 | motor_error_count_total |
int |
| 92 | thermal_warning_count_total |
int |
| 93 | key_on |
bool |
| 94 | vehicle_awake |
bool |
| 95 | location_valid |
bool |
| 96 | telemetry_seq_total |
int |
| 97 | pack_cell_imbalance_mv |
float |
| 98 | pack_internal_resistance_mohm |
float |
| 99 | pack_insulation_resistance_kohm |
float |
| 100 | pack_energy_remaining_kwh |
float |
| 101 | pack_energy_consumed_kwh_total |
float |
| 102 | battery_cell_temp_p01_c |
float |
| 103 | battery_cell_temp_p02_c |
float |
| 104 | battery_cell_temp_p03_c |
float |
| 105 | battery_cell_temp_p04_c |
float |
| 106 | battery_cell_temp_p05_c |
float |
| 107 | battery_cell_temp_p06_c |
float |
| 108 | battery_cell_temp_p07_c |
float |
| 109 | battery_cell_temp_p08_c |
float |
| 110 | battery_module_voltage_p01_v |
float |
| 111 | battery_module_voltage_p02_v |
float |
| 112 | battery_module_voltage_p03_v |
float |
| 113 | battery_module_voltage_p04_v |
float |
| 114 | battery_module_voltage_p05_v |
float |
| 115 | battery_module_voltage_p06_v |
float |
| 116 | battery_module_voltage_p07_v |
float |
| 117 | battery_module_voltage_p08_v |
float |
| 118 | cell_voltage_p01_v |
float |
| 119 | cell_voltage_p02_v |
float |
| 120 | cell_voltage_p03_v |
float |
| 121 | cell_voltage_p04_v |
float |
| 122 | cell_voltage_p05_v |
float |
| 123 | cell_voltage_p06_v |
float |
| 124 | cell_voltage_p07_v |
float |
| 125 | cell_voltage_p08_v |
float |
| 126 | bms_balancing_cells |
int |
| 127 | bms_contactors_closed |
bool |
| 128 | bms_isolation_warning |
bool |
| 129 | dc_charge_voltage_v |
float |
| 130 | dc_charge_current_a |
float |
| 131 | ac_charge_voltage_v |
float |
| 132 | ac_charge_current_a |
float |
| 133 | charge_port_temp_c |
float |
| 134 | onboard_charger_temp_c |
float |
| 135 | dc_dc_converter_temp_c |
float |
| 136 | ptc_heater_power_kw |
float |
| 137 | compressor_speed_rpm |
float |
| 138 | compressor_power_kw |
float |
| 139 | battery_pump_speed_rpm |
float |
| 140 | motor_pump_speed_rpm |
float |
| 141 | radiator_fan_speed_rpm |
float |
| 142 | chiller_inlet_temp_c |
float |
| 143 | chiller_outlet_temp_c |
float |
| 144 | evaporator_temp_c |
float |
| 145 | condenser_temp_c |
float |
| 146 | battery_heater_temp_c |
float |
| 147 | charge_session_kwh |
float |
| 148 | charge_session_duration_s |
float |
| 149 | charge_plug_cycles_total |
int |
| 150 | fast_charge_sessions_total |
int |
| 151 | charge_lid_open |
bool |
| 152 | fast_charge_active |
bool |
| 153 | battery_preconditioning_active |
bool |
| 154 | thermal_derate_active |
bool |
| 155 | regen_efficiency_pct |
float |
| 156 | thermal_loop_pressure_kpa |
float |
| 157 | coolant_flow_lpm |
float |
| 158 | refrigerant_pressure_high_kpa |
float |
| 159 | refrigerant_pressure_low_kpa |
float |
| 160 | battery_heat_generation_kw |
float |
| 161 | suspension_fl_height_mm |
float |
| 162 | suspension_fr_height_mm |
float |
| 163 | suspension_rl_height_mm |
float |
| 164 | suspension_rr_height_mm |
float |
| 165 | damper_fl_current_a |
float |
| 166 | damper_fr_current_a |
float |
| 167 | damper_rl_current_a |
float |
| 168 | damper_rr_current_a |
float |
| 169 | brake_disc_fl_temp_c |
float |
| 170 | brake_disc_fr_temp_c |
float |
| 171 | brake_disc_rl_temp_c |
float |
| 172 | brake_disc_rr_temp_c |
float |
| 173 | radar_front_range_m |
float |
| 174 | radar_rear_range_m |
float |
| 175 | camera_front_confidence_pct |
float |
| 176 | camera_rear_confidence_pct |
float |
| 177 | lidar_health_pct |
float |
| 178 | lane_offset_m |
float |
| 179 | lead_vehicle_distance_m |
float |
| 180 | lead_vehicle_speed_kph |
float |
| 181 | cruise_set_speed_kph |
float |
| 182 | adas_warning_count_total |
int |
| 183 | lane_keep_interventions_total |
int |
| 184 | aeb_events_total |
int |
| 185 | acc_active |
bool |
| 186 | lane_keep_active |
bool |
| 187 | auto_parking_active |
bool |
| 188 | blind_spot_warning |
bool |
| 189 | driver_attention_score |
float |
| 190 | steering_hands_on_confidence_pct |
float |
| 191 | road_slope_pct |
float |
| 192 | road_friction_estimate |
float |
| 193 | uds_request_count_total |
int |
| 194 | uds_negative_response_total |
int |
| 195 | can_timeout_count_total |
int |
| 196 | lin_timeout_count_total |
int |
| 197 | ethernet_crc_error_total |
int |
| 198 | gnss_satellites_used |
int |
| 199 | gnss_hdop |
float |
| 200 | gnss_vdop |
float |
| 201 | imu_accel_x_mps2 |
float |
| 202 | imu_accel_y_mps2 |
float |
| 203 | imu_accel_z_mps2 |
float |
| 204 | imu_gyro_x_dps |
float |
| 205 | imu_gyro_y_dps |
float |
| 206 | imu_gyro_z_dps |
float |
| 207 | cloud_publish_latency_ms |
float |
| 208 | cloud_ack_latency_ms |
float |
| 209 | edge_queue_depth |
float |
| 210 | edge_dropped_messages_total |
int |
| 211 | edge_retried_messages_total |
int |
| 212 | ota_delta_size_mb |
float |
| 213 | ota_estimated_remaining_s |
float |
| 214 | ota_campaign_active |
bool |
| 215 | remote_diagnostics_active |
bool |
| 216 | cloud_command_pending |
bool |
| 217 | privacy_mode_enabled |
bool |
| 218 | data_plan_remaining_mb |
float |
| 219 | sim_card_temp_c |
float |
| 220 | modem_reset_count_total |
int |
物联网
物联网使用 iot_device_telemetry Measurement。一台设备对应一条时间序列,每个采集周期写入 1 行。表中定义 64 个 Field,但每行只写入该设备在当前周期产生的 Field,平均每行约 19.7 个指标点。
测试数据按“租户 → 网关 → 设备”三级组织。每 10 个网关组成一个租户,每个网关接入 100 台设备,即每个租户包含 1000 台设备。地理信息按网关分配,数据覆盖 12 个城市和 6 个大区。
写入性能测试使用 10 秒采样间隔,查询性能测试使用 5 分钟采样间隔。
物联网 Tag
| Tag | 类型 |
|---|---|
device_id |
string |
tenant_id |
string |
gateway_id |
string |
region |
string |
city |
string |
product_key |
string |
device_model |
string |
firmware_major |
string |
network_type |
string |
protocol |
string |
site_type |
string |
alarm_profile |
string |
物联网 Field
| ID | Field | 类型 |
|---|---|---|
| 1 | temperature_c |
float |
| 2 | humidity_pct |
float |
| 3 | pressure_kpa |
float |
| 4 | ambient_light_lux |
float |
| 5 | vibration_mms |
float |
| 6 | noise_db |
float |
| 7 | battery_pct |
float |
| 8 | supply_voltage_v |
float |
| 9 | supply_current_ma |
float |
| 10 | active_power_w |
float |
| 11 | energy_total_kwh |
float |
| 12 | rssi_dbm |
float |
| 13 | snr_db |
float |
| 14 | packet_loss_pct |
float |
| 15 | uplink_latency_ms |
float |
| 16 | downlink_latency_ms |
float |
| 17 | message_count_total |
int |
| 18 | error_count_total |
int |
| 19 | dropped_message_count |
int |
| 20 | reconnect_count_total |
int |
| 21 | reboot_count_total |
int |
| 22 | online_seconds_total |
int |
| 23 | firmware_update_attempts |
int |
| 24 | alarm_count_total |
int |
| 25 | online |
bool |
| 26 | low_battery |
bool |
| 27 | alarm_active |
bool |
| 28 | maintenance_mode |
bool |
| 29 | firmware_update_pending |
bool |
| 30 | gateway_connected |
bool |
| 31 | flow_lpm |
float |
| 32 | motion_events_per_min |
float |
| 33 | cpu_temp_c |
float |
| 34 | heap_used_mb |
float |
| 35 | queue_depth |
float |
| 36 | sensor_drift_ppm |
float |
| 37 | config_version |
int |
| 38 | calibration_count |
int |
| 39 | sensor_fault |
bool |
| 40 | tamper_detected |
bool |
| 41 | pm25_ugm3 |
float |
| 42 | co2_ppm |
float |
| 43 | voc_ppb |
float |
| 44 | water_pressure_kpa |
float |
| 45 | phase_a_voltage_v |
float |
| 46 | phase_a_current_a |
float |
| 47 | power_factor |
float |
| 48 | relay_closed |
bool |
| 49 | gateway_cpu_pct |
float |
| 50 | gateway_mem_pct |
float |
| 51 | gateway_queue_depth |
float |
| 52 | uplink_bytes_per_sec |
float |
| 53 | downlink_bytes_per_sec |
float |
| 54 | gateway_reconnect_count |
int |
| 55 | gateway_error_count |
int |
| 56 | gateway_overloaded |
bool |
| 57 | health_score |
float |
| 58 | sla_score |
float |
| 59 | data_quality_score |
float |
| 60 | clock_skew_ms |
float |
| 61 | rule_trigger_count |
int |
| 62 | shadow_sync_failures |
int |
| 63 | rule_suppressed |
bool |
| 64 | shadow_out_of_sync |
bool |
服务器监控
服务器监控使用 devops_cpu、devops_mem、devops_disk、devops_net 和 devops_service 五个 Measurement,五张表共享同一组 Tag。一台主机或服务实例在每张表中对应一条时间序列,每个采集周期分别向五张表各写入 1 行。
测试数据按“租户 → 集群 → 实例”三级组织。每 10 个集群组成一个租户,每个集群包含 100 个实例,即每个租户包含 1000 个实例。地理信息按集群分配,数据覆盖 5 个大区和 3 个可用区。
写入性能测试使用 15 秒采样间隔,查询性能测试使用 60 秒采样间隔。
服务器监控 Tag
| Tag | 类型 |
|---|---|
host_id |
string |
tenant_id |
string |
cluster_id |
string |
region |
string |
zone |
string |
service |
string |
env |
string |
os |
string |
instance_type |
string |
runtime |
string |
deploy_group |
string |
shard |
string |
服务器监控 Field
| ID | Measurement | Field | 类型 |
|---|---|---|---|
| 1 | devops_cpu |
usage_user_pct |
float |
| 2 | devops_cpu |
usage_system_pct |
float |
| 3 | devops_cpu |
usage_idle_pct |
float |
| 4 | devops_cpu |
load1 |
float |
| 5 | devops_cpu |
load5 |
float |
| 6 | devops_cpu |
iowait_pct |
float |
| 7 | devops_cpu |
context_switches_total |
int |
| 8 | devops_cpu |
cpu_saturated |
bool |
| 9 | devops_mem |
mem_used_pct |
float |
| 10 | devops_mem |
mem_free_bytes |
float |
| 11 | devops_mem |
swap_used_pct |
float |
| 12 | devops_mem |
page_faults_per_sec |
float |
| 13 | devops_mem |
cache_bytes |
float |
| 14 | devops_mem |
oom_kills_total |
int |
| 15 | devops_mem |
gc_count_total |
int |
| 16 | devops_mem |
memory_pressure |
bool |
| 17 | devops_disk |
disk_used_pct |
float |
| 18 | devops_disk |
read_iops |
float |
| 19 | devops_disk |
write_iops |
float |
| 20 | devops_disk |
read_bytes_per_sec |
float |
| 21 | devops_disk |
write_bytes_per_sec |
float |
| 22 | devops_disk |
io_latency_ms |
float |
| 23 | devops_disk |
disk_error_count |
int |
| 24 | devops_disk |
disk_pressure |
bool |
| 25 | devops_net |
rx_bytes_per_sec |
float |
| 26 | devops_net |
tx_bytes_per_sec |
float |
| 27 | devops_net |
packet_loss_pct |
float |
| 28 | devops_net |
tcp_retrans_pct |
float |
| 29 | devops_net |
connections |
float |
| 30 | devops_net |
accept_latency_ms |
float |
| 31 | devops_net |
net_error_count |
int |
| 32 | devops_net |
network_degraded |
bool |
| 33 | devops_service |
request_rate |
float |
| 34 | devops_service |
error_rate |
float |
| 35 | devops_service |
latency_avg_ms |
float |
| 36 | devops_service |
latency_p95_ms |
float |
| 37 | devops_service |
queue_depth |
float |
| 38 | devops_service |
restart_count_total |
int |
| 39 | devops_service |
http_5xx_total |
int |
| 40 | devops_service |
healthy |
bool |
| 41 | devops_cpu |
throttled_time_ms |
float |
| 42 | devops_cpu |
steal_pct |
float |
| 43 | devops_mem |
major_page_faults_per_sec |
float |
| 44 | devops_mem |
rss_bytes |
float |
| 45 | devops_disk |
queue_depth |
float |
| 46 | devops_disk |
await_ms |
float |
| 47 | devops_service |
work_queue_depth |
float |
| 48 | devops_service |
circuit_open |
bool |
| 49 | devops_net |
dns_latency_ms |
float |
| 50 | devops_net |
tls_handshake_ms |
float |
| 51 | devops_service |
latency_p99_ms |
float |
| 52 | devops_service |
cache_hit_pct |
float |
| 53 | devops_service |
cache_evictions_per_sec |
float |
| 54 | devops_service |
retry_count_total |
int |
| 55 | devops_service |
degraded |
bool |
| 56 | devops_cpu |
container_cpu_limit_pct |
float |
| 57 | devops_mem |
container_mem_limit_pct |
float |
| 58 | devops_service |
panic_count_total |
int |
| 59 | devops_service |
deploy_version |
int |
| 60 | devops_service |
alarm_active |
bool |
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