PaddlePaddle / FastDeploy

⚡️An Easy-to-use and Fast Deep Learning Model Deployment Toolkit for ☁️Cloud 📱Mobile and 📹Edge. Including Image, Video, Text and Audio 20+ main stream scenarios and 150+ SOTA models with end-to-end optimization, multi-platform and multi-framework support.
https://www.paddlepaddle.org.cn/fastdeploy
Apache License 2.0
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rv1126 跑了 几个例子 都很慢 #1585

Closed liruiyan closed 1 year ago

liruiyan commented 1 year ago

是不是 哪里有问题 PaddleClas 分类模型在 RV1126 上的 C++ 部署示例 这个识别同样的例子图片 跑了10次 大约 2秒一个图片 YOLOv5 检测模型在 RV1126 上的 C++ 部署示例 这个识别同样的例子图片 跑了10次 大约 8秒一个图片

leiqing1 commented 1 year ago

@liruiyan 需要把你操作的过程和代码说明下,才好定位问题。 可能这是rv1126 arm cpu的效果~

liruiyan commented 1 year ago

1, 拿yolov5 举例吧
https://github.com/PaddlePaddle/FastDeploy/blob/develop/examples/vision/detection/yolov5/rv1126/cpp/README_CN.md

2, 按照上面网页所说 我把 压缩文件 解压到 rv1126 里面 wget https://bj.bcebos.com/fastdeploy/models/yolov5s_ptq_model.tar.gz tar -xvf yolov5s_ptq_model.tar.gz

3,在rv1126 执行目录 export GLOG_v=5; export VIV_VX_ENABLE_GRAPH_TRANSFORM=-pcq:1; export VIV_VX_SET_PER_CHANNEL_ENTROPY=100; export TIMVX_BATCHNORM_FUSION_MAX_ALLOWED_QUANT_SCALE_DEVIATION=300000; export VSI_NN_LOG_LEVEL=5;

4 运行 infer.cc 编译后的 可执行程序 https://github.com/PaddlePaddle/FastDeploy/tree/develop/examples/vision/detection/yolov5/rv1126/cpp

liruiyan commented 1 year ago

std::string image_file = "000000014439.jpg";

auto model_file = model_dir + sep + "model.pdmodel"; auto params_file = model_dir + sep + "model.pdiparams"; auto subgraph_file = model_dir + sep + "subgraph.txt"; //fastdeploy::vision::EnableFlyCV(); fastdeploy::RuntimeOption option; option.UseTimVX(); option.SetLiteSubgraphPartitionPath(subgraph_file);

auto model = fastdeploy::vision::detection::YOLOv5( model_file, params_file, option, fastdeploy::ModelFormat::PADDLE); assert(model.Initialized());

video_Frame *video; Gdevic_Data.algorithm_is_ok = true; while(1) {

logi("piciture is ok \n");
char jpeg_path[64];

auto im = cv::imread(image_file);

fastdeploy::vision::DetectionResult res;
if (!model.Predict(&im, &res)) {
}
logi("deal ok \n");

}

liruiyan commented 1 year ago

@leiqing1

liruiyan commented 1 year ago

[WARNING] fastdeploy/runtime/runtime_option.cc(306)::SetLiteSubgraphPartitionPath RuntimeOption::SetLiteSubgraphPartitionPath will be removed in v1.2.0, please modify its member variable directly, e.g runtime_option.paddle_lite_option.nnadapter_subgraph_partition_config_path = "...";

出现这个 我也修正了 是不是 你们 最新的版本 本身就有问题

auto subgraph_file = model_dir + sep + "subgraph.txt"; //fastdeploy::vision::EnableFlyCV(); fastdeploy::RuntimeOption option; option.UseTimVX(); // option.SetLiteSubgraphPartitionPath(subgraph_file); option.paddle_lite_option.nnadapter_subgraph_partition_config_path = subgraph_file;

jiangjiajun commented 1 year ago
liruiyan commented 1 year ago

已经 移到测速代码外了 一样慢

liruiyan commented 1 year ago

VIDEO MEMORY: POOL SYSTEM: Free : 4180566 B Used : 13738 B MinFree : 597654 B MaxUsed : 3596650 B Total : 4194304 B POOL VIRTUAL: Used : 0 B MaxUsed : 0 B

都没跑在npu 是不是 例子有问题

liruiyan commented 1 year ago

最新的 fastdeploy 有问题吗 难道 rv1126 都没跑在 npu @leiqing1

liruiyan commented 1 year ago

https://github.com/PaddlePaddle/FastDeploy/blob/develop/examples/vision/detection/yolov5/rv1126/cpp/README_CN.md 写这个例子的 fastdeploy 是哪个版本

yeliang2258 commented 1 year ago

贴一下运行中的log

liruiyan commented 1 year ago
┌──────────────────────────────────────────────────────────────────────┐
│                 ? MobaXterm Personal Edition v22.1 ?                 │
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│ ? SSH session to root@192.168.3.73                                   │
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│   ? SSH compression :  ?  (disabled or not supported by server)      │
│   ? SSH-browser     :  ?                                             │
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└──────────────────────────────────────────────────────────────────────┘

sh: /usr/bin/xauth: not found [root@RV1126_RV1109:~]# ?cd /nfs/ -sh: ?cd: not found [root@RV1126_RV1109:~]# ls [root@RV1126_RV1109:~]# cd /nfs/ [root@RV1126_RV1109:/nfs]# ls ?p?@?? 000000014439.jpg 7913c4af-9d79-457b-be09-702a61b78cf2 adb.sh anquanmao_opt.nb baidu box_priors.txt coco_labels_list.txt dmesg.txt

[root@RV1126_RV1109:/nfs]# export GLOG_v=5; export SUBGRAPH_ONLINE_MODE=true; ex port RKNPU_LOGLEVEL=5; export RKNN_LOGLEVEL=5; ulimit -c unlimited; export VIV VX_ENABLE_GRAPH_TRANSFORM=-pcq:1; export VIV_VX_SET_PER_CHANNEL_ENTROPY=100; exp ort TIMVX_BATCHNORM_FUSION_MAX_ALLOWED_QUANT_SCALEDEVIATION=300000; export VSI NN_LOG_LEVEL=5; [root@RV1126_RV1109:/nfs]# ./rv1109 media get entity by name: stream_cif_dvp_id0 is null media get entity by name: stream_cif_dvp_id1 is null media get entity by name: stream_cif_dvp_id2 is null media get entity by name: stream_cif_dvp_id3 is null media get entity by name: rkcif-lvds-subdev is null media get entity by name: rkcif-lite-lvds-subdev is null media get entity by name: stream_cif is null media get entity by name: rkcif-dvp-sof is null media get entity by name: rkisp-mpfbc-subdev is null media get entity by name: rkisp_dmapath is null media get entity by name: rockchip-mipi-dphy-rx is null media get entity by name: rkcif_dvp is null media get entity by name: rkcif_dvp is null media get entity by name: rkcif_lite_mipi_lvds is null [01:35:58.582032][CAMHW]:XCAM ERROR CamHwIsp20.cpp:1022: No free isp&ispp needed by fake camera! register factory : rkmpp register factory : rkmpp register factory : live555_rtsp_server register factory : video_enc register factory : audio_enc register factory : video_dec register factory : file_read_flow register factory : file_write_flow register factory : filter register factory : link_flow register factory : source_stream register factory : muxer_flow register factory : audio_dec register factory : output_stream register factory : move_detec register factory : occlusion_detec register factory : file_write_stream register factory : file_read_stream register factory : alsa_playback_stream register factory : alsa_capture_stream register factory : v4l2_capture_stream register factory : v4l2_output_stream register factory : drm_output_stream rgaapi version 1.3.0[11] (RGA is compiling with meson base: $PRODUCT_BASE) register factory : rkrga register factory : through_guard register factory : ANR register factory : AEC register factory : nn_result_input register factory : face_capture register factory : draw_filter register factory : rockface_detect register factory : rockface_evaluate register factory : rockface_bodydetect register factory : rockface_recognize register factory : rkaudio register factory : rkaudio_aud register factory : rkaudio_vid register factory : rkaudio_aud register factory : rkaudio_vid register factory : rkaudio_resample register factory : rkaudio_audio_fifo [1970-01-01 01:35:58.587][tid:1316][ INFO][main.c: 29: main] rv1126 ID: 0, sensor_name is m01_f_gc2053 1-0037, iqfiles is /oem/etc/iqfiles/ [01:35:58.958077][XCORE]:XCAM ERROR v4l2_device.cpp:196: open device() failed [01:35:58.966582][CAMHW]:XCAM ERROR LensHw.cpp:199: get vcm cfg failed [01:35:58.985597][XCORE]:XCAM ERROR CamHwIsp20.cpp:3751: |||set DC-Iris PwmDuty: 100 [01:35:58.985718][CAMHW]:XCAM ERROR LensHw.cpp:411: iris is not supported [01:35:59.006903][CAMHW]:XCAM ERROR LensHw.cpp:296: focus is not supported rk_aiq_uapi_sysctl_init/prepare succeed rk_aiq_uapi_sysctl_start succeed SAMPLE_COMM_ISP_SetFrameRate start 25 SAMPLE_COMM_ISP_SetFrameRate 25

RKMEDIA Log level: 2

[RKMEDIA][SYS][Info]:text is all=2 [RKMEDIA][SYS][Info]:module is all, log_level is 2 [RKMEDIA][SYS][Info]:RK_MPI_VI_EnableChn: Enable VI[0:0]:rkispp_scale0, 1920x1080 Start... [RKMEDIA][SYS][Info]:RKAIQ: parsing /dev/media0 media get entity by name: rkcif-lvds-subdev is null media get entity by name: rkcif-lite-lvds-subdev is null [RKMEDIA][SYS][Info]:RKAIQ: parsing /dev/media1 media get entity by name: rkisp-mpfbc-subdev is null media get entity by name: rkisp_dmapath is null media get entity by name: rockchip-mipi-dphy-rx is null [RKMEDIA][SYS][Info]:RKAIQ: model(rkisp0): isp_info(0): isp-subdev entity name: /dev/v4l-subdev5 [RKMEDIA][SYS][Info]:RKAIQ: parsing /dev/media2 [RKMEDIA][SYS][Info]:RKAIQ: model(rkispp0): ispp_info(0): ispp-subdev entity name: /dev/v4l-subdev0 [RKMEDIA][SYS][Info]:#V4l2Stream: camraID:0, Device:rkispp_scale0 [RKMEDIA][SYS][Warn]:camera_id: 0, chn: rkispp_scale0 [RKMEDIA][SYS][Warn]:camera_id: 0, chn: rkispp_scale0, idx: 0 [RKMEDIA][SYS][Info]:#V4l2Stream: camera id:0, VideoNode:/dev/video19 Using mplane plugin for capture [RKMEDIA][SYS][Info]:#V4L2Ctx: open /dev/video19, fd 91 [RKMEDIA][SYS][Info]:RK_MPI_VI_EnableChn: Enable VI[0:0]:rkispp_scale0, 1920x1080 End... [RKMEDIA][SYS][Info]:RK_MPI_VENC_CreateChn: Enable VENC[0], Type:7 Start... [RKMEDIA][SYS][Info]:ParseMediaConfigFromMap: rect_x = 0, rect_y = 0, rect.w = 1920, rect.h = 1080 mpp[1316]: mpp_rt: NOT found ion allocator mpp[1316]: mpp_rt: found drm allocator mpp[1316]: mpp_info: mpp version: 57ff4c6b author: Herman Chen 2021-09-13 [cmake]: Enable HAVE_DRM by default [RKMEDIA][VENC][Info]:MPP Encoder: MPPConfig: cfg init sucess! [RKMEDIA][VENC][Info]:MPP Encoder[JPEG]: config for JPEG... [RKMEDIA][VENC][Info]:MPP Encoder: dcf use default value:0 [RKMEDIA][VENC][Info]:MPP Encoder: mpf_cnt use default value:0 [RKMEDIA][VENC][Info]:MPP Encoder: rect_x use default value:0 [RKMEDIA][VENC][Info]:MPP Encoder: rect_y use default value:0 [RKMEDIA][VENC][Info]:MPP Encoder[JPEG]: rotaion = 0 [RKMEDIA][VENC][Info]:MPP Encoder[JPEG]: Set output block mode. [RKMEDIA][VENC][Info]:MPP Encoder[JPEG]: Set input block mode. mpp[1316]: mpp_enc: MPP_ENC_SET_RC_CFG bps 0 [0 : 0] fps [30:30] gop 0 mpp[1316]: jpege_api_v2: jpege_proc_jpeg_cfg qf_min out of range, default set 1 mpp[1316]: jpege_api_v2: jpege_proc_jpeg_cfg qf_max out of range, default set 99 [RKMEDIA][VENC][Info]:MPP Encoder[JPEG]: w x h(1920[1920] x 1080[1080]), qfactor:50 [RKMEDIA][SYS][Info]:RK_MPI_VENC_CreateChn: Enable VENC[0], Type:7 End...

[WARNING] fastdeploy/vision/common/processors/base.cc(157)::EnableFlyCV FastDeploy didn't compile with FlyCV, will fallback to use OpenCV instead. [INFO] fastdeploy/vision/common/processors/transform.cc(45)::FuseNormalizeCast Normalize and Cast are fused to Normalize in preprocessing pipeline. [INFO] fastdeploy/vision/common/processors/transform.cc(93)::FuseNormalizeHWC2CHW Normalize and HWC2CHW are fused to NormalizeAndPermute in preprocessing pipeline. [INFO] fastdeploy/vision/common/processors/transform.cc(159)::FuseNormalizeColorConvert BGR2RGB and NormalizeAndPermute are fused to NormalizeAndPermute with swap_rb=1 [RKMEDIA][SYS][Info]:Camera 0 stream 91 is started subgraph clusters: 0 digraph G { node_2245[label="batch_norm2d_0.b_0"] node_2247[label="batch_norm2d_0.w_0"] node_2246[label="batch_norm2d_0.w_1"] node_2248[label="batch_norm2d_0.w_2"] node_2258[label="batch_norm2d_1.b_0"] node_2260[label="batch_norm2d_1.w_0"] node_2259[label="batch_norm2d_1.w_1"] node_2261[label="batch_norm2d_1.w_2"] node_2373[label="batch_norm2d_10.b_0"] node_2375[label="batch_norm2d_10.w_0"] node_2374[label="batch_norm2d_10.w_1"] node_2376[label="batch_norm2d_10.w_2"] node_2386[label="batch_norm2d_11.b_0"] node_2388[label="batch_norm2d_11.w_0"] node_2387[label="batch_norm2d_11.w_1"] node_2389[label="batch_norm2d_11.w_2"] node_2399[label="batch_norm2d_12.b_0"] node_2401[label="batch_norm2d_12.w_0"] node_2400[label="batch_norm2d_12.w_1"] node_2402[label="batch_norm2d_12.w_2"] node_2412[label="batch_norm2d_13.b_0"] node_2414[label="batch_norm2d_13.w_0"] node_2413[label="batch_norm2d_13.w_1"] node_2415[label="batch_norm2d_13.w_2"] node_2435[label="batch_norm2d_16.b_0"] node_2437[label="batch_norm2d_16.w_0"] node_2436[label="batch_norm2d_16.w_1"] node_2438[label="batch_norm2d_16.w_2"] node_2472[label="batch_norm2d_19.b_0"] node_2474[label="batch_norm2d_19.w_0"] node_2473[label="batch_norm2d_19.w_1"] node_2475[label="batch_norm2d_19.w_2"] node_2271[label="batch_norm2d_2.b_0"] node_2273[label="batch_norm2d_2.w_0"] node_2272[label="batch_norm2d_2.w_1"] node_2274[label="batch_norm2d_2.w_2"] node_2485[label="batch_norm2d_20.b_0"] node_2487[label="batch_norm2d_20.w_0"] node_2486[label="batch_norm2d_20.w_1"] node_2488[label="batch_norm2d_20.w_2"] node_2498[label="batch_norm2d_21.b_0"] node_2500[label="batch_norm2d_21.w_0"] node_2499[label="batch_norm2d_21.w_1"] node_2501[label="batch_norm2d_21.w_2"] node_2511[label="batch_norm2d_22.b_0"] node_2513[label="batch_norm2d_22.w_0"] node_2512[label="batch_norm2d_22.w_1"] node_2514[label="batch_norm2d_22.w_2"] node_2524[label="batch_norm2d_23.b_0"] node_2526[label="batch_norm2d_23.w_0"] node_2525[label="batch_norm2d_23.w_1"] node_2527[label="batch_norm2d_23.w_2"] node_2547[label="batch_norm2d_26.b_0"] node_2549[label="batch_norm2d_26.w_0"] node_2548[label="batch_norm2d_26.w_1"] node_2550[label="batch_norm2d_26.w_2"] node_2584[label="batch_norm2d_29.b_0"] node_2586[label="batch_norm2d_29.w_0"] node_2585[label="batch_norm2d_29.w_1"] node_2587[label="batch_norm2d_29.w_2"] node_2284[label="batch_norm2d_3.b_0"] node_2286[label="batch_norm2d_3.w_0"] node_2285[label="batch_norm2d_3.w_1"] node_2287[label="batch_norm2d_3.w_2"] node_2597[label="batch_norm2d_30.b_0"] node_2599[label="batch_norm2d_30.w_0"] node_2598[label="batch_norm2d_30.w_1"] node_2600[label="batch_norm2d_30.w_2"] node_2610[label="batch_norm2d_31.b_0"] node_2612[label="batch_norm2d_31.w_0"] node_2611[label="batch_norm2d_31.w_1"] node_2613[label="batch_norm2d_31.w_2"] node_2623[label="batch_norm2d_32.b_0"] node_2625[label="batch_norm2d_32.w_0"] node_2624[label="batch_norm2d_32.w_1"] node_2626[label="batch_norm2d_32.w_2"] node_2636[label="batch_norm2d_33.b_0"] node_2638[label="batch_norm2d_33.w_0"] node_2637[label="batch_norm2d_33.w_1"] node_2639[label="batch_norm2d_33.w_2"] node_2673[label="batch_norm2d_36.b_0"] node_2675[label="batch_norm2d_36.w_0"] node_2674[label="batch_norm2d_36.w_1"] node_2676[label="batch_norm2d_36.w_2"] node_2686[label="batch_norm2d_37.b_0"] node_2688[label="batch_norm2d_37.w_0"] node_2687[label="batch_norm2d_37.w_1"] node_2689[label="batch_norm2d_37.w_2"] node_2699[label="batch_norm2d_38.b_0"] node_2701[label="batch_norm2d_38.w_0"] node_2700[label="batch_norm2d_38.w_1"] node_2702[label="batch_norm2d_38.w_2"] node_2712[label="batch_norm2d_39.b_0"] node_2714[label="batch_norm2d_39.w_0"] node_2713[label="batch_norm2d_39.w_1"] node_2715[label="batch_norm2d_39.w_2"] node_2297[label="batch_norm2d_4.b_0"] node_2299[label="batch_norm2d_4.w_0"] node_2298[label="batch_norm2d_4.w_1"] node_2300[label="batch_norm2d_4.w_2"] node_2741[label="batch_norm2d_42.b_0"] node_2743[label="batch_norm2d_42.w_0"] node_2742[label="batch_norm2d_42.w_1"] node_2744[label="batch_norm2d_42.w_2"] node_2756[label="batch_norm2d_43.b_0"] node_2758[label="batch_norm2d_43.w_0"] node_2757[label="batch_norm2d_43.w_1"] node_2759[label="batch_norm2d_43.w_2"] node_2769[label="batch_norm2d_44.b_0"] node_2771[label="batch_norm2d_44.w_0"] node_2770[label="batch_norm2d_44.w_1"] node_2772[label="batch_norm2d_44.w_2"] node_2786[label="batch_norm2d_45.b_0"] node_2788[label="batch_norm2d_45.w_0"] node_2787[label="batch_norm2d_45.w_1"] node_2789[label="batch_norm2d_45.w_2"] node_2799[label="batch_norm2d_46.b_0"] node_2801[label="batch_norm2d_46.w_0"] node_2800[label="batch_norm2d_46.w_1"] node_2802[label="batch_norm2d_46.w_2"] node_2812[label="batch_norm2d_47.b_0"] node_2814[label="batch_norm2d_47.w_0"] node_2813[label="batch_norm2d_47.w_1"] node_2815[label="batch_norm2d_47.w_2"] node_2310[label="batch_norm2d_5.b_0"] node_2312[label="batch_norm2d_5.w_0"] node_2311[label="batch_norm2d_5.w_1"] node_2313[label="batch_norm2d_5.w_2"] node_2835[label="batch_norm2d_50.b_0"] node_2837[label="batch_norm2d_50.w_0"] node_2836[label="batch_norm2d_50.w_1"] node_2838[label="batch_norm2d_50.w_2"] node_2848[label="batch_norm2d_51.b_0"] node_2850[label="batch_norm2d_51.w_0"] node_2849[label="batch_norm2d_51.w_1"] node_2851[label="batch_norm2d_51.w_2"] node_2865[label="batch_norm2d_52.b_0"] node_2867[label="batch_norm2d_52.w_0"] node_2866[label="batch_norm2d_52.w_1"] node_2868[label="batch_norm2d_52.w_2"] node_2878[label="batch_norm2d_53.b_0"] node_2880[label="batch_norm2d_53.w_0"] node_2879[label="batch_norm2d_53.w_1"] node_2881[label="batch_norm2d_53.w_2"] 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node_2345->node_2346 node_2347->node_2346 node_2346->node_2348 node_2350->node_2349 node_2348->node_2349 node_2349->node_2351 node_2351->node_2352 node_2352->node_2353 node_2343->node_2354 node_2353->node_2354 node_2354->node_2355 node_2355->node_2356 node_2357->node_2356 node_2356->node_2358 node_2360->node_2359 node_2361->node_2359 node_2362->node_2359 node_2363->node_2359 node_2358->node_2359 node_2359->node_2361 node_2359->node_2364 node_2359->node_2365 node_2359->node_2363 node_2359->node_2366 node_2366->node_2367 node_2367->node_2368 node_2368->node_2369 node_2370->node_2369 node_2369->node_2371 node_2373->node_2372 node_2374->node_2372 node_2375->node_2372 node_2376->node_2372 node_2371->node_2372 node_2372->node_2374 node_2372->node_2377 node_2372->node_2378 node_2372->node_2376 node_2372->node_2379 node_2379->node_2380 node_2380->node_2381 node_2381->node_2382 node_2383->node_2382 node_2382->node_2384 node_2386->node_2385 node_2387->node_2385 node_2388->node_2385 node_2389->node_2385 node_2384->node_2385 node_2385->node_2387 node_2385->node_2390 node_2385->node_2391 node_2385->node_2389 node_2385->node_2392 node_2392->node_2393 node_2393->node_2394 node_2381->node_2395 node_2396->node_2395 node_2395->node_2397 node_2399->node_2398 node_2400->node_2398 node_2401->node_2398 node_2402->node_2398 node_2397->node_2398 node_2398->node_2400 node_2398->node_2403 node_2398->node_2404 node_2398->node_2402 node_2398->node_2405 node_2405->node_2406 node_2406->node_2407 node_2407->node_2408 node_2409->node_2408 node_2408->node_2410 node_2412->node_2411 node_2413->node_2411 node_2414->node_2411 node_2415->node_2411 node_2410->node_2411 node_2411->node_2413 node_2411->node_2416 node_2411->node_2417 node_2411->node_2415 node_2411->node_2418 node_2418->node_2419 node_2419->node_2420 node_2420->node_2421 node_2422->node_2421 node_2421->node_2423 node_2425->node_2424 node_2423->node_2424 node_2424->node_2426 node_2426->node_2427 node_2427->node_2428 node_2428->node_2429 node_2407->node_2429 node_2429->node_2430 node_2430->node_2431 node_2432->node_2431 node_2431->node_2433 node_2435->node_2434 node_2436->node_2434 node_2437->node_2434 node_2438->node_2434 node_2433->node_2434 node_2434->node_2436 node_2434->node_2439 node_2434->node_2440 node_2434->node_2438 node_2434->node_2441 node_2441->node_2442 node_2442->node_2443 node_2443->node_2444 node_2445->node_2444 node_2444->node_2446 node_2448->node_2447 node_2446->node_2447 node_2447->node_2449 node_2449->node_2450 node_2450->node_2451 node_2430->node_2452 node_2451->node_2452 node_2452->node_2453 node_2453->node_2454 node_2394->node_2454 node_2454->node_2455 node_2455->node_2456 node_2456->node_2457 node_2457->node_2458 node_2459->node_2458 node_2458->node_2460 node_2462->node_2461 node_2460->node_2461 node_2461->node_2463 node_2463->node_2464 node_2464->node_2465 node_2455->node_2466 node_2465->node_2466 node_2466->node_2467 node_2467->node_2468 node_2469->node_2468 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node_2512->node_2510 node_2513->node_2510 node_2514->node_2510 node_2509->node_2510 node_2510->node_2512 node_2510->node_2515 node_2510->node_2516 node_2510->node_2514 node_2510->node_2517 node_2517->node_2518 node_2518->node_2519 node_2519->node_2520 node_2521->node_2520 node_2520->node_2522 node_2524->node_2523 node_2525->node_2523 node_2526->node_2523 node_2527->node_2523 node_2522->node_2523 node_2523->node_2525 node_2523->node_2528 node_2523->node_2529 node_2523->node_2527 node_2523->node_2530 node_2530->node_2531 node_2531->node_2532 node_2532->node_2533 node_2534->node_2533 node_2533->node_2535 node_2537->node_2536 node_2535->node_2536 node_2536->node_2538 node_2538->node_2539 node_2539->node_2540 node_2540->node_2541 node_2519->node_2541 node_2541->node_2542 node_2542->node_2543 node_2544->node_2543 node_2543->node_2545 node_2547->node_2546 node_2548->node_2546 node_2549->node_2546 node_2550->node_2546 node_2545->node_2546 node_2546->node_2548 node_2546->node_2551 node_2546->node_2552 node_2546->node_2550 node_2546->node_2553 node_2553->node_2554 node_2554->node_2555 node_2555->node_2556 node_2557->node_2556 node_2556->node_2558 node_2560->node_2559 node_2558->node_2559 node_2559->node_2561 node_2561->node_2562 node_2562->node_2563 node_2563->node_2564 node_2542->node_2564 node_2564->node_2565 node_2565->node_2566 node_2506->node_2566 node_2566->node_2567 node_2567->node_2568 node_2568->node_2569 node_2569->node_2570 node_2571->node_2570 node_2570->node_2572 node_2574->node_2573 node_2572->node_2573 node_2573->node_2575 node_2575->node_2576 node_2576->node_2577 node_2567->node_2578 node_2577->node_2578 node_2578->node_2579 node_2579->node_2580 node_2581->node_2580 node_2580->node_2582 node_2584->node_2583 node_2585->node_2583 node_2586->node_2583 node_2587->node_2583 node_2582->node_2583 node_2583->node_2585 node_2583->node_2588 node_2583->node_2589 node_2583->node_2587 node_2583->node_2590 node_2590->node_2591 node_2591->node_2592 node_2592->node_2593 node_2594->node_2593 node_2593->node_2595 node_2597->node_2596 node_2598->node_2596 node_2599->node_2596 node_2600->node_2596 node_2595->node_2596 node_2596->node_2598 node_2596->node_2601 node_2596->node_2602 node_2596->node_2600 node_2596->node_2603 node_2603->node_2604 node_2604->node_2605 node_2605->node_2606 node_2607->node_2606 node_2606->node_2608 node_2610->node_2609 node_2611->node_2609 node_2612->node_2609 node_2613->node_2609 node_2608->node_2609 node_2609->node_2611 node_2609->node_2614 node_2609->node_2615 node_2609->node_2613 node_2609->node_2616 node_2616->node_2617 node_2617->node_2618 node_2605->node_2619 node_2620->node_2619 node_2619->node_2621 node_2623->node_2622 node_2624->node_2622 node_2625->node_2622 node_2626->node_2622 node_2621->node_2622 node_2622->node_2624 node_2622->node_2627 node_2622->node_2628 node_2622->node_2626 node_2622->node_2629 node_2629->node_2630 node_2630->node_2631 node_2631->node_2632 node_2633->node_2632 node_2632->node_2634 node_2636->node_2635 node_2637->node_2635 node_2638->node_2635 node_2639->node_2635 node_2634->node_2635 node_2635->node_2637 node_2635->node_2640 node_2635->node_2641 node_2635->node_2639 node_2635->node_2642 node_2642->node_2643 node_2643->node_2644 node_2644->node_2645 node_2646->node_2645 node_2645->node_2647 node_2649->node_2648 node_2647->node_2648 node_2648->node_2650 node_2650->node_2651 node_2651->node_2652 node_2631->node_2653 node_2652->node_2653 node_2653->node_2654 node_2618->node_2655 node_2654->node_2655 node_2655->node_2656 node_2656->node_2657 node_2657->node_2658 node_2658->node_2659 node_2660->node_2659 node_2659->node_2661 node_2663->node_2662 node_2661->node_2662 node_2662->node_2664 node_2664->node_2665 node_2665->node_2666 node_2656->node_2667 node_2666->node_2667 node_2667->node_2668 node_2668->node_2669 node_2670->node_2669 node_2669->node_2671 node_2673->node_2672 node_2674->node_2672 node_2675->node_2672 node_2676->node_2672 node_2671->node_2672 node_2672->node_2674 node_2672->node_2677 node_2672->node_2678 node_2672->node_2676 node_2672->node_2679 node_2679->node_2680 node_2680->node_2681 node_2681->node_2682 node_2683->node_2682 node_2682->node_2684 node_2686->node_2685 node_2687->node_2685 node_2688->node_2685 node_2689->node_2685 node_2684->node_2685 node_2685->node_2687 node_2685->node_2690 node_2685->node_2691 node_2685->node_2689 node_2685->node_2692 node_2692->node_2693 node_2693->node_2694 node_2681->node_2695 node_2696->node_2695 node_2695->node_2697 node_2699->node_2698 node_2700->node_2698 node_2701->node_2698 node_2702->node_2698 node_2697->node_2698 node_2698->node_2700 node_2698->node_2703 node_2698->node_2704 node_2698->node_2702 node_2698->node_2705 node_2705->node_2706 node_2706->node_2707 node_2707->node_2708 node_2709->node_2708 node_2708->node_2710 node_2712->node_2711 node_2713->node_2711 node_2714->node_2711 node_2715->node_2711 node_2710->node_2711 node_2711->node_2713 node_2711->node_2716 node_2711->node_2717 node_2711->node_2715 node_2711->node_2718 node_2718->node_2719 node_2719->node_2720 node_2720->node_2721 node_2722->node_2721 node_2721->node_2723 node_2725->node_2724 node_2723->node_2724 node_2724->node_2726 node_2726->node_2727 node_2727->node_2728 node_2728->node_2729 node_2729->node_2730 node_2728->node_2731 node_2731->node_2732 node_2728->node_2733 node_2733->node_2734 node_2728->node_2735 node_2730->node_2735 node_2734->node_2735 node_2732->node_2735 node_2735->node_2736 node_2736->node_2737 node_2738->node_2737 node_2737->node_2739 node_2741->node_2740 node_2742->node_2740 node_2743->node_2740 node_2744->node_2740 node_2739->node_2740 node_2740->node_2742 node_2740->node_2745 node_2740->node_2746 node_2740->node_2744 node_2740->node_2747 node_2747->node_2748 node_2748->node_2749 node_2694->node_2750 node_2749->node_2750 node_2750->node_2751 node_2751->node_2752 node_2753->node_2752 node_2752->node_2754 node_2756->node_2755 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node_2833->node_2834 node_2834->node_2836 node_2834->node_2839 node_2834->node_2840 node_2834->node_2838 node_2834->node_2841 node_2841->node_2842 node_2842->node_2843 node_2843->node_2844 node_2845->node_2844 node_2844->node_2846 node_2848->node_2847 node_2849->node_2847 node_2850->node_2847 node_2851->node_2847 node_2846->node_2847 node_2847->node_2849 node_2847->node_2852 node_2847->node_2853 node_2847->node_2851 node_2847->node_2854 node_2854->node_2855 node_2855->node_2856 node_2856->node_2857 node_2857->node_2858 node_2858->node_2859 node_2480->node_2859 node_2859->node_2860 node_2860->node_2861 node_2862->node_2861 node_2861->node_2863 node_2865->node_2864 node_2866->node_2864 node_2867->node_2864 node_2868->node_2864 node_2863->node_2864 node_2864->node_2866 node_2864->node_2869 node_2864->node_2870 node_2864->node_2868 node_2864->node_2871 node_2871->node_2872 node_2872->node_2873 node_2860->node_2874 node_2875->node_2874 node_2874->node_2876 node_2878->node_2877 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node_2954->node_2959 node_2954->node_2960 node_2954->node_2958 node_2954->node_2961 node_2961->node_2962 node_2962->node_2963 node_2963->node_2964 node_2965->node_2964 node_2964->node_2966 node_2968->node_2967 node_2969->node_2967 node_2970->node_2967 node_2971->node_2967 node_2966->node_2967 node_2967->node_2969 node_2967->node_2972 node_2967->node_2973 node_2967->node_2971 node_2967->node_2974 node_2974->node_2975 node_2975->node_2976 node_2976->node_2977 node_2978->node_2977 node_2977->node_2979 node_2981->node_2980 node_2979->node_2980 node_2980->node_2982 node_2982->node_2983 node_2983->node_2984 node_2950->node_2985 node_2984->node_2985 node_2985->node_2986 node_2986->node_2987 node_2988->node_2987 node_2987->node_2989 node_2991->node_2990 node_2992->node_2990 node_2993->node_2990 node_2994->node_2990 node_2989->node_2990 node_2990->node_2992 node_2990->node_2995 node_2990->node_2996 node_2990->node_2994 node_2990->node_2997 node_2997->node_2998 node_2998->node_2999 node_2999->node_3000 node_3001->node_3000 node_3000->node_3002 node_3004->node_3003 node_3005->node_3003 node_3006->node_3003 node_3007->node_3003 node_3002->node_3003 node_3003->node_3005 node_3003->node_3008 node_3003->node_3009 node_3003->node_3007 node_3003->node_3010 node_3010->node_3011 node_3011->node_3012 node_2764->node_3013 node_3012->node_3013 node_3013->node_3014 node_3014->node_3015 node_3016->node_3015 node_3015->node_3017 node_3019->node_3018 node_3020->node_3018 node_3021->node_3018 node_3022->node_3018 node_3017->node_3018 node_3018->node_3020 node_3018->node_3023 node_3018->node_3024 node_3018->node_3022 node_3018->node_3025 node_3025->node_3026 node_3026->node_3027 node_3014->node_3028 node_3029->node_3028 node_3028->node_3030 node_3032->node_3031 node_3033->node_3031 node_3034->node_3031 node_3035->node_3031 node_3030->node_3031 node_3031->node_3033 node_3031->node_3036 node_3031->node_3037 node_3031->node_3035 node_3031->node_3038 node_3038->node_3039 node_3039->node_3040 node_3040->node_3041 node_3042->node_3041 node_3041->node_3043 node_3045->node_3044 node_3046->node_3044 node_3047->node_3044 node_3048->node_3044 node_3043->node_3044 node_3044->node_3046 node_3044->node_3049 node_3044->node_3050 node_3044->node_3048 node_3044->node_3051 node_3051->node_3052 node_3052->node_3053 node_3053->node_3054 node_3055->node_3054 node_3054->node_3056 node_3058->node_3057 node_3056->node_3057 node_3057->node_3059 node_3059->node_3060 node_3060->node_3061 node_3027->node_3062 node_3061->node_3062 node_3062->node_3063 node_3063->node_3064 node_3065->node_3064 node_3064->node_3066 node_3068->node_3067 node_3069->node_3067 node_3070->node_3067 node_3071->node_3067 node_3066->node_3067 node_3067->node_3069 node_3067->node_3072 node_3067->node_3073 node_3067->node_3071 node_3067->node_3074 node_3074->node_3075 node_3075->node_3076 node_3076->node_3077 node_3077->node_3078 node_3078->node_3079 node_3080->node_3079 node_3079->node_3081 node_3083->node_3082 node_3081->node_3082 node_3082->node_3084 node_3084->node_3085 node_3085->node_3086 node_3076->node_3087 node_3086->node_3087 node_3087->node_3088 node_3088->node_3089 node_3090->node_3089 node_3089->node_3091 node_3093->node_3092 node_3094->node_3092 node_3095->node_3092 node_3096->node_3092 node_3091->node_3092 node_3092->node_3094 node_3092->node_3097 node_3092->node_3098 node_3092->node_3096 node_3092->node_3099 node_3099->node_3100 node_3100->node_3101 node_3076->node_3102 node_3101->node_3102 node_3102->node_3103 node_3103->node_3104 node_3105->node_3104 node_3104->node_3106 node_3108->node_3107 node_3106->node_3107 node_3107->node_3109 node_3078->node_3110 node_3111->node_3110 node_3110->node_3112 node_3114->node_3113 node_3112->node_3113 node_3113->node_3115 node_3115->node_3116 node_3116->node_3117 node_3076->node_3118 node_3117->node_3118 node_3118->node_3119 node_3119->node_3120 node_3121->node_3120 node_3120->node_3122 node_3124->node_3123 node_3125->node_3123 node_3126->node_3123 node_3127->node_3123 node_3122->node_3123 node_3123->node_3125 node_3123->node_3128 node_3123->node_3129 node_3123->node_3127 node_3123->node_3130 node_3130->node_3131 node_3131->node_3132 node_3132->node_3133 node_3134->node_3133 node_3133->node_3135 node_3137->node_3136 node_3135->node_3136 node_3136->node_3138 node_3138->node_3139 node_3139->node_3140 node_3139->node_3141 node_3140->node_3142 node_3142->node_3143 node_3142->node_3144 node_3143->node_3145 node_3145->node_3146 node_3146->node_3147 node_3148->node_3147 node_3147->node_3149 node_3149->node_3150 node_3150->node_3151 node_3150->node_3152 node_3109->node_3153 node_3153->node_3154 node_3154->node_3155 node_3155->node_3156 node_3155->node_3157 node_2999->node_3158 node_3158->node_3159 node_3159->node_3160 node_3161->node_3160 node_3160->node_3162 node_3164->node_3163 node_3162->node_3163 node_3163->node_3165 node_3165->node_3166 node_3166->node_3167 node_2999->node_3168 node_3167->node_3168 node_3168->node_3169 node_3169->node_3170 node_3171->node_3170 node_3170->node_3172 node_3174->node_3173 node_3175->node_3173 node_3176->node_3173 node_3177->node_3173 node_3172->node_3173 node_3173->node_3175 node_3173->node_3178 node_3173->node_3179 node_3173->node_3177 node_3173->node_3180 node_3180->node_3181 node_3181->node_3182 node_2999->node_3183 node_3182->node_3183 node_3183->node_3184 node_3184->node_3185 node_3186->node_3185 node_3185->node_3187 node_3189->node_3188 node_3187->node_3188 node_3188->node_3190 node_3159->node_3191 node_3192->node_3191 node_3191->node_3193 node_3195->node_3194 node_3193->node_3194 node_3194->node_3196 node_3196->node_3197 node_3197->node_3198 node_2999->node_3199 node_3198->node_3199 node_3199->node_3200 node_3200->node_3201 node_3202->node_3201 node_3201->node_3203 node_3205->node_3204 node_3206->node_3204 node_3207->node_3204 node_3208->node_3204 node_3203->node_3204 node_3204->node_3206 node_3204->node_3209 node_3204->node_3210 node_3204->node_3208 node_3204->node_3211 node_3211->node_3212 node_3212->node_3213 node_3213->node_3214 node_3215->node_3214 node_3214->node_3216 node_3218->node_3217 node_3216->node_3217 node_3217->node_3219 node_3219->node_3220 node_3220->node_3221 node_3220->node_3222 node_3221->node_3223 node_3223->node_3224 node_3223->node_3225 node_3224->node_3226 node_3226->node_3227 node_3227->node_3228 node_3148->node_3228 node_3228->node_3229 node_3229->node_3230 node_3230->node_3231 node_3230->node_3232 node_3190->node_3233 node_3233->node_3234 node_3234->node_3235 node_3235->node_3236 node_3235->node_3237 node_2922->node_3238 node_3238->node_3239 node_3239->node_3240 node_3241->node_3240 node_3240->node_3242 node_3244->node_3243 node_3242->node_3243 node_3243->node_3245 node_3245->node_3246 node_3246->node_3247 node_2922->node_3248 node_3247->node_3248 node_3248->node_3249 node_3249->node_3250 node_3251->node_3250 node_3250->node_3252 node_3254->node_3253 node_3255->node_3253 node_3256->node_3253 node_3257->node_3253 node_3252->node_3253 node_3253->node_3255 node_3253->node_3258 node_3253->node_3259 node_3253->node_3257 node_3253->node_3260 node_3260->node_3261 node_3261->node_3262 node_2922->node_3263 node_3262->node_3263 node_3263->node_3264 node_3264->node_3265 node_3266->node_3265 node_3265->node_3267 node_3269->node_3268 node_3267->node_3268 node_3268->node_3270 node_3239->node_3271 node_3272->node_3271 node_3271->node_3273 node_3275->node_3274 node_3273->node_3274 node_3274->node_3276 node_3276->node_3277 node_3277->node_3278 node_2922->node_3279 node_3278->node_3279 node_3279->node_3280 node_3280->node_3281 node_3282->node_3281 node_3281->node_3283 node_3285->node_3284 node_3286->node_3284 node_3287->node_3284 node_3288->node_3284 node_3283->node_3284 node_3284->node_3286 node_3284->node_3289 node_3284->node_3290 node_3284->node_3288 node_3284->node_3291 node_3291->node_3292 node_3292->node_3293 node_3293->node_3294 node_3295->node_3294 node_3294->node_3296 node_3298->node_3297 node_3296->node_3297 node_3297->node_3299 node_3299->node_3300 node_3300->node_3301 node_3300->node_3302 node_3301->node_3303 node_3303->node_3304 node_3303->node_3305 node_3304->node_3306 node_3306->node_3307 node_3307->node_3308 node_3148->node_3308 node_3308->node_3309 node_3309->node_3310 node_3310->node_3311 node_3310->node_3312 node_3270->node_3313 node_3313->node_3314 node_3314->node_3315 node_3315->node_3316 node_3315->node_3317 node_3156->node_3318 node_3236->node_3318 node_3316->node_3318 node_3318->node_3319 node_3311->node_3320 node_3151->node_3320 node_3231->node_3320 node_3320->node_3321 node_3321->node_3322 node_3322->node_3323 node_3322->node_3324 node_3323->node_3325 node_3325->node_3326 node_3328->node_3327 node_3326->node_3327 node_3327->node_3329 node_3328->node_3330 node_3324->node_3330 node_3330->node_3331 node_3331->node_3332 node_3329->node_3332 node_3332->node_3333 node_3335->node_3334 node_3333->node_3334 node_3334->node_3336 node_2238->node_3337 node_3337->node_3338 node_3337->node_3339 node_3338->node_3340 node_3339->node_3340 node_3340->node_3341 node_3341->node_3342 node_3342->node_3343 node_3342->node_3344 node_3336->node_3345 node_3343->node_3345 node_3345->node_3346 node_3346->node_3347 node_3319->node_3347 node_3347->node_3348 node_3347->node_3349 node_3347->node_3350 node_3349->node_3351 node_3351->node_3352 node_3350->node_3353 node_3353->node_3352 } // end G subgraph operators: feed:feed:scale_factor feed:feed:image conv2d:image,conv2d_0.w_0:conv2d_106.tmp_0 batch_norm:batch_norm2d_0.b_0,batch_norm2d_0.w_1,batch_norm2d_0.w_0,batch_norm2d_0.w_2,conv2d_106.tmp_0:batch_norm2d_0.w_1,batch_norm_0.tmp_0,batch_norm_0.tmp_1,batch_norm2d_0.w_2,batch_norm_0.tmp_2 swish:batch_norm_0.tmp_2:swish_0.tmp_0 conv2d:swish_0.tmp_0,conv2d_1.w_0:conv2d_107.tmp_0 batch_norm:batch_norm2d_1.b_0,batch_norm2d_1.w_1,batch_norm2d_1.w_0,batch_norm2d_1.w_2,conv2d_107.tmp_0:batch_norm2d_1.w_1,batch_norm_1.tmp_0,batch_norm_1.tmp_1,batch_norm2d_1.w_2,batch_norm_1.tmp_2 swish:batch_norm_1.tmp_2:swish_1.tmp_0 conv2d:swish_1.tmp_0,conv2d_2.w_0:conv2d_108.tmp_0 batch_norm:batch_norm2d_2.b_0,batch_norm2d_2.w_1,batch_norm2d_2.w_0,batch_norm2d_2.w_2,conv2d_108.tmp_0:batch_norm2d_2.w_1,batch_norm_2.tmp_0,batch_norm_2.tmp_1,batch_norm2d_2.w_2,batch_norm_2.tmp_2 swish:batch_norm_2.tmp_2:swish_2.tmp_0 conv2d:swish_2.tmp_0,conv2d_3.w_0:conv2d_109.tmp_0 batch_norm:batch_norm2d_3.b_0,batch_norm2d_3.w_1,batch_norm2d_3.w_0,batch_norm2d_3.w_2,conv2d_109.tmp_0:batch_norm2d_3.w_1,batch_norm_3.tmp_0,batch_norm_3.tmp_1,batch_norm2d_3.w_2,batch_norm_3.tmp_2 swish:batch_norm_3.tmp_2:swish_3.tmp_0 conv2d:swish_3.tmp_0,conv2d_4.w_0:conv2d_110.tmp_0 batch_norm:batch_norm2d_4.b_0,batch_norm2d_4.w_1,batch_norm2d_4.w_0,batch_norm2d_4.w_2,conv2d_110.tmp_0:batch_norm2d_4.w_1,batch_norm_4.tmp_0,batch_norm_4.tmp_1,batch_norm2d_4.w_2,batch_norm_4.tmp_2 swish:batch_norm_4.tmp_2:swish_4.tmp_0 conv2d:swish_3.tmp_0,conv2d_5.w_0:conv2d_111.tmp_0 batch_norm:batch_norm2d_5.b_0,batch_norm2d_5.w_1,batch_norm2d_5.w_0,batch_norm2d_5.w_2,conv2d_111.tmp_0:batch_norm2d_5.w_1,batch_norm_5.tmp_0,batch_norm_5.tmp_1,batch_norm2d_5.w_2,batch_norm_5.tmp_2 swish:batch_norm_5.tmp_2:swish_5.tmp_0 conv2d:swish_5.tmp_0,conv2d_6.w_0:conv2d_112.tmp_0 batch_norm:batch_norm2d_6.b_0,batch_norm2d_6.w_1,batch_norm2d_6.w_0,batch_norm2d_6.w_2,conv2d_112.tmp_0:batch_norm2d_6.w_1,batch_norm_6.tmp_0,batch_norm_6.tmp_1,batch_norm2d_6.w_2,batch_norm_6.tmp_2 swish:batch_norm_6.tmp_2:swish_6.tmp_0 conv2d:swish_6.tmp_0,conv2d_95.w_0:conv2d_113.tmp_0 elementwise_add:conv2d_95.b_0,conv2d_113.tmp_0:conv2d_113.tmp_1 swish:conv2d_113.tmp_1:swish_7.tmp_0 elementwise_add:swish_7.tmp_0,swish_5.tmp_0:elementwise_add_0 concat:swish_4.tmp_0,elementwise_add_0:concat_0.tmp_0 reduce_mean:concat_0.tmp_0:mean_0.tmp_0 conv2d:mean_0.tmp_0,conv2d_9.w_0:conv2d_114.tmp_0 elementwise_add:conv2d_9.b_0,conv2d_114.tmp_0:conv2d_114.tmp_1 hard_sigmoid:conv2d_114.tmp_1:hardsigmoid_0.tmp_0 elementwise_mul:concat_0.tmp_0,hardsigmoid_0.tmp_0:tmp_0 conv2d:tmp_0,conv2d_10.w_0:conv2d_115.tmp_0 batch_norm:batch_norm2d_9.b_0,batch_norm2d_9.w_1,batch_norm2d_9.w_0,batch_norm2d_9.w_2,conv2d_115.tmp_0:batch_norm2d_9.w_1,batch_norm_7.tmp_0,batch_norm_7.tmp_1,batch_norm2d_9.w_2,batch_norm_7.tmp_2 swish:batch_norm_7.tmp_2:swish_8.tmp_0 conv2d:swish_8.tmp_0,conv2d_11.w_0:conv2d_116.tmp_0 batch_norm:batch_norm2d_10.b_0,batch_norm2d_10.w_1,batch_norm2d_10.w_0,batch_norm2d_10.w_2,conv2d_116.tmp_0:batch_norm2d_10.w_1,batch_norm_8.tmp_0,batch_norm_8.tmp_1,batch_norm2d_10.w_2,batch_norm_8.tmp_2 swish:batch_norm_8.tmp_2:swish_9.tmp_0 conv2d:swish_9.tmp_0,conv2d_12.w_0:conv2d_117.tmp_0 batch_norm:batch_norm2d_11.b_0,batch_norm2d_11.w_1,batch_norm2d_11.w_0,batch_norm2d_11.w_2,conv2d_117.tmp_0:batch_norm2d_11.w_1,batch_norm_9.tmp_0,batch_norm_9.tmp_1,batch_norm2d_11.w_2,batch_norm_9.tmp_2 swish:batch_norm_9.tmp_2:swish_10.tmp_0 conv2d:swish_9.tmp_0,conv2d_13.w_0:conv2d_118.tmp_0 batch_norm:batch_norm2d_12.b_0,batch_norm2d_12.w_1,batch_norm2d_12.w_0,batch_norm2d_12.w_2,conv2d_118.tmp_0:batch_norm2d_12.w_1,batch_norm_10.tmp_0,batch_norm_10.tmp_1,batch_norm2d_12.w_2,batch_norm_10.tmp_2 swish:batch_norm_10.tmp_2:swish_11.tmp_0 conv2d:swish_11.tmp_0,conv2d_14.w_0:conv2d_119.tmp_0 batch_norm:batch_norm2d_13.b_0,batch_norm2d_13.w_1,batch_norm2d_13.w_0,batch_norm2d_13.w_2,conv2d_119.tmp_0:batch_norm2d_13.w_1,batch_norm_11.tmp_0,batch_norm_11.tmp_1,batch_norm2d_13.w_2,batch_norm_11.tmp_2 swish:batch_norm_11.tmp_2:swish_12.tmp_0 conv2d:swish_12.tmp_0,conv2d_96.w_0:conv2d_120.tmp_0 elementwise_add:conv2d_96.b_0,conv2d_120.tmp_0:conv2d_120.tmp_1 swish:conv2d_120.tmp_1:swish_13.tmp_0 elementwise_add:swish_13.tmp_0,swish_11.tmp_0:elementwise_add_1 conv2d:elementwise_add_1,conv2d_17.w_0:conv2d_121.tmp_0 batch_norm:batch_norm2d_16.b_0,batch_norm2d_16.w_1,batch_norm2d_16.w_0,batch_norm2d_16.w_2,conv2d_121.tmp_0:batch_norm2d_16.w_1,batch_norm_12.tmp_0,batch_norm_12.tmp_1,batch_norm2d_16.w_2,batch_norm_12.tmp_2 swish:batch_norm_12.tmp_2:swish_14.tmp_0 conv2d:swish_14.tmp_0,conv2d_97.w_0:conv2d_122.tmp_0 elementwise_add:conv2d_97.b_0,conv2d_122.tmp_0:conv2d_122.tmp_1 swish:conv2d_122.tmp_1:swish_15.tmp_0 elementwise_add:elementwise_add_1,swish_15.tmp_0:elementwise_add_2 concat:elementwise_add_2,swish_10.tmp_0:concat_1.tmp_0 reduce_mean:concat_1.tmp_0:mean_1.tmp_0 conv2d:mean_1.tmp_0,conv2d_20.w_0:conv2d_123.tmp_0 elementwise_add:conv2d_20.b_0,conv2d_123.tmp_0:conv2d_123.tmp_1 hard_sigmoid:conv2d_123.tmp_1:hardsigmoid_1.tmp_0 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conv2d:tmp_5,conv2d_88.w_0:conv2d_173.tmp_0 elementwise_add:conv2d_88.b_0,conv2d_173.tmp_0:conv2d_173.tmp_1 conv2d:pool2d_3.tmp_0,conv2d_78.w_0:conv2d_174.tmp_0 elementwise_add:conv2d_78.b_0,conv2d_174.tmp_0:conv2d_174.tmp_1 sigmoid:conv2d_174.tmp_1:sigmoid_1.tmp_0 elementwise_mul:swish_60.tmp_0,sigmoid_1.tmp_0:tmp_6 conv2d:tmp_6,conv2d_79.w_0:conv2d_175.tmp_0 batch_norm:batch_norm2d_73.b_0,batch_norm2d_73.w_1,batch_norm2d_73.w_0,batch_norm2d_73.w_2,conv2d_175.tmp_0:batch_norm2d_73.w_1,batch_norm_51.tmp_0,batch_norm_51.tmp_1,batch_norm2d_73.w_2,batch_norm_51.tmp_2 swish:batch_norm_51.tmp_2:swish_62.tmp_0 conv2d:swish_62.tmp_0,conv2d_89.w_0:conv2d_176.tmp_0 elementwise_add:conv2d_89.b_0,conv2d_176.tmp_0:conv2d_176.tmp_1 reshape2:conv2d_176.tmp_1:reshape2_0.tmp_0,reshape2_0.tmp_1 transpose2:reshape2_0.tmp_0:transpose_0.tmp_0,transpose_0.tmp_1 softmax:transpose_0.tmp_0:softmax_0.tmp_0 conv2d:softmax_0.tmp_0,conv2d_94.w_0:conv2d_177.tmp_0 squeeze2:conv2d_177.tmp_0:squeeze_0.tmp_0,squeeze_0.tmp_1 sigmoid:conv2d_173.tmp_1:sigmoid_2.tmp_0 reshape2:sigmoid_2.tmp_0:reshape2_1.tmp_0,reshape2_1.tmp_1 pool2d:swish_54.tmp_0:pool2d_4.tmp_0 conv2d:pool2d_4.tmp_0,conv2d_80.w_0:conv2d_178.tmp_0 elementwise_add:conv2d_80.b_0,conv2d_178.tmp_0:conv2d_178.tmp_1 sigmoid:conv2d_178.tmp_1:sigmoid_3.tmp_0 elementwise_mul:swish_54.tmp_0,sigmoid_3.tmp_0:tmp_7 conv2d:tmp_7,conv2d_81.w_0:conv2d_179.tmp_0 batch_norm:batch_norm2d_74.b_0,batch_norm2d_74.w_1,batch_norm2d_74.w_0,batch_norm2d_74.w_2,conv2d_179.tmp_0:batch_norm2d_74.w_1,batch_norm_52.tmp_0,batch_norm_52.tmp_1,batch_norm2d_74.w_2,batch_norm_52.tmp_2 swish:batch_norm_52.tmp_2:swish_63.tmp_0 elementwise_add:swish_54.tmp_0,swish_63.tmp_0:tmp_8 conv2d:tmp_8,conv2d_90.w_0:conv2d_180.tmp_0 elementwise_add:conv2d_90.b_0,conv2d_180.tmp_0:conv2d_180.tmp_1 conv2d:pool2d_4.tmp_0,conv2d_82.w_0:conv2d_181.tmp_0 elementwise_add:conv2d_82.b_0,conv2d_181.tmp_0:conv2d_181.tmp_1 sigmoid:conv2d_181.tmp_1:sigmoid_4.tmp_0 elementwise_mul:swish_54.tmp_0,sigmoid_4.tmp_0:tmp_9 conv2d:tmp_9,conv2d_83.w_0:conv2d_182.tmp_0 batch_norm:batch_norm2d_75.b_0,batch_norm2d_75.w_1,batch_norm2d_75.w_0,batch_norm2d_75.w_2,conv2d_182.tmp_0:batch_norm2d_75.w_1,batch_norm_53.tmp_0,batch_norm_53.tmp_1,batch_norm2d_75.w_2,batch_norm_53.tmp_2 swish:batch_norm_53.tmp_2:swish_64.tmp_0 conv2d:swish_64.tmp_0,conv2d_91.w_0:conv2d_183.tmp_0 elementwise_add:conv2d_91.b_0,conv2d_183.tmp_0:conv2d_183.tmp_1 reshape2:conv2d_183.tmp_1:reshape2_2.tmp_0,reshape2_2.tmp_1 transpose2:reshape2_2.tmp_0:transpose_1.tmp_0,transpose_1.tmp_1 softmax:transpose_1.tmp_0:softmax_1.tmp_0 conv2d:softmax_1.tmp_0,conv2d_94.w_0:conv2d_184.tmp_0 squeeze2:conv2d_184.tmp_0:squeeze_1.tmp_0,squeeze_1.tmp_1 sigmoid:conv2d_180.tmp_1:sigmoid_5.tmp_0 reshape2:sigmoid_5.tmp_0:reshape2_3.tmp_0,reshape2_3.tmp_1 pool2d:swish_48.tmp_0:pool2d_5.tmp_0 conv2d:pool2d_5.tmp_0,conv2d_84.w_0:conv2d_185.tmp_0 elementwise_add:conv2d_84.b_0,conv2d_185.tmp_0:conv2d_185.tmp_1 sigmoid:conv2d_185.tmp_1:sigmoid_6.tmp_0 elementwise_mul:swish_48.tmp_0,sigmoid_6.tmp_0:tmp_10 conv2d:tmp_10,conv2d_85.w_0:conv2d_186.tmp_0 batch_norm:batch_norm2d_76.b_0,batch_norm2d_76.w_1,batch_norm2d_76.w_0,batch_norm2d_76.w_2,conv2d_186.tmp_0:batch_norm2d_76.w_1,batch_norm_54.tmp_0,batch_norm_54.tmp_1,batch_norm2d_76.w_2,batch_norm_54.tmp_2 swish:batch_norm_54.tmp_2:swish_65.tmp_0 elementwise_add:swish_48.tmp_0,swish_65.tmp_0:tmp_11 conv2d:tmp_11,conv2d_92.w_0:conv2d_187.tmp_0 elementwise_add:conv2d_92.b_0,conv2d_187.tmp_0:conv2d_187.tmp_1 conv2d:pool2d_5.tmp_0,conv2d_86.w_0:conv2d_188.tmp_0 elementwise_add:conv2d_86.b_0,conv2d_188.tmp_0:conv2d_188.tmp_1 sigmoid:conv2d_188.tmp_1:sigmoid_7.tmp_0 elementwise_mul:swish_48.tmp_0,sigmoid_7.tmp_0:tmp_12 conv2d:tmp_12,conv2d_87.w_0:conv2d_189.tmp_0 batch_norm:batch_norm2d_77.b_0,batch_norm2d_77.w_1,batch_norm2d_77.w_0,batch_norm2d_77.w_2,conv2d_189.tmp_0:batch_norm2d_77.w_1,batch_norm_55.tmp_0,batch_norm_55.tmp_1,batch_norm2d_77.w_2,batch_norm_55.tmp_2 swish:batch_norm_55.tmp_2:swish_66.tmp_0 conv2d:swish_66.tmp_0,conv2d_93.w_0:conv2d_190.tmp_0 elementwise_add:conv2d_93.b_0,conv2d_190.tmp_0:conv2d_190.tmp_1 reshape2:conv2d_190.tmp_1:reshape2_4.tmp_0,reshape2_4.tmp_1 transpose2:reshape2_4.tmp_0:transpose_2.tmp_0,transpose_2.tmp_1 softmax:transpose_2.tmp_0:softmax_2.tmp_0 conv2d:softmax_2.tmp_0,conv2d_94.w_0:conv2d_191.tmp_0 squeeze2:conv2d_191.tmp_0:squeeze_2.tmp_0,squeeze_2.tmp_1 sigmoid:conv2d_187.tmp_1:sigmoid_8.tmp_0 reshape2:sigmoid_8.tmp_0:reshape2_5.tmp_0,reshape2_5.tmp_1 concat:reshape2_1.tmp_0,reshape2_3.tmp_0,reshape2_5.tmp_0:concat_14.tmp_0 concat:squeeze_2.tmp_0,squeeze_0.tmp_0,squeeze_1.tmp_0:concat_15.tmp_0 split:concat_15.tmp_0:split_0.tmp_0,split_0.tmp_1 scale:split_0.tmp_0:tmp_13 elementwise_add:eager_tmp_0,tmp_13:tmp_14 elementwise_add:eager_tmp_0,split_0.tmp_1:tmp_15 concat:tmp_15,tmp_14:concat_16.tmp_0 elementwise_mul:eager_tmp_1,concat_16.tmp_0:tmp_16 split:scale_factor:split_1.tmp_0,split_1.tmp_1 concat:split_1.tmp_0,split_1.tmp_1:concat_17.tmp_0 reshape2:concat_17.tmp_0:reshape2_6.tmp_0,reshape2_6.tmp_1 elementwise_div:tmp_16,reshape2_6.tmp_0:tmp_17 multiclass_nms3:tmp_17,concat_14.tmp_0:multiclass_nms3_0.tmp_1,save_infer_model/scale_0.tmp_0,save_infer_model/scale_1.tmp_0 fetch:save_infer_model/scale_0.tmp_0:fetch fetch:save_infer_model/scale_1.tmp_0:fetch

[INFO] fastdeploy/runtime/runtime.cc(321)::CreateLiteBackend Runtime initialized with Backend::PDLITE in Device::TIMVX. [1970-01-01 01:36:12.772][tid:1339][ INFO][/home/li/NetBeansProjects/Hyw_ipc_20230226/common/gblib181/paddLite/helmet.cpp: 53: gFUN_algorithm] gFUN_algorithm ok [1970-01-01 01:36:12.873][tid:1339][ INFO][/home/li/NetBeansProjects/Hyw_ipc_20230226/common/gblib181/paddLite/helmet.cpp: 63: gFUN_algorithm] piciture is ok [1970-01-01 01:36:12.892][tid:1339][ INFO][/home/li/NetBeansProjects/Hyw_ipc_20230226/common/gblib181/paddLite/helmet.cpp: 72: gFUN_algorithm] piciture write ok ^C [root@RV1126_RV1109:/nfs]#

liruiyan commented 1 year ago

@yeliang2258

yeliang2258 commented 1 year ago

跑在NPU上,应该挥着有这些信息 image

liruiyan commented 1 year ago

对啊 我没有啊 奇怪啊 你用的 那个 版本的 fastdeploy

liruiyan commented 1 year ago

libtim-vx.so: undefined reference to vxSetNodeAttribute' libtim-vx.so: undefined reference tovxReleaseParameter' libtim-vx.so: undefined reference to vxCreateVirtualTensor2' libtim-vx.so: undefined reference tovxTensorReduceSumNode' libnnadapter.so: undefined reference to std::__cxx11::basic_stringbuf<char, std::char_traits<char>, std::allocator<char> >::str() const@GLIBCXX_3.4.21' libnnadapter.so: undefined reference tostd::throw_bad_function_call()@GLIBCXX_3.4.14' libtim-vx.so: undefined reference to vxReleaseTensorAddressing' /home/li/arv1126/RV1126_RV1109_LINUX_SDK_V2.1.0_20210512/prebuilts/gcc/linux-x86/arm/gcc-arm-8.3-2019.03-x86_64-arm-linux-gnueabihf/bin/../lib/gcc/arm-linux-gnueabihf/8.3.0/../../../../arm-linux-gnueabihf/bin/ld: /home/li/arv1126/fasydeploy/FastDeploy/build/fastdeploy-timvx/third_libs/install/paddlelite/lib/libtim-vx.so: undefined reference tovxReleaseParameter' /home/li/arv1126/RV1126_RV1109_LINUX_SDK_V2.1.0_20210512/prebuilts/gcc/linux-x86/arm/gcc-arm-8.3-2019.03-x86_64-arm-linux-gnueabihf/bin/../lib/gcc/arm-linux-gnueabihf/8.3.0/../../../../arm-linux-gnueabihf/bin/ld: /home/li/arv1126/fasydeploy/FastDeploy/build/fastdeploy-timvx/third_libs/install/paddlelite/lib/libtim-vx.so: undefined reference to vxCreateVirtualTensor2' /home/li/arv1126/RV1126_RV1109_LINUX_SDK_V2.1.0_20210512/prebuilts/gcc/linux-x86/arm/gcc-arm-8.3-2019.03-x86_64-arm-linux-gnueabihf/bin/../lib/gcc/arm-linux-gnueabihf/8.3.0/../../../../arm-linux-gnueabihf/bin/ld: /home/li/arv1126/fasydeploy/FastDeploy/build/fastdeploy-timvx/third_libs/install/paddlelite/lib/libtim-vx.so: undefined reference tovxTensorReduceSumNode' /home/li/arv1126/RV1126_RV1109_LINUX_SDK_V2.1.0_20210512/prebuilts/gcc/linux-x86/arm/gcc-arm-8.3-2019.03-x86_64-arm-linux-gnueabihf/bin/../lib/gcc/arm-linux-gnueabihf/8.3.0/../../../../arm-linux-gnueabihf/bin/ld: /home/li/arv1126/fasydeploy/FastDeploy/build/fastdeploy-timvx/third_libs/install/paddlelite/lib/libnnadapter.so: undefined reference to `std::cxx11::basic_stringbuf<char, std::char_traits, std::allocator >::str() const@GLIBCXX_3.4.21' /home/li/arv1126/RV1126_RV1109_LINUX_SDK_V2.1.0_20210512/prebuilts/gcc/linux-x86/arm/gcc-arm-8.3-2019.03-x86_64-arm-linux-gnueabihf/bin/../lib/gcc/arm-linux-gnueabihf/8.3.0/../../../../arm-linux-gnueabihf/bin/ld: /home/li/arv1126/fasydeploy/FastDeploy/build/fastdeploy-timvx/third_libs/install/paddlelite/lib/libnnadapter.so: undefined reference to std::__throw_bad_function_call()@GLIBCXX_3.4.14' /home/li/arv1126/RV1126_RV1109_LINUX_SDK_V2.1.0_20210512/prebuilts/gcc/linux-x86/arm/gcc-arm-8.3-2019.03-x86_64-arm-linux-gnueabihf/bin/../lib/gcc/arm-linux-gnueabihf/8.3.0/../../../../arm-linux-gnueabihf/bin/ld: /home/li/arv1126/fasydeploy/FastDeploy/build/fastdeploy-timvx/third_libs/install/paddlelite/lib/libtim-vx.so: undefined reference tovxReleaseTensorAddressing' 我用 你们使用的 fastdeploy 里面的 paddlite 库 会报错 请问 你们用哪个版本的gcc 能发gcc 编译包 发一下吗 lite-linux-armhf-timvx-20221229.tgz

yeliang2258 commented 1 year ago

你用最新的develop版本就可以

liruiyan commented 1 year ago

你用最新的develop版本就可以 @yeliang2258 我就是用的 最新的啊fastdeploy 奇怪 为啥我的 启动不老 npu libnnadapter.so libtim-vx.so libverisilicon_timvx.so 这些库 你们没有用吧 我用自己的 paddlelite 因为用你们的 会报错 std::__throw_bad_function_call()@GLIBCXX_3.4.14' 这种 gcc 版本不同的错

yeliang2258 commented 1 year ago

所有用的库都在install/lib下面

liruiyan commented 1 year ago

昨天辛辛苦苦 知道 paddlelite 的你们提供的 gcc 可以使用 fastdeploy 里面install/lib 的库了 发现 跟我用 paddle 2.12 版本 一样 报同样的错误 Segmentation fault 你们 真的 可以自己用 最新的 paddlelite 版本 配合最新的 fastdeploy 版本 看看 是不是 跟我一样 不能在 npu中运行 导致运行很慢

liruiyan commented 1 year ago

./lite/tools/build_linux.sh --with_extra=ON --with_log=OFF --with_cv=OFF --with_exception=ON --arch=armv7hf --with_nnadapter=ON --nnadapter_with_verisilicon_timvx=ON --nnadapter_verisilicon_timvx_src_git_tag=main --nnadapter_verisilicon_timvx_viv_sdk_url=http://paddlelite-demo.bj.bcebos.com/devices/verisilicon/sdk/viv_sdk_linux_arm32_6_4_6_5_generic.tgz full_publish

paddle 编译的时候没有 加入npu导致的 我自己的问题