No difference between CPU and Jetson nano

Hi… I am running face detection python code in CPU. I am obtaining FPS of ~45. while running the same code on Jetson nano, there is no improvement of FPS. what to do to overcome this issue. I have tried some other python programs in jetson nano. but there is no difference. someone Please help me…

Your question is not clear. What code you are running and with what CPU? Without this information FPS does not mean anything.

If you are comparing performance of Jetson Nano CPU and GPU with right batch size and resolution, there is should be huge difference, otherwise you running on CPU in both cases.

If you are comparing Jetson Nano GPU to powerful desktop CPU, then you are not correctly comparing them. Jetson Nano consumes 10W but desktop CPU usually consumes order of magnitude more power. For example, if you have the same performance with 10W GPU in Jetson Nano and 100W desktop CPU that means Jetson Nano is 10 times better. Not to mention the price difference between desktop PC and Jetson Nano, especially 2GB version.

Thanks for your response. I am running opencv dnn based face detection code in windows 10 pro, intel core i5-9400f CPU@2.9 ghz processor with 16 GB RAM. With this I am getting 45 FPS. While running the same in jetson nano B01 module, I can get ~45 fps. Another example, with yolov4 person detection i am getting ~4FPS in both jetson nano and windows CPU.

Jetson nano has jetpack version of 4.4.1 and opencv 4.1.1 by default

  1. If I want to improve FPS in yolov4 based person detection what should i do?
  2. How can I confirm jetson is using CPU or GPU?
  3. Is there any changes i have to make in code or settings to work with jetson GPU?

I suggest to install jtop, it will show a lot of useful information including CPU/GPU load: https://pypi.org/project/jetson-stats/. If GPU is fully loaded when running your code and you are using maximum power (NV Power in jtop should be “MAXN”), you will know you are using GPU efficiently.

I did not try using OpenCV myself yet but in this thread mdegans wrote that “OpenCV installed by default on nano does not have CUDA built in. You can see with print(cv2.getBuildInformaton()) in Python or (or cv2::getBuildInformation() in C/c++ probably. Almost all the fun build options are off.”. In other words, you have to build OpenCV with GPU support to get GPU acceleration in OpenCV.

UPDATE:
I looked around for more information about OpenCV on Jetson Nano since in the near future I planned to use it too, so I decided it is good time to figure out how to get it working with GPU. To check if OpenCV has cuda, run python3 and execute the following code:

import cv
print(cv2.cuda.getCudaEnabledDeviceCount())

If output is zero, then OpenCV needs to be built with GPU support. Here is an article how to install OpenCV 4.5 on Jetson Nano, it contains a lot of details how to install all the requirements to build OpenCV and how to compile it with GPU support.

Ok…Thanks for your timely support. I will try those things and get you back

While running the code CPU is fully loaded but not the GPU. NV Power[0] is MAXN in jtop and also opencv is compiled with CUDA. I am getting 1 for print(cv2.cuda.getCudaEnabledDeviceCount())… FPS is still very much low. what would be the reason?

Hmm… other users here may be more familiar with openCV so my comments may not be that correct.

  1. Please check if your code implementation is really using CUDA. You compiled openCV source with CUDA does not represent your program will use CUDA to run…
    For example, openCV has “Mat” and “GpuMat” to handle data. Only those data stored by GpuMat is able to passed and run by cuda kernel. If it is just handled by “Mat”, no matter how many configuration you are done in system side (MaxN), it will not run by GPU.

  2. You can use tegrastats tool to see the gpu loading. The value after GR3D_FREQ is the loading of GPU.

nvidia@tegra-ubuntu:~$ sudo tegrastats
[sudo] password for nvidia:
RAM 601/1972MB (lfb 206x4MB) SWAP 0/986MB (cached 0MB) IRAM 0/252kB(lfb 252kB) CPU [6%@102,8%@102,1%@102,3%@102] EMC_FREQ 2%@1600 GR3D_FREQ 0%@76 APE 25 PLL@30C CPU@32C PMIC@100C GPU@32C AO@37.5C thermal@32C

1 Like

Anyway thanks for your suggestion… I checked using tegrastats too. Is there any changes i have to make in program to run in GPU?. Any help will be appreciable

If you want other users to help review and give suggestion of your program, then what you need to do is share your current code to let other check. Maybe you can dig into your code and tell us which line you think should be running on GPU but it does not happen.

or maybe you can ask this question in opencv forum. If you just want their sample code to run with CUDA enabled, they may give you a quick answer.

Okk…Thanks for your reply.

Hi… I have given part of my code. someone, Please tell me the reason behind:

    MIN_CONF = 0.3
    NMS_THRESH = 0.3

    def people_detection(frame, net, ln, personId):
            (H, W) = frame.shape[:2]
            results = [x]
            blob = cv2.dnn.blobFromImage(frame, 1/255.0, (320, 320), (0, 0, 0), True, False) 
            net.setInput(blob)
            layerOutputs = net.forward(ln)

            boxes = []
            centroids = []
            bot_centroids = []
            confidences = []

            for output in layerOutputs:
                    for detection in output:
                             scores = detection[5:]
                             classID = np.argmax(scores)
                             confidence = scores[classID]

                             if classID == personId and confidence > MIN_CONF:
                                     box = detection[0:4] * np.array([W, H, W, H])
                                     (centerX, centerY, width, height) = box.astype("int")

                                      x = int(centerX - (width / 2))
                                      y = int(centerY - (height / 2))

                                      boxes.append([x, y, int(width), int(height)])
                                      centroids.append((centerX, centerY))
                                      bot_centroids.append((centerX, y + height))
                                      confidences.append(float(confidence))

             idxs = cv2.dnn.NMSBoxes(boxes, confidences, MIN_CONF, NMS_THRESH)

             if len(idxs) > 0:
                    for i in idxs.flatten():
                              (x, y) = (boxes[i][0], boxes[i][1])
                              (w, h) = (boxes[i][2], boxes[i][3])

                              r = (confidences[i], (x, y, x + w, y + h), bot_centroids[i], centroids[i])
                              results.append(r)

           return results

In the above code, “cv2.dnn.blobFromImage(frame, 1/255.0, (320, 320), (0, 0, 0), True, False)” line is taking much time to compute. Due to this FPS reduces a lot.

Hi,

I checked some posts in opencv forum. Looks like the cuda backend needs a manual enable for openCV DNN.

Maybe search some terms as below one may help your case.

net.setPreferableBackend(cv2.dnn.DNN_BACKEND_CUDA)
net.setPreferableTarget(cv2.dnn.DNN_TARGET_CUDA)

Your code is not complete. I don’t see you have set CUDA as the preferable backend and target.

use_gpu = True

# load the serialized model
net = cv2.dnn.readNetFromCaffe(prototxt, model)

# check if we are going to use GPU
if use_gpu:
    # set CUDA as the preferable backend and target
    net.setPreferableBackend(cv2.dnn.DNN_BACKEND_CUDA)
    net.setPreferableTarget(cv2.dnn.DNN_TARGET_CUDA)

# ...
blob = cv2.dnn.blobFromImage(frame, 1/255.0, (320, 320), (0, 0, 0), True, False) 
net.setInput(blob)
layerOutputs = net.forward(ln)
# ...
1 Like

Thanks @WayneWWW & @sdranju… By setting backend and target to CUDA i can get 1.9 FPS. Better than before, but it is insufficient for real time applications.

Could you share me your current tegrastats result?

[sudo] password for genn:
RAM 2787/3956MB (lfb 3x1MB) SWAP 1254/1978MB (cached 11MB) IRAM 0/252kB(lfb 252kB) CPU [48%@1479,16%@1479,12%@1479,11%@1479] EMC_FREQ 4%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@42.5C PMIC@100C GPU@41C AO@49.5C thermal@42.25C POM_5V_IN 3636/3636 POM_5V_GPU 39/39 POM_5V_CPU 1446/1446
RAM 2938/3956MB (lfb 3x1MB) SWAP 1254/1978MB (cached 11MB) IRAM 0/252kB(lfb 252kB) CPU [27%@1479,6%@1479,47%@1479,6%@1479] EMC_FREQ 5%@1600 GR3D_FREQ 11%@76 APE 25 PLL@41C CPU@41.5C PMIC@100C GPU@41C AO@49.5C thermal@41C POM_5V_IN 2986/3311 POM_5V_GPU 156/97 POM_5V_CPU 784/1115
RAM 2951/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 11MB) IRAM 0/252kB(lfb 252kB) CPU [30%@1479,12%@1479,10%@1479,25%@1479] EMC_FREQ 4%@1600 GR3D_FREQ 29%@76 APE 25 PLL@41C CPU@42.5C PMIC@100C GPU@41C AO@49.5C thermal@41C POM_5V_IN 3368/3330 POM_5V_GPU 117/104 POM_5V_CPU 1253/1161
RAM 2943/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 11MB) IRAM 0/252kB(lfb 252kB) CPU [23%@1224,19%@1224,21%@1224,28%@1224] EMC_FREQ 4%@1600 GR3D_FREQ 0%@76 APE 25 PLL@40.5C CPU@41.5C PMIC@100C GPU@41C AO@49.5C thermal@41.75C POM_5V_IN 2519/3127 POM_5V_GPU 39/87 POM_5V_CPU 432/978
RAM 2932/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 10MB) IRAM 0/252kB(lfb 252kB) CPU [19%@1224,15%@1224,30%@1224,23%@1224] EMC_FREQ 4%@1600 GR3D_FREQ 0%@76 APE 25 PLL@40.5C CPU@41.5C PMIC@100C GPU@41C AO@49C thermal@41.25C POM_5V_IN 2632/3028 POM_5V_GPU 78/85 POM_5V_CPU 550/893
RAM 2931/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 10MB) IRAM 0/252kB(lfb 252kB) CPU [23%@1479,12%@1479,20%@1479,21%@1479] EMC_FREQ 4%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@42C PMIC@100C GPU@41C AO@49C thermal@41.5C POM_5V_IN 2907/3008 POM_5V_GPU 78/84 POM_5V_CPU 785/875
RAM 2960/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 10MB) IRAM 0/252kB(lfb 252kB) CPU [28%@1479,31%@1479,32%@1479,13%@1479] EMC_FREQ 4%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@42C PMIC@100C GPU@41C AO@49.5C thermal@41.25C POM_5V_IN 3020/3009 POM_5V_GPU 78/83 POM_5V_CPU 902/878
RAM 2989/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 9MB) IRAM 0/252kB(lfb 252kB) CPU [24%@1224,25%@1224,37%@1224,16%@1224] EMC_FREQ 4%@1600 GR3D_FREQ 0%@153 APE 25 PLL@41C CPU@41.5C PMIC@100C GPU@41C AO@49.5C thermal@41.5C POM_5V_IN 2711/2972 POM_5V_GPU 78/82 POM_5V_CPU 628/847
RAM 3008/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 9MB) IRAM 0/252kB(lfb 252kB) CPU [17%@1224,25%@1224,9%@1224,25%@1224] EMC_FREQ 4%@1600 GR3D_FREQ 0%@153 APE 25 PLL@41C CPU@41.5C PMIC@100C GPU@41C AO@49.5C thermal@41.75C POM_5V_IN 2632/2934 POM_5V_GPU 78/82 POM_5V_CPU 471/805
RAM 3010/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 8MB) IRAM 0/252kB(lfb 252kB) CPU [12%@1224,10%@1224,12%@1224,15%@1224] EMC_FREQ 4%@1600 GR3D_FREQ 0%@153 APE 25 PLL@41C CPU@41.5C PMIC@100C GPU@40.5C AO@49.5C thermal@41.5C POM_5V_IN 2632/2904 POM_5V_GPU 78/81 POM_5V_CPU 550/780
RAM 3014/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 8MB) IRAM 0/252kB(lfb 252kB) CPU [13%@1224,8%@1224,7%@1224,20%@1224] EMC_FREQ 3%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@42C PMIC@100C GPU@41C AO@49.5C thermal@41.25C POM_5V_IN 2750/2890 POM_5V_GPU 39/78 POM_5V_CPU 668/769
RAM 3020/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 8MB) IRAM 0/252kB(lfb 252kB) CPU [17%@1479,9%@1479,7%@1479,15%@1479] EMC_FREQ 3%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@42C PMIC@100C GPU@41C AO@49.5C thermal@41.5C POM_5V_IN 2632/2868 POM_5V_GPU 39/74 POM_5V_CPU 589/754
RAM 3027/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 7MB) IRAM 0/252kB(lfb 252kB) CPU [14%@1224,9%@1224,9%@1224,21%@1224] EMC_FREQ 3%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@41.5C PMIC@100C GPU@41C AO@49C thermal@41.5C POM_5V_IN 2637/2850 POM_5V_GPU 78/75 POM_5V_CPU 511/736
RAM 3034/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 7MB) IRAM 0/252kB(lfb 252kB) CPU [19%@1479,13%@1479,9%@1479,5%@1479] EMC_FREQ 3%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@41.5C PMIC@100C GPU@40.5C AO@49.5C thermal@41.5C POM_5V_IN 2519/2827 POM_5V_GPU 39/72 POM_5V_CPU 510/719
RAM 3042/3956MB (lfb 2x512kB) SWAP 1254/1978MB (cached 7MB) IRAM 0/252kB(lfb 252kB) CPU [17%@1224,6%@1224,17%@1224,9%@1224] EMC_FREQ 3%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@42C PMIC@100C GPU@41C AO@49.5C thermal@41.25C POM_5V_IN 2479/2804 POM_5V_GPU 39/70 POM_5V_CPU 393/698
RAM 3042/3956MB (lfb 6x512kB) SWAP 1254/1978MB (cached 7MB) IRAM 0/252kB(lfb 252kB) CPU [13%@1224,17%@1224,17%@1224,9%@1224] EMC_FREQ 3%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@41.5C PMIC@100C GPU@41C AO@49.5C thermal@41.5C POM_5V_IN 2750/2800 POM_5V_GPU 78/70 POM_5V_CPU 668/696
RAM 3305/3956MB (lfb 3x512kB) SWAP 1282/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [67%@1479,34%@1479,86%@1479,37%@1479] EMC_FREQ 6%@1600 GR3D_FREQ 19%@153 APE 25 PLL@42C CPU@43.5C PMIC@100C GPU@41.5C AO@50C thermal@42.25C POM_5V_IN 4138/2879 POM_5V_GPU 116/73 POM_5V_CPU 1831/763
RAM 3324/3956MB (lfb 2x512kB) SWAP 1282/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1224,11%@1224,11%@1224,11%@1224] EMC_FREQ 5%@1600 GR3D_FREQ 0%@153 APE 25 PLL@41C CPU@42C PMIC@100C GPU@41C AO@50C thermal@41.75C POM_5V_IN 2597/2863 POM_5V_GPU 39/71 POM_5V_CPU 511/749
RAM 3360/3956MB (lfb 2x512kB) SWAP 1282/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [23%@1224,9%@1224,17%@1224,17%@1224] EMC_FREQ 4%@1600 GR3D_FREQ 0%@153 APE 25 PLL@41C CPU@41.5C PMIC@100C GPU@41C AO@49.5C thermal@41.5C POM_5V_IN 2637/2851 POM_5V_GPU 78/71 POM_5V_CPU 511/736
RAM 3409/3956MB (lfb 2x512kB) SWAP 1282/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [28%@1479,24%@1479,22%@1479,8%@1479] EMC_FREQ 4%@1600 GR3D_FREQ 40%@153 APE 25 PLL@41C CPU@42.5C PMIC@100C GPU@41C AO@50C thermal@41.5C POM_5V_IN 3485/2883 POM_5V_GPU 117/74 POM_5V_CPU 1253/762
RAM 3435/3956MB (lfb 2x512kB) SWAP 1283/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [17%@1224,14%@1224,16%@1224,15%@1224] EMC_FREQ 4%@1600 GR3D_FREQ 0%@153 APE 25 PLL@41C CPU@42C PMIC@100C GPU@41C AO@50C thermal@41.5C POM_5V_IN 2672/2873 POM_5V_GPU 78/74 POM_5V_CPU 550/752
RAM 3467/3956MB (lfb 2x512kB) SWAP 1284/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [16%@1224,19%@1224,10%@1224,24%@1224] EMC_FREQ 4%@1600 GR3D_FREQ 0%@153 APE 25 PLL@41C CPU@41.5C PMIC@100C GPU@41C AO@49.5C thermal@41.5C POM_5V_IN 2593/2860 POM_5V_GPU 78/74 POM_5V_CPU 550/743
RAM 3492/3956MB (lfb 2x512kB) SWAP 1285/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [20%@1479,10%@1479,15%@1479,21%@1479] EMC_FREQ 7%@1600 GR3D_FREQ 99%@921 APE 25 PLL@42C CPU@44.5C PMIC@100C GPU@43.5C AO@54C thermal@41.5C POM_5V_IN 7552/3064 POM_5V_GPU 3903/240 POM_5V_CPU 575/735
RAM 3496/3956MB (lfb 2x512kB) SWAP 1285/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [15%@1479,7%@1479,22%@1479,19%@1479] EMC_FREQ 7%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@42C PMIC@100C GPU@41C AO@49.5C thermal@44C POM_5V_IN 2947/3059 POM_5V_GPU 78/234 POM_5V_CPU 863/741
RAM 3498/3956MB (lfb 2x512kB) SWAP 1285/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1224,11%@1224,16%@1224,13%@1224] EMC_FREQ 6%@1600 GR3D_FREQ 0%@76 APE 25 PLL@41C CPU@42C PMIC@100C GPU@41C AO@50C thermal@42C POM_5V_IN 2790/3048 POM_5V_GPU 117/229 POM_5V_CPU 589/734
RAM 3503/3956MB (lfb 2x512kB) SWAP 1285/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [22%@1224,20%@1224,35%@1224,25%@1224] EMC_FREQ 14%@1600 GR3D_FREQ 99%@921 APE 25 PLL@42C CPU@45.5C PMIC@100C GPU@44.5C AO@54.5C thermal@42.5C POM_5V_IN 7807/3231 POM_5V_GPU 4202/382 POM_5V_CPU 459/724
RAM 3503/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [27%@1224,27%@1224,9%@1224,24%@1224] EMC_FREQ 19%@1600 GR3D_FREQ 99%@921 APE 25 PLL@42.5C CPU@45C PMIC@100C GPU@44C AO@55C thermal@44.25C POM_5V_IN 7437/3387 POM_5V_GPU 4018/516 POM_5V_CPU 421/713
RAM 3503/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [37%@1224,11%@1224,30%@1224,16%@1224] EMC_FREQ 22%@1600 GR3D_FREQ 99%@921 APE 25 PLL@42.5C CPU@45C PMIC@100C GPU@44C AO@54.5C thermal@45C POM_5V_IN 7360/3529 POM_5V_GPU 3827/635 POM_5V_CPU 536/706
RAM 3502/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [13%@1479,16%@1479,33%@1479,20%@1479] EMC_FREQ 25%@1600 GR3D_FREQ 99%@921 APE 25 PLL@42C CPU@45.5C PMIC@100C GPU@44C AO@55C thermal@44.75C POM_5V_IN 7475/3665 POM_5V_GPU 4018/751 POM_5V_CPU 650/704
RAM 3502/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [24%@1224,4%@1224,36%@1224,11%@1224] EMC_FREQ 26%@1600 GR3D_FREQ 99%@921 APE 25 PLL@42C CPU@45C PMIC@100C GPU@44C AO@54C thermal@45C POM_5V_IN 6174/3749 POM_5V_GPU 3159/831 POM_5V_CPU 654/703
RAM 3502/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1224,25%@1224,16%@1224,22%@1224] EMC_FREQ 27%@1600 GR3D_FREQ 99%@921 APE 25 PLL@42C CPU@45C PMIC@100C GPU@44C AO@54C thermal@45.25C POM_5V_IN 5769/3814 POM_5V_GPU 2628/889 POM_5V_CPU 811/706
RAM 3502/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [29%@1479,5%@1479,21%@1479,20%@1479] EMC_FREQ 28%@1600 GR3D_FREQ 99%@921 APE 25 PLL@42.5C CPU@44.5C PMIC@100C GPU@43.5C AO@53C thermal@44C POM_5V_IN 4630/3839 POM_5V_GPU 1515/909 POM_5V_CPU 1048/717
RAM 3502/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1479,4%@1479,18%@1479,21%@1479] EMC_FREQ 29%@1600 GR3D_FREQ 0%@921 APE 25 PLL@42.5C CPU@44C PMIC@100C GPU@43C AO@51C thermal@44C POM_5V_IN 3407/3826 POM_5V_GPU 430/894 POM_5V_CPU 1018/726
RAM 3502/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [28%@1479,5%@1479,20%@1479,25%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 0%@921 APE 25 PLL@42.5C CPU@44C PMIC@100C GPU@43.5C AO@51.5C thermal@44.25C POM_5V_IN 3753/3824 POM_5V_GPU 702/889 POM_5V_CPU 1055/736
RAM 3502/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [27%@1479,11%@1479,31%@1479,5%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 0%@921 APE 25 PLL@43C CPU@44.5C PMIC@100C GPU@43.5C AO@52.5C thermal@44.75C POM_5V_IN 4443/3842 POM_5V_GPU 1169/897 POM_5V_CPU 1052/745
RAM 3502/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [22%@1479,16%@1479,27%@1479,10%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 0%@921 APE 25 PLL@43C CPU@45.5C PMIC@100C GPU@44C AO@53C thermal@45.25C POM_5V_IN 5507/3888 POM_5V_GPU 2090/930 POM_5V_CPU 853/748
RAM 3502/3956MB (lfb 2x512kB) SWAP 1286/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [30%@1224,21%@1224,14%@1224,21%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@43C CPU@46C PMIC@100C GPU@45C AO@56C thermal@45.25C POM_5V_IN 7947/3998 POM_5V_GPU 4119/1016 POM_5V_CPU 611/744
RAM 3500/3956MB (lfb 1x2MB) SWAP 1288/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [31%@1224,22%@1224,24%@1224,22%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@43C CPU@46C PMIC@100C GPU@45C AO@55.5C thermal@45.25C POM_5V_IN 8138/4107 POM_5V_GPU 4157/1099 POM_5V_CPU 649/741
RAM 3500/3956MB (lfb 1x2MB) SWAP 1288/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [34%@1224,16%@1224,38%@1224,14%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@43C CPU@46C PMIC@100C GPU@45.5C AO@55.5C thermal@45.5C POM_5V_IN 7947/4205 POM_5V_GPU 4043/1174 POM_5V_CPU 611/738
RAM 3498/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [28%@1224,23%@1224,22%@1224,17%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@43C CPU@45.5C PMIC@100C GPU@45.5C AO@56C thermal@44.25C POM_5V_IN 7219/4280 POM_5V_GPU 3865/1241 POM_5V_CPU 498/732
RAM 3496/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [29%@1479,19%@1479,19%@1479,12%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@43C CPU@46C PMIC@100C GPU@45.5C AO@55C thermal@44.25C POM_5V_IN 7398/4356 POM_5V_GPU 3750/1303 POM_5V_CPU 613/729
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1479,7%@1479,19%@1479,22%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@43C CPU@46.5C PMIC@100C GPU@45.5C AO@56C thermal@45.5C POM_5V_IN 7552/4432 POM_5V_GPU 4056/1368 POM_5V_CPU 613/726
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1224,22%@1224,26%@1224,10%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@43C CPU@46.5C PMIC@100C GPU@45.5C AO@56C thermal@45.5C POM_5V_IN 6808/4488 POM_5V_GPU 3571/1419 POM_5V_CPU 691/725
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [25%@1224,8%@1224,38%@1224,7%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@43C CPU@46C PMIC@100C GPU@45.5C AO@55C thermal@45.75C POM_5V_IN 5991/4522 POM_5V_GPU 2932/1454 POM_5V_CPU 694/725
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [24%@1479,38%@1479,6%@1479,7%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 97%@921 APE 25 PLL@43C CPU@45.5C PMIC@100C GPU@44.5C AO@54C thermal@45.75C POM_5V_IN 4817/4528 POM_5V_GPU 1822/1462 POM_5V_CPU 892/728
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [29%@1479,19%@1479,20%@1479,2%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 0%@921 APE 25 PLL@43.5C CPU@45C PMIC@100C GPU@44C AO@52.5C thermal@46C POM_5V_IN 3446/4505 POM_5V_GPU 391/1439 POM_5V_CPU 1290/741
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1479,17%@1479,22%@1479,6%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 0%@921 APE 25 PLL@44C CPU@45C PMIC@100C GPU@44.5C AO@53C thermal@46.5C POM_5V_IN 3753/4489 POM_5V_GPU 625/1421 POM_5V_CPU 1094/748
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [24%@1479,5%@1479,31%@1479,12%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 0%@921 APE 25 PLL@44C CPU@45.5C PMIC@100C GPU@45C AO@53C thermal@45C POM_5V_IN 4404/4487 POM_5V_GPU 1130/1415 POM_5V_CPU 1013/754
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [25%@1479,6%@1479,14%@1479,26%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 0%@921 APE 25 PLL@44C CPU@45.5C PMIC@100C GPU@45C AO@53.5C thermal@44.75C POM_5V_IN 5390/4505 POM_5V_GPU 2052/1428 POM_5V_CPU 853/756
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [27%@1224,24%@1224,4%@1224,15%@1224] EMC_FREQ 32%@1600 GR3D_FREQ 97%@921 APE 25 PLL@44C CPU@47C PMIC@100C GPU@46C AO@56.5C thermal@45.5C POM_5V_IN 7513/4566 POM_5V_GPU 3795/1476 POM_5V_CPU 537/751
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1224,28%@1224,18%@1224,32%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 97%@921 APE 25 PLL@44.5C CPU@47C PMIC@100C GPU@46.5C AO@57C thermal@46.5C POM_5V_IN 7909/4631 POM_5V_GPU 4119/1527 POM_5V_CPU 649/749
RAM 3497/3956MB (lfb 1x1MB) SWAP 1292/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1479,40%@1479,33%@1479,25%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@44C CPU@48C PMIC@100C GPU@46.5C AO@57.5C thermal@47C POM_5V_IN 8023/4696 POM_5V_GPU 3890/1573 POM_5V_CPU 1068/755
RAM 3501/3956MB (lfb 2x512kB) SWAP 1296/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [29%@1479,36%@1479,26%@1479,41%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45C CPU@47C PMIC@100C GPU@46.5C AO@56.5C thermal@47C POM_5V_IN 8429/4767 POM_5V_GPU 3427/1608 POM_5V_CPU 1904/777
RAM 3502/3956MB (lfb 2x512kB) SWAP 1301/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [55%@1479,32%@1479,43%@1479,38%@1479] EMC_FREQ 32%@1600 GR3D_FREQ 48%@921 APE 25 PLL@44C CPU@45.5C PMIC@100C GPU@45.5C AO@55C thermal@46.5C POM_5V_IN 4747/4766 POM_5V_GPU 1476/1605 POM_5V_CPU 1204/785
RAM 3502/3956MB (lfb 2x512kB) SWAP 1301/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [49%@1479,33%@1479,34%@1479,63%@1479] EMC_FREQ 34%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45C CPU@47.5C PMIC@100C GPU@46.5C AO@57.5C thermal@46.75C POM_5V_IN 8124/4827 POM_5V_GPU 3808/1645 POM_5V_CPU 1258/794
RAM 3501/3956MB (lfb 2x512kB) SWAP 1301/1978MB (cached 3MB) IRAM 0/252kB(lfb 252kB) CPU [42%@1479,19%@1479,17%@1479,32%@1479] EMC_FREQ 33%@1600 GR3D_FREQ 99%@921 APE 25 PLL@44.5C CPU@46.5C PMIC@100C GPU@46.5C AO@57C thermal@45.75C POM_5V_IN 7539/4876 POM_5V_GPU 3782/1683 POM_5V_CPU 955/796
RAM 3512/3956MB (lfb 2x512kB) SWAP 1301/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [43%@1479,49%@1479,61%@1479,31%@1479] EMC_FREQ 33%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45C CPU@48.5C PMIC@100C GPU@46.5C AO@56.5C thermal@46.25C POM_5V_IN 6808/4910 POM_5V_GPU 2880/1704 POM_5V_CPU 1497/809
RAM 3518/3956MB (lfb 2x512kB) SWAP 1298/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [48%@1479,26%@1479,41%@1479,42%@1479] EMC_FREQ 35%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45.5C CPU@48C PMIC@100C GPU@47C AO@57C thermal@47.25C POM_5V_IN 8100/4965 POM_5V_GPU 3731/1739 POM_5V_CPU 1373/818
RAM 3518/3956MB (lfb 2x512kB) SWAP 1298/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [42%@1428,46%@1428,50%@1428,37%@1428] EMC_FREQ 35%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45C CPU@47C PMIC@100C GPU@46.5C AO@57C thermal@47.5C POM_5V_IN 7322/5005 POM_5V_GPU 3482/1769 POM_5V_CPU 843/819
RAM 3518/3956MB (lfb 2x512kB) SWAP 1298/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [36%@1479,27%@1479,36%@1479,23%@1479] EMC_FREQ 33%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45C CPU@48C PMIC@100C GPU@47C AO@57.5C thermal@47C POM_5V_IN 7616/5048 POM_5V_GPU 3706/1801 POM_5V_CPU 1262/826
RAM 3518/3956MB (lfb 2x512kB) SWAP 1298/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [24%@1479,28%@1479,21%@1479,19%@1479] EMC_FREQ 32%@1600 GR3D_FREQ 99%@921 APE 25 PLL@44.5C CPU@47.5C PMIC@100C GPU@46.5C AO@57C thermal@46.75C POM_5V_IN 6395/5070 POM_5V_GPU 2846/1818 POM_5V_CPU 1230/833
RAM 3518/3956MB (lfb 2x512kB) SWAP 1298/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [14%@1479,25%@1479,23%@1479,21%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@44.5C CPU@47.5C PMIC@100C GPU@45C AO@56C thermal@46C POM_5V_IN 5041/5070 POM_5V_GPU 1822/1818 POM_5V_CPU 1047/836
RAM 3518/3956MB (lfb 2x512kB) SWAP 1298/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [37%@1479,29%@1479,17%@1479,19%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 0%@921 APE 25 PLL@44.5C CPU@47C PMIC@100C GPU@45.5C AO@54.5C thermal@46C POM_5V_IN 3793/5050 POM_5V_GPU 507/1798 POM_5V_CPU 1288/843
RAM 3518/3956MB (lfb 2x512kB) SWAP 1298/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [28%@1479,27%@1479,30%@1479,13%@1479] EMC_FREQ 32%@1600 GR3D_FREQ 0%@921 APE 25 PLL@45C CPU@47.5C PMIC@100C GPU@45.5C AO@55C thermal@46.25C POM_5V_IN 4365/5039 POM_5V_GPU 1130/1787 POM_5V_CPU 1013/846
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [25%@1479,21%@1479,33%@1479,18%@1479] EMC_FREQ 32%@1600 GR3D_FREQ 60%@921 APE 25 PLL@45.5C CPU@48.5C PMIC@100C GPU@46.5C AO@56.5C thermal@47C POM_5V_IN 6444/5060 POM_5V_GPU 2889/1804 POM_5V_CPU 733/844
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [29%@1224,22%@1224,14%@1224,19%@1224] EMC_FREQ 32%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45C CPU@48C PMIC@100C GPU@47.5C AO@58C thermal@47.5C POM_5V_IN 7577/5099 POM_5V_GPU 3980/1837 POM_5V_CPU 460/838
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [30%@1224,43%@1224,15%@1224,19%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45.5C CPU@48C PMIC@100C GPU@47.5C AO@58.5C thermal@47.5C POM_5V_IN 7909/5141 POM_5V_GPU 4119/1871 POM_5V_CPU 687/836
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [21%@1479,25%@1479,24%@1479,14%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45C CPU@48.5C PMIC@100C GPU@47.5C AO@58.5C thermal@47.75C POM_5V_IN 7654/5177 POM_5V_GPU 3973/1902 POM_5V_CPU 612/833
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [29%@1224,23%@1224,21%@1224,29%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45C CPU@48.5C PMIC@100C GPU@47.5C AO@58C thermal@48C POM_5V_IN 7437/5210 POM_5V_GPU 3788/1929 POM_5V_CPU 690/831
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [31%@1224,27%@1224,14%@1224,20%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45.5C CPU@48.5C PMIC@100C GPU@47C AO@58.5C thermal@48C POM_5V_IN 7360/5241 POM_5V_GPU 3865/1957 POM_5V_CPU 690/829
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [30%@1224,28%@1224,32%@1224,27%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@45.5C CPU@48C PMIC@100C GPU@47C AO@57.5C thermal@47C POM_5V_IN 6318/5256 POM_5V_GPU 2658/1967 POM_5V_CPU 1194/834
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [46%@1479,17%@1479,16%@1479,9%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 0%@921 APE 25 PLL@45C CPU@47.5C PMIC@100C GPU@46C AO@54.5C thermal@46.75C POM_5V_IN 3290/5229 POM_5V_GPU 352/1944 POM_5V_CPU 1018/837
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [43%@1479,8%@1479,3%@1479,15%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 0%@921 APE 25 PLL@45.5C CPU@47.5C PMIC@100C GPU@46C AO@55C thermal@46.75C POM_5V_IN 3832/5210 POM_5V_GPU 741/1928 POM_5V_CPU 1054/839
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [41%@1479,13%@1479,11%@1479,16%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 0%@921 APE 25 PLL@46C CPU@48C PMIC@100C GPU@47C AO@56C thermal@46.75C POM_5V_IN 5498/5214 POM_5V_GPU 1897/1927 POM_5V_CPU 1047/842
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [50%@1224,23%@1224,25%@1224,25%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@46C CPU@49.5C PMIC@100C GPU@48C AO@59C thermal@47.5C POM_5V_IN 8061/5251 POM_5V_GPU 4043/1956 POM_5V_CPU 802/842
RAM 3515/3956MB (lfb 2x512kB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [29%@1224,14%@1224,41%@1224,20%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@46C CPU@49C PMIC@100C GPU@48C AO@59C thermal@48C POM_5V_IN 7807/5285 POM_5V_GPU 4241/1986 POM_5V_CPU 497/837
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [55%@1326,22%@1326,31%@1326,27%@1326] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@46.5C CPU@49C PMIC@100C GPU@48C AO@58.5C thermal@48C POM_5V_IN 7947/5320 POM_5V_GPU 3897/2011 POM_5V_CPU 1031/840
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [18%@1224,17%@1224,38%@1224,8%@1224] EMC_FREQ 29%@1600 GR3D_FREQ 99%@921 APE 25 PLL@46C CPU@48.5C PMIC@100C GPU@47.5C AO@58C thermal@48.25C POM_5V_IN 6058/5329 POM_5V_GPU 3005/2023 POM_5V_CPU 617/837
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [50%@1479,11%@1479,17%@1479,22%@1479] EMC_FREQ 29%@1600 GR3D_FREQ 96%@921 APE 25 PLL@46C CPU@48C PMIC@100C GPU@46.5C AO@57C thermal@48.25C POM_5V_IN 4661/5321 POM_5V_GPU 1243/2013 POM_5V_CPU 1359/843
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [30%@1479,9%@1479,22%@1479,20%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 2%@921 APE 25 PLL@46.5C CPU@47C PMIC@100C GPU@46.5C AO@55.5C thermal@48.5C POM_5V_IN 3904/5303 POM_5V_GPU 585/1996 POM_5V_CPU 1210/848
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [37%@1479,23%@1479,15%@1479,26%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 2%@921 APE 25 PLL@46.5C CPU@48C PMIC@100C GPU@47C AO@56.5C thermal@48.5C POM_5V_IN 5127/5301 POM_5V_GPU 1590/1991 POM_5V_CPU 1087/851
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [34%@1224,14%@1224,15%@1224,16%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 96%@921 APE 25 PLL@46.5C CPU@49.5C PMIC@100C GPU@48.5C AO@59C thermal@49C POM_5V_IN 7909/5333 POM_5V_GPU 4126/2017 POM_5V_CPU 612/848
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [16%@1224,13%@1224,23%@1224,29%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 98%@921 APE 25 PLL@46.5C CPU@49C PMIC@100C GPU@48.5C AO@59.5C thermal@49C POM_5V_IN 7807/5362 POM_5V_GPU 4126/2042 POM_5V_CPU 459/843
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [36%@1224,11%@1224,19%@1224,5%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@46.5C CPU@49.5C PMIC@100C GPU@48.5C AO@59.5C thermal@48.5C POM_5V_IN 7769/5391 POM_5V_GPU 4202/2068 POM_5V_CPU 459/839
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1479,24%@1479,36%@1479,8%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@46.5C CPU@49.5C PMIC@100C GPU@48.5C AO@59.5C thermal@47.5C POM_5V_IN 7539/5416 POM_5V_GPU 3973/2090 POM_5V_CPU 612/836
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [28%@1479,7%@1479,17%@1479,22%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@46.5C CPU@49.5C PMIC@100C GPU@48.5C AO@59.5C thermal@47.5C POM_5V_IN 7437/5440 POM_5V_GPU 3827/2110 POM_5V_CPU 651/834
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [48%@1224,17%@1224,12%@1224,6%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@46.5C CPU@50C PMIC@100C GPU@48.5C AO@60C thermal@48.5C POM_5V_IN 7283/5461 POM_5V_GPU 3788/2130 POM_5V_CPU 766/833
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [23%@1224,12%@1224,24%@1224,23%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@46.5C CPU@49C PMIC@100C GPU@48.5C AO@59C thermal@48.5C POM_5V_IN 6174/5469 POM_5V_GPU 2928/2139 POM_5V_CPU 770/832
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [48%@1479,14%@1479,19%@1479,13%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 10%@921 APE 25 PLL@47C CPU@48.5C PMIC@100C GPU@47C AO@56.5C thermal@49C POM_5V_IN 4099/5454 POM_5V_GPU 623/2122 POM_5V_CPU 1364/838
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [26%@1479,17%@1479,24%@1479,17%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 0%@921 APE 25 PLL@47C CPU@48C PMIC@100C GPU@47.5C AO@56.5C thermal@49.25C POM_5V_IN 4404/5442 POM_5V_GPU 1206/2111 POM_5V_CPU 974/840
RAM 3515/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [22%@1479,29%@1479,23%@1479,22%@1479] EMC_FREQ 32%@1600 GR3D_FREQ 95%@921 APE 25 PLL@47.5C CPU@50C PMIC@100C GPU@49C AO@59.5C thermal@49.25C POM_5V_IN 8200/5472 POM_5V_GPU 3966/2132 POM_5V_CPU 1146/843
RAM 3515/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [25%@1479,21%@1479,39%@1479,15%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@47C CPU@50.5C PMIC@100C GPU@49.5C AO@61C thermal@49.75C POM_5V_IN 8023/5500 POM_5V_GPU 4272/2155 POM_5V_CPU 611/841
RAM 3515/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [38%@1224,11%@1224,28%@1224,12%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@47.5C CPU@50C PMIC@100C GPU@49C AO@60.5C thermal@49.75C POM_5V_IN 7437/5521 POM_5V_GPU 3903/2174 POM_5V_CPU 536/837
RAM 3515/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [30%@1224,25%@1224,6%@1224,14%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@47.5C CPU@49.5C PMIC@100C GPU@49.5C AO@60C thermal@49.75C POM_5V_IN 7360/5540 POM_5V_GPU 3827/2191 POM_5V_CPU 536/834
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [50%@1224,13%@1224,8%@1224,5%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@47.5C CPU@51C PMIC@100C GPU@49C AO@60.5C thermal@50C POM_5V_IN 7245/5558 POM_5V_GPU 3903/2209 POM_5V_CPU 575/831
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [32%@1224,4%@1224,22%@1224,19%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@47C CPU@49.5C PMIC@100C GPU@49C AO@59.5C thermal@49C POM_5V_IN 6367/5567 POM_5V_GPU 3120/2219 POM_5V_CPU 809/831
RAM 3513/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [33%@1479,23%@1479,15%@1479,19%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@47.5C CPU@49C PMIC@100C GPU@48.5C AO@58.5C thermal@48.75C POM_5V_IN 5352/5565 POM_5V_GPU 1819/2215 POM_5V_CPU 1355/837
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [36%@1479,8%@1479,23%@1479,10%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 0%@921 APE 25 PLL@47.5C CPU@49C PMIC@100C GPU@47.5C AO@56.5C thermal@48.5C POM_5V_IN 3485/5543 POM_5V_GPU 430/2197 POM_5V_CPU 1096/839
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [35%@1479,6%@1479,22%@1479,3%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 0%@921 APE 25 PLL@47.5C CPU@49C PMIC@100C GPU@48C AO@57C thermal@49.25C POM_5V_IN 3832/5526 POM_5V_GPU 741/2182 POM_5V_CPU 1016/841
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [35%@1479,9%@1479,18%@1479,4%@1479] EMC_FREQ 31%@1600 GR3D_FREQ 0%@921 APE 25 PLL@47.5C CPU@49C PMIC@100C GPU@48.5C AO@58C thermal@50.25C POM_5V_IN 5166/5522 POM_5V_GPU 1822/2178 POM_5V_CPU 893/842
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [34%@1224,20%@1224,7%@1224,6%@1224] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@48C CPU@50C PMIC@100C GPU@49.5C AO@60.5C thermal@49.75C POM_5V_IN 7552/5542 POM_5V_GPU 3973/2196 POM_5V_CPU 459/838
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [42%@1428,11%@1428,3%@1428,15%@1428] EMC_FREQ 31%@1600 GR3D_FREQ 99%@921 APE 25 PLL@48C CPU@51C PMIC@100C GPU@49.5C AO@61C thermal@49.75C POM_5V_IN 7909/5566 POM_5V_GPU 4233/2216 POM_5V_CPU 534/835
RAM 3514/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [33%@1479,8%@1479,9%@1479,20%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@47.5C CPU@50.5C PMIC@100C GPU@49.5C AO@60.5C thermal@49.75C POM_5V_IN 7692/5586 POM_5V_GPU 4011/2233 POM_5V_CPU 574/832
RAM 3515/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [32%@1224,6%@1224,6%@1224,25%@1224] EMC_FREQ 30%@1600 GR3D_FREQ 99%@921 APE 25 PLL@48C CPU@50.5C PMIC@100C GPU@49.5C AO@60.5C thermal@50.5C POM_5V_IN 7398/5604 POM_5V_GPU 3795/2248 POM_5V_CPU 575/830
RAM 3515/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [44%@1224,6%@1224,4%@1224,19%@1224] EMC_FREQ 29%@1600 GR3D_FREQ 99%@921 APE 25 PLL@48C CPU@51C PMIC@100C GPU@50C AO@61C thermal@49.75C POM_5V_IN 7322/5620 POM_5V_GPU 3903/2264 POM_5V_CPU 613/828
RAM 3515/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [41%@1224,7%@1224,14%@1224,8%@1224] EMC_FREQ 29%@1600 GR3D_FREQ 99%@921 APE 25 PLL@47.5C CPU@50C PMIC@100C GPU@49.5C AO@60C thermal@49.5C POM_5V_IN 6030/5624 POM_5V_GPU 2932/2270 POM_5V_CPU 733/827
RAM 3515/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [29%@1479,7%@1479,23%@1479,13%@1479] EMC_FREQ 29%@1600 GR3D_FREQ 96%@921 APE 25 PLL@47.5C CPU@49.5C PMIC@100C GPU@49C AO@59.5C thermal@49C POM_5V_IN 4591/5614 POM_5V_GPU 1631/2264 POM_5V_CPU 932/828
RAM 3515/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [41%@1479,10%@1479,3%@1479,11%@1479] EMC_FREQ 30%@1600 GR3D_FREQ 0%@921 APE 25 PLL@48C CPU@49.5C PMIC@100C GPU@48.5C AO@57.5C thermal@49.25C POM_5V_IN 3525/5595 POM_5V_GPU 430/2247 POM_5V_CPU 1094/830
RAM 3513/3956MB (lfb 1x1MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [33%@1479,12%@1479,14%@1479,16%@1479] EMC_FREQ 26%@1600 GR3D_FREQ 5%@921 APE 25 PLL@47.5C CPU@48.5C PMIC@100C GPU@48C AO@57C thermal@48.25C POM_5V_IN 3182/5573 POM_5V_GPU 274/2229 POM_5V_CPU 707/829
RAM 3077/3956MB (lfb 2x4MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [21%@1224,10%@1224,13%@1224,22%@1224] EMC_FREQ 19%@1600 GR3D_FREQ 0%@921 APE 25 PLL@47.5C CPU@48C PMIC@100C GPU@47.5C AO@56.5C thermal@48.25C POM_5V_IN 2794/5548 POM_5V_GPU 196/2211 POM_5V_CPU 472/826
RAM 3070/3956MB (lfb 2x4MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [37%@1224,21%@1224,14%@1224,18%@1224] EMC_FREQ 15%@1600 GR3D_FREQ 6%@921 APE 25 PLL@47C CPU@48.5C PMIC@100C GPU@48C AO@56.5C thermal@48C POM_5V_IN 2986/5524 POM_5V_GPU 275/2193 POM_5V_CPU 628/824
RAM 3070/3956MB (lfb 2x4MB) SWAP 1300/1978MB (cached 2MB) IRAM 0/252kB(lfb 252kB) CPU [6%@1224,9%@1224,5%@1224,6%@1224] EMC_FREQ 11%@1600 GR3D_FREQ 0%@921 APE 25 PLL@47C CPU@48C PMIC@100C GPU@47.5C AO@56.5C thermal@47.5C POM_5V_IN 2566/5498 POM_5V_GPU 197/2176 POM_5V_CPU 276/819

Looks like the GPU utility is already in the maximum.

GR3D_FREQ 99%@921

yes…Then how can i improve FPS?

Hi…Is there anybody?..Please help me to sort out the issue. As i said before, By setting backend and target to CUDA i can get only 1.9 FPS in jetson nano with jetpack 4.41 for YOLO4 person detection. I tried this to implement in realtime, but not sufficient FPS.

Here i want to know two things.

  1. As GPU is fully loaded while running the code, I have a doubt that is this is the maximum capacity of jetson?
  2. If not, Is there any other changes i have to make in configurations or code?

Maybe you can search the experience on this forum.