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I used Yolov8 to train my dataset with the CPU and it went great when I wanted to use GPU and train another dataset it's giving me NotImplementedError. i have set up cuda and pytroch and they are defined without any problems, How could I fix it. Please help me. Thank you
the code:
from ultralytics import YOLO
model = YOLO("yolov8m.yaml")
model.train(data="yolo_con.yaml", epochs=100)
my cuda version and Ultralytics:
2.3.0+cu121
12.1
3.11.4 (tags/v3.11.4:d2340ef, Jun 7 2023, 05:45:37) [MSC v.1934 64 bit (AMD64)]
Ultralytics YOLOv8.2.16 Python-3.11.4 torch-2.3.0+cu121 CUDA:0 (NVIDIA GeForce RTX 3070 Laptop GPU, 8192MiB)
Setup complete (16 CPUs, 15.7 GB RAM, 22.7/64.0 GB disk)
the error:
Ultralytics YOLOv8.2.16 Python-3.11.4 torch-2.3.0+cu121 CUDA:0 (NVIDIA GeForce RTX 3070 Laptop GPU, 8192MiB)
engine\trainer: task=detect, mode=train, model=yolov8m.yaml, data=yolo_con.yaml, epochs=100, time=None, patience=100, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs\detect\train
WARNING:tensorflow:From c:\Users\eraha\AppData\Local\Programs\Python\Python311\Lib\site-packages\keras\src\losses.py:2976: The name tf.losses.sparse_softmax_cross_entropy is deprecated. Please use tf.compat.v1.losses.sparse_softmax_cross_entropy instead.
Overriding model.yaml nc=80 with nc=4
from n params module arguments
0 -1 1 1392 ultralytics.nn.modules.conv.Conv [3, 48, 3, 2]
1 -1 1 41664 ultralytics.nn.modules.conv.Conv [48, 96, 3, 2]
2 -1 2 111360 ultralytics.nn.modules.block.C2f [96, 96, 2, True]
3 -1 1 166272 ultralytics.nn.modules.conv.Conv [96, 192, 3, 2]
4 -1 4 813312 ultralytics.nn.modules.block.C2f [192, 192, 4, True]
5 -1 1 664320 ultralytics.nn.modules.conv.Conv [192, 384, 3, 2]
6 -1 4 3248640 ultralytics.nn.modules.block.C2f [384, 384, 4, True]
7 -1 1 1991808 ultralytics.nn.modules.conv.Conv [384, 576, 3, 2]
8 -1 2 3985920 ultralytics.nn.modules.block.C2f [576, 576, 2, True]
9 -1 1 831168 ultralytics.nn.modules.block.SPPF [576, 576, 5]
10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1]
12 -1 2 1993728 ultralytics.nn.modules.block.C2f [960, 384, 2]
13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1]
15 -1 2 517632 ultralytics.nn.modules.block.C2f [576, 192, 2]
16 -1 1 332160 ultralytics.nn.modules.conv.Conv [192, 192, 3, 2]
17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1] ...TensorBoard: Start with 'tensorboard --logdir runs\detect\train', view at http://localhost:6006/
Freezing layer 'model.22.dfl.conv.weight'
AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n...
Downloading https://github.com/ultralytics/assets/releases/download/v8.2.0/yolov8n.pt to 'yolov8n.pt'...
Output is truncated. View as a scrollable element or open in a text editor. Adjust cell output settings...100%██████████ 6.23M/6.23M [00:02<00:00, 2.87MB/s]
NotImplementedError Traceback (most recent call last)
Cell In[3], line 5
1 from ultralytics import YOLO
3 model = YOLO("yolov8m.yaml")
-- 5 model.train(data="yolo_con.yaml", epochs=100)
File c:\Users\eraha\AppData\Local\Programs\Python\Python311\Lib\site-packages\ultralytics\engine\model.py:674, in Model.train(self, trainer, **kwargs)
671pass
673 self.trainer.hub_session = self.session # attach optional HUB session
674 self.trainer.train()
675 # Update model and cfg after training
676 if RANK in {-1, 0}:
File c:\Users\eraha\AppData\Local\Programs\Python\Python311\Lib\site-packages\ultralytics\engine\trainer.py:199, in BaseTrainer.train(self)
196ddp_cleanup(self, str(file))
198 else:
199self._do_train(world_size)
File c:\Users\eraha\AppData\Local\Programs\Python\Python311\Lib\site-packages\ultralytics\engine\trainer.py:313, in BaseTrainer._do_train(self, world_size)
311 if world_size > 1:
312self._setup_ddp(world_size)
313 self._setup_train(world_size)
315 nb = len(self.train_loader) # number of batches
316 nw = max(round(self.args.warmup_epochs * nb), 100) if self.args.warmup_epochs > 0 else -1 # warmup iterations...PythonTLSSnapshot: registered at ..\aten\src\ATen\core\PythonFallbackKernel.cpp:162 [backend fallback]
FuncTorchDynamicLayerFrontMode: registered at ..\aten\src\ATen\functorch\DynamicLayer.cpp:493 [backend fallback]
PreDispatch: registered at ..\aten\src\ATen\core\PythonFallbackKernel.cpp:166 [backend fallback]
PythonDispatcher: registered at ..\aten\src\ATen\core\PythonFallbackKernel.cpp:158 [backend fallback]
Output is truncated. View as a scrollable element or open in a text editor. Adjust cell output settings...

After a period of time with less than 10 instances connected, RDCMan v2.93 uses 1.9GB(just a figure, still didn't find the pattern of leaking, could be less, could be more, but normally it should be just a few hundred MB, NOT GB) VRAM on my RTX 2060 Super, I was using mRemoteNG and this happened before, so I switched to RDCMan, and it still does the same thing, can be reproduceable on my iGPU laptop with Intel UHD 770. I just want to know how to turn hardware acceleration off, otherwise I'd be forced to close the program every few weeks (or days)
My RTX rig is Windows 10, and laptop is Windows 11, I've tried to updating my system and GPU drivers, as said above they both suffer from the same issuse, I even tried to manully configuring RDCMan.exe to "Power saving" in "Graphics performance preference" settings, it works, but not quite, my monitor is connected to the dedicated GPU, when I switch on or off HDR in the settings, the NVIDIA driver would error out causing BSOD. So this really isn't an option, or I can create a VM with large memory just to run RDCMan...

I have a weird problem with airlink that I haven't found anywhere online, I use a Quest 2 connected to the 5 GHz Band of a Ubiquiti Unifi AP-AC Lite access point that's connected to an older router. my pc is connected to said router via ethernet. I have a 12 core 5 GHz CPU so that shouldn't be a bottle neck and 32 GB of 4800 MHz DDR5 RAM shouldn't bottleneck either. Exact PC specs here: https://pcpartpicker.com/list/C829k9
as for the problem: when I play VRChat (I've not played anything else since the problem started but probably happens there too) it works fine at first having 100-200 Mbps upload/download to the access point from the quest. after a while of playing the problem starts, it happens more and more often as I play (for that session).
the problem goes as following: I cant look around in the quest and my controllers wont move, I can see the edge of what is being rendered as if it would freeze but it doesn't, the quest is still receiving data from the PC, I can still hear audio and the game keeps moving but it doesn't respond to my head and controller movements. the pc is still running the game fine, its sending it to the quest just fine, the quest is receiving just fine.
I think that the upload from the quest with data such as head position and rotation doesn't get all the way to the pc. the quest is still getting the data as I can look around and see the edges of what's being rendered. the quest still says it has 100-200 Mbps upload/download to the access point but that could be an average over time and not represent the times if "freezes". it could also get stuck on the way to the pc but it goes from pc to quest so it should be able to go back just fine as it does when it isn't "frozen". I don't think the pc is being bottle necked as its still running and sending fine
other info: for simplicity I say it freezes but it actually is more of a big delay that gets bigger and is buffering up the data so I have to go into passthrough mode and wait for it to catch up and hope it works again, usually takes 10 sec to 2 minutes. I connect to the pc via airlink then launch SteamVR through the VR headset, in SteamVR I have the home turned off and just open the menu to launch VRChat from there.
if anyone has a fix for this please help.

Hi there, my girlfriend has been insisting on getting a mini PC to play Sims 4. We both aren’t particularly savvy when it comes to PCs as we’ve never had one and have no real knowledge on what makes a PC good or not.
Can anyone confirm that the specs in the images are sufficient to be playing games such as Sims 4, and what changes you would make if any please? Thank you.

I recently switched from an android phone to the iPhone 15 and transferred all of my Google Photos to iCloud using my windows pc. I downloaded all pictures from Google and uploaded them to iCloud using the iCloud app for windows. I can now access all 16.000 pictures using iCloud Photos on my pc. However, syncing all 16.000 to the Photos app on my phone is not working.
I’m pretty sure this has something to do with the initial 5 GB limit of iCloud storage. Right now, about 4.000 pictures are uploaded to my phone which is about 4.17 GB of data. I already bought iCloud+ for 50 GB, but now the rest of the pictures won’t upload. On iCloud pc, it still says that only 4.17 GB of iCloud storage is used and it doesn’t say that it is still uploading pictures, the uploading has stopped and I can’t get it to start up again.
Does anyone know how to resolve this so the remaining 12.000 pictures will upload to iCloud? I already restarted both my phone and pc, and logged out and in of my apple account on my phone (I don’t want to risk doing this on my pc as I’m afraid the 12.000 pictures will be lost). Thanks a lot!!

so i got a new pc pretty recently, and i downloaded cs2 on steam. when i click the play button it says "running" but cs2 doesnt boot up. it then stops saying "running" and everything goes back to normal. i've already tried:
verifying game files. (around 5 times)
uninstalling-reinstalling
typing "-autoconfig" or "-windowed" in the game's launch options
disabling the antivirus
running steam on administrator mode
upgrading the gpu drivers
my specs are: i5-12400f, RTX 4060-ti, 16 gb ram, 1tb ssd if that helps
please warn me if this isnt the subreddit to post an issue like this
thanks

so i got a new pc pretty recently, and i downloaded cs2 on steam. when i click the play button it says "running" but cs2 doesnt boot up. it then stops saying "running" and everything goes back to normal. i've already tried:
verifying game files. (around 5 times)
uninstalling-reinstalling
typing "-autoconfig" or "-windowed" in the game's launch options
disabling the antivirus
running steam on administrator mode
upgrading the gpu drivers
my specs are: i5-12400f, RTX 4060-ti, 16 gb ram, 1tb ssd if that helps
please warn me if this isnt the subreddit to post an issue like this
thanks

General advice for those concerned about their battery from the Support FAQ Wiki:
Battery health
Battery health depends on usage and a variety of other factors. It is normal to see a decrease in battery health by 7-10% per year, resulting in a battery health of 80-85% after 2 years. This number can fluctuate, remain the same, or decrease quickly over a small period and should not cause undue concern.
Apple recommend battery replacement when your device falls below 80% battery health if you notice reduced battery life. If it falls below 80% within the first year you may be eligable for a free battery replacement. It fails after your warranty, it's a $69-$89 USD replacement cost for a battery. Contact Apple Support here.
You can find more information about battery health and performance from Apple here.
You can check the cycles count with Coconut Battery for Mac or iCopyBot for Windows.
​
Battery life
Issues relating to battery life can be categorised in three ways:

1. Normal battery life that is to be expected due to use
2. Reduced battery life caused by a recent update, iOS indexing, an iOS bug, or a third-party application
3. Reduced battery life, or other abnormalities such as overheating or sudden power-off, caused by device or battery aging

If you experience issues with your battery:

1. Check your battery health. If it is below 80% or you are experiencing issues you suspect are related to device or battery age, see Apple Support.
2. If you have a new or recently updated/restored device, wait a number of days for background process to complete. If you continue to have issues, wait for a further iOS update. If you are on iOS Beta, you can expect to have a decreased battery life.
3. Review the advice below on maximising battery life
4. Consider restoring your device.
5. If issues persist, contact Apple Support.

​
Maximising battery life - the amount of time your device runs before it needs to be recharged.

• Use low power mode (This reduces mail fetch, turns off background app refresh and increases the auto lock timer)
• Remove apps from background app refresh
• Ensure auto lock is on
• Turn off auto brightness and manually reduce brightness
• Use dark mode if your device has an OLED display
• Clearing background apps from the app switcher does not improve battery life

​
Maximising battery lifespan - the amount of time your battery lasts until it needs to be replaced.

• Avoid extreme temperatures
• If you notice that your iPhone gets hot when charging, remove it from its case
• Store your iPhone in a cool place, switched off, and half-charged if not using it for long periods - and charge it every 6 months when in storage

I was having an issue using the auto installer as it would say I needed 500 GB of free space on my drive. I didn't see a direct solution on here so I thought I would post how I figured it out in case somebody else has this issue.
The issue starts out with the fact that I have a separate drive where I keep my games installed as my C drive is rather small. I have a folder there where I have steam and some other games set to install.
So, when I downloaded Tarkov I told it to install the files there, not thinking anything of it, like I had many other non-steam games. The issue is when I installed EFT (not sure this is still the case) it just dumped all of its files in the root folder without making its own subfolder.
I then just figured how the installer works is it just looks for some file that would be in the Tarkov folder and copies everything from the folder that file is in, so it was just trying to copy all 500 GB of my games into a folder for SPT. I moved everything into a folder but it would still not work until I did the steps below.
Here is a quick version of how to fix this issue if you are having it: -Move your EFT into its own subfolder
-Make a subfolder for SPT like the installer says, but don't leave it in the root of your drive, move that folder into another folder
-put the SPT installer into the SPT folder
-restart your computer (not sure why but the installer did not re-scan the folder until doing this, even after a fresh install of the installer)
-run SPT installer (if it says it has denied permission to copy stuff just run as admin
-enjoy

I would and do appreciate any an all help 🫶🏻🥹
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So i wanted to play this game to see if its better or worse than Warframe, but then i can´t download it because of the amount gb i need to download it.
¿So is Destiny 2 good enough to consider unistalling other games for this one?