How to build a GPU Server for AI & Deep Learning | CPU/GPU for Training & Inference | TheMVP
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- Опубліковано 17 січ 2024
- We’re going through everything you need to know to build your own GPU server for AI & Machine Learning. We'll go through all the different Data Center Hardware to understand which parts are the best for all use cases from Training to Inference. Stay Tuned!
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#GPUCluster #deeplearning #AI #CPU #GPUforAITraining - Наука та технологія
Please remove the background music, its annoying.
will make sure from next time...thank you so much for the feedback : )
i was waiting for the freestyle
This channel is highly underrated
just found this channel - he had me once he said "let that sink in"....
Do mvp stores also repair pc and laptop and if yes then where i can find one in uttarakhand
You speak perfect Indlish!
ikr
why havent you guys used nvlink on those GPUs, is going no nvlink on PCIE GPUs the new norm ? asking because i too have 4 A6000's on a supermicro server and am confused if adding nvlink to all the GPU is still a relavent option or not ?
There are a couple reasons why NVLink might not be used on all GPUs, even in powerful setups like yours with four A6000s in a Supermicro server. Here's the breakdown:
**Not all workloads benefit from NVLink:**
* NVLink excels at scaling workloads that require high-bandwidth communication between GPUs. This is particularly beneficial for tasks like training large machine learning models or running complex simulations.
* If your primary use case doesn't involve heavy data exchange between GPUs, the performance gains from NVLink might be minimal. In such cases, the cost and complexity of adding NVLink might not be justified.
**PCIe 4.0 offers improved bandwidth:**
* The newer PCIe 4.0 standard offers significant bandwidth improvements over PCIe 3.0. This can alleviate some of the limitations of non-NVLink setups, especially for less communication-intensive workloads.
**Cost and complexity factors:**
* NVLink bridges can be expensive, and their installation adds complexity to the system setup. This might be a consideration for cost-sensitive applications.
**So, is NVLink still relevant?**
Absolutely! NVLink remains a powerful tool for applications that heavily rely on GPU-to-GPU communication. Here's how to decide if it's right for you:
* **Consider your workloads:** If your A6000s handle tasks requiring significant inter-GPU communication, NVLink can offer substantial performance boosts.
* **Evaluate the cost-benefit:** If the performance gains justify the additional cost and complexity of NVLink bridges, then it might be a worthwhile investment.
In your case, with four A6000s in a server, it's definitely worth investigating further. Here are some resources that might help you decide:
* Check if your specific workload benefits from NVLink. You can find benchmarks or consult with software vendors for guidance.
* Research the cost of NVLink bridges compatible with your A6000s and Supermicro server.
Ultimately, the decision depends on your specific needs and budget.
Nice
So nice
I want to get a cutom looped watercooled gaming pc with 2 rtx4090 but your website has a max budget of only 3 lakhs.😢😢😢 Why? I want to get a god pc.
Bro stop whining and do it yourself, why do you wanna build through his website only. Buy the parts you think are good, from your local market or online.
First of all you don't need 2 x rtx 4090 for gaming rig
Don't waste your money
The real metric by which all hardware is tested is simply this....... Can it run..........
DOOM?
Hi MVP
can you make a video on, How to actually make money from a decent PC. like I have a gaming PC but I barely use it probably an hour a day.
sure bhai sure
How much for this Setup ? I want to get one built. pls reply
Not sure why india you tube love to put annoying background dramatical music. Like making movie even when there are news on human disasters..
Honestly, very unique
Can It run Mario in full HD?
😂
make a pc for btc mining
we wish
Now that SLI is dead, how can i connect 2 4090s in my gaming PC?
You don’t need sli as most server pci controllers are able to utilize multiple GPUs at once
मैं हिन्दी में सुनने आया था और तुम अंग्रेज़ी में भेक रही हो 😡😡😡
भई यतो तुम हिन्दी बोलो यह फिर इंग्लिग
just write the video title in Indian man!
remove this music man use common sense...u r wasting all this knowledge slip into drain by this background music.