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mike1808

Budget Deep Learning Workstation for $2500

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Posted · Original PosterOP

Hi folks,

 

I want to build a workstation this week primarily used for deep learning and machine learning as a workstation and I'll connect to it using SSH. Also, will be nice to have a nice gaming compatibility but that is secondary.

 

My budget is $2500 (pre-tax), CA and I'm going to use one IPS 4k monitor w/o 144 Hz and G-Sync (will be too high). I'll share use monitor with my laptop so 4K and IPS is a must-have as I'll spend most of my time staring at text/code.

 

Here is what I built and, my concerns:

* cooler, is it enough for slightly overclocked CPU?

* will the case obstruct airflow and make GPU and CPU throttle (the machine will work 24/7)

* I added only one stick of 16GB as I probably will upgrade to 32GB in the nearest future

* my main focus here is GPU

 

PCPartPicker part list / Price breakdown by merchant
Type Item Price
CPU Intel - Core i7-8700K 3.7 GHz 6-Core Processor $369.99 @ Amazon
CPU Cooler Cooler Master - Hyper 212 EVO 82.9 CFM Sleeve Bearing CPU Cooler $24.89 @ OutletPC
Motherboard Asus - TUF Z390M-PRO GAMING (WI-FI) Micro ATX LGA1151 Motherboard $170.21 @ Amazon
Memory G.Skill - Ripjaws V Series 16 GB (1 x 16 GB) DDR4-3200 Memory $99.99 @ Newegg
Storage Samsung - 970 Evo 250 GB M.2-2280 Solid State Drive $97.89 @ OutletPC
Storage Seagate - Barracuda 2 TB 3.5" 7200RPM Internal Hard Drive $59.89 @ OutletPC
Video Card Zotac - GeForce RTX 2080 Ti 11 GB GAMING AMP Video Card $1276.60 @ Amazon
Case Fractal Design - Define Mini C MicroATX Mid Tower Case $87.40 @ Newegg
Power Supply Corsair - RMx (2018) 650 W 80+ Gold Certified Fully-Modular ATX Power Supply $73.98 @ Newegg
Monitor LG - 27UD58-B 27.0" 3840x2160 60 Hz Monitor $279.00 @ B&H
  Prices include shipping, taxes, rebates, and discounts  
  Total (before mail-in rebates) $2569.84
  Mail-in rebates -$30.00
  Total $2539.84
  Generated by PCPartPicker 2019-03-18 23:37 EDT-0400  

 

 

P.S. I also looked in another topic where similar build with i9 and 2080TI costs $2100. Do PC parts become more expensive these months or I'm doing something wrong here?

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Quick question what are you training or doing? As you could use $2500 over the course of awhile to train on AWS or other servers that are much faster. So for $12/hr you can use 16 V100s which will train in a fraction of the time. But that is unless you are doing things more specific 


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Just keeping this here as a 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You might consider using an i7-8700 on an H370 motherboard. The performance would be quite close to that of a stock i7-8700K. If you need more cpu power, then go with an i7-9700K or i9-9900K.

 

A better cpu cooler is required for Coffee Lake/Refresh K cpu.

 

Using a single channel memory kit (1 stick) sacrifices 3% - 5% performance. I'd suggest going with 2x8GB or 2x16GB.

 

PCPartPicker part list / Price breakdown by merchant

CPU: Intel - Core i7-8700 3.2 GHz 6-Core Processor  ($314.99 @ Newegg) 
CPU Cooler: CRYORIG - H5 Universal 65 CFM CPU Cooler  ($79.79 @ OutletPC) 
Motherboard: Asus - Prime H370M-Plus/CSM Micro ATX LGA1151 Motherboard  ($105.99 @ B&H) 
Memory: Corsair - Vengeance LPX 32 GB (2 x 16 GB) DDR4-3000 Memory  ($222.99 @ Newegg) 
Storage: Crucial - MX500 2 TB 2.5" Solid State Drive  ($277.99 @ SuperBiiz) 
Video Card: EVGA - GeForce RTX 2080 Ti 11 GB Black Video Card  ($1076.98 @ Newegg) 
Case: Fractal Design - Define Mini C MicroATX Mid Tower Case  ($87.40 @ Newegg) 
Power Supply: SeaSonic - FOCUS Gold 550 W 80+ Gold Certified Semi-Modular ATX Power Supply  ($69.90 @ Amazon) 
Monitor: LG - 27UD58-B 27.0" 3840x2160 60 Hz Monitor  ($279.00 @ B&H) 
Total: $2515.03
Generated by PCPartPicker 2019-03-20 12:53 EDT-0400


80+ ratings certify electrical efficiency. Not quality.

 

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Posted · Original PosterOP
1 hour ago, BuckGup said:

Quick question what are you training or doing? As you could use $2500 over the course of awhile to train on AWS or other servers that are much faster. So for $12/hr you can use 16 V100s which will train in a fraction of the time. But that is unless you are doing things more specific 

 

I'm aware of AWS, GCP, and other cloud solutions. The problem with them that I'm constantly changing the model and retraining, having nice GPU which will execute everything fast has a very big impact on my performance. You'll need 12 x V100 if you sure that everything works great and you are trying to scale your model (which I probably won't do because I'm working on research topics, not production ready models).

 

For my day to day work, even if I use AWS with spot servers (without considering their limitations) where the price for K80 is ~$0.20 - $1 is expensive if you consider that I'm going to use the machine for 3-4 years. 

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Posted · Original PosterOP
1 hour ago, brob said:

You might consider using an i7-8700 on an H370 motherboard. The performance would be quite close to that of a stock i7-8700K. If you need more cpu power, then go with an i7-9700K or i9-9900K.

 

A better cpu cooler is required for Coffee Lake/Refresh K cpu.

 

Using a single channel memory kit (1 stick) sacrifices 3% - 5% performance. I'd suggest going with 2x8GB or 2x16GB.

 

PCPartPicker part list / Price breakdown by merchant

CPU: Intel - Core i7-8700 3.2 GHz 6-Core Processor  ($314.99 @ Newegg) 
CPU Cooler: CRYORIG - H5 Universal 65 CFM CPU Cooler  ($79.79 @ OutletPC) 
Motherboard: Asus - Prime H370M-Plus/CSM Micro ATX LGA1151 Motherboard  ($105.99 @ B&H) 
Memory: Corsair - Vengeance LPX 32 GB (2 x 16 GB) DDR4-3000 Memory  ($222.99 @ Newegg) 
Storage: Crucial - MX500 2 TB 2.5" Solid State Drive  ($277.99 @ SuperBiiz) 
Video Card: EVGA - GeForce RTX 2080 Ti 11 GB Black Video Card  ($1076.98 @ Newegg) 
Case: Fractal Design - Define Mini C MicroATX Mid Tower Case  ($87.40 @ Newegg) 
Power Supply: SeaSonic - FOCUS Gold 550 W 80+ Gold Certified Semi-Modular ATX Power Supply  ($69.90 @ Amazon) 
Monitor: LG - 27UD58-B 27.0" 3840x2160 60 Hz Monitor  ($279.00 @ B&H) 
Total: $2515.03
Generated by PCPartPicker 2019-03-20 12:53 EDT-0400

3

So, the price dropped by $20 but only RAM is faster now and CPU has lower max clocks. Is the cooler you listed will the handle K series?

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1 hour ago, mike1808 said:

So, the price dropped by $20 but only RAM is faster now and CPU has lower max clocks. Is the cooler you listed will the handle K series?

Includes 32GB of memory. CPU clocks are roughly 100 MHz lower than the K variant. All ssd storage for improved performance.

 

Yes, the cpu cooler will handle a K version. But if you want a decent overclock you should be looking at a Dark Rock Pro 4 or NH-D15.

 

Note, the motherboard will not allow (easy) overclocking of a K cpu.


80+ ratings certify electrical efficiency. Not quality.

 

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Posted · Original PosterOP
9 hours ago, brob said:

Includes 32GB of memory. CPU clocks are roughly 100 MHz lower than the K variant. All ssd storage for improved performance.

 

Yes, the cpu cooler will handle a K version. But if you want a decent overclock you should be looking at a Dark Rock Pro 4 or NH-D15.

 

Note, the motherboard will not allow (easy) overclocking of a K cpu.

 

Missed the RAM change. Thanks for the build. 

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