Network framework v2 0 50727

Visualencdepth = 6, visualimagesize = 256, visualpatchsize = 32, visual_heads = 8,).cuda()setup prior network, which contains an autoregressive transformerpriornetwork = DiffusionPriorNetwork( dim = 512, depth = 6, dimhead = 64, heads = 8).cuda()diffusion prior network, which contains the CLIP and network (with transformer) abovediffusionprior = DiffusionPrior( net = priornetwork, clip = clip, timesteps = 100, conddropprob = 0.2).cuda()mock datatext = torch.randint(0, 49408, (4, 256)).cuda()images = torch.randn(4, 3, 256, 256).cuda()feed text and images into diffusion prior networkloss = diffusion_prior(text, images)loss.backward()do the above for many many many stepsnow the diffusion prior can generate image embeddings from the text embeddings```In the paper, they actually used a recently discovered technique, from Jonathan Ho himself (original author of DDPMs, the core technique used in DALL-E v2) for high resolution image synthesis.This can easily be used within this framework as so```pythonimport torchfrom dalle2_pytorch import Unet, Decoder, CLIPtrained clip from step 1clip = CLIP( dimtext = 512, dimimage = 512, dimlatent = 512, numtexttokens = 49408, textencdepth = 6, textseqlen = 256, textheads = 8, visualencdepth = 6, visualimagesize = 256, visualpatchsize = 32, visual_heads = 8).cuda()2 unets for the decoder (a la cascading DDPM)unet1 = Unet( dim = 32, imageembeddim = 512, conddim = 128, channels = 3, dimmults = (1, 2, 4, 8)).cuda()unet2 = Unet( dim = 32, imageembeddim = 512, conddim = 128, channels = 3, dimmults = (1, 2, 4, 8, 16)).cuda()decoder, which contains the unet(s) and clipdecoder = Decoder( clip = clip, unet = (unet1, unet2), # insert both unets in order of low resolution to highest resolution (you can have as many stages as you want here) imagesizes = (256, 512), # resolutions, 256 for first unet, 512 for second. these must be unique and in ascending order (matches with the unets passed in) timesteps = 1000, imageconddropprob = 0.1, textconddrop_prob

Routing and establishes a RIP routing process. Before you begin Although you can configure RIP before you configure an IP address, no RIP routing occurs until at least one IP address is configured. These commands enable the RIP routing process and designates a neighbor router for exchanging RIP protocol information. Router# configureRouter(config)# router ripRouter(config-rip)# neighbor 172.160.1.2 This command configures RIP to send only Version 2 packets to the broadcast IP address rather than the RIP v2 multicast address (224.0.0.9). This command can be applied at the interface or global configuration level. Router(config-rip)# broadcast-for-v2 These commands define the RIP routing protocol interface for accepting or sending packets that are RIP v1, RIP v2, or both RIP v1 and RIP v2. Router(config-rip)# interface GigabitEthernet 0/1/0/0Router(config-rip-if)# receive version 1 2Router(config-rip-if)# send version 1 2Router(config-rip-if)# commit Customizing RIP This section describes how to customize RIP for network timing and the acceptance of route entries. Router# configureRouter(config)# router rip (Optional) This command enables automatic route summarization of subnet routes into network-level routes. By default, auto-summary is disabled. If you have disconnected subnets, use the no keyword to disable automatic route summarization and permit the software to send subnet and host routing information across classful network boundaries. Router(config-rip)# auto-summary (Optional) This adjusts RIP network timers. You can view the current and default timer values from the show rip command output. Router(config-rip)# timers basic 5 15 15 30 (Optional) This changes the interpacket delay for the RIP updates sent. Use this command if you have a high-end

Hi Ray,I ran this as soon as it started slowing down. It only showed around 50% of my CPU being used but things where stuttering quite badly. Thanks,AdamTask Name Status Hidden Last Task Result Last Run Next Run Allow Demand Start Triggers Run On Boot Run On Logon Run On Event Run Daily Run Weekly Run Monthly Run Only If Network Available Multi-Instances Policy Missed Runs Task Folder Action Types Executable File Executable Arguments Start Directory COM Handler Filename COM Handler Description COM Handler Class Running User Account Highest Privileges Run Author Description Source Task Owner Priority Running Instances .NET Framework NGEN v4.0.30319 Ready Yes 0 19/03/2019 23:09:15 Yes No No No No No No No Ignore New 0 \Microsoft\Windows\.NET Framework COM Handler C:\Windows\System32\mscoree.dll {84F0FAE1-C27B-4F6F-807B-28CF6F96287D} SYSTEM No NT AUTHORITY\SYSTEM 7 0 .NET Framework NGEN v4.0.30319 64 Ready Yes 0 19/03/2019 23:09:11 Yes No No No No No No No Ignore New 0 \Microsoft\Windows\.NET Framework COM Handler C:\Windows\System32\mscoree.dll {429BC048-379E-45E0-80E4-EB1977941B5C} SYSTEM No NT AUTHORITY\SYSTEM 7 0 .NET Framework NGEN v4.0.30319 64 Critical Disabled Yes 0 15/03/2019 13:50:50 Yes Idle No No No No No No No Ignore New 0 \Microsoft\Windows\.NET Framework COM Handler C:\Windows\System32\mscoree.dll {613FBA38-A3DF-4AB8-9674-5604984A299A} SYSTEM No NT AUTHORITY\SYSTEM 7 0 .NET Framework NGEN v4.0.30319 Critical Disabled Yes 0 15/03/2019 13:50:50 Yes Idle No No No No No No No Ignore New 0 \Microsoft\Windows\.NET Framework COM Handler C:\Windows\System32\mscoree.dll {DE434264-8FE9-4C0B-A83B-89EBEEBFF78E} SYSTEM No NT AUTHORITY\SYSTEM 7 0 Account Cleanup Disabled Yes 267011 Yes No No No No No No No Ignore New 0 \Microsoft\Windows\SharedPC