So, here's my suggestion for 4.2: Accept the values as they are currently required (four new fields for Wei's feature or two new fields for mine).
The Add Disk Offering dialog needs three new radio buttons: 1) No QoS 2) Hypervisor QoS 3) Storage Qos The admin needs to specify storage tags that only map to storage that supports Storage QoS. The admin needs to be aware for Hypervisor QoS that unless all hypervisors in use support the new fields, they may not be enforced. Post 4.3: Come up with a way to more generally enter these parameters (probably just key/value pairs sent to the drivers). Have the drivers expose their feature set so the allocators can consider them more fully and throw an exception if there is not a sufficient match. On Thu, Jun 13, 2013 at 3:31 PM, Mike Tutkowski < mike.tutkow...@solidfire.com> wrote: > My thinking is, for 4.2, while not ideal, we will need to put some burden > on the admin to configure a Disk Offering in a way that makes sense. For > example, if he wants to use storage QoS with supported Min and Max values, > he'll have to put in a storage tag that references the SolidFire primary > storage (plug-in). If he puts in a storage tag that doesn't, then he's not > going to get the Min and Max feature. We could add help text to the pop-up > dialog that's displayed when you click in the Min and Max text fields. > > Same idea for Wei's feature. > > Not idea, true...perhaps we can brainstorm on a more comprehensive > approach for post 4.2. > > Maybe in the future we could have the drivers advertise their capabilities > and if the allocator feels a request is not being satisfied (say Min was > entered, but it not's supported by any storage plug-in) it can throw an > exception. > > > On Thu, Jun 13, 2013 at 3:19 PM, Mike Tutkowski < > mike.tutkow...@solidfire.com> wrote: > >> Comments below in red. >> >> Thanks >> >> >> On Thu, Jun 13, 2013 at 2:54 PM, John Burwell <jburw...@basho.com> wrote: >> >>> Mike, >>> >>> Please see my comment in-line below. >>> >>> Thanks, >>> -John >>> >>> On Jun 13, 2013, at 1:22 AM, Mike Tutkowski < >>> mike.tutkow...@solidfire.com> wrote: >>> >>> > Hi John, >>> > >>> > I've put comments below in red. >>> > >>> > Thanks! >>> > >>> > >>> > On Wed, Jun 12, 2013 at 10:51 PM, John Burwell <jburw...@basho.com> >>> wrote: >>> > >>> >> Mike, >>> >> >>> >> First and foremost, we must ensure that these two features are >>> mutually >>> >> exclusive in 4.2. We don't want to find a configuration that >>> contains both >>> >> hypervisor and storage IOPS guarantees that leads to non-deterministic >>> >> operations. >>> > >>> > >>> > Agreed >>> > >>> > >>> >> Restricting QoS expression to be either hypervisor or storage oriented >>> >> solves the problem in short term. As I understand storage tags, we >>> have no >>> >> means of expressing this type of mutual exclusion. I wasn't >>> necessarily >>> >> intending that we implement this allocation model in 4.3, but instead, >>> >> determine if this type model would be one we would want to support in >>> the >>> >> future. If so, I would encourage us to ensure that the data model and >>> >> current implementation would not preclude evolution in that >>> direction. My >>> >> view is that this type of allocation model is what user's expect of >>> "cloud" >>> >> systems -- selecting the best available resource set to fulfill a >>> set of >>> >> system requirements. >>> >> >>> > >>> > I believe we have meet your requirement here in that what we've >>> implemented >>> > should not make refinement difficult in the future. If we don't modify >>> > allocators for 4.2, but we do for 4.3, we've made relatively simple >>> changes >>> > to enhance the current functioning of the system. >>> > >>> >>> Looking through both patches, I have to say that the aggregated result >>> seems a bit confusing. There are six new attributes for throttled I/O and >>> two for provisioned IOPS with no obvious grouping. My concern is not >>> technical, but rather, about maintainability. At minimum, Javadoc should >>> be added explaining the two sets of attributes and their mutual exclusion. >>> >> >> I agree: We need JavaDoc to explain them and their mutual exclusion. >> >> >>> >>> The other part that is interesting is that throttled I/O provides both >>> an IOPS and byte measured QoS as a rate where provisioned IOPS uses a >>> range. In order to select the best available resource to fulfill a QoS, we >>> would need to have the QoS expression normalized in terms of units (IOPS or >>> bytes) and their expression (rate vs. range). If we want to achieve a >>> model like I described, I think we would need to resolve this issue in 4.2 >>> to ensure a viable migration path. >> >> >> I think we're not likely to be able to normalize the input for 4.2. Plus >> people probably want to input the data in terms they're familiar with for >> the products in question. >> >> Ideally we would fix the way we do storage tagging and let the user send >> key/value pairs to each vendor that could be selected due to a given >> storage tag. I'm still not sure that would solve it because what happens if >> you change the storage tag of a given Primary Storage after having created >> a Disk Offering? >> >> Basically storage tagging is kind of a mess and we should re-think it. >> >> Also, we need to have a way for the drivers to expose their supported >> feature sets so the allocators can make good choices. >> >> >>> >>> > >>> >> >>> >> As I think through the implications of these requirements and reflect >>> on >>> >> the reviews, I don't understand why they haven't already impacted the >>> >> allocators and planners. As it stands, the current provisioned IOPS >>> has no >>> >> checks to ensure that the volumes are allocated to devices that have >>> >> capacity to fulfill the requested QoS. Therefore, as I understand the >>> >> current patch, we can overcommit storage resources -- potentially >>> causing >>> >> none of the QoS obligations from being fulfilled. It seems to me >>> that a >>> >> DataStore supporting provisioned IOPS should express the maximum IOPS >>> which >>> >> it can support and some type of overcommitment factor. This >>> information >>> >> should be used by the storage allocators to determine the device best >>> able >>> >> to support the resources needs of a volume. It seems that a similar >>> set of >>> >> considerations would need to be added to the Hypervisor layer which >>> >> allocating a VM to a host to prevent oversubscription. >>> >> >>> > >>> > Yeah, for this first release, we just followed the path that was >>> previously >>> > established for other properties you see on dialogs in CS: Just because >>> > they're there doesn't mean the vendor your VM is deployed to supports >>> them. >>> > It is then up to the admin to make sure he inputs, say, a storage tag >>> that >>> > confines the deployment only to storage that supports the selected >>> > features. This is not ideal, but it's kind of the way CloudStack works >>> > today. >>> >>> I understand the tag functionality, and the need for the administrator >>> to very carefully construct offerings. My concern is that we over >>> guarantee a resource's available IOPS. For the purposes of illustration, >>> let's say we have a SolidFire, and the max IOPS for that device is 100000. >>> We also know that we can safely oversubscribe by 50%. Therefore, we >>> need to ensure that we don't allocate more than 150,000 guaranteed IOPS >>> from that device. Intuitively, it seems like the DataStore configuration >>> should have a max assignable IOPS and overcommitment factor. As we >>> allocate volumes and attach VMs, we need to ensure that guarantee more IOPS >>> exceed the configured maximum for a DataStore. Does that make sense? >>> >> >> I think that's a good idea for a future enhancement. I'm not even sure I >> can query the SAN to find out how many IOPS safely remain. I'd have to get >> all of the min values for all of the volumes on the SAN and total them up, >> I suppose, and subtract it from the total (user facing) supported IOPS of >> the system. >> >> >>> >>> > >>> > >>> >> >>> >> Another question occurs to me -- should we allow non-QoS resources to >>> be >>> >> assigned to hosts/storage devices that ensure QoS? For provisioned >>> IOPS, I >>> >> think a side effect of the current implementation is SolidFire volumes >>> >> always have a QoS. However, for hypervisor throttled I/O, it seems >>> >> entirely possible for non-QoS VMs to allocated side-by-side with QoS >>> VMs. >>> >> In this scenario, a greedy, unbounded VM could potentially starve out >>> the >>> >> other VMs on the host -- preventing the QoSes defined the collocated >>> VMs >>> >> from being fulfilled. >>> >> >>> > >>> > You can make SolidFire volumes (inside and outside of CS) and not >>> specify >>> > IOPS. You'll still get guaranteed IOPS, but it will be at the defaults >>> we >>> > choose. Unless you over-provision IOPS on a SolidFire SAN, you will >>> have >>> > your Mins met. >>> > >>> > It sounds like you're perhaps looking for a storage tags exclusions >>> list, >>> > which might be nice to have at some point (i.e. don't deploy my volume >>> to >>> > storage with these following tags). >>> >>> I don't like the idea of a storage tags exclusion list as it would >>> complicate component assembly. It would require a storage plugin to >>> anticipate all of the possible component assemblies and determine the >>> invalid relationships. I prefer that drivers express their capabilities >>> which can be matched to a set of requested requirements. >>> >> >> I'm not sure why a storage plug-in would care about inclusion or >> exclusion lists. It just needs to advertise its functionality in a way the >> allocator understands. >> >> >>> >>> > >>> > I agree with your assessment of Hypervisor QoS. Since it only limits >>> IOPS, >>> > it does not solve the Noisy Neighbor problem. Only a system with >>> guaranteed >>> > minimum IOPS does this. >>> >>> As I said, for SolidFire, it sounds like this problem does not exist. >>> However, I am concerned with the more general case as we supported more >>> devices with provisioned IOPS. >>> >> >> Post 4.2 we need to investigate a way to pass vendor-specific values to >> drivers. Min and Max and pretty industry standard for provisioned IOPS, but >> what if you break them out by read and write or do something else? We need >> a more general mechanism. >> >>> >>> > >>> > >>> >> >>> >> In my opinion, we need to ensure that hypervisor throttled I/O and >>> >> storage provisioned IOPS are mutually exclusive per volume. >>> > >>> > >>> > Agreed >>> > >>> > >>> >> We also need to understand the implications of these QoS guarantees on >>> >> operation of the system to ensure that the underlying hardware >>> resources >>> >> can fulfill them. Given the time frame, we will likely be forced to >>> make >>> >> compromises to achieve these goals, and refine the implementation in >>> 4.3. >>> >> >>> > >>> > I agree, John. I also think you've come up with some great ideas for >>> 4.3. :) >>> > >>> > >>> >> >>> >> Thanks, >>> >> -John >>> >> >>> >> On Jun 12, 2013, at 11:35 PM, Mike Tutkowski < >>> mike.tutkow...@solidfire.com> >>> >> wrote: >>> >> >>> >>> Hi, >>> >>> >>> >>> Yeah, Alex, I think that's the way we were planning (with storage >>> tags). >>> >> I >>> >>> believe John was just throwing out an idea that - in addition to >>> storage >>> >>> tags - we could look into these allocators (storage QoS being >>> preferred, >>> >>> then hypervisor QoS if storage QoS is not available, but hypervisor >>> QoS >>> >> is). >>> >>> >>> >>> I think John's concern is that you can enter in values for Wei's and >>> my >>> >>> feature that are not honored by other vendors (at least yet), so he >>> was >>> >>> hoping - in addition to storage tags - for the allocators to prefer >>> these >>> >>> vendors when these fields are filled in. As it stands today in >>> >> CloudStack, >>> >>> we already have this kind of an issue with other features (fields in >>> >>> dialogs for features that not all vendors support). Perhaps post 4.2 >>> we >>> >>> could look into generic name/value pairs (this is how OpenStack >>> addresses >>> >>> the issue). >>> >>> >>> >>> Honestly, I think we're too late in the game (two weeks until code >>> >> freeze) >>> >>> to go too deeply down that path in 4.2. >>> >>> >>> >>> It's probably better if we - at least for 4.2 - keep Wei's fields >>> and my >>> >>> fields as is, make sure only one or the other feature has data >>> entered >>> >> for >>> >>> it (or neither), and call it good for 4.2. >>> >>> >>> >>> Then let's step back and look into a more general-purpose design >>> that can >>> >>> be applied throughout CloudStack where we have these situations. >>> >>> >>> >>> What do you think? >>> >>> >>> >>> >>> >>> >>> >>> On Wed, Jun 12, 2013 at 5:21 PM, John Burwell <jburw...@basho.com> >>> >> wrote: >>> >>> >>> >>>> Mike, >>> >>>> >>> >>>> I just published my review @ https://reviews.apache.org/r/11479/. >>> >>>> >>> >>>> I apologize for the delay, >>> >>>> -John >>> >>>> >>> >>>> On Jun 12, 2013, at 12:43 PM, Mike Tutkowski < >>> >> mike.tutkow...@solidfire.com> >>> >>>> wrote: >>> >>>> >>> >>>>> No problem, John. >>> >>>>> >>> >>>>> I still want to re-review it by myself before coming up with a new >>> >> patch >>> >>>>> file. >>> >>>>> >>> >>>>> Also, maybe I should first wait for Wei's changes to be checked in >>> and >>> >>>>> merge those into mine before generating a new patch file? >>> >>>>> >>> >>>>> >>> >>>>> On Wed, Jun 12, 2013 at 10:40 AM, John Burwell <jburw...@basho.com >>> > >>> >>>> wrote: >>> >>>>> >>> >>>>>> Mike, >>> >>>>>> >>> >>>>>> I just realized that I forgot to publish my review. I am offline >>> ATM, >>> >>>>>> but I will publish it in the next couple of hours. >>> >>>>>> >>> >>>>>> Do you plan to update your the patch in Review Board? >>> >>>>>> >>> >>>>>> Sorry for the oversight, >>> >>>>>> -John >>> >>>>>> >>> >>>>>> >>> >>>>>> >>> >>>>>> >>> >>>>>> On Jun 12, 2013, at 2:26 AM, Mike Tutkowski >>> >>>>>> <mike.tutkow...@solidfire.com> wrote: >>> >>>>>> >>> >>>>>>> Hi Edison, John, and Wei (and whoever else is reading this :) ), >>> >>>>>>> >>> >>>>>>> Just an FYI that I believe I have implemented all the areas we >>> wanted >>> >>>>>>> addressed. >>> >>>>>>> >>> >>>>>>> I plan to review the code again tomorrow morning or afternoon, >>> then >>> >>>> send >>> >>>>>> in >>> >>>>>>> another patch. >>> >>>>>>> >>> >>>>>>> Thanks for all the work on this everyone! >>> >>>>>>> >>> >>>>>>> >>> >>>>>>> On Tue, Jun 11, 2013 at 12:29 PM, Mike Tutkowski < >>> >>>>>>> mike.tutkow...@solidfire.com> wrote: >>> >>>>>>> >>> >>>>>>>> Sure, that sounds good. >>> >>>>>>>> >>> >>>>>>>> >>> >>>>>>>> On Tue, Jun 11, 2013 at 12:11 PM, Wei ZHOU < >>> ustcweiz...@gmail.com> >>> >>>>>> wrote: >>> >>>>>>>> >>> >>>>>>>>> Hi Mike, >>> >>>>>>>>> >>> >>>>>>>>> It looks the two feature do not have many conflicts in Java >>> code, >>> >>>>>> except >>> >>>>>>>>> the cloudstack UI. >>> >>>>>>>>> If you do not mind, I will merge disk_io_throttling branch into >>> >>>> master >>> >>>>>>>>> this >>> >>>>>>>>> week, so that you can develop based on it. >>> >>>>>>>>> >>> >>>>>>>>> -Wei >>> >>>>>>>>> >>> >>>>>>>>> >>> >>>>>>>>> 2013/6/11 Mike Tutkowski <mike.tutkow...@solidfire.com> >>> >>>>>>>>> >>> >>>>>>>>>> Hey John, >>> >>>>>>>>>> >>> >>>>>>>>>> The SolidFire patch does not depend on the object_store >>> branch, >>> >> but >>> >>>> - >>> >>>>>> as >>> >>>>>>>>>> Edison mentioned - it might be easier if we merge the >>> SolidFire >>> >>>> branch >>> >>>>>>>>> into >>> >>>>>>>>>> the object_store branch before object_store goes into master. >>> >>>>>>>>>> >>> >>>>>>>>>> I'm not sure how the disk_io_throttling fits into this merge >>> >>>> strategy. >>> >>>>>>>>>> Perhaps Wei can chime in on that. >>> >>>>>>>>>> >>> >>>>>>>>>> >>> >>>>>>>>>> On Tue, Jun 11, 2013 at 11:07 AM, John Burwell < >>> >> jburw...@basho.com> >>> >>>>>>>>> wrote: >>> >>>>>>>>>> >>> >>>>>>>>>>> Mike, >>> >>>>>>>>>>> >>> >>>>>>>>>>> We have a delicate merge dance to perform. The >>> >> disk_io_throttling, >>> >>>>>>>>>>> solidfire, and object_store appear to have a number of >>> >> overlapping >>> >>>>>>>>>>> elements. I understand the dependencies between the patches >>> to >>> >> be >>> >>>> as >>> >>>>>>>>>>> follows: >>> >>>>>>>>>>> >>> >>>>>>>>>>> object_store <- solidfire -> disk_io_throttling >>> >>>>>>>>>>> >>> >>>>>>>>>>> Am I correct that the device management aspects of SolidFire >>> are >>> >>>>>>>>> additive >>> >>>>>>>>>>> to the object_store branch or there are circular dependency >>> >> between >>> >>>>>>>>> the >>> >>>>>>>>>>> branches? Once we understand the dependency graph, we can >>> >>>> determine >>> >>>>>>>>> the >>> >>>>>>>>>>> best approach to land the changes in master. >>> >>>>>>>>>>> >>> >>>>>>>>>>> Thanks, >>> >>>>>>>>>>> -John >>> >>>>>>>>>>> >>> >>>>>>>>>>> >>> >>>>>>>>>>> On Jun 10, 2013, at 11:10 PM, Mike Tutkowski < >>> >>>>>>>>>> mike.tutkow...@solidfire.com> >>> >>>>>>>>>>> wrote: >>> >>>>>>>>>>> >>> >>>>>>>>>>>> Also, if we are good with Edison merging my code into his >>> branch >>> >>>>>>>>> before >>> >>>>>>>>>>>> going into master, I am good with that. >>> >>>>>>>>>>>> >>> >>>>>>>>>>>> We can remove the StoragePoolType.Dynamic code after his >>> merge >>> >> and >>> >>>>>>>>> we >>> >>>>>>>>>> can >>> >>>>>>>>>>>> deal with Burst IOPS then, as well. >>> >>>>>>>>>>>> >>> >>>>>>>>>>>> >>> >>>>>>>>>>>> On Mon, Jun 10, 2013 at 9:08 PM, Mike Tutkowski < >>> >>>>>>>>>>>> mike.tutkow...@solidfire.com> wrote: >>> >>>>>>>>>>>> >>> >>>>>>>>>>>>> Let me make sure I follow where we're going here: >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> 1) There should be NO references to hypervisor code in the >>> >>>> storage >>> >>>>>>>>>>>>> plug-ins code (this includes the default storage plug-in, >>> which >>> >>>>>>>>>>> currently >>> >>>>>>>>>>>>> sends several commands to the hypervisor in use (although >>> it >>> >> does >>> >>>>>>>>> not >>> >>>>>>>>>>> know >>> >>>>>>>>>>>>> which hypervisor (XenServer, ESX(i), etc.) is actually in >>> use)) >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> 2) managed=true or managed=false can be placed in the url >>> field >>> >>>> (if >>> >>>>>>>>>> not >>> >>>>>>>>>>>>> present, we default to false). This info is stored in the >>> >>>>>>>>>>>>> storage_pool_details table. >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> 3) When the "attach" command is sent to the hypervisor in >>> >>>>>>>>> question, we >>> >>>>>>>>>>>>> pass the managed property along (this takes the place of >>> the >>> >>>>>>>>>>>>> StoragePoolType.Dynamic check). >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> 4) execute(AttachVolumeCommand) in the hypervisor checks >>> for >>> >> the >>> >>>>>>>>>> managed >>> >>>>>>>>>>>>> property. If true for an attach, the necessary hypervisor >>> data >>> >>>>>>>>>>> structure is >>> >>>>>>>>>>>>> created and the rest of the attach command executes to >>> attach >>> >> the >>> >>>>>>>>>>> volume. >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> 5) When execute(AttachVolumeCommand) is invoked to detach a >>> >>>> volume, >>> >>>>>>>>>> the >>> >>>>>>>>>>>>> same check is made. If managed, the hypervisor data >>> structure >>> >> is >>> >>>>>>>>>>> removed. >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> 6) I do not see an clear way to support Burst IOPS in 4.2 >>> >> unless >>> >>>>>>>>> it is >>> >>>>>>>>>>>>> stored in the volumes and disk_offerings table. If we have >>> some >>> >>>>>>>>> idea, >>> >>>>>>>>>>>>> that'd be cool. >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> Thanks! >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> On Mon, Jun 10, 2013 at 8:58 PM, Mike Tutkowski < >>> >>>>>>>>>>>>> mike.tutkow...@solidfire.com> wrote: >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>>> "+1 -- Burst IOPS can be implemented while avoiding >>> >>>> implementation >>> >>>>>>>>>>>>>> attributes. I always wondered about the details field. I >>> >> think >>> >>>>>>>>> we >>> >>>>>>>>>>> should >>> >>>>>>>>>>>>>> beef up the description in the documentation regarding the >>> >>>>>>>>> expected >>> >>>>>>>>>>> format >>> >>>>>>>>>>>>>> of the field. In 4.1, I noticed that the details are not >>> >>>>>>>>> returned on >>> >>>>>>>>>>> the >>> >>>>>>>>>>>>>> createStoratePool updateStoragePool, or listStoragePool >>> >>>> response. >>> >>>>>>>>>> Why >>> >>>>>>>>>>>>>> don't we return it? It seems like it would be useful for >>> >>>> clients >>> >>>>>>>>> to >>> >>>>>>>>>> be >>> >>>>>>>>>>>>>> able to inspect the contents of the details field." >>> >>>>>>>>>>>>>> >>> >>>>>>>>>>>>>> Not sure how this would work storing Burst IOPS here. >>> >>>>>>>>>>>>>> >>> >>>>>>>>>>>>>> Burst IOPS need to be variable on a Disk Offering-by-Disk >>> >>>> Offering >>> >>>>>>>>>>>>>> basis. For each Disk Offering created, you have to be >>> able to >>> >>>>>>>>>> associate >>> >>>>>>>>>>>>>> unique Burst IOPS. There is a disk_offering_details table. >>> >> Maybe >>> >>>>>>>>> it >>> >>>>>>>>>>> could >>> >>>>>>>>>>>>>> go there? >>> >>>>>>>>>>>>>> >>> >>>>>>>>>>>>>> I'm also not sure how you would accept the Burst IOPS in >>> the >>> >> GUI >>> >>>>>>>>> if >>> >>>>>>>>>>> it's >>> >>>>>>>>>>>>>> not stored like the Min and Max fields are in the DB. >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> >>> >>>>>>>>>>>>> -- >>> >>>>>>>>>>>>> *Mike Tutkowski* >>> >>>>>>>>>>>>> *Senior CloudStack Developer, SolidFire Inc.* >>> >>>>>>>>>>>>> e: mike.tutkow...@solidfire.com >>> >>>>>>>>>>>>> o: 303.746.7302 >>> >>>>>>>>>>>>> Advancing the way the world uses the cloud< >>> >>>>>>>>>>> http://solidfire.com/solution/overview/?video=play> >>> >>>>>>>>>>>>> *™* >>> >>>>>>>>>>>> >>> >>>>>>>>>>>> >>> >>>>>>>>>>>> >>> >>>>>>>>>>>> -- >>> >>>>>>>>>>>> *Mike Tutkowski* >>> >>>>>>>>>>>> *Senior CloudStack Developer, SolidFire Inc.* >>> >>>>>>>>>>>> e: mike.tutkow...@solidfire.com >>> >>>>>>>>>>>> o: 303.746.7302 >>> >>>>>>>>>>>> Advancing the way the world uses the >>> >>>>>>>>>>>> cloud<http://solidfire.com/solution/overview/?video=play> >>> >>>>>>>>>>>> *™* >>> >>>>>>>>>> >>> >>>>>>>>>> >>> >>>>>>>>>> -- >>> >>>>>>>>>> *Mike Tutkowski* >>> >>>>>>>>>> *Senior CloudStack Developer, SolidFire Inc.* >>> >>>>>>>>>> e: mike.tutkow...@solidfire.com >>> >>>>>>>>>> o: 303.746.7302 >>> >>>>>>>>>> Advancing the way the world uses the >>> >>>>>>>>>> cloud<http://solidfire.com/solution/overview/?video=play> >>> >>>>>>>>>> *™* >>> >>>>>>>> >>> >>>>>>>> >>> >>>>>>>> >>> >>>>>>>> -- >>> >>>>>>>> *Mike Tutkowski* >>> >>>>>>>> *Senior CloudStack Developer, SolidFire Inc.* >>> >>>>>>>> e: mike.tutkow...@solidfire.com >>> >>>>>>>> o: 303.746.7302 >>> >>>>>>>> Advancing the way the world uses the cloud< >>> >>>>>> http://solidfire.com/solution/overview/?video=play> >>> >>>>>>>> *™* >>> >>>>>>> >>> >>>>>>> >>> >>>>>>> >>> >>>>>>> -- >>> >>>>>>> *Mike Tutkowski* >>> >>>>>>> *Senior CloudStack Developer, SolidFire Inc.* >>> >>>>>>> e: mike.tutkow...@solidfire.com >>> >>>>>>> o: 303.746.7302 >>> >>>>>>> Advancing the way the world uses the >>> >>>>>>> cloud<http://solidfire.com/solution/overview/?video=play> >>> >>>>>>> *™* >>> >>>>>> >>> >>>>> >>> >>>>> >>> >>>>> >>> >>>>> -- >>> >>>>> *Mike Tutkowski* >>> >>>>> *Senior CloudStack Developer, SolidFire Inc.* >>> >>>>> e: mike.tutkow...@solidfire.com >>> >>>>> o: 303.746.7302 >>> >>>>> Advancing the way the world uses the >>> >>>>> cloud<http://solidfire.com/solution/overview/?video=play> >>> >>>>> *™* >>> >>>> >>> >>>> >>> >>> >>> >>> >>> >>> -- >>> >>> *Mike Tutkowski* >>> >>> *Senior CloudStack Developer, SolidFire Inc.* >>> >>> e: mike.tutkow...@solidfire.com >>> >>> o: 303.746.7302 >>> >>> Advancing the way the world uses the >>> >>> cloud<http://solidfire.com/solution/overview/?video=play> >>> >>> *™* >>> >> >>> >> >>> > >>> > >>> > -- >>> > *Mike Tutkowski* >>> > *Senior CloudStack Developer, SolidFire Inc.* >>> > e: mike.tutkow...@solidfire.com >>> > o: 303.746.7302 >>> > Advancing the way the world uses the >>> > cloud<http://solidfire.com/solution/overview/?video=play> >>> > *™* >>> >>> >> >> >> -- >> *Mike Tutkowski* >> *Senior CloudStack Developer, SolidFire Inc.* >> e: mike.tutkow...@solidfire.com >> o: 303.746.7302 >> Advancing the way the world uses the >> cloud<http://solidfire.com/solution/overview/?video=play> >> *™* >> > > > > -- > *Mike Tutkowski* > *Senior CloudStack Developer, SolidFire Inc.* > e: mike.tutkow...@solidfire.com > o: 303.746.7302 > Advancing the way the world uses the > cloud<http://solidfire.com/solution/overview/?video=play> > *™* > -- *Mike Tutkowski* *Senior CloudStack Developer, SolidFire Inc.* e: mike.tutkow...@solidfire.com o: 303.746.7302 Advancing the way the world uses the cloud<http://solidfire.com/solution/overview/?video=play> *™*
