[TF-A] Proposal: TF-A to adopt hand-off blocks (HOBs) for information passing between boot stages
François Ozog
francois.ozog at linaro.org
Thu Apr 8 17:50:29 CEST 2021
Hi
here is the meeting recording:
https://linaro-org.zoom.us/rec/share/zjfHeMIumkJhirLCVQYTHR6ftaqyWvF_0klgQnHTqzgA5Wav0qOO8n7SAM0yj-Hg.mLyFkVJNB1vDKqw_
Passcode: IPn+5q%z
I am really sorry about the confusion related to the meeting time. I have
now understood: the Collaborate portal uses a specific calendar which is
tied to US/Chicago timezone while the actual Google Calendar is tied to
Central Europe timezone. I am going to drop the Collaborate portal and use
a shared Google calendar (it should be visible on the trusted-substrate.org
page).
I'll try to summarize what I learnt and highlight my view on what can be
next steps in a future mail.
Cheers
FF
On Thu, 8 Apr 2021 at 13:56, Manish Pandey2 via TF-A <
tf-a at lists.trustedfirmware.org> wrote:
> Hi,
>
> From TF-A project point of view, we prefer to use existing mechanism to
> pass parameters across boot stages using linked list of tagged elements (as
> suggested by Julius). It has support for both generic and SiP-specific
> tags. Having said that, it does not stop partners to introduce new
> mechanisms suitable for their usecase in platform port initially and later
> move to generic code if its suitable for other platforms.
>
> To start with, Ampere can introduce a platform specific implementation of
> memory tag(speed/NUMA topology etc) which can be evaluated and discussed
> for generalization in future. The tag will be populated in BL2 stage and
> can be forwarded to further stages(and to BL33) by passing the head of list
> pointer in one of the registers. Initially any register can be used but
> going forward a standardization will be needed.
>
> The U-boot bloblist mentioned by Simon is conceptually similar to what
> TF-A is using, if there is consensus of using bloblist/taglist then TF-A
> tag list may be enhanced to take best of both the implementations.
>
> One of the potential problems of having structure used in different
> projects is maintainability, this can be avoided by having a single copy of
> these structures in TF-A (kept inside "include/export" which intended to be
> used by other projects.)
>
> Regarding usage of either UUID or tag, I echo the sentiments of Simon and
> Julius to keep it simple and use tag values.
>
> Looking forward to having further discussions on zoom call today.
>
> Thanks
> Manish P
>
> ------------------------------
> *From:* TF-A <tf-a-bounces at lists.trustedfirmware.org> on behalf of Julius
> Werner via TF-A <tf-a at lists.trustedfirmware.org>
> *Sent:* 25 March 2021 02:43
> *To:* Simon Glass <sjg at chromium.org>
> *Cc:* Harb Abdulhamid OS <abdulhamid at os.amperecomputing.com>; Boot
> Architecture Mailman List <boot-architecture at lists.linaro.org>;
> tf-a at lists.trustedfirmware.org <tf-a at lists.trustedfirmware.org>; U-Boot
> Mailing List <u-boot at lists.denx.de>; Paul Isaac's <paul.isaacs at linaro.org>;
> Ron Minnich <rminnich at google.com>
> *Subject:* Re: [TF-A] Proposal: TF-A to adopt hand-off blocks (HOBs) for
> information passing between boot stages
>
> Just want to point out that TF-A currently already supports a (very
> simple) mechanism like this:
>
>
> https://review.trustedfirmware.org/plugins/gitiles/TF-A/trusted-firmware-a/+/refs/heads/master/include/export/lib/bl_aux_params/bl_aux_params_exp.h
>
> https://review.trustedfirmware.org/plugins/gitiles/TF-A/trusted-firmware-a/+/refs/heads/master/lib/bl_aux_params/bl_aux_params.c
>
> https://review.trustedfirmware.org/plugins/gitiles/TF-A/trusted-firmware-a/+/refs/heads/master/plat/rockchip/common/params_setup.c
>
> It's just a linked list of tagged elements. The tag space is split into
> TF-A-wide generic tags and SiP-specific tags (with plenty of room to spare
> if more areas need to be defined -- a 64-bit tag can fit a lot). This is
> currently being used by some platforms that run coreboot in place of
> BL1/BL2, to pass information from coreboot (BL2) to BL31.
>
> I would echo Simon's sentiment of keeping this as simple as possible and
> avoiding complicated and bloated data structures with UUIDs. You usually
> want to parse something like this as early as possible in the passed-to
> firmware stage, particularly if the structure encodes information about the
> debug console (like it does for the platforms I mentioned above). For
> example, in BL31 this basically means doing it right after moving from
> assembly to C in bl31_early_platform_setup2() to get the console up before
> running anything else. At that point in the BL31 initialization, the MMU
> and caches are disabled, so data accesses are pretty expensive and you
> don't want to spend a lot of parsing effort or calculate complicated
> checksums or the like. You just want something extremely simple where you
> ideally have to touch every data word only once.
>
> On Wed, Mar 24, 2021 at 5:06 PM Simon Glass via TF-A <
> tf-a at lists.trustedfirmware.org> wrote:
>
> Hi Harb,
>
> On Wed, 24 Mar 2021 at 11:39, Harb Abdulhamid OS <
> abdulhamid at os.amperecomputing.com> wrote:
>
> Hello Folks,
>
> Appreciate the feedback and replies on this. Glad to see that there is
> interest in this topic. 😊
>
>
>
> I try to address the comments/feedback from Francois and Simon below….
>
>
>
> @François Ozog <francois.ozog at linaro.org> – happy to discuss this on a
> zoom call. I will make that time slot work, and will be available to
> attend April 8, 4pm CT.
>
>
>
> Note that I’m using the term “HOB” here more generically, as there are
> typically vendor specific structures beyond the resource descriptor HOB,
> which provides only a small subset of the information that needs to be
> passed between the boot phases.
>
>
>
> The whole point here is to provide mechanism to develop firmware that we
> can build ARM Server SoC’s that support **any** BL33 payload (e.g. EDK2,
> AptioV, CoreBoot, and maybe even directly boot strapping LinuxBoot at some
> point). In other-words, we are trying to come up with a TF-A that would
> be completely agnostic to the implementation of BL33 (i.e. BL33 is built
> completely independently by a separate entity – e.g. an ODM/OEM).
>
>
>
> Keep in mind, in the server/datacenter market segment we are not building
> vertically integrated systems with a single entity compiling
> firmware/software stacks like most folks in TF-A have become use to. There
> are two categories of higher level firmware code blobs in the
> server/datacenter model:
>
> 1. “SoC” or “silicon” firmware – in TF-A this may map to BL1, BL2,
> BL31, and **possibly** one or more BL32 instances
> 2. “Platform” or “board” firmware – in TF-A this may map to BL33 and *
> *possibly** one or more BL32 instances.
>
>
>
> Even the platform firmware stack could be further fragmented by having
> multiple entities involved in delivering the entire firmware stack: IBVs,
> ODMs, OEMs, CSPs, and possibly even device vendor code.
>
>
>
> To support a broad range of platform designs with a broad range of memory
> devices, we need a crisp and clear contract between the SoC firmware that
> initializes memory (e.g. BL2) and how that platform boot firmware (e.g.
> BL33) gathers information about what memory that was initialized, at what
> speeds, NUMA topology, and many other relevant information that needs to be
> known and comprehended by the platform firmware and eventually by the
> platform software.
>
>
>
> I understand the versatility of DT, but I see two major problems with DT:
>
> - DT requires more complicated parsing to get properties, and even
> more complex to dynamically set properties – this HOB structures may need
> to be generated in boot phases where DDR is not available, and therefore we
> will be extremely memory constrained.
> - DT is probably overkill for this purpose – We really just want a
> list of pointers to simple C structures that code cast (e.g. JEDEC SPD data
> blob)
>
>
>
> I think that we should not mix the efforts around DT/ACPI specs with what
> we are doing here, because those specs and concepts were developed for a
> completely different purpose (i.e. abstractions needed for OS / RTOS
> software, and not necessarily suitable for firmware-to-firmware hand-offs).
>
>
>
> Frankly, I would personally push back pretty hard on defining SMC’s for
> something that should be one way information passing. Every SMC we add is
> another attack vector to the secure world and an increased burden on the
> folks that have to do security auditing and threat analysis. I see no
> benefit in exposing these boot/HOB/BOB structures at run-time via SMC
> calls.
>
>
>
> Please do let me know if you disagree and why. Look forward to discussing
> on this thread or on the call.
>
>
>
> @Simon Glass <sjg at chromium.org> - Thanks for the pointer to bloblist.
> I briefly reviewed and it seems like a good baseline for what we may be
> looking for.
>
>
>
> That being said, I would say that there is some benefit in having some
> kind of unique identifiers (e.g. UUID or some unique signature) so that we
> can tie standardized data structures (based on some future TBD specs) to a
> particular ID. For example, if the TPM driver in BL33 is looking for the
> TPM structure in the HOB/BOB list, and may not care about the other data
> blobs. The driver needs a way to identify and locate the blob it cares
> about.
>
>
> The tag is intended to serve that purpose, although perhaps it should
> switch from an auto-allocating enum to one with explicit values for each
> entry and a range for 'local' use.
>
>
>
> I guess we can achieve this with the tag, but the problem with tag when
> you have eco-system with a lot of parties doing parallel development, you
> can end up with tag collisions and folks fighting about who has rights to
> what tag values. We would need some official process for folks to register
> tags for whatever new structures we define, or maybe some tag range for
> vendor specific structures. This comes with a lot of pain and
> bureaucracy. On the other hand, UUID has been a proven way to make it easy
> to just define your own blobs with **either** standard or vendor specific
> structures without worry of ID collisions between vendors.
>
>
> True. I think the pain is overstated, though. In this case I think we
> actually want something that can be shared between projects and orgs, so
> some amount of coordination could be considered a benefit. It could just be
> a github pull request. I find the UUID unfriendly and not just to code size
> and eyesight! Trying to discover what GUIDs mean or are valid is quite
> tricky. E.g. see this code:
>
> #define FSP_HOB_RESOURCE_OWNER_TSEG_GUID \
> EFI_GUID(0xd038747c, 0xd00c, 0x4980, \
> 0xb3, 0x19, 0x49, 0x01, 0x99, 0xa4, 0x7d, 0x55)
> (etc.)
>
> static struct guid_name {
> efi_guid_t guid;
> const char *name;
> } guid_name[] = {
> { FSP_HOB_RESOURCE_OWNER_TSEG_GUID, "TSEG" },
> { FSP_HOB_RESOURCE_OWNER_FSP_GUID, "FSP" },
> { FSP_HOB_RESOURCE_OWNER_SMM_PEI_SMRAM_GUID, "SMM PEI SMRAM" },
> { FSP_NON_VOLATILE_STORAGE_HOB_GUID, "NVS" },
> { FSP_VARIABLE_NV_DATA_HOB_GUID, "Variable NVS" },
> { FSP_GRAPHICS_INFO_HOB_GUID, "Graphics info" },
> { FSP_HOB_RESOURCE_OWNER_PCD_DATABASE_GUID1, "PCD database ea" },
> { FSP_HOB_RESOURCE_OWNER_PCD_DATABASE_GUID2, "PCD database 9b" },
> (never figured out what those two are)
>
> { FSP_HOB_RESOURCE_OWNER_PEIM_DXE_GUID, "PEIM Init DXE" },
> { FSP_HOB_RESOURCE_OWNER_ALLOC_STACK_GUID, "Alloc stack" },
> { FSP_HOB_RESOURCE_OWNER_SMBIOS_MEMORY_GUID, "SMBIOS memory" },
> { {}, "zero-guid" },
> {}
> };
>
> static const char *guid_to_name(const efi_guid_t *guid)
> {
> struct guid_name *entry;
>
> for (entry = guid_name; entry->name; entry++) {
> if (!guidcmp(guid, &entry->guid))
> return entry->name;
> }
>
> return NULL;
> }
>
> Believe it or not it took a fair bit of effort to find just that small
> list, with nearly every one in a separate doc, from memory.
>
>
>
> We can probably debate whether there is any value in GUID/UUID or not
> during the call… but again, boblist seems like a reasonable starting point
> as an alternative to HOB.
>
>
> Indeed. There is certainly value in both approaches.
>
> Regards,
> Simon
>
>
>
>
> Thanks,
>
> --Harb
>
>
>
> *From:* François Ozog <francois.ozog at linaro.org>
> *Sent:* Tuesday, March 23, 2021 10:00 AM
> *To:* François Ozog <francois.ozog at linaro.org>; Ron Minnich <
> rminnich at google.com>; Paul Isaac's <paul.isaacs at linaro.org>
> *Cc:* Simon Glass <sjg at chromium.org>; Harb Abdulhamid OS <
> abdulhamid at os.amperecomputing.com>; Boot Architecture Mailman List <
> boot-architecture at lists.linaro.org>; tf-a at lists.trustedfirmware.org
> *Subject:* Re: [TF-A] Proposal: TF-A to adopt hand-off blocks (HOBs) for
> information passing between boot stages
>
>
>
> +Ron Minnich <rminnich at google.com> +Paul Isaac's <paul.isaacs at linaro.org>
>
>
>
> Adding Ron and Paul because I think this interface should be also
> benefiting LinuxBoot efforts.
>
>
>
> On Tue, 23 Mar 2021 at 11:17, François Ozog via TF-A <
> tf-a at lists.trustedfirmware.org> wrote:
>
> Hi,
>
>
>
> I propose we cover the topic at the next Trusted Substrate
> <https://collaborate.linaro.org/display/TS/Trusted+Substrate+Home> zoom
> call <https://linaro-org.zoom.us/j/94563644892> on April 8th 4pm CET.
>
>
>
> The agenda:
>
> ABI between non-secure firmware and the rest of firmware (EL3, S-EL1,
> S-EL2, SCP) to adapt hardware description to some runtime conditions.
>
> runtime conditions here relates to DRAM size and topology detection,
> secure DRAM memory carvings, PSCI and SCMI interface publishing.
>
>
>
> For additional background on existing metadata: UEFI Platform
> Initialization Specification Version 1.7
> <https://uefi.org/sites/default/files/resources/PI_Spec_1_7_final_Jan_2019.pdf>
> , 5.5 Resource Descriptor HOB
>
> Out of the ResourceType we care about is EFI_RESOURCE_SYSTEM_MEMORY.
>
> This HOB lacks memory NUMA attachment or something that could be related
> to fill SRAT table for ACPI or relevant DT proximity domains.
>
> HOB is not consistent accros platforms: some platforms (Arm) lists memory
> from the booting NUMA node, other platforms (x86) lists all memory from all
> NUMA nodes. (At least this is the case on the two platforms I tested).
>
>
>
> There are two proposals to use memory structures from SPL/BLx up to the
> handover function (as defined in the Device Tree technical report
> <https://docs.google.com/document/d/1CLkhLRaz_zcCq44DLGmPZQFPbYHOC6nzPowaL0XmRk0/edit?usp=sharing>)
> which can be U-boot (BL33 or just U-Boot in case of SPL/U-Boot scheme) or
> EDK2.
>
> I would propose we also discuss possibility of FF-A interface to actually
> query information or request actions to be done (this is a model actually
> used in some SoCs with proprietary SMC calls).
>
>
>
> Requirements (to be validated):
>
> - ACPI and DT hardware descriptions.
>
> - agnostic to boot framework (SPL/U-Boot, TF-A/U-Boot, TF-A/EDK2)
>
> - agnostic to boot framework (SPL/U-Boot, TF-A/U-Boot, TF-A/EDK2,
> TF-A/LinuxBoot)
>
> - at least allows complete DRAM description and "persistent" usage
> (reserved areas for secure world or other usages)
>
> - support secure world device assignment
>
>
>
> Cheers
>
>
>
> FF
>
>
>
>
>
> On Mon, 22 Mar 2021 at 19:56, Simon Glass <sjg at chromium.org> wrote:
>
> Hi,
>
> Can I suggest using bloblist for this instead? It is lightweight,
> easier to parse, doesn't have GUIDs and is already used within U-Boot
> for passing info between SPL/U-Boot, etc.
>
> Docs here:
> https://github.com/u-boot/u-boot/blob/master/doc/README.bloblist
> Header file describes the format:
> https://github.com/u-boot/u-boot/blob/master/include/bloblist.h
>
> Full set of unit tests:
> https://github.com/u-boot/u-boot/blob/master/test/bloblist.c
>
> Regards,
> Simon
>
> On Mon, 22 Mar 2021 at 23:58, François Ozog <francois.ozog at linaro.org>
> wrote:
> >
> > +Boot Architecture Mailman List <boot-architecture at lists.linaro.org>
> >
> > standardization is very much welcomed here and need to accommodate a very
> > diverse set of situations.
> > For example, TEE OS may need to pass memory reservations to BL33 or
> > "capture" a device for the secure world.
> >
> > I have observed a number of architectures:
> > 1) pass information from BLx to BLy in the form of a specific object
> > 2) BLx called by BLy by a platform specific SMC to get information
> > 3) BLx called by BLy by a platform specific SMC to perform Device Tree
> > fixups
> >
> > I also imagined a standardized "broadcast" FF-A call so that any firmware
> > element can either provide information or "do something".
> >
> > My understanding of your proposal is about standardizing on architecture
> 1)
> > with the HOB format.
> >
> > The advantage of the HOB is simplicity but it may be difficult to
> implement
> > schemes such as pruning a DT because device assignment in the secure
> world.
> >
> > In any case, it looks feasible to have TF-A and OP-TEE complement the
> list
> > of HOBs to pass information downstream (the bootflow).
> >
> > It would be good to start with building the comprehensive list of
> > information that need to be conveyed between firmware elements:
> >
> > information. | authoritative entity | reporting entity | information
> > exchanged:
> > dram | TFA | TFA |
> > <format to be detailed, NUMA topology to build the SRAT table or DT
> > equivalent?>
> > PSCI | SCP | TFA? |
> > SCMI | SCP or TEE-OS | TFA? TEE-OS?|
> > secure SRAM | TFA. | TFA. |
> > secure DRAM | TFA? TEE-OS? | TFA? TEE-OS? |
> > other? | |
> > |
> >
> > Cheers
> >
> > FF
> >
> >
> > On Mon, 22 Mar 2021 at 09:34, Harb Abdulhamid OS via TF-A <
> > tf-a at lists.trustedfirmware.org> wrote:
> >
> > > Hello Folks,
> > >
> > >
> > >
> > > I'm emailing to start an open discussion about the adoption of a
> concept
> > > known as "hand-off blocks" or HOB to become a part of the TF-A Firmware
> > > Framework Architecture (FFA). This is something that is a pretty major
> > > pain point when it comes to the adoption of TF-A in ARM Server SoC’s
> > > designed to enable a broad range of highly configurable datacenter
> > > platforms.
> > >
> > >
> > >
> > >
> > >
> > > What is a HOB (Background)?
> > >
> > > ---------------------------
> > >
> > > UEFI PI spec describes a particular definition for how HOB may be used
> for
> > > transitioning between the PEI and DXE boot phases, which is a good
> > > reference point for this discussion, but not necessarily the exact
> solution
> > > appropriate for TF-A.
> > >
> > >
> > >
> > > A HOB is simply a dynamically generated data structure passed in
> between
> > > two boot phases. This is information that was obtained through
> discovery
> > > and needs to be passed forward to the next boot phase *once*, with no
> API
> > > needed to call back (e.g. no call back into previous firmware phase is
> > > needed to fetch this information at run-time - it is simply passed one
> time
> > > during boot).
> > >
> > >
> > >
> > > There may be one or more HOBs passed in between boot phases. If there
> are
> > > more than one HOB that needs to be passed, this can be in a form of a
> "HOB
> > > table", which (for example) could be a UUID indexed array of pointers
> to
> > > HOB structures, used to locate a HOB of interest (based on UUID). In
> such
> > > cases, instead of passing a single HOB, the boot phases may rely on
> passing
> > > the pointer to the HOB table.
> > >
> > >
> > >
> > > This has been extremely useful concept to employ on highly configurable
> > > systems that must rely on flexible discovery mechanisms to initialize
> and
> > > boot the system. This is especially helpful when you have multiple
> > >
> > >
> > >
> > >
> > >
> > > Why do we need HOBs in TF-A?:
> > >
> > > -----------------------------
> > >
> > > It is desirable that EL3 firmware (e.g. TF-A) built for ARM Server SoC
> in
> > > a way that is SoC specific *but* platform agnostic. This means that a
> > > single ARM SoC that a SiP may deliver to customers may provide a single
> > > TF-A binary (e.g. BL1, BL2, BL31) that could be used to support a broad
> > > range of platform designs and configurations in order to boot a
> platform
> > > specific firmware (e.g. BL33 and possibly even BL32 code). In order to
> > > achieve this, the platform configuration must be *discovered* instead
> of
> > > statically compiled as it is today in TF-A via device tree based
> > > enumeration. The mechanisms of discovery may differ broadly depending
> on
> > > the relevant industry standard, or in some cases may have rely on SiP
> > > specific discovery flows.
> > >
> > >
> > >
> > > For example: On server systems that support a broad range DIMM memory
> > > population/topologies, all the necessary information required to boot
> is
> > > fully discovered via standard JEDEC Serial Presence Detect (SPD) over
> an
> > > I2C bus. Leveraging the SPD bus, may platform variants could be
> supported
> > > with a single TF-A binary. Not only is this information required to
> > > initialize memory in early boot phases (e.g. BL2), the subsequent boot
> > > phases will also need this SPD info to construct a system physical
> address
> > > map and properly initialize the MMU based on the memory present, and
> where
> > > the memory may be present. Subsequent boot phases (e.g. BL33 / UEFI)
> may
> > > need to generate standard firmware tables to the operating systems,
> such as
> > > SMBIOS tables describing DIMM topology and various ACPI tables (e.g.
> SLIT,
> > > SRAT, even NFIT if NVDIMM's are present).
> > >
> > >
> > >
> > > In short, it all starts with a standardized or vendor specific
> discovery
> > > flow in an early boot stage (e.g. BL1/BL2), followed by the passing of
> > > information to the next boot stages (e.g. BL31/BL32/BL33).
> > >
> > >
> > >
> > > Today, every HOB may be a vendor specific structure, but in the future
> > > there may be benefit of defining standard HOBs. This may be useful for
> > > memory discovery, passing the system physical address map, enabling TPM
> > > measured boot, and potentially many other common HOB use-cases.
> > >
> > >
> > >
> > > It would be extremely beneficial to the datacenter market segment if
> the
> > > TF-A community would adopt this concept of information passing between
> all
> > > boot phases as opposed to rely solely on device tree enumeration.
> This is
> > > not intended to replace device tree, rather intended as an alternative
> way
> > > to describe the info that must be discovered and dynamically generated.
> > >
> > >
> > >
> > >
> > >
> > > Conclusion:
> > >
> > > -----------
> > >
> > > We are proposing that the TF-A community begin pursuing the adoption of
> > > HOBs as a mechanism used for information exchange between each boot
> stage
> > > (e.g. BL1->BL2, BL2->BL31, BL31->BL32, and BL31->BL33)? Longer term we
> > > want to explore standardizing some HOB structures for the BL33 phase
> (e.g.
> > > UEFI HOB structures), but initially would like to agree on this being a
> > > useful mechanism used to pass information between each boot stage.
> > >
> > >
> > >
> > > Thanks,
> > >
> > > --Harb
> > >
> > >
> > >
> > >
> > >
> > >
> > > --
> > > TF-A mailing list
> > > TF-A at lists.trustedfirmware.org
> > > https://lists.trustedfirmware.org/mailman/listinfo/tf-a
> > >
> >
> >
> > --
> > François-Frédéric Ozog | *Director Linaro Edge & Fog Computing Group*
> > T: +33.67221.6485
> > francois.ozog at linaro.org | Skype: ffozog
> > _______________________________________________
> > boot-architecture mailing list
> > boot-architecture at lists.linaro.org
> > https://lists.linaro.org/mailman/listinfo/boot-architecture
>
>
>
>
> --
>
> *François-Frédéric Ozog* | *Director Linaro Edge & Fog Computing Group*
>
> T: +33.67221.6485
> francois.ozog at linaro.org | Skype: ffozog
>
>
>
> --
> TF-A mailing list
> TF-A at lists.trustedfirmware.org
> https://lists.trustedfirmware.org/mailman/listinfo/tf-a
>
>
>
>
> --
>
> *François-Frédéric Ozog* | *Director Linaro Edge & Fog Computing Group*
>
> T: +33.67221.6485
> francois.ozog at linaro.org | Skype: ffozog
>
>
>
> --
> TF-A mailing list
> TF-A at lists.trustedfirmware.org
> https://lists.trustedfirmware.org/mailman/listinfo/tf-a
>
> --
> TF-A mailing list
> TF-A at lists.trustedfirmware.org
> https://lists.trustedfirmware.org/mailman/listinfo/tf-a
>
--
François-Frédéric Ozog | *Director Linaro Edge & Fog Computing Group*
T: +33.67221.6485
francois.ozog at linaro.org | Skype: ffozog
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