| # What is this? |
| |
| This is Project Shodan, a project to research the fusion of novel hardware and |
| software architectures to produce a low-power, ambient AI core. For more |
| information, see our |
| [internal site](https://sites.google.com/corp/google.com/cerebrahardware/projects/current-projects/shodan). |
| |
| ## Developing in this Codebase |
| |
| We've stored our code in Gerrit, and like the Android developers before us, we |
| use `repo` to manage the projects in our Gerrit repositories. |
| |
| To get started, first make sure you have a Git login for all our projects |
| by going to [googlesource.com/new-password](https://www.googlesource.com/new-password) |
| and pasting the provided script into a terminal. |
| |
| Now you need to pull down a copy of the `repo` |
| tool from our public facing sites and add it to your path: |
| |
| ```bash |
| mkdir -p bin |
| export PATH=$PATH:$HOME/bin |
| curl https://storage.googleapis.com/git-repo-downloads/repo > ~/bin/repo |
| chmod a+x ~/bin/repo |
| ``` |
| |
| Make sure you've initialized git with your name and email address, and have |
| configured it properly for fetching the sources: |
| |
| ```bash |
| git config --global user.name "Your Name" |
| git config --global user.email "you@example.com" |
| ``` |
| |
| Once you've done this, you're actually ready to check out the sources. Make a |
| new directory where you'd like it to live, and initialize `repo` with the |
| current release branch. |
| |
| ```bash |
| repo init -u https://spacebeaker.googlesource.com/shodan/manifest -g default,internal --no-use-superproject |
| repo sync -j$(nproc) |
| ``` |
| |
| ## System Setup for Development |
| |
| Development for shodan requires that the necessary tools and prerequisites be |
| installed. |
| |
| To setup the build system: |
| |
| ```bash |
| source build/setup.sh |
| ``` |
| |
| For non-gLinux systems: Add the bazel apt repository to your machines sources. |
| Instructions @ https://bazel.build/install/ubuntu#add-dis-uri |
| |
| Install the prerequisites: |
| |
| ```bash |
| m prereqs |
| ``` |
| |
| Install the tools used for development: |
| |
| ```bash |
| m tools |
| ``` |
| |
| ## Day-to-day Development Workflow |
| |
| In general, working with repo is relatively simple: |
| |
| 1. Create a working topic branch to make changes on with `repo start |
| ${TOPICNAME}` |
| 2. Make your changes to the files. Add them with `git add -A` and commit with |
| `git commit`. |
| 3. Upload your changes with `repo upload --re ${REVIEWER} --cc ${CC_LIST}` |
| 4. Go to the URL repo spits out to read and reply to comments. |
| 5. Eventually your reviewer will give you a +2 LGTM on your change. To submit, |
| click the "SUBMIT" button on the change in the web interface. |
| 6. Run `repo sync -j$(nproc)` to update. |
| 7. Run `repo prune` to remove your topic branch. |
| |
| For more information on how to use repo and git effectively, take a look at the |
| [official documentation](https://source.android.com/setup/create/coding-tasks). |
| |
| ### A Note on Code Review Policies |
| |
| In the Shodan project, we follow a "sticky +2" policy. |
| |
| What this means is that you *must* get a +2 Code Review from a peer, or a TL. |
| Gerrit will automatically pass any +2 Code Review scores you receive when you |
| upload a patchset with minor changes. This policy is in place so that we can |
| quickly get through code review and get our code submitted without requiring |
| lots of round-trips with your reviewers. |
| |
| If you change significant parts of the CL post-+2, please ask for additional |
| review from your peers in a reply. Note: two +1s does *not* count as a +2! |
| |
| You can't self-+2 your own CL, no matter the urgency or how simple the |
| change is! This policy ensures the code change is peer reviewed, and prevent us |
| from getting in trouble with security/compliance. If you don't know who to send |
| a CL to, put one of the TLs on the review list, and they'll redirect it |
| appropriately, or review your change. |
| |
| As a reviewer, please use good judgement to help the team keep the good |
| momentum: If you provide a +1 score, please note in your comment who should |
| provide the +2; if your comments are minor changes about style, format, etc., |
| and not related to the functionality of the code, please provide +2 so the code |
| owner can address the comments and submit the code without further review. |
| |
| ### Who are the TLs? |
| |
| At the time of this writing, the TLs are: |
| |
| Cindy Liu <hcindyl@> |
| June Tate-Gans <jtgans@> |
| Bangfei Pan <pbf@> |
| Steve Xu <stevexu@> |
| |
| Finally, if you can't get one of the above people, please put Kai Yick |
| <kingkai@> on the review line. |
| |
| *Special note if you're listed above*: you still must get your +2 from someone |
| else -- we need the TLs to lead by example and demonstrate the appropriate |
| behavior. |
| |
| ### How to sync my local copy with latest? |
| |
| ```bash |
| repo sync -j$(nproc) |
| ``` |
| |
| Then if you have any outstanding branches, a `repo rebase` will help. |
| |
| ### How to send code for review? |
| |
| To upload a branch to gerrit for review, do this: |
| |
| ```bash |
| repo upload --re reviewer1,reviewer2 --cc email@host.com,email2@host2.com |
| ``` |
| |
| Reviewers can be specified as usernames or full email addresses, likewise for |
| `--cc`. |
| |
| Repo will then output a URL for you to visit that allows you to make comments |
| and abandon and merge the changes into the repository. To make changes during |
| the review process, make your changes to the files, then: |
| |
| ```bash |
| git add -A # To add the files you've changed |
| git commit --amend # To update the previous change |
| repo upload -t --re ${REVIEWER} --cc ${CC_LIST} # To upload the change to Gerrit for review |
| ``` |
| |
| ### Help! I'm on a limited-bandwidth connection, and need to stop downloading tooling! |
| |
| There's an environment variable you can set called `PIN_TOOLCHAINS` to prevent |
| download attempts for various toolchains in the system. The format is a |
| space-delimited list of words that includes which toolchains you wish to prevent |
| downloading automatically during a build. |
| |
| At the moment, this environment variable can be set to any of the following |
| words: |
| |
| `renode` - prevents downloading of the latest Renode binary build. |
| |
| `iree` - prevents downloading of the latest IREE compiler toolchain. |
| |
| Ie: |
| |
| ```bash |
| export PIN_TOOLCHAINS="renode iree" |
| ``` |
| |
| *Note well*: if you set this variable, the output or behavior of any of the |
| preceding toolchains may be bad or incorrect. Please do not file bugs against |
| these components if you have this variable set! |
| |
| ### Help! IREE, Renode, or another toolchain is misbehaving! |
| |
| Did you set `PIN_TOOLCHAINS`? If so, please unset this environment variable and |
| retry your build. |
| |
| ## Repository Layout |
| |
| Our layout is pretty simple: |
| |
| ### build/ |
| |
| Contains build scripts for the whole tree. This is effectively just an |
| orchestration layer to make building the whole shebang easier. Each subtree may |
| have its own build systems and have their own ways of building. |
| |
| ### cache/ |
| |
| The cached cross-compilation toolchain, including rust and RISC-V GCC/LLVM |
| toolchain. |
| |
| ### cicd/ |
| |
| Contains continuous integration scripts and tooling for Jenkins, our CI/CD tool. |
| |
| ### docs/ |
| |
| Lots of extra documentation (we hope) about how the repo is laid out, how the |
| build system works, code reviews, licensing, etc. |
| |
| ### hw/ |
| |
| Contains all of the source code and RTL required to build the Shodan |
| hardware, as well as simulate it in Verilator. |
| |
| #### opentitan |
| |
| Security core. |
| |
| #### ibex |
| |
| System management controller (SMC). |
| |
| #### springbok |
| |
| Vector core for ML acceleration. |
| |
| ### kata/ |
| |
| Operating system software for the SMC; including seL4 kernel & CAmkES framework, |
| and custom CAmkES components that support Shodan (or maybe KataOS) applications. |
| |
| ### manifest/ |
| |
| The repo manifest used to glue all the git repositories together. |
| |
| ### scripts/ |
| |
| Contains utility scripts to help automate a few things. |
| |
| ### sim/ |
| |
| Contains tools and src for simulators (Renode and Verilator) of the shodan system. |
| |
| ### sw/ |
| |
| Contains the source code of applications running in all shodan cores. |
| |
| #### libtock-rs |
| |
| **TODO**: add more details |
| |
| #### multihart_boot_rom |
| |
| Bootstrap for System Management Controller, Security Core, and Vector Core. This |
| is the first software to run after reset; it does low-level hardware setup and |
| starts TockOs (SC) and seL4 (SMC). |
| |
| #### pigweed |
| |
| pigweed frameworks. Currently it is used for vector core functional tests. |
| |
| #### tock |
| |
| The operating system running on the Security Core. |
| |
| #### vec |
| |
| Springbok BSP, as well as the RVV instruction functional tests. |
| |
| #### vec_iree |
| |
| Springbok IREE application. It builds IREE runtime applications for ML models |
| using IREE libraries and Spingbok BSP. |
| |
| ### toolchain/ |
| |
| Contains the src to build the RISCV QEMU emulator, and |
| [IREE](https://github/com/google/iree) toolchain for ML models. |
| |
| ## Build and Test ML Artifacts |
| |
| The ML executable is built with [IREE](https://github.com/google/iree) workflow, |
| targeted to RISCV 32-bit bare-metal config. |
| |
| To build the IREE targets: |
| |
| ```bash |
| m iree |
| ``` |
| |
| The IREE compiler sits in `out/host/iree_compiler`, while the runtime library/example |
| sits in `out/springbok_iree`. |
| To run the toy example (four-element vector element-wise multiplication) for |
| testing: |
| |
| ```bash |
| sim_springbok out/springbok_iree/samples/simple_vec_mul/simple_int_vec_mul_embedded_sync |
| ``` |
| |
| The output should be shown as: |
| |
| ```bash |
| 21:27:11.0241 [INFO] cpu2: simprint: "INFO |simple_vec_mul finished successfully", 0 (0x0) |
| 21:27:11.0248 [INFO] cpu2: simprint: "main returned: ", 0 (0x0) |
| ``` |
| |
| (Enter `quit` or `q` to exit the Renode simulation) |
| |
| ## Running The Full Shodan System Simulation |
| |
| The simulator used for Shodan is [Renode](https://renode.io/). The configuration |
| for the Shodan system is `sim/config/platforms/shodan.repl`, while and starting script |
| is in `sim/config/shodan.resc` |
| |
| To run the full system simulation, build the default target: |
| |
| ```bash |
| m |
| ``` |
| |
| After all the artifacts are bulit, the Renode simulation session automatically |
| starts, and you should see the secured core and SMC booted |
| |
| ```bash |
| 10:11:43.1993 [INFO] uart5: init_kernel() |
| 10:11:43.2012 [INFO] uart5: Init local IRQ |
| 10:11:43.2018 [INFO] uart5: Bootstrapping kernel |
| 10:11:43.2053 [INFO] uart5: Initialing PLIC... |
| 10:11:43.2830 [INFO] uart5: Booting all finished, dropped to user space |
| 10:11:43.2978 [INFO] uart5: kata_os_rootserver::Bootinfo: 130550 empty slots 1 nodes 56 untyped 131072 cnode slots |
| 10:11:43.3008 [INFO] uart5: kata_os_rootserver::Model: 3750 objects 32 irqs 0 untypeds 2 asids |
| 10:11:43.3123 [INFO] uart5: kata_os_rootserver::capDL spec: 0.33 Mbytes |
| 10:11:43.3142 [INFO] uart5: kata_os_rootserver::CAmkES components: 1.02 Mbytes |
| 10:11:43.3191 [INFO] uart5: kata_os_rootserver::Rootserver executable: 0.40 Mbytes |
| ``` |
| |
| At this point, you should be able to connect to the SMC debug console. |
| |
| ### Setting Up Debug Console Communication |
| |
| Install socat to your machine |
| |
| ```bash |
| sudo apt install socat |
| ``` |
| |
| In a new shell session, launch the debug console with |
| |
| ```bash |
| scripts/kshell.sh |
| ``` |
| |
| You will see the kataOS prompt showing up when you hit `enter`. Use `ctrl-c` to leave the console. |
| |
| ### Connecting to Renode Console |
| |
| Renode has its own console to control the emulation environment. You can connect to it by |
| |
| ```bash |
| telnet localhost 1234 |
| ``` |
| |
| For example, you can check the core status |
| |
| ```bash |
| (matcha) cpu1 IsHalted |
| False |
| ``` |
| |
| or stop the whole emulation with |
| |
| ```bash |
| (matcha) quit |
| ``` |
| |
| ### Launch ML Job on the Vector Core |
| |
| You can launch the ML workload execution by communicating through the debug console |
| |
| Check existing builtin applications |
| |
| ```bash |
| KATA> builtins |
| ``` |
| |
| Install the embedded ML model app; for example, |
| |
| ```bash |
| KATA> install mobilenet_v1_emitc_static.model |
| ``` |
| |
| and you should see model installed with a bundle ID issued. |
| |
| ```bash |
| KATA> Bundle "fake.26" installed |
| ``` |
| |
| You can then launch the ML job with `test_mlexecute <bundle ID> <model name>` |
| |
| ```bash |
| KATA> test_mlexecute fake.26 mobilenet_v1_emitc_static.model |
| ``` |
| |
| with the Renode console log printed as |
| |
| ```bash |
| 15:17:59.9864 [INFO] uart5: kata_ml_coordinator::Load successful. |
| ... |
| 15:18:02.6868 [INFO] cpu2: simprint: "main returned: ", 0 (0x0) |
| |
| ``` |
| |
| ## More Information |
| |
| For more available Shodan build targets, please see [Build target lists](./BuildTargetsExplained.md), |
| or use the in-project command of `hmm` and `hmm <target name>`. |
| |
| Also, [Information on how to use repo](https://go/repo) |