mirror of
https://github.com/corda/corda.git
synced 2024-12-19 13:08:04 +00:00
d2ef16cbfd
* CID-251 - Deterministic JVM * CID-251 - Add DJVM documentation * CID-251 - Address review comments from @chrisr3 * CID-251 - Address further review comments from @chrisr3 * CID-251 - Use shadowJar to generate fat JAR * CID-251 - Address review comments from @exFalso * CID-251 - Improve naming in ReferenceMap * CID-251 - Add test for Kotlin meta-class behaviour * CID-251 - Address review comments from @shamsasari * CID-251 - Add description of high-level flow * CID-251 - Refactoring * CID-251 - Rename package to net.corda.djvm * CID-251 - Include deterministic-rt.jar as runtime dependency * CID-251 - Add Gradle task for generating whitelist from deterministic rt.jar * CID-251 - Error messages for StackOverflow/OutOfMemory, update whitelist * CID-251 - Reduce set definition of pinned classes * CID-251 - Tidy up logic around pinned classes * CID-251 - Shade ASM dependency and split out CLI tool * CID-251 - Address review comments from @mikehearn (part 1) * CID-251 - Address review comments from @mikehearn (part 2) * CID-251 - Address review comments from @mikehearn (part 3) * CID-251 - Address review comments from @exFalso * CID-251 - Address review comments from @mikehearn (part 4) * CID-251 - Address review comments from @exFalso and @mikehearn * CID-251 - Address review comments from @mikehearn (part 5)
377 lines
18 KiB
ReStructuredText
377 lines
18 KiB
ReStructuredText
Deterministic JVM
|
|
=================
|
|
|
|
.. contents::
|
|
:depth: 2
|
|
|
|
Introduction
|
|
~~~~~~~~~~~~
|
|
|
|
The code in the DJVM module has not yet been integrated with the rest of the platform. It will eventually become a
|
|
part of the node and enforce deterministic and secure execution of smart contract code, which is mobile and may
|
|
propagate around the network without human intervention.
|
|
|
|
Currently, it stands alone as an evaluation version. We want to give developers the ability to start trying it out and
|
|
get used to developing deterministic code under the set of constraints that we envision will be placed on contract code
|
|
in the future.
|
|
|
|
.. warning::
|
|
The deterministic sandbox is currently a standalone evaluation version of what we, in the future, want to integrate
|
|
with the Corda platform to protect execution of contract code and ensure deterministic behaviour.
|
|
|
|
|
|
Motivation and Overview
|
|
~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
It is important that all nodes that process a transaction always agree on whether it is valid or not. Because
|
|
transaction types are defined using JVM byte code, this means that the execution of that byte code must be fully
|
|
deterministic. Out of the box a standard JVM is not fully deterministic, thus we must make some modifications in order
|
|
to satisfy our requirements.
|
|
|
|
So, what does it mean for a piece of code to be fully deterministic? Ultimately, it means that the code, when viewed
|
|
as a function, is pure. In other words, given the same set of inputs, it will always produce the same set of outputs
|
|
without inflicting any side-effects that might later affect the computation.
|
|
|
|
|
|
Non-Determinism
|
|
...............
|
|
|
|
For a program running on the JVM, non-determinism could be introduced by a range of sources, for instance:
|
|
|
|
- **External input**, *e.g.*, the file system, network, system properties and clocks.
|
|
|
|
- **Random number generators**.
|
|
|
|
- **Halting criteria**, *e.g.*, different decisions about when to terminate long running programs.
|
|
|
|
- **Hash-codes**, or more specifically ``Object.hashCode()``, which is typically implemented either by returning a
|
|
pointer address or by assigning the object a random number. This could, for instance, surface as different iteration
|
|
orders over hash maps and hash sets, or be used as non-pure input into arbitrary expressions.
|
|
|
|
- Differences in hardware **floating point arithmetic**.
|
|
|
|
- **Multi-threading** and consequent differences in scheduling strategies, affinity, *etc.*
|
|
|
|
- Differences in **API implementations** between nodes.
|
|
|
|
- **Garbage collector callbacks**.
|
|
|
|
To ensure that the contract verification function is fully pure even in the face of infinite loops we want to use a
|
|
custom-built JVM sandbox. The sandbox performs static analysis of loaded byte code and a rewriting pass to allow for
|
|
necessary instrumentation and constraint hardening.
|
|
|
|
The byte code rewriting further allows us to patch up and control the default behaviour of things like the hash-code
|
|
generation for ``java.lang.Object``. Contract code is rewritten the first time it needs to be executed and then stored
|
|
for future use.
|
|
|
|
Abstraction
|
|
...........
|
|
|
|
The sandbox is abstracted away as an executor which takes as input an implementation of the interface
|
|
``SandboxedRunnable<in Input, out Output>``, dereferenced by a ``ClassSource``. This interface has a single method that
|
|
needs implementing, namely ``run(Input): Output``.
|
|
|
|
A ``ClassSource`` object referencing such an implementation can be passed into the ``SandboxExecutor<in Input, out
|
|
Output>`` together with an input of type ``Input``. The executor has operations for both execution and static
|
|
validation, namely ``run()`` and ``validate()``. These methods both return a summary object.
|
|
|
|
* In the case of execution, this summary object has information about:
|
|
* Whether or not the runnable was successfully executed.
|
|
* If successful, the return value of ``SandboxedRunnable.run()``.
|
|
* If failed, the exception that was raised.
|
|
* And in both cases, a summary of all accrued costs during execution.
|
|
|
|
* For validation, the summary contains:
|
|
* A type hierarchy of classes and interfaces loaded and touched by the sandbox's class loader during analysis, each
|
|
of which contain information about the respective transformations applied as well as meta-data about the types
|
|
themselves and all references made from said classes.
|
|
* A list of messages generated during the analysis. These can be of different severity, and only messages of
|
|
severity ``ERROR`` will prevent execution.
|
|
|
|
The sandbox has a configuration that applies to the execution of a specific runnable. This configuration, on a higher
|
|
level, contains a set of rules, definition providers, emitters and a whitelist.
|
|
|
|
.. image:: resources/djvm-overview.png
|
|
|
|
The set of rules is what defines the constraints posed on the runtime environment. A rule can act on three different
|
|
levels, namely on a type-, member- or instruction-level. The set of rules get processed and validated by the
|
|
``RuleValidator`` prior to execution.
|
|
|
|
Similarly, there is a set of definition providers which can be used to modify the definition of either a type or a
|
|
type's members. This is what controls things like ensuring that all methods implement strict floating point arithmetic,
|
|
and normalisation of synchronised methods.
|
|
|
|
Lastly, there is a set of emitters. These are used to instrument the byte code for cost accounting purposes, and also
|
|
to inject code for checks that we want to perform at runtime or modifications to out-of-the-box behaviour.
|
|
|
|
|
|
Static Byte Code Analysis
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
In summary, the byte code analysis currently performs the following checks. This is not an exhaustive list as further
|
|
work may well introduce additional constraints that we would want to place on the sandbox environment.
|
|
|
|
.. contents::
|
|
:local:
|
|
|
|
.. note::
|
|
It is worth noting that not only smart contract code is instrumented by the sandbox, but all code that it can
|
|
transitively reach. In particular this means that the Java runtime classes (that have not been whitelisted) and any
|
|
other library code used in the program are also instrumented and persisted ahead of time.
|
|
|
|
|
|
Disallow Catching ThreadDeath Exception
|
|
.......................................
|
|
|
|
Prevents exception handlers from catching ``ThreadDeath`` exceptions. If the developer attempts to catch an ``Error``
|
|
or a ``Throwable`` (both being transitive parent types of ``ThreadDeath``), an explicit check will be injected into the
|
|
byte code to verify that exceptions that are trying to kill the current thread are not being silenced. Consequently,
|
|
the user will not be able to bypass an exit signal.
|
|
|
|
|
|
Disallow Catching ThresholdViolationException
|
|
.............................................
|
|
|
|
The ``ThresholdViolationException`` is, as the name suggests, used to signal to the sandbox that a cost tracked by the
|
|
runtime cost accountant has been breached. For obvious reasons, the sandbox needs to protect against user code that
|
|
tries to catch such exceptions, as doing so would allow the user to bypass the thresholds set out in the execution
|
|
profile.
|
|
|
|
|
|
Only Allow Explicitly Whitelisted Runtime API
|
|
.............................................
|
|
|
|
Ensures that constant pool references are mapped against a verified subset of the Java runtime libraries. Said subset
|
|
excludes functionality that contract code should not have access to, such as native code. This whitelist has been
|
|
trimmed down to the bare minimum needed, a few classes in ``java.lang``, so that also the Java runtime libraries
|
|
themselves are subjected to the same amount of scrutiny that the rest of the code is.
|
|
|
|
|
|
Disallow Dynamic Invocation
|
|
...........................
|
|
|
|
Forbids ``invokedynamic`` byte code as the libraries that support this functionality have historically had security
|
|
problems and it is primarily needed only by scripting languages. In the future, this constraint will be eased to allow
|
|
for dynamic invocation in the specific lambda and string concatenation meta-factories used by Java code itself.
|
|
|
|
|
|
Disallow Native Methods
|
|
.......................
|
|
|
|
Forbids native methods as these provide the user access into operating system functionality such as file handling,
|
|
network requests, general hardware interaction, threading, *etc.* These all constitute sources of non-determinism, and
|
|
allowing such code to be called arbitrarily from the JVM would require deterministic guarantees on the native machine
|
|
code level. This falls out of scope for the DJVM.
|
|
|
|
Java runtime classes that call into native code and that are needed from within the sandbox environment, can be
|
|
whitelisted explicitly.
|
|
|
|
|
|
Disallow Finalizer Methods
|
|
..........................
|
|
|
|
Forbids finalizers as these can be called at unpredictable times during execution, given that their invocation is
|
|
controlled by the garbage collector. As stated in the standard Java documentation:
|
|
|
|
..
|
|
|
|
Called by the garbage collector on an object when garbage collection determines that there are no more references
|
|
to the object.
|
|
|
|
|
|
Disallow Overridden Sandbox Package
|
|
...................................
|
|
|
|
Forbids attempts to override rewritten classes. For instance, loading a class ``com.foo.Bar`` into the sandbox,
|
|
analyses it, rewrites it and places it into ``sandbox.com.foo.Bar``. Attempts to place originating classes in the
|
|
top-level ``sandbox`` package will therefore fail as this poses a security risk. Doing so would essentially bypass rule
|
|
validation and instrumentation.
|
|
|
|
|
|
Disallow Breakpoints
|
|
....................
|
|
|
|
For obvious reasons, the breakpoint operation code is forbidden as this can be exploited to unpredictably suspend code
|
|
execution and consequently interfere with any time bounds placed on the execution.
|
|
|
|
|
|
Disallow Reflection
|
|
...................
|
|
|
|
For now, the use of reflection APIs is forbidden as the unmanaged use of these can provide means of breaking out of the
|
|
protected sandbox environment.
|
|
|
|
|
|
Disallow Unsupported API Versions
|
|
.................................
|
|
|
|
Ensures that loaded classes are targeting an API version between 1.5 and 1.8 (inclusive). This is merely to limit the
|
|
breadth of APIs from the standard runtime that needs auditing.
|
|
|
|
|
|
Runtime Costing
|
|
~~~~~~~~~~~~~~~
|
|
|
|
The runtime accountant inserts calls to an accounting object before expensive byte code. The goal of this rewrite is to
|
|
deterministically terminate code that has run for an unacceptably long amount of time or used an unacceptable amount of
|
|
memory. Types of expensive byte code include method invocation, memory allocation, branching and exception throwing.
|
|
|
|
The cost instrumentation strategy used is a simple one: just counting byte code that are known to be expensive to
|
|
execute. The methods can be limited in size and jumps count towards the costing budget, allowing us to determine a
|
|
consistent halting criteria. However it is still possible to construct byte code sequences by hand that take excessive
|
|
amounts of time to execute. The cost instrumentation is designed to ensure that infinite loops are terminated and that
|
|
if the cost of verifying a transaction becomes unexpectedly large (*e.g.*, contains algorithms with complexity
|
|
exponential in transaction size) that all nodes agree precisely on when to quit. It is not intended as a protection
|
|
against denial of service attacks. If a node is sending you transactions that appear designed to simply waste your CPU
|
|
time then simply blocking that node is sufficient to solve the problem, given the lack of global broadcast.
|
|
|
|
The budgets are separate per operation code type, so there is no unified cost model. Additionally the instrumentation is
|
|
high overhead. A more sophisticated design would be to calculate byte code costs statically as much as possible ahead of
|
|
time, by instrumenting only the entry point of 'accounting blocks', *i.e.*, runs of basic blocks that end with either a
|
|
method return or a backwards jump. Because only an abstract cost matters (this is not a profiler tool) and because the
|
|
limits are expected to bet set relatively high, there is no need to instrument every basic block. Using the max of both
|
|
sides of a branch is sufficient when neither branch target contains a backwards jump. This sort of design will be
|
|
investigated if the per category budget accounting turns out to be insufficient.
|
|
|
|
A further complexity comes from the need to constrain memory usage. The sandbox imposes a quota on bytes allocated
|
|
rather than bytes retained in order to simplify the implementation. This strategy is unnecessarily harsh on smart
|
|
contracts that churn large quantities of garbage yet have relatively small peak heap sizes and, again, it may be that
|
|
in practice a more sophisticated strategy that integrates with the garbage collector is required in order to set quotas
|
|
to a usefully generic level.
|
|
|
|
.. note::
|
|
The current thresholds have been set arbitrarily for demonstration purposes and should not be relied upon as
|
|
sensible defaults in a production environment.
|
|
|
|
|
|
Instrumentation and Rewriting
|
|
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
|
|
|
|
Always Use Strict Floating Point Arithmetic
|
|
...........................................
|
|
|
|
Sets the ``strictfp`` flag on all methods, which requires the JVM to do floating point arithmetic in a hardware
|
|
independent fashion. Whilst we anticipate that floating point arithmetic is unlikely to feature in most smart contracts
|
|
(big integer and big decimal libraries are available), it is available for those who want to use it.
|
|
|
|
|
|
Always Use Exact Math
|
|
.....................
|
|
|
|
Replaces integer and long addition and multiplication with calls to ``Math.addExact()`` and ``Math.multiplyExact``,
|
|
respectively. Further work can be done to implement exact operations for increments, decrements and subtractions as
|
|
well. These calls into ``java.lang.Math`` essentially implement checked arithmetic over integers, which will throw an
|
|
exception if the operation overflows.
|
|
|
|
|
|
Always Inherit From Sandboxed Object
|
|
....................................
|
|
|
|
As mentioned further up, ``Object.hashCode()`` is typically implemented using either the memory address of the object
|
|
or a random number; which are both non-deterministic. The DJVM shields the runtime from this source of non-determinism
|
|
by rewriting all classes that inherit from ``java.lang.Object`` to derive from ``sandbox.java.lang.Object`` instead.
|
|
This sandboxed ``Object`` implementation takes a hash-code as an input argument to the primary constructor, persists it
|
|
and returns the value from the ``hashCode()`` method implementation. It also has an overridden implementation of
|
|
``toString()``.
|
|
|
|
The loaded classes are further rewritten in two ways:
|
|
|
|
* All allocations of new objects of type ``java.lang.Object`` get mapped into using the sandboxed object.
|
|
|
|
* Calls to the constructor of ``java.lang.Object`` get mapped to the constructor of ``sandbox.java.lang.Object``
|
|
instead, passing in a constant value for now. In the future, we can easily have this passed-in hash-code be a pseudo
|
|
random number seeded with, for instance, the hash of the transaction or some other dynamic value, provided of course
|
|
that it is deterministically derived.
|
|
|
|
|
|
Disable Synchronised Methods and Blocks
|
|
.......................................
|
|
|
|
Since Java's multi-threading API has been excluded from the whitelist, synchronised methods and code blocks have little
|
|
use in sandboxed code. Consequently, we log informational messages about occurrences of this in your sandboxed code and
|
|
automatically transform them into ordinary methods and code blocks instead.
|
|
|
|
|
|
Future Work
|
|
~~~~~~~~~~~
|
|
|
|
Further work is planned:
|
|
|
|
* To enable controlled use of reflection APIs.
|
|
|
|
* Strip out the dependency on the extensive whitelist of underlying Java
|
|
runtime classes.
|
|
|
|
* Currently, dynamic invocation is disallowed. Allow specific lambda and
|
|
string concatenation meta-factories used by Java code itself.
|
|
|
|
* Map more mathematical operations to use their 'exact' counterparts.
|
|
|
|
* General tightening of the enforced constraints.
|
|
|
|
* Cost accounting of runtime metrics such as memory allocation, branching and
|
|
exception handling. More specifically defining sensible runtime thresholds
|
|
and make further improvements to the instrumentation.
|
|
|
|
* More sophisticated runtime accounting as discussed in `Runtime Costing`_.
|
|
|
|
|
|
Command-line Tool
|
|
~~~~~~~~~~~~~~~~~
|
|
|
|
Open your terminal and navigate to the ``djvm`` folder. Then issue the following command:
|
|
|
|
::
|
|
|
|
djvm > ./shell/install
|
|
|
|
|
|
This will build the DJVM tool and install a shortcut on Bash-enabled systems. It will also generate a Bash completion
|
|
file and store it in the ``shell`` folder. This file can be sourced from your Bash initialisation script.
|
|
|
|
::
|
|
|
|
djvm > cd ~
|
|
~ > djvm
|
|
|
|
Now, you can create a new Java file from a skeleton that ``djvm`` provides, compile the file, and consequently run it
|
|
by issuing the following commands:
|
|
|
|
::
|
|
|
|
~ > djvm new Hello
|
|
~ > vim tmp/net/corda/sandbox/Hello.java
|
|
~ > djvm build Hello
|
|
~ > djvm run Hello
|
|
|
|
This run will produce some output similar to this:
|
|
|
|
::
|
|
|
|
Running class net.corda.sandbox.Hello...
|
|
Execution successful
|
|
- result = null
|
|
|
|
Runtime Cost Summary:
|
|
- allocations = 0
|
|
- invocations = 1
|
|
- jumps = 0
|
|
- throws = 0
|
|
|
|
The output should be pretty self-explanatory, but just to summarise:
|
|
|
|
* It prints out the return value from the ``SandboxedRunnable<Object, Object>.run()`` method implemented in
|
|
``net.corda.sandbox.Hello``.
|
|
|
|
* It also prints out the aggregated costs for allocations, invocations, jumps and throws.
|
|
|
|
Other commands to be aware of are:
|
|
|
|
* ``djvm check`` which allows you to perform the up-front static analysis without running the code.
|
|
|
|
* ``djvm inspect`` which allows you to inspect what byte code modifications will be applied to a class.
|
|
|
|
* ``djvm show`` which displays the transformed byte code of a class, *i.e.*, the end result and not the difference.
|
|
|
|
* ``djvm whitelist`` which displays the content of the whitelist in use.
|