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18 KiB
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-----------------------------------------------------------------------
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BIP: 37
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Title: Connection Bloom filtering
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Author: Mike Hearn <hearn@google.com>, Matt Corallo <bip@bluematt.me>
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Status: Accepted
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Type: Standards Track
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Created: 2012-10-24
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-----------------------------------------------------------------------
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[[abstract]]
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Abstract
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~~~~~~~~
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This BIP adds new support to the peer-to-peer protocol that allows peers
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to reduce the amount of transaction data they are sent. Peers have the
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option of setting _filters_ on each connection they make after the
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version handshake has completed. A filter is defined as a
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http://en.wikipedia.org/wiki/Bloom_filter[Bloom filter] on data derived
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from transactions. A Bloom filter is a probabilistic data structure
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which allows for testing set membership - they can have false positives
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but not false negatives.
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This document will not go into the details of how Bloom filters work and
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the reader is referred to Wikipedia for an introduction to the topic.
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[[motivation]]
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Motivation
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~~~~~~~~~~
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As Bitcoin grows in usage the amount of bandwidth needed to download
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blocks and transaction broadcasts increases. Clients implementing
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_simplified payment verification_ do not attempt to fully verify the
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block chain, instead just checking that block headers connect together
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correctly and trusting that the transactions in a chain of high
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difficulty are in fact valid. See the Bitcoin paper for more detail on
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this mode.
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Today, link:Simplified_Payment_Verification[SPV] clients have to
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download the entire contents of blocks and all broadcast transactions,
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only to throw away the vast majority of the transactions that are not
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relevant to their wallets. This slows down their synchronization
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process, wastes users bandwidth (which on phones is often metered) and
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increases memory usage. All three problems are triggering real user
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complaints for the Android "Bitcoin Wallet" app which implements SPV
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mode. In order to make chain synchronization fast, cheap and able to run
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on older phones with limited memory we want to have remote peers throw
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away irrelevant transactions before sending them across the network.
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[[design-rationale]]
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Design rationale
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~~~~~~~~~~~~~~~~
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The most obvious way to implement the stated goal would be for clients
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to upload lists of their keys to the remote node. We take a more complex
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approach for the following reasons:
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* Privacy: Because Bloom filters are probabilistic, with the false
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positive rate chosen by the client, nodes can trade off precision vs
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bandwidth usage. A node with access to lots of bandwidth may choose to
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have a high FP rate, meaning the remote peer cannot accurately know
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which transactions belong to the client and which don't. A node with
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very little bandwidth may choose to use a very accurate filter meaning
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that they only get sent transactions actually relevant to their wallet,
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but remote peers may be able to correlate transactions with IP addresses
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(and each other).
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* Bloom filters are compact and testing membership in them is fast. This
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results in satisfying performance characteristics with minimal risk of
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opening up potential for DoS attacks.
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[[specification]]
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Specification
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~~~~~~~~~~~~~
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[[new-messages]]
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New messages
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^^^^^^^^^^^^
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We start by adding three new messages to the protocol:
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* `filterload`, which sets the current Bloom filter on the connection
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* `filteradd`, which adds the given data element to the connections
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current filter without requiring a completely new one to be set
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* `filterclear`, which deletes the current filter and goes back to
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regular pre-BIP37 usage.
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Note that there is no filterremove command because by their nature,
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Bloom filters are append-only data structures. Once an element is added
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it cannot be removed again without rebuilding the entire structure from
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scratch.
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The `filterload` command is defined as follows:
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[cols=",,,",options="header",]
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|=======================================================================
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|Field Size |Description |Data type |Comments
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|? |filter |uint8_t[] |The filter itself is simply a bit field of
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arbitrary byte-aligned size. The maximum size is 36,000 bytes.
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|4 |nHashFuncs |uint32_t |The number of hash functions to use in this
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filter. The maximum value allowed in this field is 50.
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|4 |nTweak |uint32_t |A random value to add to the seed value in the
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hash function used by the bloom filter.
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|1 |nFlags |uint8_t |A set of flags that control how matched items are
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added to the filter.
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|=======================================================================
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See below for a description of the Bloom filter algorithm and how to
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select nHashFuncs and filter size for a desired false positive rate.
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Upon receiving a `filterload` command, the remote peer will immediately
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restrict the broadcast transactions it announces (in inv packets) to
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transactions matching the filter, where the matching algorithm is
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specified below. The flags control the update behaviour of the matching
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algorithm.
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The `filteradd` command is defined as follows:
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[cols=",,,",options="header",]
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|==================================================================
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|Field Size |Description |Data type |Comments
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|? |data |uint8_t[] |The data element to add to the current filter.
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|==================================================================
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The data field must be smaller than or equal to 520 bytes in size (the
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maximum size of any potentially matched object).
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The given data element will be added to the Bloom filter. A filter must
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have been previously provided using `filterload`. This command is useful
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if a new key or script is added to a clients wallet whilst it has
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connections to the network open, it avoids the need to re-calculate and
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send an entirely new filter to every peer (though doing so is usually
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advisable to maintain anonymity).
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The `filterclear` command has no arguments at all.
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After a filter has been set, nodes don't merely stop announcing
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non-matching transactions, they can also serve filtered blocks. A
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filtered block is defined by the `merkleblock` message and is defined
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like this:
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[cols=",,,",options="header",]
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|=======================================================================
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|Field Size |Description |Data type |Comments
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|4 |version |uint32_t |Block version information, based upon the
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software version creating this block
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|32 |prev_block |char[32] |The hash value of the previous block this
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particular block references
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|32 |merkle_root |char[32] |The reference to a Merkle tree collection
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which is a hash of all transactions related to this block
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|4 |timestamp |uint32_t |A timestamp recording when this block was
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created (Limited to 2106!)
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|4 |bits |uint32_t |The calculated difficulty target being used for this
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block
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|4 |nonce |uint32_t |The nonce used to generate this block… to allow
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variations of the header and compute different hashes
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|4 |total_transactions |uint32_t |Number of transactions in the block
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(including unmatched ones)
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|? |hashes |uint256[] |hashes in depth-first order (including standard
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varint size prefix)
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|? |flags |byte[] |flag bits, packed per 8 in a byte, least significant
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bit first (including standard varint size prefix)
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|=======================================================================
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See below for the format of the partial merkle tree hashes and flags.
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Thus, a `merkleblock` message is a block header, plus a part of a merkle
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tree which can be used to extract identifying information for
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transactions that matched the filter and prove that the matching
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transaction data really did appear in the solved block. Clients can use
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this data to be sure that the remote node is not feeding them fake
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transactions that never appeared in a real block, although lying through
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omission is still possible.
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[[extensions-to-existing-messages]]
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Extensions to existing messages
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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The `version` command is extended with a new field:
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[cols=",,,",options="header",]
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|=======================================================================
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|Field Size |Description |Data type |Comments
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|1 byte |fRelay |bool |If false then broadcast transactions will not be
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announced until a filter\{load,add,clear} command is received. If
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missing or true, no change in protocol behaviour occurs.
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|=======================================================================
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SPV clients that wish to use Bloom filtering would normally set fRelay
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to false in the version message, then set a filter based on their wallet
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(or a subset of it, if they are overlapping different peers). Being able
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to opt-out of inv messages until the filter is set prevents a client
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being flooded with traffic in the brief window of time between finishing
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version handshaking and setting the filter.
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The `getdata` command is extended to allow a new type in the `inv`
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submessage. The type field can now be `MSG_FILTERED_BLOCK (== 3)` rather
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than `MSG_BLOCK`. If no filter has been set on the connection, a request
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for filtered blocks is ignored. If a filter has been set, a
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`merkleblock` message is returned for the requested block hash. In
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addition, because a `merkleblock` message contains only a list of
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transaction hashes, transactions matching the filter should also be sent
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in separate tx messages after the merkleblock is sent. This avoids a
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slow roundtrip that would otherwise be required (receive hashes, didn't
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see some of these transactions yet, ask for them). Note that because
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there is currently no way to request transactions which are already in a
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block from a node (aside from requesting the full block), the set of
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matching transactions that the requesting node hasn't either received or
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announced with an inv must be sent and any additional transactions which
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match the filter may also be sent. This allows for clients (such as the
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reference client) to limit the number of invs it must remember a given
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node to have announced while still providing nodes with, at a minimum,
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all the transactions it needs.
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[[filter-matching-algorithm]]
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Filter matching algorithm
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^^^^^^^^^^^^^^^^^^^^^^^^^
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The filter can be tested against arbitrary pieces of data, to see if
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that data was inserted by the client. Therefore the question arises of
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what pieces of data should be inserted/tested.
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To determine if a transaction matches the filter, the following
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algorithm is used. Once a match is found the algorithm aborts.
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1. Test the hash of the transaction itself.
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2. For each output, test each data element of the output script. This
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means each hash and key in the output script is tested independently.
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*Important:* if an output matches whilst testing a transaction, the node
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might need to update the filter by inserting the serialized COutPoint
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structure. See below for more details.
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3. For each input, test the serialized COutPoint structure.
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4. For each input, test each data element of the input script (note:
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input scripts only ever contain data elements).
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5. Otherwise there is no match.
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In this way addresses, keys and script hashes (for P2SH outputs) can all
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be added to the filter. You can also match against classes of
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transactions that are marked with well known data elements in either
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inputs or outputs, for example, to implement various forms of
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link:Smart property[Smart property].
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The test for outpoints is there to ensure you can find transactions
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spending outputs in your wallet, even though you don't know anything
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about their form. As you can see, once set on a connection the filter is
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*not static* and can change throughout the connections lifetime. This is
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done to avoid the following race condition:
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1. A client sets a filter matching a key in their wallet. They then
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start downloading the block chain. The part of the chain that the client
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is missing is requested using getblocks.
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2. The first block is read from disk by the serving peer. It contains
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TX 1 which sends money to the clients key. It matches the filter and is
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thus sent to the client.
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3. The second block is read from disk by the serving peer. It contains
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TX 2 which spends TX 1. However TX 2 does not contain any of the clients
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keys and is thus not sent. The client does not know the money they
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received was already spent.
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By updating the bloom filter atomically in step 2 with the discovered
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outpoint, the filter will match against TX 2 in step 3 and the client
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will learn about all relevant transactions, despite that there is no
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pause between the node processing the first and second blocks.
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The nFlags field of the filter controls the nodes precise update
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behaviour and is a bit field.
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* `BLOOM_UPDATE_NONE (0)` means the filter is not adjusted when a match
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is found.
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* `BLOOM_UPDATE_ALL (1)` means if the filter matches any data element in
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a scriptPubKey the outpoint is serialized and inserted into the filter.
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* `BLOOM_UPDATE_P2PUBKEY_ONLY (2)` means the outpoint is inserted into
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the filter only if a data element in the scriptPubKey is matched, and
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that script is of the standard "pay to pubkey" or "pay to multisig"
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forms.
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These distinctions are useful to avoid too-rapid degradation of the
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filter due to an increasing false positive rate. We can observe that a
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wallet which expects to receive only payments of the standard
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pay-to-address form doesn't need automatic filter updates because any
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transaction that spends one of its own outputs has a predictable data
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element in the input (the pubkey that hashes to the address). If a
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wallet might receive pay-to-address outputs and also pay-to-pubkey or
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pay-to-multisig outputs then BLOOM_UPDATE_P2PUBKEY_ONLY is appropriate,
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as it avoids unnecessary expansions of the filter for the most common
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types of output but still ensures correct behaviour with payments that
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explicitly specify keys.
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Obviously, nFlags == 1 or nFlags == 2 mean that the filter will get
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dirtier as more of the chain is scanned. Clients should monitor the
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observed false positive rate and periodically refresh the filter with a
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clean one.
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[[partial-merkle-branch-format]]
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Partial Merkle branch format
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^^^^^^^^^^^^^^^^^^^^^^^^^^^^
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A _Merkle tree_ is a way of arranging a set of items as leaf nodes of
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tree in which the interior nodes are hashes of the concatenations of
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their child hashes. The root node is called the _Merkle root_. Every
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Bitcoin block contains a Merkle root of the tree formed from the blocks
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transactions. By providing some elements of the trees interior nodes
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(called a _Merkle branch_) a proof is formed that the given transaction
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was indeed in the block when it was being mined, but the size of the
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proof is much smaller than the size of the original block.
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[[constructing-a-partial-merkle-tree-object]]
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Constructing a partial merkle tree object
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+++++++++++++++++++++++++++++++++++++++++
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* Traverse the merkle tree from the root down, and for each encountered
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node:
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** Check whether this node corresponds to a leaf node (transaction) that
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is to be included OR any parent thereof:
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*** If so, append a '1' bit to the flag bits
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*** Otherwise, append a '0' bit.
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** Check whether this node is a internal node (non-leaf) AND is the
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parent of an included leaf node:
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*** If so:
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**** Descend into its left child node, and process the subtree beneath
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it entirely (depth-first).
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**** If this node has a right child node too, descend into it as well.
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*** Otherwise: append this node's hash to the hash list.
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[[parsing-a-partial-merkle-tree-object]]
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Parsing a partial merkle tree object
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++++++++++++++++++++++++++++++++++++
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As the partial block message contains the number of transactions in the
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entire block, the shape of the merkle tree is known before hand. Again,
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traverse this tree, computing traversed node's hashes along the way:
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* Read a bit from the flag bit list:
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** If it is '0':
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*** Read a hash from the hashes list, and return it as this node's hash.
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** If it is '1' and this is a leaf node:
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*** Read a hash from the hashes list, store it as a matched txid, and
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return it as this node's hash.
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** If it is '1' and this is an internal node:
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*** Descend into its left child tree, and store its computed hash as L.
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*** If this node has a right child as well:
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**** Descend into its right child, and store its computed hash as R.
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**** If L == R, the partial merkle tree object is invalid.
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**** Return Hash(L || R).
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*** If this node has no right child, return Hash(L || L).
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The partial merkle tree object is only valid if:
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* All hashes in the hash list were consumed and no more.
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* All bits in the flag bits list were consumed (except padding to make
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it into a full byte), and no more.
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* The hash computed for the root node matches the block header's merkle
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root.
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* The block header is valid, and matches its claimed proof of work.
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* In two-child nodes, the hash of the left and right branches was never
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equal.
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[[bloom-filter-format]]
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Bloom filter format
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^^^^^^^^^^^^^^^^^^^
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A Bloom filter is a bit-field in which bits are set based on feeding the
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data element to a set of different hash functions. The number of hash
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functions used is a parameter of the filter. In Bitcoin we use version 3
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of the 32-bit Murmur hash function. To get N "different" hash functions
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we simply initialize the Murmur algorithm with the following formula:
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`nHashNum * 0xFBA4C795 + nTweak`
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i.e. if the filter is initialized with 4 hash functions and a tweak of
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0x00000005, when the second function (index 1) is needed h1 would be
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equal to 4221880218.
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When loading a filter with the `filterload` command, there are two
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parameters that can be chosen. One is the size of the filter in bytes.
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The other is the number of hash functions to use. To select the
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parameters you can use the following formulas:
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Let N be the number of elements you wish to insert into the set and P be
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the probability of a false positive, where 1.0 is "match everything" and
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zero is unachievable.
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The size S of the filter in bytes is given by
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`(-1 / pow(log(2), 2) * N * log(P)) / 8`. Of course you must ensure it
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does not go over the maximum size (36,000: selected as it represents a
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filter of 20,000 items with false positive rate of < 0.1% or 10,000
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items and a false positive rate of < 0.0001%).
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The number of hash functions required is given by `S * 8 / N * log(2)`.
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[[copyright]]
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Copyright
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~~~~~~~~~
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This document is placed in the public domain.
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