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From: Jim Posen <jim.posen@gmail.com>
Date: Wed, 23 May 2018 16:48:33 -0700
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To: Bitcoin Protocol Discussion <bitcoin-dev@lists.linuxfoundation.org>
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Subject: [bitcoin-dev] TXO bitfield size graphs
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I decided to look into the metrics around compression ratios of TXO
bitfields, as proposed by Bram Cohen [1]. I'm specifically interested in
the feasibility of committing to them with block headers. In combination
with block commitments to TXOs themselves, this would enable UTXO
inclusion/exclusion proofs for light clients.

First, looking just at proofs of inclusion in the UTXO set, each block
needs what Bram calls a "proof of position." Concretely, one such
construction is a Merkle root over all of the block's newly created coins,
including their output data (scriptPubKey + amount), the outpoint (txid +
index), and an absolute index of the output in the entire blockchain. A
Merkle branch in this tree constitutes a proof of position. Alternatively,
the "position", rather than being an absolute index in the chain, could be
a block hash plus an output index within the block.

Let's say we use the absolute index in the chain as position. A TXO
spentness bitfield can be constructed for the entire chain, which is added
to when new coins are created and modified when they are spent. In order to
compactly prove spentness in this bitfield to a client, one could chunk up
the bitfield and construct a Merkle Mountain Range [2] over the chunks.
Instead of building an MMR over outputs themselves, as proposed by Peter
Todd [3], an MMR constructed over bitfield chunks grows far slower, by a
large constant factor. Slower growth means faster updates.

So there's the question of how much these bitfields can be compressed. We
expect some decent level because patterns of spending coins are very
non-random.

The top graph in the attached figure shows the compression ratios possible
on a TXO bitfield split into 4 KiB chunks, using gzip (level=9) and lz4.
Data was collected at block height 523,303. You can see that the
compression ratio is much lower for older chunks and is worse for more
recent blocks. Over the entire history, gzip achieves 34.4%, lz4 54.8%, and
bz2 37.6%. I'm kind of surprised that the ratios are not lower with
off-the-shelf algorithms. And that gzip performs better than bz2 (it seems
to be a factor of the chunk size?).

Alternatively, we can look at bitfields stored separately by block, which
is more compatible with constructions where an output's position is its
block hash plus relative index. The per-block bitfield sizes are shown in
the bottom graph. The compression ratios overall are 50% for gzip, 70% for
lz4, and 61.5% for bz2.

[1]
https://lists.linuxfoundation.org/pipermail/bitcoin-dev/2017-March/013928.html
[2]
https://github.com/opentimestamps/opentimestamps-server/blob/master/doc/merkle-mountain-range.md
[3] https://petertodd.org/2016/delayed-txo-commitments

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<div dir=3D"ltr">I decided to look into the metrics around compression rati=
os of TXO bitfields, as proposed by Bram Cohen [1]. I&#39;m specifically in=
terested in the feasibility of committing to them with block headers. In co=
mbination with block commitments to TXOs themselves, this would enable UTXO=
 inclusion/exclusion proofs for light clients.<div><br></div><div>First, lo=
oking just at proofs of inclusion in the UTXO set, each block needs what Br=
am calls a &quot;proof of position.&quot; Concretely, one such construction=
 is a Merkle root over all of the block&#39;s newly created coins, includin=
g their output data (scriptPubKey + amount), the outpoint (txid=C2=A0+ inde=
x), and an absolute index of the output in the entire blockchain. A Merkle =
branch in this tree constitutes a proof of position. Alternatively, the &qu=
ot;position&quot;, rather than being an absolute index in the chain, could =
be a block hash plus an output index within the block.</div><div><br></div>=
<div>Let&#39;s say we use the absolute index in the chain as position. A TX=
O spentness bitfield can be constructed for the entire chain, which is adde=
d to when new coins are created and modified when they are spent. In order =
to compactly prove spentness in this bitfield to a client, one could chunk =
up the bitfield and construct a Merkle Mountain Range [2] over the chunks. =
Instead of building an MMR over outputs themselves, as proposed by Peter To=
dd [3], an MMR constructed over bitfield chunks grows far slower, by a larg=
e constant factor. Slower growth means faster updates.</div><div><br></div>=
<div>So there&#39;s the question of how much these bitfields can be compres=
sed. We expect some decent level because patterns of spending coins are ver=
y non-random.</div><div><br></div><div>The top graph in the attached figure=
 shows the compression ratios possible on a TXO bitfield split into 4 KiB c=
hunks, using gzip (level=3D9) and lz4. Data was collected at block height 5=
23,303. You can see that the compression ratio is much lower for older chun=
ks and is worse for more recent blocks.=C2=A0<span style=3D"color:rgb(34,34=
,34);font-family:sans-serif;font-size:13px;font-style:normal;font-variant-l=
igatures:normal;font-variant-caps:normal;font-weight:400;letter-spacing:nor=
mal;text-align:start;text-indent:0px;text-transform:none;white-space:normal=
;word-spacing:0px;background-color:rgb(255,255,255);text-decoration-style:i=
nitial;text-decoration-color:initial;float:none;display:inline">Over the en=
tire history, gzip achieves 34.4%, lz4 54.8%, and bz2 37.6%.</span>=C2=A0I&=
#39;m kind of surprised that the ratios are not lower with off-the-shelf al=
gorithms. And that gzip performs better than bz2 (it seems to be a factor o=
f the chunk size?).</div><div><br></div><div>Alternatively, we can look at =
bitfields stored separately by block, which is more compatible with constru=
ctions where an output&#39;s position is its block hash plus relative index=
. The per-block bitfield sizes are shown in the bottom graph. The compressi=
on ratios overall are 50% for gzip, 70% for lz4, and 61.5% for bz2.</div><d=
iv><div><div><br></div><div>[1]=C2=A0<a href=3D"https://lists.linuxfoundati=
on.org/pipermail/bitcoin-dev/2017-March/013928.html">https://lists.linuxfou=
ndation.org/pipermail/bitcoin-dev/2017-March/013928.html</a></div></div><di=
v>[2]=C2=A0<a href=3D"https://github.com/opentimestamps/opentimestamps-serv=
er/blob/master/doc/merkle-mountain-range.md">https://github.com/opentimesta=
mps/opentimestamps-server/blob/master/doc/merkle-mountain-range.md</a></div=
><div>[3]=C2=A0<a href=3D"https://petertodd.org/2016/delayed-txo-commitment=
s">https://petertodd.org/2016/delayed-txo-commitments</a></div><div><br></d=
iv></div></div>

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