Skip to content

Commit

Permalink
Merge bitcoin#10199: Better fee estimates
Browse files Browse the repository at this point in the history 
38bc1ec Make more json-like output from estimaterawfee (Alex Morcos)
2d2e170 Comments and improved documentation (Alex Morcos)
ef589f8 minor cleanup: remove unnecessary variable (Alex Morcos)
3ee76d6 Introduce a scale factor (Alex Morcos)
5f1f0c6 Historical block span (Alex Morcos)
aa19b8e Clean up fee estimate debug printing (Alex Morcos)
10f7cbd Track first recorded height (Alex Morcos)
3810e97 Rewrite estimateSmartFee (Alex Morcos)
c7447ec Track failures in fee estimation. (Alex Morcos)
4186d3f Expose estimaterawfee (Alex Morcos)
2681153 minor refactor: explicitly track start of new bucket range and don't update curNearBucket on final loop. (Alex Morcos)
1ba43cc Make EstimateMedianVal smarter about small failures. (Alex Morcos)
d3e30bc Refactor to update moving average on fly (Alex Morcos)
e5007ba Change parameters for fee estimation and estimates on all 3 time horizons. (Alex Morcos)
c0a273f Change file format for fee estimates. (Alex Morcos)

Tree-SHA512: 186e7508d86a1f351bb656edcd84ee9091f5f2706331eda9ee29da9c8eb5bf67b8c1f2abf6662835560e7f613b1377099054f20767f41ddcdbc89c4f9e78946d
  • Loading branch information
@sipa @barrystyle
sipa authored and barrystyle committed Jan 22, 2020
1 parent ad12465 commit a769b94
Show file tree
Hide file tree
Showing 8 changed files with 733 additions and 226 deletions.
1 change: 1 addition & 0 deletions src/init.cpp
View file
Expand Up @@ -270,6 +270,7 @@ void PrepareShutdown()

if (fFeeEstimatesInitialized)
{
::feeEstimator.FlushUnconfirmed(::mempool);
fs::path est_path = GetDataDir() / FEE_ESTIMATES_FILENAME;
CAutoFile est_fileout(fsbridge::fopen(est_path, "wb"), SER_DISK, CLIENT_VERSION);
if (!est_fileout.IsNull())
Expand Down
614 changes: 474 additions & 140 deletions src/policy/fees.cpp
View file

Large diffs are not rendered by default.

182 changes: 132 additions & 50 deletions src/policy/fees.h
View file
Expand Up @@ -42,53 +42,57 @@ class TxConfirmStats;
* within your desired 5 blocks.
*
* Here is a brief description of the implementation:
* When a transaction enters the mempool, we
* track the height of the block chain at entry. Whenever a block comes in,
* we count the number of transactions in each bucket and the total amount of feerate
* paid in each bucket. Then we calculate how many blocks Y it took each
* transaction to be mined and we track an array of counters in each bucket
* for how long it to took transactions to get confirmed from 1 to a max of 25
* and we increment all the counters from Y up to 25. This is because for any
* number Z>=Y the transaction was successfully mined within Z blocks. We
* want to save a history of this information, so at any time we have a
* counter of the total number of transactions that happened in a given feerate
* bucket and the total number that were confirmed in each number 1-25 blocks
* or less for any bucket. We save this history by keeping an exponentially
* decaying moving average of each one of these stats. Furthermore we also
* keep track of the number unmined (in mempool) transactions in each bucket
* and for how many blocks they have been outstanding and use that to increase
* the number of transactions we've seen in that feerate bucket when calculating
* an estimate for any number of confirmations below the number of blocks
* they've been outstanding.
* When a transaction enters the mempool, we track the height of the block chain
* at entry. All further calculations are conducted only on this set of "seen"
* transactions. Whenever a block comes in, we count the number of transactions
* in each bucket and the total amount of feerate paid in each bucket. Then we
* calculate how many blocks Y it took each transaction to be mined. We convert
* from a number of blocks to a number of periods Y' each encompassing "scale"
* blocks. This is is tracked in 3 different data sets each up to a maximum
* number of periods. Within each data set we have an array of counters in each
* feerate bucket and we increment all the counters from Y' up to max periods
* representing that a tx was successfullly confirmed in less than or equal to
* that many periods. We want to save a history of this information, so at any
* time we have a counter of the total number of transactions that happened in a
* given feerate bucket and the total number that were confirmed in each of the
* periods or less for any bucket. We save this history by keeping an
* exponentially decaying moving average of each one of these stats. This is
* done for a different decay in each of the 3 data sets to keep relevant data
* from different time horizons. Furthermore we also keep track of the number
* unmined (in mempool or left mempool without being included in a block)
* transactions in each bucket and for how many blocks they have been
* outstanding and use both of these numbers to increase the number of transactions
* we've seen in that feerate bucket when calculating an estimate for any number
* of confirmations below the number of blocks they've been outstanding.
*/

/** Track confirm delays up to 25 blocks, can't estimate beyond that */
static const unsigned int MAX_BLOCK_CONFIRMS = 25;

/** Decay of .998 is a half-life of 346 blocks or about 14.4 hours */
static const double DEFAULT_DECAY = .998;

/** Require greater than 95% of X feerate transactions to be confirmed within Y blocks for X to be big enough */
static const double MIN_SUCCESS_PCT = .95;

/** Require an avg of 1 tx in the combined feerate bucket per block to have stat significance */
static const double SUFFICIENT_FEETXS = 1;
/* Identifier for each of the 3 different TxConfirmStats which will track
* history over different time horizons. */
enum FeeEstimateHorizon {
SHORT_HALFLIFE = 0,
MED_HALFLIFE = 1,
LONG_HALFLIFE = 2
};

// Minimum and Maximum values for tracking feerates
// The MIN_BUCKET_FEERATE should just be set to the lowest reasonable feerate we
// might ever want to track. Historically this has been 1000 since it was
// inheriting DEFAULT_MIN_RELAY_TX_FEE and changing it is disruptive as it
// invalidates old estimates files. So leave it at 1000 unless it becomes
// necessary to lower it, and then lower it substantially.
static constexpr double MIN_BUCKET_FEERATE = 1000;
static const double MAX_BUCKET_FEERATE = 1e7;
static const double INF_FEERATE = MAX_MONEY;
/* Used to return detailed information about a feerate bucket */
struct EstimatorBucket
{
double start = -1;
double end = -1;
double withinTarget = 0;
double totalConfirmed = 0;
double inMempool = 0;
double leftMempool = 0;
};

// We have to lump transactions into buckets based on feerate, but we want to be able
// to give accurate estimates over a large range of potential feerates
// Therefore it makes sense to exponentially space the buckets
/** Spacing of FeeRate buckets */
static const double FEE_SPACING = 1.1;
/* Used to return detailed information about a fee estimate calculation */
struct EstimationResult
{
EstimatorBucket pass;
EstimatorBucket fail;
double decay;
unsigned int scale;
};

/**
* We want to be able to estimate feerates that are needed on tx's to be included in
Expand All @@ -97,6 +101,55 @@ static const double FEE_SPACING = 1.1;
*/
class CBlockPolicyEstimator
{
private:
/** Track confirm delays up to 12 blocks for short horizon */
static constexpr unsigned int SHORT_BLOCK_PERIODS = 12;
static constexpr unsigned int SHORT_SCALE = 1;
/** Track confirm delays up to 48 blocks for medium horizon */
static constexpr unsigned int MED_BLOCK_PERIODS = 24;
static constexpr unsigned int MED_SCALE = 2;
/** Track confirm delays up to 1008 blocks for long horizon */
static constexpr unsigned int LONG_BLOCK_PERIODS = 42;
static constexpr unsigned int LONG_SCALE = 24;
/** Historical estimates that are older than this aren't valid */
static const unsigned int OLDEST_ESTIMATE_HISTORY = 6 * 1008;

/** Decay of .962 is a half-life of 18 blocks or about 3 hours */
static constexpr double SHORT_DECAY = .962;
/** Decay of .998 is a half-life of 144 blocks or about 1 day */
static constexpr double MED_DECAY = .9952;
/** Decay of .9995 is a half-life of 1008 blocks or about 1 week */
static constexpr double LONG_DECAY = .99931;

/** Require greater than 60% of X feerate transactions to be confirmed within Y/2 blocks*/
static constexpr double HALF_SUCCESS_PCT = .6;
/** Require greater than 85% of X feerate transactions to be confirmed within Y blocks*/
static constexpr double SUCCESS_PCT = .85;
/** Require greater than 95% of X feerate transactions to be confirmed within 2 * Y blocks*/
static constexpr double DOUBLE_SUCCESS_PCT = .95;

/** Require an avg of 0.1 tx in the combined feerate bucket per block to have stat significance */
static constexpr double SUFFICIENT_FEETXS = 0.1;
/** Require an avg of 0.5 tx when using short decay since there are fewer blocks considered*/
static constexpr double SUFFICIENT_TXS_SHORT = 0.5;

/** Minimum and Maximum values for tracking feerates
* The MIN_BUCKET_FEERATE should just be set to the lowest reasonable feerate we
* might ever want to track. Historically this has been 1000 since it was
* inheriting DEFAULT_MIN_RELAY_TX_FEE and changing it is disruptive as it
* invalidates old estimates files. So leave it at 1000 unless it becomes
* necessary to lower it, and then lower it substantially.
*/
static constexpr double MIN_BUCKET_FEERATE = 1000;
static constexpr double MAX_BUCKET_FEERATE = 1e7;

/** Spacing of FeeRate buckets
* We have to lump transactions into buckets based on feerate, but we want to be able
* to give accurate estimates over a large range of potential feerates
* Therefore it makes sense to exponentially space the buckets
*/
static constexpr double FEE_SPACING = 1.05;

public:
/** Create new BlockPolicyEstimator and initialize stats tracking classes with default values */
CBlockPolicyEstimator();
Expand All @@ -110,26 +163,39 @@ class CBlockPolicyEstimator
void processTransaction(const CTxMemPoolEntry& entry, bool validFeeEstimate);

/** Remove a transaction from the mempool tracking stats*/
bool removeTx(uint256 hash);
bool removeTx(uint256 hash, bool inBlock);

/** Return a feerate estimate */
/** DEPRECATED. Return a feerate estimate */
CFeeRate estimateFee(int confTarget) const;

/** Estimate feerate needed to get be included in a block within
* confTarget blocks. If no answer can be given at confTarget, return an
* estimate at the lowest target where one can be given.
/** Estimate feerate needed to get be included in a block within confTarget
* blocks. If no answer can be given at confTarget, return an estimate at
* the closest target where one can be given. 'conservative' estimates are
* valid over longer time horizons also.
*/
CFeeRate estimateSmartFee(int confTarget, int *answerFoundAtTarget, const CTxMemPool& pool, bool conservative = true) const;

/** Return a specific fee estimate calculation with a given success
* threshold and time horizon, and optionally return detailed data about
* calculation
*/
CFeeRate estimateSmartFee(int confTarget, int *answerFoundAtTarget, const CTxMemPool& pool) const;
CFeeRate estimateRawFee(int confTarget, double successThreshold, FeeEstimateHorizon horizon, EstimationResult *result = nullptr) const;

/** Write estimation data to a file */
bool Write(CAutoFile& fileout) const;

/** Read estimation data from a file */
bool Read(CAutoFile& filein);

/** Empty mempool transactions on shutdown to record failure to confirm for txs still in mempool */
void FlushUnconfirmed(CTxMemPool& pool);

private:
CFeeRate minTrackedFee; //!< Passed to constructor to avoid dependency on main
unsigned int nBestSeenHeight;
unsigned int firstRecordedHeight;
unsigned int historicalFirst;
unsigned int historicalBest;

struct TxStatsInfo
{
unsigned int blockHeight;
Expand All @@ -142,14 +208,30 @@ class CBlockPolicyEstimator

/** Classes to track historical data on transaction confirmations */
TxConfirmStats* feeStats;
TxConfirmStats* shortStats;
TxConfirmStats* longStats;

unsigned int trackedTxs;
unsigned int untrackedTxs;

std::vector<double> buckets; // The upper-bound of the range for the bucket (inclusive)
std::map<double, unsigned int> bucketMap; // Map of bucket upper-bound to index into all vectors by bucket

mutable CCriticalSection cs_feeEstimator;

/** Process a transaction confirmed in a block*/
bool processBlockTx(unsigned int nBlockHeight, const CTxMemPoolEntry* entry);

/** Helper for estimateSmartFee */
double estimateCombinedFee(unsigned int confTarget, double successThreshold, bool checkShorterHorizon) const;
/** Helper for estimateSmartFee */
double estimateConservativeFee(unsigned int doubleTarget) const;
/** Number of blocks of data recorded while fee estimates have been running */
unsigned int BlockSpan() const;
/** Number of blocks of recorded fee estimate data represented in saved data file */
unsigned int HistoricalBlockSpan() const;
/** Calculation of highest target that reasonable estimate can be provided for */
unsigned int MaxUsableEstimate() const;
};

#endif /*BITCOIN_POLICYESTIMATOR_H */
4 changes: 4 additions & 0 deletions src/rpc/client.cpp
View file
Expand Up @@ -138,6 +138,10 @@ static const CRPCConvertParam vRPCConvertParams[] =
{ "getrawmempool", 0, "verbose" },
{ "estimatefee", 0, "nblocks" },
{ "estimatesmartfee", 0, "nblocks" },
{ "estimatesmartfee", 1, "conservative" },
{ "estimaterawfee", 0, "nblocks" },
{ "estimaterawfee", 1, "threshold" },
{ "estimaterawfee", 2, "horizon" },
{ "prioritisetransaction", 1, "fee_delta" },
{ "setban", 2, "bantime" },
{ "setban", 3, "absolute" },
Expand Down

0 comments on commit a769b94

Please sign in to comment.