txscript: backport tokenizer from dcrd #1769
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Pull Request Test Coverage Report for Build 1469849071
💛 - Coveralls |
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@onyb thought I went through all fo them, can you point them out? The typo doesn't exist anymore: #1684 (comment) I think the other two were smaller style nits (using a scoped if), zero constant vs |
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I still need to take a look at these files:
txscript/bench_test.go
txscript/engine.go
txscript/engine_test.go
txscript/script.go
txscript/script_test.go
txscript/scriptnum.go
txscript/scriptnum_test.go
txscript/stack.go
txscript/stadard.go
txscript/standard_test.go
I'll do so in the next couple of days.
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| |||
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nit: I know this is only for benchmarking but would have liked for this to be something like multiWitnessTxEncoded in msgtx_test.go where there are comments explain each tx.
| @@ -37,6 +37,10 @@ $ go get -u github.com/btcsuite/btcd/txscript | |||
| * [Manually Signing a Transaction Output](https://pkg.go.dev/github.com/btcsuite/btcd/txscript#example-SignTxOutput) | |||
| Demonstrates manually creating and signing a redeem transaction. | |||
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| * [Counting Opcodes in Scripts](http://godoc.org/github.com/decred/dcrd/txscript#example-ScriptTokenizer) | |||
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This is trivial to add to the PR right? Might be better to just include the code snippet here and link it.
Or maybe just link toExampleScriptTokenizer() in txscript/example_test.go since that looks like the exact same thing
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I'm lean towards adding link to the example code here. @kcalvinalvin maybe we can do that as a sep. PR.
| case -4: | ||
| dataLen = int32(binary.LittleEndian.Uint32(script[:4])) | ||
| default: | ||
| str := fmt.Sprintf("invalid opcode length %d", op.length) |
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May want to leave a comment here that this case is impossible to hit as the opcodes grabbed are pre-defined in opcodeArray.
| @@ -843,11 +843,7 @@ func TestCalcMultiSigStats(t *testing.T) { | |||
| }, | |||
| { | |||
| name: "multisig script", | |||
| script: "0 DATA_72 0x30450220106a3e4ef0b51b764a2887226" + | |||
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decred got rid of CODESEPARATOR so this wouldn't apply to them but I think the existing script should still parse as a multisig script. Right now it doesn't and throw a bug like so:
standard_test.go:868: CalcMultiSigStats #2 (multisig script): wrong error - got txscript.Error (script 004830450220106a3e4ef0b51b764a28872262ffef55846514dacbdcbbdd652c849d395b4384022100e03ae554c3cbb40600d31dd46fc33f25e47bf8525b1fe07282e3b6ecb5f3bb2801ab51210232abdc893e7f0631364d7fd01cb33d24da45329a00357b3a7886211ab414d55a51ae is not a multisig script), want <nil>FAIL
EDIT:Ok I see that extractMultisigScriptDetails mentions that it only parses standard scripts. Non-issue here.
jcvernaleo
approved these changes
Nov 16, 2021
Could you take a look at this comment? I believe that the deleted script shouldn't throw an error but it does with the new code. EDIT: Nvm it was a non-issue. |
This implements an efficient and zero-allocation script tokenizer that is exported to both provide a new capability to tokenize scripts to external consumers of the API as well as to serve as a base for refactoring the existing highly inefficient internal code. It is important to note that this tokenizer is intended to be used in consensus critical code in the future, so it must exactly follow the existing semantics. The current script parsing mechanism used throughout the txscript module is to fully tokenize the scripts into an array of internal parsed opcodes which are then examined and passed around in order to implement virtually everything related to scripts. While that approach does simplify the analysis of certain scripts and thus provide some nice properties in that regard, it is both extremely inefficient in many cases, and makes it impossible for external consumers of the API to implement any form of custom script analysis without manually implementing a bunch of error prone tokenizing code or, alternatively, the script engine exposing internal structures. For example, as shown by profiling the total memory allocations of an initial sync, the existing script parsing code allocates a total of around 295.12GB, which equates to around 50% of all allocations performed. The zero-alloc tokenizer this introduces will allow that to be reduced to virtually zero. The following is a before and after comparison of tokenizing a large script with a high opcode count using the existing code versus the tokenizer this introduces for both speed and memory allocations: benchmark old ns/op new ns/op delta BenchmarkScriptParsing-8 63464 677 -98.93% benchmark old allocs new allocs delta BenchmarkScriptParsing-8 1 0 -100.00% benchmark old bytes new bytes delta BenchmarkScriptParsing-8 311299 0 -100.00% The following is an overview of the changes: - Introduce new error code ErrUnsupportedScriptVersion - Implement zero-allocation script tokenizer - Add a full suite of tests to ensure the tokenizer works as intended and follows the required consensus semantics - Add an example of using the new tokenizer to count the number of opcodes in a script - Update README.md to include the new example - Update script parsing benchmark to use the new tokenizer
This converts the DisasmString function to make use of the new zero-allocation script tokenizer instead of the far less efficient parseScript thereby significantly optimizing the function. In order to facilitate this, the opcode disassembly functionality is split into a separate function called disasmOpcode that accepts the opcode struct and data independently as opposed to requiring a parsed opcode. The new function also accepts a pointer to a string builder so the disassembly can be more efficiently be built. While here, the comment is modified to explicitly call out the script version semantics. The following is a before and after comparison of a large script: benchmark old ns/op new ns/op delta BenchmarkDisasmString-8 102902 40124 -61.01% benchmark old allocs new allocs delta BenchmarkDisasmString-8 46 51 +10.87% benchmark old bytes new bytes delta BenchmarkDisasmString-8 389324 130552 -66.47%
This introduces a new function named calcSignatureHashRaw which accepts the raw script bytes to calculate the script hash versus requiring the parsed opcode only to unparse them later in order to make it more flexible for working with raw scripts. Since there are several places in the rest of the code that currently only have access to the parsed opcodes, this modifies the existing calcSignatureHash to first unparse the script before calling the new function. Backport of decred/dcrd:f306a72a16eaabfb7054a26f9d9f850b87b00279
This modifies the CalcSignatureHash function to make use of the new signature hash calculation function that accepts raw scripts without needing to first parse them. Consequently, it also doubles as a slight optimization to the execution time and a significant reduction in the number of allocations. In order to convert the CalcScriptHash function and keep the same semantics, a new function named checkScriptParses is introduced which will quickly determine if a script can be fully parsed without failure and return the parse failure in the case it can't. The following is a before and after comparison of analyzing a large multiple input transaction: benchmark old ns/op new ns/op delta BenchmarkCalcSigHash-8 3627895 3619477 -0.23% benchmark old allocs new allocs delta BenchmarkCalcSigHash-8 1335 801 -40.00% benchmark old bytes new bytes delta BenchmarkCalcSigHash-8 1373812 1293354 -5.86%
This converts the tests for calculating signature hashes to use the exported function which handles the raw script versus the now deprecated variant requiring parsed opcodes. Backport of 06f769e
This converts the isSmallInt function to accept an opcode as a byte instead of the internal opcode data struct in order to make it more flexible for raw script analysis. The comment is modified to explicitly call out the script version semantics. Finally, it updates all callers accordingly.
This converts the asSmallInt function to accept an opcode as a byte instead of the internal opcode data struct in order to make it more flexible for raw script analysis. It also updates all callers accordingly.
This converts the IsPayToScriptHash function to analyze the raw script instead of using the far less efficient parseScript, thereby significantly optimizing the function. In order to accomplish this, it introduces four new functions: extractCompressedPubKey, extractUncompressedPubKey, extractPubKey, and isPubKeyScript. The extractPubKey function makes use of extractCompressedPubKey and extractUncompressedPubKey to combine their functionality as a convenience and isPubKeyScript is defined in terms of extractPubKey. The extractCompressedPubKey works with the raw script bytes to simultaneously determine if the script is a pay-to-compressed-pubkey script, and in the case it is, extract and return the raw compressed pubkey bytes. Similarly, the extractUncompressedPubKey works in the same way except it determines if the script is a pay-to-uncompressed-pubkey script and returns the raw uncompressed pubkey bytes in the case it is. The extract function approach was chosen because it is common for callers to want to only extract relevant details from a script if the script is of the specific type. Extracting those details requires performing the exact same checks to ensure the script is of the correct type, so it is more efficient to combine the two into one and define the type determination in terms of the result so long as the extraction does not require allocations. The following is a before and after comparison of analyzing a large script: benchmark old ns/op new ns/op delta BenchmarkIsPubKeyScript-8 62323 2.97 -100.00% benchmark old allocs new allocs delta BenchmarkIsPubKeyScript-8 1 0 -100.00% benchmark old bytes new bytes delta BenchmarkIsPubKeyScript-8 311299 0 -100.00%
This converts the IsPayToPubKeyHash function to analyze the raw script instead of using the far less efficient parseScript, thereby significantly optimization the function. In order to accomplish this, it introduces two new functions. The first one is named extractPubKeyHash and works with the raw script bytes to simultaneously determine if the script is a pay-to-pubkey-hash script, and in the case it is, extract and return the hash. The second new function is named isPubKeyHashScript and is defined in terms of the former. The extract function approach was chosen because it is common for callers to want to only extract relevant details from a script if the script is of the specific type. Extracting those details requires performing the exact same checks to ensure the script is of the correct type, so it is more efficient to combine the two into one and define the type determination in terms of the result so long as the extraction does not require allocations. The following is a before and after comparison of analyzing a large script: benchmark old ns/op new ns/op delta BenchmarkIsPubKeyHashScript-8 62228 0.45 -100.00% benchmark old allocs new allocs delta BenchmarkIsPubKeyHashScript-8 1 0 -100.00% benchmark old bytes new bytes delta BenchmarkIsPubKeyHashScript-8 311299 0 -100.00%
This converts the IsPayToScriptHash function to analyze the raw script instead of using the far less efficient parseScript thereby significantly optimizing the function. In order to accomplish this, it introduces two new functions. The first one is named extractScriptHash and works with the raw script bytes to simultaneously determine if the script is a p2sh script, and in the case it is, extract and return the hash. The second new function is named isScriptHashScript and is defined in terms of the former. The extract function approach was chosen because it is common for callers to want to only extract relevant details from a script if the script is of the specific type. Extracting those details requires performing the exact same checks to ensure the script is of the correct type, so it is more efficient to combine the two into one and define the type determination in terms of the result so long as the extraction does not require allocations. Finally, this also deprecates the isScriptHash function that requires opcodes in favor of the new functions and modifies the comment on IsPayToScriptHash to explicitly call out the script version semantics. The following is a before and after comparison of analyzing a large script that is not a p2sh script: benchmark old ns/op new ns/op delta BenchmarkIsPayToScriptHash-8 62393 0.60 -100.00% benchmark old allocs new allocs delta BenchmarkIsPayToScriptHash-8 1 0 -100.00% benchmark old bytes new bytes delta BenchmarkIsPayToScriptHash-8 311299 0 -100.00%
This converts the IsMultisigScript function to make use of the new tokenizer instead of the far less efficient parseScript thereby significantly optimizing the function. In order to accomplish this, it introduces two new functions. The first one is named extractMultisigScriptDetails and works with the raw script bytes to simultaneously determine if the script is a multisignature script, and in the case it is, extract and return the relevant details. The second new function is named isMultisigScript and is defined in terms of the former. The extract function accepts the script version, raw script bytes, and a flag to determine whether or not the public keys should also be extracted. The flag is provided because extracting pubkeys results in an allocation that the caller might wish to avoid. The extract function approach was chosen because it is common for callers to want to only extract relevant details from a script if the script is of the specific type. Extracting those details requires performing the exact same checks to ensure the script is of the correct type, so it is more efficient to combine the two into one and define the type determination in terms of the result so long as the extraction does not require allocations. It is important to note that this new implementation intentionally has a semantic difference from the existing implementation in that it will now correctly identify a multisig script with zero pubkeys whereas previously it incorrectly required at least one pubkey. This change is acceptable because the function only deals with standardness rather than consensus rules. Finally, this also deprecates the isMultiSig function that requires opcodes in favor of the new functions and deprecates the error return on the export IsMultisigScript function since it really does not make sense given the purpose of the function. The following is a before and after comparison of analyzing both a large script that is not a multisig script and a 1-of-2 multisig public key script: benchmark old ns/op new ns/op delta BenchmarkIsMultisigScriptLarge-8 64166 5.52 -99.99% BenchmarkIsMultisigScript-8 630 59.4 -90.57% benchmark old allocs new allocs delta BenchmarkIsMultisigScriptLarge-8 1 0 -100.00% BenchmarkIsMultisigScript-8 1 0 -100.00% benchmark old bytes new bytes delta BenchmarkIsMultisigScriptLarge-8 311299 0 -100.00% BenchmarkIsMultisigScript-8 2304 0 -100.00%
This converts the IsMultisigSigScript function to analyze the raw script and make use of the new tokenizer instead of the far less efficient parseScript thereby significantly optimizing the function. In order to accomplish this, it first rejects scripts that can't possibly fit the bill due to the final byte of what would be the redeem script not being the appropriate opcode or the overall script not having enough bytes. Then, it uses a new function that is introduced named finalOpcodeData that uses the tokenizer to return any data associated with the final opcode in the signature script (which will be nil for non-push opcodes or if the script fails to parse) and analyzes it as if it were a redeem script when it is non nil. It is also worth noting that this new implementation intentionally has the same semantic difference from the existing implementation as the updated IsMultisigScript function in regards to allowing zero pubkeys whereas previously it incorrectly required at least one pubkey. Finally, the comment is modified to explicitly call out the script version semantics. The following is a before and after comparison of analyzing a large script that is not a multisig script and both a 1-of-2 multisig public key script (which should be false) and a signature script comprised of a pay-to-script-hash 1-of-2 multisig redeem script (which should be true): benchmark old ns/op new ns/op delta BenchmarkIsMultisigSigScriptLarge-8 69328 2.93 -100.00% BenchmarkIsMultisigSigScript-8 2375 146 -93.85% benchmark old allocs new allocs delta BenchmarkIsMultisigSigScriptLarge-8 5 0 -100.00% BenchmarkIsMultisigSigScript-8 3 0 -100.00% benchmark old bytes new bytes delta BenchmarkIsMultisigSigScriptLarge-8 330035 0 -100.00% BenchmarkIsMultisigSigScript-8 9472 0 -100.00%
This introduces a new function named removeOpcodeByDataRaw which accepts the raw scripts and data to remove versus requiring the parsed opcodes to both significantly optimize it as well as make it more flexible for working with raw scripts. There are several places in the rest of the code that currently only have access to the parsed opcodes, so this only introduces the function for use in the future and deprecates the existing one. Note that, in practice, the script will never actually contain the data that is intended to be removed since the function is only used during signature verification to remove the signature itself which would require some incredibly non-standard code to create. Thus, as an optimization, it avoids allocating a new script unless there is actually a match that needs to be removed. Finally, it updates the tests to use the new function.
This converts the isDisabled function defined on a parsed opcode to a standalone function which accepts an opcode as a byte instead in order to make it more flexible for raw script analysis. It also updates all callers accordingly.
This converts the alwaysIllegal function defined on a parsed opcode to a standalone function named isOpcodeAlwaysIllegal which accepts an opcode as a byte instead in order to make it more flexible for raw script analysis. It also updates all callers accordingly.
This converts the isConditional function defined on a parsed opcode to a standalone function named isOpcodeConditional which accepts an opcode as a byte instead in order to make it more flexible for raw script analysis. It also updates all callers accordingly.
This converts the checkMinimalDataPush function defined on a parsed opcode to a standalone function which accepts an opcode and data slice instead in order to make it more flexible for raw script analysis. It also updates all callers accordingly.
This converts the engine's current program counter disasembly to make use of the standalone disassembly function to remove the dependency on the parsed opcode struct. It also updates the tests accordingly.
This refactors the script engine to store and step through raw scripts
by making using of the new zero-allocation script tokenizer as opposed
to the less efficient method of storing and stepping through parsed
opcodes. It also improves several aspects while refactoring such as
optimizing the disassembly trace, showing all scripts in the trace in
the case of execution failure, and providing additional comments
describing the purpose of each field in the engine.
It should be noted that this is a step towards removing the parsed
opcode struct and associated supporting code altogether, however, in
order to ease the review process, this retains the struct and all
function signatures for opcode execution which make use of an individual
parsed opcode. Those will be updated in future commits.
The following is an overview of the changes:
- Modify internal engine scripts slice to use raw scripts instead of
parsed opcodes
- Introduce a tokenizer to the engine to track the current script
- Remove no longer needed script offset parameter from the engine since
that is tracked by the tokenizer
- Add an opcode index counter for disassembly purposes to the engine
- Update check for valid program counter to only consider the script
index
- Update tests for bad program counter accordingly
- Rework the NewEngine function
- Store the raw scripts
- Setup the initial tokenizer
- Explicitly check against version 0 instead of DefaultScriptVersion
which would break consensus if changed
- Check the scripts parse according to version 0 semantics to retain
current consensus rules
- Improve comments throughout
- Rework the Step function
- Use the tokenizer and raw scripts
- Create a parsed opcode on the fly for now to retain existing
opcode execution function signatures
- Improve comments throughout
- Update the Execute function
- Explicitly check against version 0 instead of DefaultScriptVersion
which would break consensus if changed
- Improve the disassembly tracing in the case of error
- Update the CheckErrorCondition function
- Modify clean stack error message to make sense in all cases
- Improve the comments
- Update the DisasmPC and DisasmScript functions on the engine
- Use the tokenizer
- Optimize construction via the use of strings.Builder
- Modify the subScript function to return the raw script bytes since the
parsed opcodes are no longer stored
- Update the various signature checking opcodes to use the raw opcode
data removal and signature hash calculation functions since the
subscript is now a raw script
- opcodeCheckSig
- opcodeCheckMultiSig
- opcodeCheckSigAlt
This renames the removeOpcodeByDataRaw to removeOpcodeByData now that the old version has been removed.
Also remove tests associated with unparsing opcodes accordingly.
Also remove tests associated with the func accordingly.
This converts the executeOpcode function defined on the engine to accept an opcode and data slice instead of a parsed opcode as a step towards removing the parsed opcode struct and associated supporting code altogether. It also updates all callers accordingly.
This converts the callback function defined on the internal opcode struct to accept the opcode and data slice instead of a parsed opcode as the final step towards removing the parsed opcode struct and associated supporting code altogether. It also updates all of the callbacks and tests accordingly and finally removes the now unused parsedOpcode struct. The final results for the raw script analysis and tokenizer optimizations are as follows: benchmark old ns/op new ns/op delta BenchmarkIsPayToScriptHash-8 62393 0.51 -100.00% BenchmarkIsPubKeyHashScript-8 62228 0.56 -100.00% BenchmarkGetSigOpCount-8 61051 658 -98.92% BenchmarkExtractPkScriptAddrsLarge-8 60713 17.2 -99.97% BenchmarkExtractPkScriptAddrs-8 289 17.9 -93.81% BenchmarkIsWitnessPubKeyHash-8 61688 0.42 -100.00% BenchmarkIsUnspendable-8 656 520 -20.73% BenchmarkExtractAtomicSwapDataPushesLarge-8 61332 44.0 -99.93% BenchmarkExtractAtomicSwapDataPushes-8 990 260 -73.74% BenchmarkDisasmString-8 102902 39754 -61.37% BenchmarkGetPreciseSigOpCount-8 130223 715 -99.45% BenchmarkScriptParsing-8 63464 681 -98.93% BenchmarkIsMultisigScriptLarge-8 64166 5.83 -99.99% BenchmarkIsMultisigScript-8 630 58.5 -90.71% BenchmarkPushedData-8 64837 1779 -97.26% BenchmarkCalcSigHash-8 3627895 3605459 -0.62% BenchmarkIsPubKeyScript-8 62323 2.83 -100.00% BenchmarkIsPushOnlyScript-8 62412 569 -99.09% BenchmarkIsWitnessScriptHash-8 61243 0.56 -100.00% BenchmarkGetScriptClass-8 61515 16.4 -99.97% BenchmarkIsNullDataScript-8 62495 2.53 -100.00% BenchmarkIsMultisigSigScriptLarge-8 69328 2.52 -100.00% BenchmarkIsMultisigSigScript-8 2375 141 -94.06% BenchmarkGetWitnessSigOpCountP2WKH-8 504 72.0 -85.71% BenchmarkGetWitnessSigOpCountNested-8 1158 136 -88.26% BenchmarkIsWitnessPubKeyHash-8 68927 0.53 -100.00% BenchmarkIsWitnessScriptHash-8 62774 0.63 -100.00% benchmark old allocs new allocs delta BenchmarkIsPayToScriptHash-8 1 0 -100.00% BenchmarkIsPubKeyHashScript-8 1 0 -100.00% BenchmarkGetSigOpCount-8 1 0 -100.00% BenchmarkExtractPkScriptAddrsLarge-8 1 0 -100.00% BenchmarkExtractPkScriptAddrs-8 1 0 -100.00% BenchmarkIsWitnessPubKeyHash-8 1 0 -100.00% BenchmarkIsUnspendable-8 1 0 -100.00% BenchmarkExtractAtomicSwapDataPushesLarge-8 1 0 -100.00% BenchmarkExtractAtomicSwapDataPushes-8 2 1 -50.00% BenchmarkDisasmString-8 46 51 +10.87% BenchmarkGetPreciseSigOpCount-8 3 0 -100.00% BenchmarkScriptParsing-8 1 0 -100.00% BenchmarkIsMultisigScriptLarge-8 1 0 -100.00% BenchmarkIsMultisigScript-8 1 0 -100.00% BenchmarkPushedData-8 7 6 -14.29% BenchmarkCalcSigHash-8 1335 712 -46.67% BenchmarkIsPubKeyScript-8 1 0 -100.00% BenchmarkIsPushOnlyScript-8 1 0 -100.00% BenchmarkIsWitnessScriptHash-8 1 0 -100.00% BenchmarkGetScriptClass-8 1 0 -100.00% BenchmarkIsNullDataScript-8 1 0 -100.00% BenchmarkIsMultisigSigScriptLarge-8 5 0 -100.00% BenchmarkIsMultisigSigScript-8 3 0 -100.00% BenchmarkGetWitnessSigOpCountP2WKH-8 2 0 -100.00% BenchmarkGetWitnessSigOpCountNested-8 4 0 -100.00% BenchmarkIsWitnessPubKeyHash-8 1 0 -100.00% BenchmarkIsWitnessScriptHash-8 1 0 -100.00% benchmark old bytes new bytes delta BenchmarkIsPayToScriptHash-8 311299 0 -100.00% BenchmarkIsPubKeyHashScript-8 311299 0 -100.00% BenchmarkGetSigOpCount-8 311299 0 -100.00% BenchmarkExtractPkScriptAddrsLarge-8 311299 0 -100.00% BenchmarkExtractPkScriptAddrs-8 768 0 -100.00% BenchmarkIsWitnessPubKeyHash-8 311299 0 -100.00% BenchmarkIsUnspendable-8 1 0 -100.00% BenchmarkExtractAtomicSwapDataPushesLarge-8 311299 0 -100.00% BenchmarkExtractAtomicSwapDataPushes-8 3168 96 -96.97% BenchmarkDisasmString-8 389324 130552 -66.47% BenchmarkGetPreciseSigOpCount-8 623367 0 -100.00% BenchmarkScriptParsing-8 311299 0 -100.00% BenchmarkIsMultisigScriptLarge-8 311299 0 -100.00% BenchmarkIsMultisigScript-8 2304 0 -100.00% BenchmarkPushedData-8 312816 1520 -99.51% BenchmarkCalcSigHash-8 1373812 1290507 -6.06% BenchmarkIsPubKeyScript-8 311299 0 -100.00% BenchmarkIsPushOnlyScript-8 311299 0 -100.00% BenchmarkIsWitnessScriptHash-8 311299 0 -100.00% BenchmarkGetScriptClass-8 311299 0 -100.00% BenchmarkIsNullDataScript-8 311299 0 -100.00% BenchmarkIsMultisigSigScriptLarge-8 330035 0 -100.00% BenchmarkIsMultisigSigScript-8 9472 0 -100.00% BenchmarkGetWitnessSigOpCountP2WKH-8 1408 0 -100.00% BenchmarkGetWitnessSigOpCountNested-8 3200 0 -100.00% BenchmarkIsWitnessPubKeyHash-8 311299 0 -100.00% BenchmarkIsWitnessScriptHash-8 311299 0 -100.00%
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Thanks for the additional round of review y'all! Onwards to taproot! (will resolve that example comment in another PR) |
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This PR is a rebased version of #1684 the final review comments addressed.
Shouts out to @cfromknecht for doing the bulk of the work here with the backport changes.
This is a backport of decred/dcrd#1656 by @davecgh which converts
all script handling to use a combination of raw script analysis and a zero-allocation script tokenizer.
This vastly reduces the amount of memory and number of allocations performed during IBD, see
the original PR for the performance gains realized in dcrd. As a result, dcrd saw a 15% improvement
in IBD due to the reduction in CPU cycles spent performing GC.
Before and after benchmarks for various methods after converting to the
combination of raw script analysis + script tokenizer: