The main npm package already publishes and packs with --ignore-scripts,
but the per-platform subpackage loop did not: `npm publish --access
public`, its retry, and the per-platform `npm pack` all ran lifecycle
scripts from the package directory with the npm token in scope.
Add --ignore-scripts to all three, matching the main package, so no
prepublish/prepare hook can execute during a release.
The release workflow built the .crate attachments with
`cargo package --allow-dirty --no-verify`, so the attached artefact
could diverge from the tagged tree and was never proven to build.
Remove both flags. actions/checkout provides a clean tree and no prior
step mutates it, so --allow-dirty is unnecessary. The crates are
published to crates.io earlier in the same job, so the verification
build now resolves workspace dependencies from the registry and
confirms each .crate compiles before it is attached.
backtest.py and multi_timeframe.py read OHLCV CSVs with csv.DictReader
and crashed opaquely on malformed input: a missing column raised a bare
KeyError, a non-numeric cell surfaced NumPy's column-less ValueError,
and an empty or all-NaN series hit IndexError deep in summarize.
Validate the header against the required columns up front, catch
non-numeric cells and report the offending row/column, reject a
header-only file distinctly from a headerless one, and guard resample
and summarize against empty input. Every failure mode now raises a
ValueError naming the file, row and column.
Two issues in the live_trading example:
- The status line rendered indicator values with `... if snap.rsi
else "--"`. A genuine reading of 0.0 is falsy, so an RSI / MACD
histogram / Bollinger value of exactly zero was misreported as "--".
Switch to explicit `is not None` checks.
- --symbol and --interval were interpolated straight into the stream
name and WebSocket URL with no checks. Add validate_args: the symbol
must be strictly alphanumeric and the interval must be one Binance
recognises. main() validates before connecting and exits with a clear
error and code 2 otherwise; the strict values keep the URL well-formed
without escaping.
OpenBar::into_candle and RolledBar::into_candle built their result with
Candle::new_unchecked, skipping the finiteness check. volume is summed
across every absorbed tick/candle, so a long or large run can drift it
to +inf — and an inf-volume candle would silently poison every
downstream indicator.
Switch both to Candle::new, which validates volume finiteness, and
return Result<Candle>. The OHLC fields are finite and correctly ordered
by construction, so the only invariant Candle::new can reject here is a
non-finite volume. push propagates the error with `?`; both flush
methods now return Result<Option<Candle>> and resample_all pulls the
result through.
push rejected ticks that went backwards across buckets but absorbed any
tick whose timestamp fell inside the open bucket — including one older
than the last tick already absorbed. Such a stale tick silently
overwrote the bar's close with an outdated price.
Track last_ts on OpenBar (set in from_tick, advanced in absorb) and, on
the same-bucket path, reject a tick whose timestamp predates it with
Error::Malformed, leaving the open bar untouched. Ticks that share a
timestamp are still accepted, since several trades can land in the same
millisecond.
Timeframe::floor computed `ts - ts.rem_euclid(bucket)`. For a timestamp
within one bucket of i64::MIN the subtrahend is a positive remainder
and the true boundary lies below i64::MIN, so the subtraction overflowed
and panicked in debug builds.
Switch to saturating_sub: the result clamps to i64::MIN in that
practically unreachable case and stays exact everywhere else. floor
keeps its infallible `-> i64` signature, so neither push path changes.
The combined Binance stream interleaves the kline payloads with
subscription acks, heartbeats and error objects. The example pulled
k = payload.get("k", {}) and immediately did float(k.get("c")) — for
any non-kline frame k is {}, k.get("c") is None, and float(None) raises
TypeError, crashing the script the moment it connects.
Skip frames without a kline payload (no "k" object, or no "c" close
field) with a debug log line, matching the C2 fix on the Rust adapter.
The CSV reader set has_headers(true) with no trimming and no header
check, so three real-world inputs failed silently or opaquely:
- A file with no header row had its first data row consumed as the
header and silently dropped.
- A leading UTF-8 BOM (Excel exports it) became part of the first
header name, breaking the `timestamp` column mapping.
- Leading/trailing whitespace around values broke serde parsing.
Add a BomStripReader<R> Read adapter that discards a leading EF BB BF,
set csv::Trim::All on the builder, and validate after opening that the
header names every required OHLCV column — a missing column now yields
a clear Error::Malformed instead of a silent misread. open/from_reader
route through a shared build() helper; from_reader and from_csv_reader
now return Result because header validation can fail.
A tick that jumped across one or more empty buckets previously opened
the next non-empty bar directly, so the candle series silently grew
time holes — downstream indicators (EMA, ATR, ...) computed over such a
series drift from one computed over an unbroken series.
Add an opt-in gap-fill mode: with_gap_fill(true) makes push emit a flat
placeholder candle (open == high == low == close = the pre-gap close,
volume = 0) for every skipped bucket. push now returns Result<Vec<Candle>>
so a single tick can yield the closed bar plus its trailing fillers;
the empty vector replaces the former Ok(None). Timestamp overflow while
filling is reported as Error::Malformed. Default behaviour is unchanged
(gaps skipped) and is now documented on the type and on push.
Resampler::push previously closed the open bar and opened a new one for
any candle whose bucket differed from the open bar, including buckets
strictly before it — silently corrupting the output for out-of-order
input. TickAggregator::push already rejects this case with an error.
Change push to return Result<Option<Candle>>: candles in an earlier
bucket than the open bar now yield Error::Malformed, matching the
aggregator. resample_all propagates the error via `?`. The doc comment
keeps the input/output multiple relationship as a documented caller
responsibility, since Resampler does not know the input timeframe.
A 24-hour forced disconnect or a network blip permanently killed the
feed: next_event returned Ok(None)/Err and the stream was dead. The
struct now retains the subscribed symbols, an open() helper rebuilds the
socket, and reconnect() retries with exponential backoff (1s..30s, up to
MAX_RECONNECT_ATTEMPTS). next_event transparently reconnects on a
protocol error, a server close or a read stall, and only reports Ok(None)
after the caller has closed the stream. close() now takes &mut self.
connect() used connect_async with no WebSocketConfig and next_event
awaited the socket with no deadline, so a stalled server hung the feed
forever and an oversized message could force an unbounded allocation.
connect() now passes a WebSocketConfig capping message/frame size, and
next_event wraps the read in a 300s tokio timeout (well above Binance's
~3-minute ping), surfacing a stall as the new Error::Timeout.
BinanceKlineStream had no closed-state flag, so after the server closed
the connection (Ok(None)) a caller could keep calling next_event and
poll a dead socket. A closed: bool is now set when the server closes or
sends a Close frame; next_event short-circuits to Ok(None) once set, and
is_closed() exposes the state.
next_event deserialized every text frame straight into RawWsEnvelope, so
a subscription acknowledgement, heartbeat or error object propagated a
decode Err and killed the feed. Frames are now routed through
parse_frame, which inspects data.e: kline frames yield an event,
everything else is skipped, and an Err is raised only when a genuine
kline frame fails to decode. Adds tests for skipped acks/errors.
The napi loader resolves wickra-linux-arm64-gnu and
wickra-win32-arm64-msvc, but neither was published, so require('wickra')
failed on those platforms. Adds both to napi.triples and
optionalDependencies, adds their npm/ package templates, and extends the
release node-build matrix to build them on GitHub's native ARM runners
(ubuntu-24.04-arm, windows-11-arm).
MacdNode.batch and BollingerNode.batch return flat interleaved arrays
(3*n and 4*n) but index.d.ts only said Array<number>. Adds /// doc
comments describing the layout; napi-rs now propagates them into the
generated index.d.ts as JSDoc.
Normalises whitespace in sources committed earlier in this branch
before rustfmt was run over them (Node/WASM bindings, and three core
indicator test modules), and records the wasm-bindgen-test dependency
tree added in B6 into Cargo.lock. No functional change; cargo fmt --all
--check is now clean.
Every Python batch() did prices.as_slice().expect("contiguous"), so a
non-contiguous NumPy input (e.g. a strided view) aborted with a Rust
panic instead of a catchable exception. as_slice() failures now map to a
PyValueError pointing at np.ascontiguousarray; the scalar / MACD /
Bollinger batch methods that returned a bare array were lifted to
PyResult so the error can propagate. Adds input-validation tests
(non-contiguous arrays, unequal-length candle batches, ROC/TRIX
defaults). All 60 Python tests pass against the freshly built wheel.
The Node binding had only 7 smoke cases with no streaming-vs-batch or
candle-indicator coverage. Adds indicators.test.js: streaming update()
matches batch() for all 25 indicators (scalar, candle-scalar and
interleaved multi-output), a lifecycle check that every indicator
exposes reset/isReady/warmupPeriod, and reference values (SMA(3),
MFI(2)=1200/23, RSI uptrend, MACD histogram). 38 Node tests pass.
Every other Python momentum indicator (RSI, CCI, ...) carries a
#[pyo3(signature)] default, but ROC and TRIX required an explicit
period. Both now default to the TA-Lib convention (ROC period=10, TRIX
period=30), and the .pyi stubs reflect the defaults. Node and WASM
constructors deliberately stay explicit-only -- napi-rs and
wasm-bindgen do not support default arguments, and every constructor in
those bindings is uniformly explicit.
The WASM binding had no tests; CI only checked that artefacts existed.
Adds a wasm-bindgen-test suite covering SMA reference values, EMA
batch==streaming equivalence, RSI pure-uptrend behaviour, fallible
constructors returning JsError, and the unequal-length batch guards from
B3. Wires wasm-pack test --node into the CI wasm job. The suite
type-checks on the host; it executes under wasm-pack in CI (the local
environment is a non-rustup Rust install without the wasm32 target).
The .pyi shipped stubs for only 9 of the 25 exported classes, so with
py.typed set, type checkers flagged DEMA, TEMA, HMA, KAMA, CCI, ROC,
WilliamsR, ADX, MFI, TRIX, PSAR, Keltner, Donchian, VWAP,
AwesomeOscillator and Aroon as missing. All 16 are now stubbed with
signatures matching python/src/lib.rs (constructor defaults, update
return types, batch array shapes, lifecycle methods). Verified: the
stub set equals the 25 registered classes and mypy type-checks a script
exercising every class with no issues.
KAMA and the nine candle indicators (CCI, WilliamsR, MFI, PSAR,
Keltner, Donchian, VWAP, AO, Aroon) exposed none of the three lifecycle
methods; Stochastic/OBV/ADX exposed only reset; MACD/Bollinger/ATR
lacked warmupPeriod. Every indicator now exposes reset(), isReady() and
warmupPeriod(), matching the scalar-macro surface. Verified against the
rebuilt module (e.g. MACD warmupPeriod 34, Stochastic 16, KAMA 11).
Candle batch() methods that index parallel high/low/close/volume arrays
without first checking their lengths panic on a length mismatch. Adds an
equal-length guard returning a clean error to the 11 affected Node
methods (Stochastic, ADX, CCI, WilliamsR, MFI, PSAR, Keltner, Donchian,
VWAP, AO, Aroon), the 10 affected WASM methods, and the 8 affected
Python methods (WilliamsR, ADX, MFI, PSAR, Keltner, VWAP, AO, Aroon) --
matching the guard ATR/OBV already had. Verified in Node: mismatched
arrays now throw instead of crashing.
The 14 candle and multi-parameter indicator constructors passed raw
parameters through must() (an expect()), so invalid arguments such as
new MACD(0,0,0) or new BollingerBands(20,-1) aborted the whole process
over the napi boundary (the release profile sets panic=abort).
napi-rs 2.16 does accept a #[napi(constructor)] returning
napi::Result<Self> (the old must() comment was wrong), so each now
returns napi::Result<Self> and throws a clean JS error via map_err.
must()/clamp_period stay for the scalar macro, where period is clamped
and the Result is provably Ok. Verified: every invalid constructor
throws, valid ones still build.
Stochastic, OBV, ADX, CCI, WilliamsR, MFI, PSAR, Keltner, Donchian,
VWAP, AwesomeOscillator and Aroon previously exposed only batch() in the
Node binding, so a streaming-first library could not actually stream
them from Node. Each now has an update() mirroring the AtrNode pattern,
with the same input arity and output type as its batch() counterpart.
Verified against the rebuilt native module.
Keltner::update gated atr.update behind ema.update(...)? and Hma::update
gated full_wma.update behind half_wma.update(...)?. The ? short-circuit
starved the trailing sibling of every candle consumed during the leading
one's warmup, so warmup_period() understated the true first emission
(Keltner classic: 29 instead of 20; HMA(9): 14 instead of 11) and
Keltner's ATR seeded over the wrong window.
Both now feed every sub-indicator unconditionally and gate only the
output, matching the MACD / Awesome Oscillator pattern. warmup_period()
is now exact. Adds first-emission tests and cross-checks against
independent EMA+ATR (Keltner) and independent WMAs (HMA).
ROC now stores its last emitted value and returns it on a non-finite
input instead of None, leaving the window untouched. This matches the
SMA / EMA convention. reset() clears the new field. Adds a
non-finite-input test.
Adds the reset tests the audit named as missing (aroon, awesome
oscillator, donchian, keltner, williams_r, and both VWAP variants),
non-finite-input tests for every scalar indicator that guards is_finite
(WMA, RSI, MACD, Bollinger, KAMA), and naive-reference proptests for EMA,
RSI and ATR. 189 core tests pass.
reset() now restores prev_high, prev_low and trend in addition to the
previously reset fields, keeping the struct fully consistent for
inspection. The misleading inline comment that claimed direction-dependent
seeding is corrected to describe the actual fixed-Up seed, which
self-corrects through PSAR's reversal logic. Adds a reset-reuse test.
The first candle now only seeds the previous typical price instead of
pushing a fabricated (0,0) money-flow pair into the window, matching the
TA-Lib / pandas-ta convention. warmup_period() returns period + 1 and the
dead prev_tp.is_none() guard is removed. Adds a first-emission test and a
hand-computed reference-value test (MFI(2) = 1200/23).
Pure tooling release on top of 0.1.3. The library code is unchanged;
only the release workflow grew a new github-release job that attaches
every built artefact to the GitHub Release page so users have direct
download links next to the source archives:
- Python wheels (5 platforms) + sdist
- Native Node bindings (linux-x64-gnu, darwin-x64, darwin-arm64, win32-x64-msvc)
- npm-pack tarballs for the main wickra package, every per-platform
subpackage, and wickra-wasm
- Cargo .crate files for wickra-core, wickra-data, wickra
The job runs at the end of the release pipeline and also accepts
workflow_dispatch so future asset-only fixups don't require a version
bump.
The Releases page previously showed only the source archives GitHub
auto-generates for every tag. Add an explicit github-release job that
runs after every publish job finishes, downloads every uploaded
artefact, and attaches them all to the release.
New per-publish-job upload-artifact additions:
- cargo-publish: 'cargo package' each crate and upload the .crate files
- wasm-publish: 'npm pack' inside pkg/ and upload the wickra-wasm tgz
- node-publish: 'npm pack' the main package + each per-platform subpackage,
upload all six tgz files (main + linux + 2*darwin + win32)
Wheels and .node binaries were already being uploaded earlier in the
matrix builds, so the new job just consumes them via download-artifact.
github-release job:
- Runs on tag pushes (normal) AND workflow_dispatch (so we can backfill
assets to an existing release without rebumping the version).
- Resolves the target tag from github.ref on a tag push, or from
'git tag --sort=-v:refname | head' on dispatch.
- Stages all files into release-assets/, uses softprops/action-gh-release
to create or update the release. generate_release_notes lets GitHub
fill in the commit-list changelog automatically.
CI is now green across all 20 jobs:
- Rust on Linux/macOS/Windows
- Python 3.9/3.11/3.12 on Linux/macOS/Windows
- Node 18/20 on Linux/macOS/Windows (Windows previously failed
because ci.yml built the native module without --platform; fixed
in the previous commit)
- WASM build
- Cross-library benchmark report
This tag re-publishes 0.1.3 across crates.io / PyPI / npm so a single
version covers every working binding. The release workflow's idempotent
publish steps mean re-runs are safe; the new code in this version is
just the build-script and loader changes that fixed CI.
The Windows Node 18 and Node 20 CI jobs failed because:
- ci.yml ran 'napi build --release' (no --platform), which produces a
filename without the target triple ('wickra.node').
- The committed loader at bindings/node/index.js looked for the
triple-suffixed file ('wickra.win32-x64-msvc.node') and then for the
per-platform npm subpackage as a fallback.
- 'wickra-win32-x64-msvc' isn't on npm yet (blocked by the spam filter),
so Windows had nothing to load. Linux and macOS passed only because
their optionalDependencies do exist on npm and got fetched.
Two-part fix:
- ci.yml now runs 'napi build --platform --release', matching release.yml.
--platform encodes the target triple in the filename, so the loader's
primary lookup always finds the freshly built binary on every host.
- bindings/node/index.js is now the canonical napi-rs auto-generated
loader (it gets regenerated by 'napi build'). It covers all the platforms
napi knows about (linux glibc/musl, Android, FreeBSD, ARM, etc.) rather
than just the four we publish, so unsupported platforms get a clear
'this binding isn't built for your system' error instead of a confusing
ENOENT.
Local sanity: 'npx napi build --platform --release' then 'node --test
__tests__/' succeeds end to end on Windows; the eight existing tests
pass.
The root cause of the previous failure was the package.json
"prepublishOnly": "napi prepublish -t npm" script. When the workflow
ran `npm publish` for the main wickra package it implicitly invoked
that hook, which re-attempted to publish every platform subpackage and
hit 403 "cannot publish over 0.1.2" because they were already on
the registry. The error trail looked like it came from the main
publish step but the failing command was actually the hook.
Two-part fix:
- Remove prepublishOnly entirely from bindings/node/package.json. The
release workflow already does the per-platform publish itself, in a
loop, idempotently.
- Belt-and-braces: pass --ignore-scripts when publishing the main
package so any prepublish-hook drift in the future is suppressed.
GitHub Actions runs shell steps with bash -e, so when npm view wickra@<v>
returned exit 1 (because the package was not yet on the registry) the
whole step aborted before reaching npm publish. Switch the step to
`set +e` and capture the rc explicitly, so a 404 from npm view is
treated as 'not published yet, go publish' instead of a fatal error.
Also adds a single retry after 30s for spam-filter blocks.
The previous 'napi prepublish -t npm' step was atomic — one failure killed
the whole step, and on retry it tried to republish already-uploaded
versions which 403'd. v0.1.2 left 3 of 4 platform packages and the wasm
package on npm but the main 'wickra' package and 'wickra-win32-x64-msvc'
never got out.
Replace it with a small bash loop that:
- Walks every npm/<platform>/ directory.
- Skips the publish if 'npm view <pkg>@<version>' confirms the version
is already on the registry (idempotent re-runs).
- Tolerates per-package failures (sets rc but always returns 0 from the
helper) so spam-filter blocks on one platform don't take down the
others. A 30-second retry handles transient rate-limit spam blocks.
- Publishes the main 'wickra' meta-package as a separate step with the
same skip-existing guard.
Same publishing semantics, just deconstructed into individually
recoverable steps.
`napi create-npm-dir` failed in CI with both invocations we tried:
positional arg form (`-t <triple> .`) was rejected as extraneous,
and the no-arg form crashed with "path must be a string, received
undefined". The fix used by every napi-rs reference project: commit
the four platform package.json templates directly under
bindings/node/npm/<target>/ instead of generating them at publish time.
- bindings/node/npm/{linux-x64-gnu,darwin-x64,darwin-arm64,win32-x64-msvc}/
each contain a static package.json with the correct os / cpu / libc
filters so npm only installs the right binary per platform.
- Main package.json gains optionalDependencies referencing all four
platform packages by version, so `npm install wickra` pulls the
matching binary on each user's machine.
- Release workflow drops the broken `create-npm-dir` loop. The
`napi artifacts` step now just copies the .node files from the
build artefacts into the existing npm/ directories before publish.
Bump every version to 0.1.2; cargo / pypi / wickra-wasm jobs are
idempotent so they accept the 0.1.1 they already published while still
emitting the new 0.1.2.
v0.1.0 reached crates.io, PyPI, and the wickra-wasm npm package, but
the wickra Node binding never published because the workflow called
`napi create-npm-dirs` (plural). The actual napi CLI command is
`create-npm-dir` (singular, per target).
Changes that make the next tag's release actually finish:
- workflow: replace the broken step with a loop that runs
`napi create-npm-dir -t <triple>` for each of our four build targets.
- workflow: every registry publish step now treats "version already
uploaded" as success. That makes re-runs (and partial-failure
recoveries) safe instead of failing the whole job.
- bindings/node/package.json: trim the napi.triples list to the four
platforms we actually build (linux-x64-gnu, darwin-x64, darwin-arm64,
win32-x64-msvc). The previous defaults+9-extras configuration would
have made napi prepublish expect platform packages we never produced.
- bindings/node/index.js: switch from local-only binary lookup to the
proper napi loader that tries the local `.node` file first and falls
back to the per-platform npm subpackage that's installed as an
optional dependency in production.
- Versions across all four published packages bumped to 0.1.1 so the
Node binding can publish for the first time alongside refreshed
cargo/pypi/wasm artefacts.
- Top: CI badge, crates.io / PyPI / npm version badges, license tag.
- Bottom (new section before License): a short contribution guide with
starting points for new indicators, bug fixes, binding work, and style.
- Footer: large "give us a star" call-to-action with GitHub stars, forks,
and issues badges via shields.io.
Three blockers surfaced when the first tag actually ran the pipeline:
1. PyPI sdist build refused the `readme = "../../README.md"` path
in bindings/python/pyproject.toml. maturin sdist forbids `..`
inside archive entries. Solution: add a Python-specific README at
bindings/python/README.md (covers the Python install + pointers to
the main repo) and point the project.readme key at the local file.
2. Node publish job hit ENOENT on npm/<platform>/wickra.<...>.node
because napi's per-platform scaffolding directories did not exist
yet when `napi artifacts` ran. Insert `napi create-npm-dirs` as
its own step before `napi artifacts` so the platform package layout
is in place before binaries get moved into it.
3. and 4. (crates.io email + npm 2FA-bypass) are registry-side account
settings that have to be done in the user's browser; no code change
needed for those. They'll be sorted before the next tag push.
The previous `[[example]] path = "../../examples/rust/..."` entries
pointed at files outside the crate root. cargo only packages files
inside the crate directory, so the examples would have been silently
dropped on publish. Moving them to crates/wickra/examples/ and
crates/wickra-data/examples/ keeps them as part of the published
package and lets cargo discover them automatically (no [[example]]
override needed). README and project-layout section updated.
On every v* tag push the release workflow now publishes the project to
all three public registries in parallel:
- crates.io: wickra-core then wickra-data then wickra, with a 45-second
sleep between each so the registry index can refresh before the next
publish step asserts the previous version is available.
- PyPI: maturin-action builds wheels for Linux x86_64 + aarch64, macOS
x86_64 + aarch64, and Windows x64, plus an sdist; all artefacts upload
to PyPI via MATURIN_PYPI_TOKEN.
- npm: napi-rs builds a native binary per platform (linux-x64-gnu,
darwin-x64, darwin-arm64, win32-x64-msvc), publishes each as its own
platform package, then publishes the main `wickra` meta-package
that resolves to the right platform at install time.
- WASM: wasm-pack builds the bundler-target package and publishes it as
`wickra-wasm` on npm, with the auto-generated package.json enriched
with the author/repo/license metadata.
Package metadata was unified so all targets point at kingchenc/wickra
on GitHub; the Node binding is now plain `wickra` (the @wickra/ scope
was unnecessary because the bare name was free). README install table
updated to match.
Two unrelated failures in the post-release CI run:
- Python jobs: `maturin develop` requires an activated virtualenv on
CI runners that don't have a system Python set up that way. Switch
to `maturin build --release --out dist` followed by `pip install
--find-links dist`, which is venv-agnostic and OS-portable.
- WASM job: the wasm-opt bundled with wasm-pack is older than the WASM
features rustc 1.92 enables by default. The fix is to opt every feature
in explicitly via the package metadata — reference-types, multivalue,
bulk-memory, sign-ext, mutable-globals, nontrapping-float-to-int — so
wasm-opt accepts the input.
Same code as before; only the build steps and the wasm-opt config changed.
Switches the project from Apache-2.0 to PolyForm Noncommercial 1.0.0.
Use, modification, redistribution, forking and contribution are all
permitted; the only thing the new license withholds is commercial sale
of the software or of services built primarily around it.
Updates: LICENSE file, workspace Cargo license metadata, the Python
pyproject classifier and SPDX field, and the Node package.json. The
README now explains the practical scope in plain English.
A multi-language technical analysis library: 25 indicators across trend,
momentum, volatility, and volume families, every one a state machine with
O(1) per-tick updates. Batch evaluation is provided by a blanket extension
trait over the streaming primitive, so live trading bots and historical
backtests run the same code path.
What ships in this initial drop:
crates/wickra-core - 25 indicators, Indicator/BatchExt/Chain traits,
OHLCV types with validation; 171 unit tests,
property tests, Wilder/Bollinger textbook tests.
crates/wickra - top-level facade + criterion benches for every
indicator at 1K/10K/100K series sizes.
crates/wickra-data - streaming CSV reader, tick-to-candle aggregator,
multi-timeframe resampler, Binance Spot kline
WebSocket adapter behind feature live-binance;
11 unit + 1 doctest.
bindings/python - PyO3 + maturin, NumPy I/O, type stubs (.pyi),
56 pytest tests including streaming==batch
equivalence, Wilder reference values, lifecycle.
bindings/node - napi-rs native module, TypeScript .d.ts
auto-generated, 7 node --test cases.
bindings/wasm - wasm-bindgen ES module for browser/bundler/Node;
interactive HTML demo at examples/index.html.
examples/ - Python and Rust scripts: backtest, live trading,
parallel multi-asset, multi-timeframe, Binance.
benchmarks/ - cross-library comparison against TA-Lib,
pandas-ta, finta, talipp; Wickra wins every
category by 11-1030x (batch) and 17x+ streaming.
.github/workflows/ - CI matrix (Rust + Python + Node + WASM on
Linux/macOS/Windows), release pipeline for
PyPI wheels and npm.
Indicators (25):
Trend SMA EMA WMA DEMA TEMA HMA KAMA
Momentum RSI MACD Stochastic CCI ROC WilliamsR ADX MFI TRIX
AwesomeOscillator Aroon
Volatility BollingerBands ATR Keltner Donchian PSAR
Volume OBV VWAP (cumulative + rolling)
cargo clippy --workspace --all-targets -D warnings is clean. License: Apache-2.0.
kingchenc