After much frustration with a particular tsdb (cough) this instead
implements a new native-file (and apache tech based) backend which
stores time series in parquet files (for now) using the `polars` apis
(since we plan to use that lib as well for processing).
Note this code is currently **very** rough and in draft mode.
Details:
- add conversion routines for going from `polars.DataFrame` to
`numpy.ndarray` and back.
- lay out a simple file-name as series key symbology:
`fqme.<datadescriptions>.parquet`, though probably it will evolve.
- implement the entire `StorageClient` interface as it stands.
- adjust `storage.cli` cmds to instead expect to use this new backend,
which means it's a complete mess XD
Main benefits/motivation:
- wayy faster load times with no "datums to load limit" required.
- smaller space footprint and we haven't even touched compression
settings yet!
- wayyy more compatible with other systems which can lever the apache
ecosystem.
- gives us finer grained control over the filesystem usage so we can
choose to swap out stuff like the replication system or networking
access.
Turns out that reading **and** writing with `tomlkit` is just wayya slow
for large documents like ledger files so move to using the `tomli`
sibling pkg `tomli-w` which seems to much improve on the latency, though
obviously longer run we're likely going to want:
- a better algorithm for only back loading records using as little
history as possible
- a different serialization format for production maybe something
like apache parquet?
The only issue with using a non-style-preserving writer is that we don't
necessarily get TOML conf ordering for free (without first ordering it
ourselves), and thus this patch also adds much more general date-time
sorting machinery which is now **required** when using
`open_trades_ledger()` via a `tx_sort: Callable`. By default we now
provide `.accounting._ledger.iter_by_dt()` (exposed in the subpkg mod)
which conducts dynamic "datetime key detection" based parsing of records
based on a `parsers: dict[str, Callabe]` input table. The default should
handle most use cases including all currently supported live backends
(kraken, ib) as well as our paper engine ledger-records format.
Granulars:
- adjust `Position.iter_clears()` to use new `iter_by_dt(key=lambda ..)`
signature.
- add `tomli-w` to setup and our `tomlkit` fork to requirements file.
- move `.write_config()` to bottom of class defn.
- fix closed pos popping to not error if pp was already popped..
Apparently it will likely fix our `trio`-cancel-scopes-corrupted crash
when we try to let our `._web_bs.NoBsWs` do reconnect logic around
the asyn-generator implemented data-feed streaming routines in `binance`
and `kraken`. See the project docs for deatz; obvs we add the lib as
a dep.
Add a ``poll_tickers`` coro which can be used to "stream" quotes at
a requested rate. Expose through a cli subcommand `piker stream`.
Drop the `pikerd` command for now.
Tyler Goodlet
Guillermo Rodriguez
Guillermo Rodriguez
Tyler Goodlet