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* Data monitor (FIRST TEST)
* Calculate data request frequency in data monitor
* Detecting universe data usage in data monitor
* Json data monitor report generation
* Data monitor refactor
* Log and store data monitor report
* Data monitor report tests
* Clean up
* Clean up
* Address changes request
* Address changes request
* Wire data monitor only for backtest, not for live or research
* Minor tweaks
* Some minor tweaks
Co-authored-by: Martin-Molinero <martin@quantconnect.com>
* Refactor chain providers
- ChainProviders will use quote, open interest and trade information,
which ever is first. Updating regression algorithm changing contract
being added.
- Add base BacktestingChainProvider for shared logic, reducing
duplication.
- ChainProviders will now use the given IDataCacheProvider and
IMapFileProvider
- If Providers are called for a date the exchange is closed they will
search for the previous available date where the exchange is open.
Adding unit tests.
* Address reviews. Logging improvements
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* Warmup minor fixes
- Result handler fix
- Centralize and normalize status update during warmup
* Address reviews
* Minor adjustments
* Add console message during warmup period
* Fix warmup percentage update
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* initial commit
* get history from data providers
* merge history from history providers
* merge slice
* Add merge function in slice
* Update test
* merge aux data
* add data points in _data
* append new data points in original list
* Add test suite for HistoryProviderManager
* reduce complexity
* setup once
* add fake history provider
* doesn't count aux data
* add tests for options
* style changes
* add custom data
* merge rawDataList
* use array of history providers
* optimize
* fix formatting error
* add comment
* add tests
* simplify
* use list
* use abstraction
* split tests
* add test
* use abstraction to create generic enumertor class
* refactor
* accept list of type T
* sync history slices
* use SubscriptionDataReaderHistoryProvider for live
* rename test file
* return empty
* add tests
* cleanup
* address reviews
* optimize
* Fix method definition
* use initial time for basedata
* refactor
* re-use collection
* inherit HistoryProviderBase
* always return HistoryProviderManager
* add tests
* update rawDataList
* reset composer
* consider null elements
* add tests for binary search method
* Follow lean coding style
* revert
* remove binary search method
* convert to field
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* Improve python exception parsing
- Improve python exception parsing adding support for line shift. Adding
unit tests
* PythonException revert change
* Centralized and normalize algorithm runtime handling
* Adding support for C# line and file exception report
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* Add IResultHandler.BrokerageMessage
- Result handlers can receive notifications for brokerage message events
* Make LiveTradingResultHandler.RuntimeError virtual
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- Ensure data is downloaded only once with the ApiDataProvider. Adding
unit test
- Log invalid securityType ApiDataProvider requests once
- Assert Factor file and map file providers are compatible with the
ApiDataProvider
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* Use lean data key as param for request
* key -> filePath rename and some cleanup
* Refactor
* Add Organizations Endpoints
* Add some organization api wrapper objects
* Address namespace issue
* Reorganize Api Test into seperate files using one ApiTestBase
* Add Organization tests
* Use capitalized "API" test namespace to reduce amount of file changes
* Add License to test base
* Update /data endpoint functions and response objects
* Update ApiDataProvider Logic
* Handle deserialization of organization products
* Simplify converter
* Only throw for equity requests when not subscribed to map/factor files
* Add missing header
* Make arguement exception
* Api adjustments
* Add Zip factor and map file providers
- Common project will now reference Compression project and not the other way
round.
- Adding Zip FactorFile and MapFile providers
* Refactor FactorFileProvider to use DataProvider to fetch files
* Use resulting MinimumDate in construction of FactorFile
* Nit FactorFile comments and arrangement
* Refactor MapFileProviders to use DataProvider for fetching files
* Refactor ZipFileProvider
* Clean up
* Refactor Backtesting Future/Option chain providers to use dataprovider
* Fixes for data/ endpoints and test adjustments
* Response objects adjustments/cleanups
* ApiDateProvider fixes and testing
* Add LocalZipFactorFileTests
* Update ApiDataProvider download test to verify stream is not null
* Implement posting of agreement summary and signed time
* Mark all Api related tests as explicit and document details on running
* Clarify default token on ApiTestBase
* Adjust summary
* Update Api responses for QCC, except org products which are sold in USD
* Implement cache expiration for zip MapFile and FactorFiles. Adding unit tests
* Fix multiple markets for ZipFactorFile provider
* Use Symbol as cache key
* Api.cs review
* Dispose of factorFileStream after reading
* Use zip.EntryFileNames
* Address a few reviews
* Few more fixes
* Address Api Review
* Add Job Org id to config
* Minor tweaks
* Compare with invariant culture
* Fixes Option Universe selection
* ZipEntryNameSubscriptionDataSourceReader will use IDataProvider
* Fix research
* Fix null reference exception
* Make duplicate log debug
Co-authored-by: Martin-Molinero <martin@quantconnect.com>
* Add main exchange to map file
minimum minimorum test
* Add MainExchange to MapFilRow IEquatable implementation
Also write CSV line correctly
* Normalize exchanges
Also add small test form MapFileRow
* Exchange name normalization
- Exchange name normalization.
- Tick will protobuf `ExchangeCode` which will set existing `Exchange`
* Include single character exchange code
* Encode exchange as byte, Include exchange name as Enum
* Update MapFileRow.cs to accept a byte instead a string for primary exchange
* Fix issues in encoding exchanges map
* Fix broken MapFile tests
* Rename Main Exchange property in MapFileRow
* Use BATS instead of BATSZ
* Add primary exchange from map file
* Move MapFilePrimaryExchangeProvider to its own file
* Implement Char for primary exchange in map files
* Fix broken tests after implementing char exchange into map file
* Add a new constructor for MapFileRow
it accepts a PrimaryExxchange object as parameter
* Fix broken test
WIP
* Address review
WIP
* Handles unexpected encoded exchanges
* Keep addressing review
* Address review
* Fix broken tests
Make PrimaryExchange as default even if the IPrimaryExchangeProvider is not instantiated
* Revert breaking change.
* Add a check that resolved map file actually have content
The issue that leads to this change was caused by a map file resolved to APC in the CoarseFundamentalTop3Algorithm.
The resolver returns a not-null MapFile, but it is empty.
To my best understand, the MapFile Resolver should return only existing map files in the map_files folder. But the LocalMapFileProvider returned a map file with a permtick that doesn't exist in the file system as CSV.
* Set PrimaryExchange.UNKNOWN as default
* Address review couple minor bugs
- Use SID market instead of USA
- Default ticke exchange is UNKNOWN
* Update map files with latest format and latest info
This include:
- VXX, it was delisted, then VXXB appears and later it chnages from VXXB -> VXX
- AAA delisting and a new listing with ticker AAA
- FOXA ticker changue to TFCFA and later it was delisted
* Update test after updating latest map files
* Fix bug with factor files after updating map files
* Fix bug with factor files after updating map files
and revert statistics in regression tests
* Update OrderHash in regression test
Co-authored-by: Martin Molinero <martin.molinero1@gmail.com>
* Add internal subscription manager
- Add InternalSubscriptionManager that will handle internal
Subscription. Replaces the realtime updates
- Fix thread race condition in the TimeTriggeredUniverseSubscription, we
have one thread injecting data points, the main algorithm thread, and
the base exchange is pulling from it
- Fixes for FakeDataQueue
- Adding unit tests
* Address reviews and fixes
- Internal subscription will use extended market hours
- Only sample charts accordingly
- Get api-url once
- `UniverseSelection` and `Research` will always use
`AlgorithmHandler.DataProvider` instance instead of
`DefaultDataProvider`
- Remove Compression at test/app.config since the dll isn't required
- Add missing license header
* Live Coarse universe refactor
- Live trading will source Coarse and Fine fundamental data directly
from disk. Updating unit tests.
* Adds ILiveDataProvider interface
* Adds wrapper for IDataQueueHandler implementations
* Replaces IDataQueueHandler with ILiveDataProvider in
LiveTradingDataFeed
* Edits IDataQueueHandler documentation
* Maintains aggregation for current IDQH impls and skips for ILDF impls
* Note: No unit test was created for this method, go back and TODO
* Protobuf Market data
- Adding protobuf support for Ticks, TradeBars and QuoteBars. Adding
unit tests.
* Adds unit tests for LiveDataAggregator changes
* Fixes bug where custom data was not handled as it was before
* Fixes race condition bug because of variable reuse in class
* Add protobuf extension serialization
* Fixes for protobuf serialization
* Refactor
* Fix OptionChainUniverse
* replace BaseDataExchange pumping ticks with consolidators
* AlpacaBrokerage
* BitfinexBrokerage
* GDAXBrokerage
* OandaBrokerage
* InteractiveBrokers
* TradierBrokerage
* FxcmBrokerage
* PaperBrokerage
* etc
* WIP fixes for existing LTDF unit tests
* Fixes more LTDF unit tests
* make IDataAggregator.Update recieving Generic BaseData rather than Tick
* Change IDataQueueHandler.Subscribe method
* Some fixes after adding new commits
* Adds protobuf (de)serialization support for Dividend and Split
* Serialize protobuf with length prefix
* Fix missing LTDF unit tests
* Adds TiingoNews protobuf definitions
* fix comments
* more fixes on IQFeedDataQueueHandler
* disallow putting ticks into enumerator directly
* ScannableEnumerator tests
* fix OandaBrokerage
* AggregationManager unit tests
* fix AlpacaBrokerage tests
* fix InteractiveBrokers
* fix FxcmBrokerage tests
* call AggregationManager.Remove method on unsubscribe
* fix GDAX existing tests
* Fixes, refactor adding more tests for AggregatorManager
* Adds BenzingaNews protobuf definitions and round trip unit test
* Adds missing TiingoNews unit test to Protobuf round trip tests
* Improve sleep sequence of LiveSynchronizer
* need start aggregating first, and then can subscribe
* More test fixes and refactor
- Refactoring AggregationManager and ScannableEnumerator so the last is
the one that owns the consolidator
- Adding pulse on the main LiveSynchronizer
* Improve performance of LEquityDataSynchronizingEnu
* Add missing Set job packet method
* Minor performance improvements
* Improvements add test timeout
- Improvements adding test timeout to find blocking test in travis
* Improve aggregationManager performance
* Testing improvements for travis
* Remove test timeouts
* More test fixes
- Adding more missing dispose calls and improving determinism
* fix IEXDataQueueHandler and tests
* Final tweaks to LTDF tests
* more AggregationManager tests
* consume and log ticks
* fix test: couldn't subscribe to Forex tickers
* change Resolution for all bar configs
* Improve RealTimeScheduleEventServiceAccuracy
* refactoring: move common code to base class
* fixed bug; unsubscribe SubscriptionDataConfig
* Small performance improvement
* Minor fixes
* Avoid Symbol serialization
* Fixes coarse selection in live mode
* Fix for live coarse
* Adds protobuf (de)serialization support for Robintrack
* Adds round-trip unit test
* Minor performance improvements
* More minor performance improvements
* pass LiveNodePacket through to OandaBrokerage
* Fixes empty list becoming null value when deserializing with protobuf
* Reverts BZ live trading exception removal and fixes tests
* Refactor WorkQueue making it abstract
* Add try catch for composer
* Adds optional data batching period to LiveFillForwardEnumerator
* Override data-queue-handler with config
* Improve PeriodCountConsolidator.Scan performance
* Move batching delay to main Synchornizer thread
* Reverts addition of Robintrack protobuf definitions
* Give priority to config history provider if set
* Add Estimize protobuffing
- Add Estimize protobuffing support. Adding unit tests
* Always dispose of data queue handler
Co-authored-by: Gerardo Salazar <gsalaz9800@gmail.com>
Co-authored-by: Adalyat Nazirov <aenazirov@gmail.com>
- Adding new DataPermissionManager that will own the existing
datachannelProvider. Will assert configurations before added to the
data feed. Adding unit tests
- Refactor ZipDataCacheProvider to avoid value types thread issues, it
will now use a timer. Add missing dispose calls.
- Synchronizer won't share the `SubscriptionFrontierTimeProvider`
instance since it's not thread safe and shouldn't be called
- Fix BacktestingResultHandler `_daysProcessed` thread safety
- Fixing `RealTimeScheduleEventService` thread safety
- Update logic in `Run` method will be executed by an internal Task
handled by the `BaseResultHandler`
- Call `DataFeed.Exit` even if algorithm initialization failed
This commit is squashed from iterative development:
- More consistent method naming
- Storage root path updated to be absolute and include algorithm name
- Storage root path created only if object store is actually used
- Implemented XML save/load
- Added missing unit tests
- Replaced Log.Trace with Log.Error calls
- Added the object store name logging in Engine.Main
- Read storage root from config
- Create algorithm storage root folder in Initialize
- Remove empty folder in Dispose
- Added null checks in all methods
- Added missing XML parameter docs
- make Initialize and Dispose virtual
- make AlgorithmStorageRoot protected
The IObjectStore abstraction provides algorithms with a persistent
storage mechanism. While the algorithm is running, data is maintained
in memory as a dictionary of raw bytes (string -> byte[]). This ensures
we avoid any reference type shenanigans. Periodically, the data in the
object store is persisted and additionally, when the algorithm shuts
down, the object store's data will again be persisted. This ensures that
when the algorithm starts up again, it will have access to any state
that has been saved into the object store.
A great use case for IObjectStore is saving a compute heavy model.
For example, computing the weights of a deep neural network is very
CPU intensive, but after the weights are computed, evaluation is fairly
quick. An initial backtest can be used to solved for the network's weights
and then subsequent backtests or even in live mode, the weights will be
available to the algorithm provided they were saved into the object store.
Also, some libraries require a file path to load model data. The object
store provides a `GetFilePath(key)` method which will copy the data for
the provided key to the disk and return that path so the library can load
the model data.
- `SubscriptionDataReader` will check map file first data and adjust
start date based on it
- Adding unit test
- Reducing code duplication
- Setting up `HistoryProvider` event handling
- Adding `SecurityCacheProvider` this class allows for two different
`Security` to share the same data type cache through different instance
of `SecurityCache`. This is used to directly access custom data types
through their underlying in a peformant maner
- Some small improvements
In order to continue to provide debugging support in the QC cloud, the
scheduled events were moved from inside of a task to the algorithm's
main execution thread. This necesitated a different methodology for
managing timeouts. Instead of raising an exception when attempting to
request additional time when none is remaining, we're now simply allowing
the isolator's limit to be reached by virtue of not incrementing the
additional minutes in the time manager. This uncovered a bug in LEAN
engine where if the isolator terminates an algorithm, then the status
of the algorithm (on the algorithm manager instance) isn't properly
updated to indicate RuntimeError. This is in direct conflict with the
status update that is provided to the api, which is RuntimeError, so
this change remedies that issue as well. One of the regression algorithms
depends on this status value being properly flipped to RuntimeError in
the event that the isolator limit is reached.
See #3319
We restrict each algorithm time loop to a pre-determined amount of time.
Exceeding this limit will cause the algorithm to immediately terminate.
This quickly becomes an issue when considering users running trainable
models that have a long initialization period that exceeds the time loop
maximum.
This change provides a mechanism through which a long-running scheduled
event is permitted to keep running and is permitted to avoid the time loop
permitted by requesting additional time. Requests for additional time are
limited according to a leaky bucket implementation whose parameters are
set via the job's controls structure. The fundamental time unit for the
algorithm is a single minute.
Here's how it works. If a scheduled event takes longer than one full wall
clock second then a request is made to the leaky bucket for one more minute.
If the scheduled event continues to take more time, it will continue to
request additional minutes. Each requested minute will prevent the algorithm's
time loop check from terminating the algorithm. When the bucket is empty and
no more minutes are available to be requested, a TimeoutException is thrown
causing a cascade that ends in the algorithm's termination and status being
flipped to RuntimeError.
Additionally, this applies equally to ALL scheduled events. While some helpers
were added with the naming of Train and TrainNow to the ScheduleManager, these
methods don't do anything special and the infrastructure doesn't otherwise
flag them as different, so this feature becomes part of the core Scheduled
Event feature set.
Further, the live scheduled events were not touched and are still pending
further discussion regarding the value added by enforcing a time restriction
when simulation time and wall clock time are equivalent.
Fixes#3319
Extracting this behavior into it's own class. We'll later extend
the functionality of the implementation to enable a training event
a mechanism for extending the current time loop maximum and/or for
flat out disabling it while the training is runnig and the leaky
bucket has capacity.
Adds IRegisteredSecurityDataTypesProvider to track all the data types
registered in the algorithm. Using this data, we can detect if it's
possible that we'll eventually have a property of a certain type name.
For example, consider I wish to use security.Data.TradeBar but we haven't
received any trade bars yet. Before this change a KeyNotFoundException
would be raised, but since we can determine that we expect to have trade
bars, we can detect this and return an empty list when we haven't received
any data yet. This also removes the need to constantly do a HasData<T>()
check before accessing the dynamic members.
Closes#3620
Jhonathan Abreu