Notable changes to this project.
stake_drain
: set drain flag correctly, so things will look less confusing in the UI- fix
SignalsAPI.upload_predictions
- fix
SignalsAPI.ticker_universe
- added
validationBmcMean
andera.validationBmc
to diagnostics - added
CyptoAPI
- added
get_account_leaderboard
to fetch account-level leaderboard - added 'models_of_account' to fetch all models of an account
- 'SignalsAPI.ticker_universe': stop using hardcoded URL
- remove
set_stake_type
- no longer relevant - deprecate 'SignalsAPI.download_validation_data'
- code style fixes
- fix docs
- signals: add 'list_datasets' and 'download_dataset'
- add
bmcRep
andmmcRep
toget_leaderboard
- fix
get_leaderboard
- added 'corr20V2Rep' to 'get_leaderboard'
- deprecate methods related to v2 and v3 datasets
- added
download_submission
to download a CSV of a previous submission - added
submission_ids
to fetch all submission_ids of a model - minor fixes
- model_upload now allows specifying which data_version and which image to use
- added
round_model_performances_v2
, which allows fetching newer metrics - added
pipeline_status
to get the status of numerai's scoring pipeline - added
intra_round_scores
to fetch intra-round metrics of your models - handle downtimes of Numerai's API more gracefully
- added
model_upload_docker_images
andmodel_upload_data_versions
- add corr20V2 into round_model_performances (PR #100)
- add tcMultiplier into round_model_performances
- add
model_upload
feature, to allow uploading pickled models to numerai
- deprecate
SignalsAPI.submission_status
- deprecate
NumerAPI.submission_status
- return filepath from
download_dataset
- add
modelid_to_modelname
method - fix
stake_set
- add option to adjust connection timeout when upload predictionions (PR #97)
- remove deprecated
download_latest_data
- add
set_global_data_dir
method - docs
- add
data_datestamp
argument toupload_predictions
- this will allow submitting predictions using data from a previous round.
- fix
SignalsAPI.daily_model_performances
- adding all the new metrics (RIC, CorrV4, FncV4, etc) to
diagnostics
stake_get
- updated to migrate away from deprecated API endpoint- remove deprecated
SignalsAPI.daily_user_performances
- remove deprecated
SignalsAPI.daily_submissions_performances
- remove
round_details
- no longer supported by Numerai - remove deprecated
daily_submissions_performances
- numerapi-cli: make
check-new-round
more robust - more robust
check_new_round
andcheck_round_open
- working around some edge cases, that occur during the time without any active round.
- change default argument for
check_new_round
to 12 hours - deprecate
daily_submissions_performances
- update
get_leaderboard
to reflect changes in the backend - add downloads per month batch
- fix docs
- update README
- fix
check_round_open
- add
check_round_open
to check if there is a currently an active round - make
check_new_round
accessible fromSignalsAPI
- add fncV3 to
daily_submissions_performances
- add
TC
toSignalsAPI.get_leaderboard
- add
TC
andcorr60
toSignalsAPI.daily_model_performances
- add
TC
toSignalsAPI.daily_submissions_performances
- define timeouts for all web call made with
requests
- add
set_stake_type
to change payout mode and multipliers (PR #83) - add auth to
round_details
query (PR #86)
- fix directory check in download_dataset in the last update
diagnostics
now returns all diagnostics results, if no diagnostics_id is specifieddownload_dataset
: in case the destination path contains a directory, ensure it exists
- bugfix, timeout for http requests was accidentally set to 3 seconds.
- make downloads more robust and prevent broken files by downloading to temporary files
- simple retry mechanism for failed API requests (5xx error codes only)
- Remove submission
version
parameter (PR #75)
- add tc, fnc, fncV3 to get_leaderboard
- add icRank, icRep to SignalsAPI.get_leaderboard
- add tcRank, tcRep, fncV3Rep and fncV3Rank to daily_model_performances
- add icRep and icRank to SignalsAPI.daily_model_performances
- add tc and tcPercentile to daily_submissions_performances
- make
stake_set
work with multi model accounts - add tc to the round_model_performances method (PR #74)
- add tcPercentile, ic, icPercentile, fncV3, fncV3Percentile to round_model_performances
- added
set_bio
to programmatically update the bio field for some model - added
set_link
to programmatically update the user link field - enable stake changes for Numerai Signals (#68 Thx @habakan)
- run tests via github actions and disable travis integration
- cli: fix predictions upload
- cli: support uploading predictions generated with the new dataset (needs
--new_data
) - signals: make
round_model_performances
available
- signals: support upload to diagnostic tool
- cli: added
list-datasets
- cli: implement downloading of the new dataset
- some code cleanup
- add query
round_model_performances
(#60) - fix documentation
- upgrade from
latestSubmission
tolatestSubmissionV2
- Indicate source
numerapi
when uploading submissions - Deprecate
get_account_transactions
- data no longer available - Deprecate
get_transactions
- data no longer available - Add
wallet_transactions
, fetches all transactions to / from your wallet - Code style improvements
- support passing
round_num
tolist_datasets
, to get available files from past rounds download_dataset
no longer requires a destination path, it defaults to the source file namedownload_dataset
now accepts around_num
argument, to download old files- added
upload_diagnostics
to upload to the new diagnostics tool - added
diagnostics
to fetch results of a diagnostics run
- Add version arg to upload_predictions (#59)
- added
list_datasets
to fetch the list of available data files - added
download_dataset
to download files from the new data api - add missing documentation and deprecation warnings
- Add mmc20d rep and rank to SignalsAPI daily_model_performances
- rename
corr_20d*
tocorr20d*
since Numerai's GraphQL adapter now handles numbers in fields without underscores
- adding
fncPercentile
,mmcPercentile
&corrPercentile
todaily_submissions_performances
- replace deprecated GraphQL
v2UserProfile
call withv3UserProfile
- replace deprecated GraphQL
signalsUserProfile
call withv2SignalsProfile
- new
daily_model_performances
, replacingdaily_user_performances
- signals: new
daily_model_performances
, replacingdaily_user_performances
- update & fix command line interface
- cli: remove deprecated 'payments' and 'user-activities' commands (#51)
- cli: converting the output to JSON (#52)
- remove deprecated fields (#50)
- remove userActivities query (deprecated, use userProfile fields instead)
- remove payments query (deprecated, use userProfile fields instead)
- remove misc deprecated fields from userProfile like badges, earnings
- remove misc deprecated scores from submissions like consistency and concordance
- remove misc deprecated fields from userProfile.dailyUserPerformances like reputation and rolling_score_rep (use corrRep/mmcRep/fncRep instead), and all the early staking 2.0 fields like averageCorrelation, averageCorrelationPayout, sumDeltaCorrelation etc.
- fix 'get_competitions' by removig deprecated fields (#49)
- lower pandas requirement to pandas>=1.1.0 to fix problems for users working in google colab (#48)
- resumable download (#42)
- Upload submission functions using a pandas dataframe (#46)
- enable registering submission webhooks and trigger IDs (#44)
- make
get_current_round
available in SignalsAPI - add
download_validation_data
to SignalsAPI, to download the latest validation data, historical targets and ticker universe
- deprecate multi-tournament handling
get_models
now returns the list of models depending on the tournament you are working on - numerai classic (NumerAPI) vs numerai signals (SignalsAPI). This is necessary after the recent "model split".
daily_user_performances
addfnc
daily_submissions_performances
filter all-None items
- improve docstrings and signals example code
- remove deprecated
get_v1_leaderboard
- remove deprecated
get_stakes
&get_submission_ids
- Fix default file path for
download_latest_data
(#37) - test suite: fixes
- fix
stake_change
call by addingtournament
parameter (#32) - add
tournament
parameter to all stake related endpoints - code style checks with
flake8
- Remove header from signals universe (#33)
- Add
get_latest_data_path
anddownload_latest_data
(#35)
- Add additional metrics to
submission_status
(#30) - signals: add
mmc
,mmcRank
andnmrStaked
toget_leaderboard
- signals: add
totalStake
topublic_user_profile
- signals: add
stake_get
- signals: speedup
ticker_universe
- signals: add
mmcRep
andreputation
todaily_user_performances
- signals: add
mmc
,mmcRep
,correlation
,corrRep
androundNumber
todaily_submissions_performances
- signals: fix ticker universe
- signals: update ticker universe path (#29)
- Add signals diagnostics (#28)
- update 'ticker_universe' to use the update file location
- get Numerai compute id if available and pass it along during predictions upload
- Signals: added
ticker_universe
to get the list of accepted tickers submission_status
no longer needs (and accepts) a submission_id. It automatically uses the last submission associated with a model
- fix Signals submission upload (#25)
- added API for Numerai Signals
- refactor codebase
- more tests
- Remove required model_id annotation for submissions status lookups so that None can be passed
- Use consistent modelId in query spec
- Update doc examples
- fix
submission_status
for multi model accounts
- no more Python2 support
- added type hints
- add
get_account
to return private account information and deprecatesget_user
(#23) - incorporates updates to the Numerai tournament API in anticipation of the rollout of a new account system with multi-model support (#23)
- add
rolling_score_rep
todaily_user_performances
andget_leaderboard
- deprecate
reputation
indaily_user_performances
andget_leaderboard
- added
payoutPending
andpayoutSettled
toget_leaderboard
(#21) - added
sumDeltaCorrelation
,finalCorrelation
,payoutPending
andpayoutSettled
todaily_user_performances
(#21)
- added "sharpe", "feature exposure" and "correlation with example predictions" to
submission_status
- remove deprecated
check_submission_successful
- added
bio
andtotalStake
topublic_user_profile
- remove deprecated
get_rankings
- fix
get_user_activities
- remove deprecated
get_staking_leaderboard
,get_nmr_prize_pool
- added
mmc
andcorrelationWithMetamodel
todaily_submissions_performances
- fix staking after recent changes to the GraphQL backend
- add
round_details
, returning correlation scores of all users for the round
- add some more details to
get_leaderboard
- adapt to changes in Numerai's staking API
- fix
stake_set
- add v2 version of
get_leaderboard
- add
stake_get
&stake_set
- add
stake_increase
,stake_decrease
&stake_drain
- add
public_user_profile
- add
daily_user_performances
- add
daily_submissions_performances
- remove v1 staking
- remove
get_staking_cutoff
- no longer relevant - old
get_leaderboard
renamed toget_v1_leaderboard
- add v2-style staking to cli interface
- update documentation
- remove phone number and bonus fetching (#16)
- fix downloading dataset for tournaments > 1
- add
validationCorrelation
andliveCorrelation
to all relevant places - remove
validationAuroc
andvalidationLogloss
fromsubmission_status
- default to tournament 8
katzuagi
- update docstring
- added
reputationPayments
,
- include
otherUsdIssuances
andphoneVerificationBonus
toget_payments
- add datetime information (
insertedAt
) toget_transactions
- return new
reputation
as announced by numerai on 2019-05-29 inget_rankings
- fix setup.py to make it work with the latest twine version
- add NMR returned information to
get_leaderboard
- useful for partial burns
- fix
get_staking_cutoff
for rounds >= 154
- tests: start testing the cli interface
- cli: fix
version
command on Python2.7 - added
liveAuroc
andvalidationAuroc
toget_leaderboard
- added
liveAuroc
andvalidationAuroc
toget_staking_leaderboard
- added
liveAuroc
andvalidationAuroc
toget_user_activities
- added
validationAuroc
tosubmission_status
- added
ruleset
toget_competitions
- added
phoneNumber
andcountry
toget_user
- remove consistency check from
test_check_submission_successful
- remove total payments from leaderboard query (#13)
- fix
get_staking_leaderboard
get_tournaments
now allows to filter for active tournaments only- CLI:
tournaments
gainedactive_only
/all
flags to get all or only the active tournaments
- remove timeout completely to fix upload issues
- increase default timeout to 20s
- better error handling
get_staking_cutoff
now gets the cutoff values via the api, instead of doing it's own computation- compatibility with
click
version >= 7.0
- handle connection errors more gracefully (#11)
- pin minimum version of tqdm to (hopefully) prevent an exception (#12)
- travis: test against Python 3.7
- added
burned
toget_user_activities
- docs: fixed typos + improved example
validation_logloss
->validationLogloss
, to follow numerai's docs- remove everything
originality
related
- added
get_staking_cutoff
to compute staking cutoff for a given round and tournament. - added
get_nmr_prize_pool
to get the NMR prize pool for a given round and tournament.
- removed
filename
fromget_user_activities
, no longer supported. - rename
get_submission_filename
toget_submission_filenames
get_submission_filenames
now only works for the authorized user. It allows to get ones submission filenames, optionally filtered by round_num and tournament.
- added
get_rankings
, which gives access to numerai's global leaderboard - added
get_user_activities
, that allows to see each user's submission and staking activity - added
get_submission_filename
to get the submission filename for any user, tournament & round number combination - added
prizePoolNmr
,prizePoolUsd
and number ofparticipants
to theget_competitions
endpoint - ensure functionality of command line interface is in sync
- added
get_tournaments
- added
tournament_name2number
andtournament_number2name
to translate between tournament numbers and names
- added numerapi command line interface
- allow passing public ID and secret key via environment variables
- added
stakeResolution
information to get_leaderboard - added badge for read the docs to README
- publish README as long_description on pypi
- fixed
get_transactions
after API change on Numerai's side - added proper docstrings to all public methods, using Google Style as described at http://sphinxcontrib-napoleon.readthedocs.io/en/latest/example_google.html
- added examples for all public methods
- added documentation on readthedocs: http://numerapi.readthedocs.io
- add tournamentId to
get_stakes
- fixed
stake
after API change on Numerai's side
- support tournament parameter for various endpoints. Numer.ai is planning to run more than one tournament at a time. This change makes numerapi ready for that.
- minor code cleanup
- don't query Numerai's API if the action requires an auth token, but there is none provided
- more & improved tests (test coverage now > 90%)
- consistency threshold moved to 58, following the latest rule change
- use
decimal.Decimal
instead of floats to avoid rounding errors (#3) - optional flag to turn of tqdm's progress bars (#4)
- update
check_submission_successful
to recent rule changes (originality no longer required) - update documentation
- import NumerAPI class to toplevel. now
from numerapi import NumerAPI
works - added
get_dataset_url
- more & improved tests
- added
check_new_round
to check if a new round has started - added
check_submission_successful
to check if the last submission passes concordance, originality and consistency - return proper Python data types, for example the NMR amounts are now floats and no longer strings
- show progress bar while downloading dataset
- general code cleanup & more tests
- fix import issues (py2 vs py3)
- convert datetime strings to proper Python datetime objects
- only append .zip to downloaded dataset if zip=True
- use round_number instead of date in default download filename
- setup travis to run test automatically
- run tests with different Python versions (2.7, 3.5 and 3.6)
- test coverage reports via codecov.io
- complete rewrite to adapt to Numerai's API switch to GraphQL
- update documentation and example
- added staking via API -
stake
- added
get_staking_leaderboard
- allow passing desired filename to data download
- allow custom API calls -
raw_query
- started a test suite
- moved numerapi to it's new home (https://github.com/uuazed/numerapi)
- make numerapi available on pypi (https://pypi.org/project/numerapi)
- rename package from NumerAPI to all-lowercase numerapi