robcaulk
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eb8bde37c1
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Add lightgbm classifier, add classifier check test, fix classifier bug.
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2022-08-06 17:51:21 +02:00 |
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Matthias
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47a30047eb
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Fix typo
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2022-08-06 15:03:10 +02:00 |
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Matthias
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b16f57cb0d
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Minor stylistic fixes
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2022-08-06 14:55:46 +02:00 |
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Robert Caulk
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c172ce1011
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improve flexibility of user defined prediction dataframe
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2022-08-06 13:51:19 +02:00 |
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Robert Caulk
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07763d0d4f
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add classifier, improve model naming scheme
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2022-08-06 08:33:55 +02:00 |
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Robert Caulk
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ce8fbbf743
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ensure loading historical df matches frequi indices
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2022-08-06 07:25:59 +02:00 |
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robcaulk
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60d782e5c5
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remove unnecessary function
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2022-08-05 21:31:32 +02:00 |
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robcaulk
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a42a060ab5
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fix DB once and for all. Make DBSCAN more efficient and robust.
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2022-08-05 21:29:03 +02:00 |
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Robert Caulk
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a3799c4d5d
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start frequi with historical data if available
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2022-08-05 18:27:47 +02:00 |
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robcaulk
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29b7b014e5
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fix bug in DB path initialization
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2022-08-05 18:19:26 +02:00 |
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robcaulk
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db1d367941
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fix bug associated to fit_live_predictions_candles
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2022-08-05 13:46:20 +02:00 |
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robcaulk
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05ec5c5e54
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generalize database url path for any db type
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2022-08-05 12:19:29 +02:00 |
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Robert Caulk
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51a6b4289f
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improve DBSCAN performance for subsequent trainings
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2022-08-04 17:41:58 +02:00 |
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Robert Caulk
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fe1b8515a8
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fix bug in DBSCAN, update doc
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2022-08-04 17:00:59 +02:00 |
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robcaulk
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29225e4baf
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add DBSCAN outlier detection feature, add supporting documentation
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2022-08-04 12:15:16 +02:00 |
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robcaulk
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eae82d0222
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fix bug with database url during backtesting. comment out example trade db analysis.
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2022-08-03 16:17:57 +02:00 |
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robcaulk
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95d3009a95
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give user ability to analyze live trade dataframe inside custom prediction model. Add documentation to explain new functionality
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2022-08-02 20:14:02 +02:00 |
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robcaulk
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946d4c7cfc
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fix trailing whitespace for flake8
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2022-07-31 18:39:46 +02:00 |
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robcaulk
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4e68626bcb
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ensure convolutional window is prepended for frequi consistency
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2022-07-31 17:51:19 +02:00 |
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robcaulk
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d830105605
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*BREAKING CHANGE* remove unnecessary arguments from populate_any_indicators(), accommodate tests
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2022-07-31 17:05:29 +02:00 |
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robcaulk
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dd8288c090
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expose full parameter set for SVM outlier detection. Set default shuffle to false to improve reproducibility
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2022-07-30 13:40:05 +02:00 |
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robcaulk
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f22b140782
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fix backtesting bug, undo move of label stat calc, fix example strat exit logic
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2022-07-29 17:27:35 +02:00 |
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robcaulk
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59624181bd
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isort BaseRegressionModel imports
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2022-07-29 08:23:44 +02:00 |
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robcaulk
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c84d54b35e
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Fix typing issue, avoid using .get() when unnecessary, convert to fstrings
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2022-07-29 08:12:50 +02:00 |
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Matthias
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efbd83c56d
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Small type and typo fixes in freqai_interface
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2022-07-28 07:24:30 +02:00 |
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Matthias
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a2a0d35a24
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Update missing typehints
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2022-07-28 07:07:40 +02:00 |
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Matthias
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f31106dc61
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Minor comment fixes
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2022-07-27 07:27:24 +02:00 |
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Matthias
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bc760b7eb2
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Simplify small segment in datadrawer
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2022-07-26 19:41:49 +02:00 |
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robcaulk
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324e54c015
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fix possible memory leak associated with Catboost Pool object
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2022-07-26 17:29:29 +02:00 |
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robcaulk
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3f149c4067
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fix return type in BaseTensorFlowModel
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2022-07-26 16:01:54 +02:00 |
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robcaulk
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ad25a4cb56
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reduce number of pair_dict lookups, remove coin_first
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2022-07-26 15:58:40 +02:00 |
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robcaulk
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fb4e8430cd
|
isort auto import sorting
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2022-07-26 10:51:39 +02:00 |
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robcaulk
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e213d0ad55
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isolate data_drawer functions from data_kitchen, accommodate tests, add new test
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2022-07-26 10:24:14 +02:00 |
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robcaulk
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56b17e6f3c
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allow user to pass test_size = 0 and avoid using eval sets in prediction models
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2022-07-25 19:40:13 +02:00 |
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Robert Caulk
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897f18a8c8
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ensure proper integer type casting for timestamps. Add check test for backtesting subdaily time periods
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2022-07-25 15:07:09 +02:00 |
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Robert Caulk
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7b105532d1
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fix mypy error and add test for principal component analysis
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2022-07-25 11:46:59 +02:00 |
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Robert Caulk
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c9d46a5237
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finish bringing follow_mode up to date
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2022-07-25 09:24:40 +02:00 |
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Robert Caulk
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ab587747fb
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first fix for follower path bug
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2022-07-24 23:32:24 +02:00 |
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Matthias
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520ee3f7a1
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Convert freqAI into packages
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2022-07-24 17:07:45 +02:00 |
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Matthias
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1885deb632
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More docstring changes
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2022-07-24 16:54:39 +02:00 |
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Matthias
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70b7a254af
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Update some areas to use default docstring formatting
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2022-07-24 16:51:48 +02:00 |
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Matthias
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61c41fd919
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Merge branch 'develop' into feat/freqai
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2022-07-24 16:18:58 +02:00 |
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Robert Caulk
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88e10f7306
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add exception for not passing timerange. Remove hard coded arguments for CatboostPredictionModels. Update docs
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2022-07-24 09:01:23 +02:00 |
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Robert Caulk
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fff39eff9e
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fix multitarget bug
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2022-07-24 08:42:50 +02:00 |
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robcaulk
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f3d46613ee
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move prediction denormalization into datakitchen. remove duplicate associated code. avoid normalization/denormalization for string dtypes.
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2022-07-23 17:14:33 +02:00 |
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Matthias
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8fa6e8b4ba
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Remove freqAI model bridge in favor of self.freqai
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2022-07-23 17:08:05 +02:00 |
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robcaulk
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c91e23dc50
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let user avoid normalizing labels
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2022-07-23 16:14:13 +02:00 |
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robcaulk
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50d630a155
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remove unnecessary comments from data_drawer.py
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2022-07-23 13:35:44 +02:00 |
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robcaulk
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a1cff377ec
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add record of contribution to data_kitchen.py
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2022-07-23 13:32:04 +02:00 |
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robcaulk
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c2d6a0e891
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add record of contribution to doc and source
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2022-07-23 13:04:06 +02:00 |
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robcaulk
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5559e605b8
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small PR conversation resolutions
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2022-07-22 17:46:14 +02:00 |
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robcaulk
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40f00196eb
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use cloudpickle in place of pickle. define Paths once in data_drawer.
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2022-07-22 17:37:51 +02:00 |
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robcaulk
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98c8a447b2
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add LightGBMPredictionMultiModel
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2022-07-22 12:40:51 +02:00 |
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robcaulk
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afcb0bec00
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clean up obsolete comments, move remove_features_from_df to datakitchen
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2022-07-22 12:29:20 +02:00 |
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robcaulk
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3205788bce
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extend doc to include descriptions of the return values from FreqAI to the strategy
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2022-07-21 22:11:46 +02:00 |
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robcaulk
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8033e0bf23
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add counter to backtesting log so users know how many more pairs and how many more models will need to be trained
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2022-07-21 13:22:12 +02:00 |
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robcaulk
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183dec866a
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remove ability to backtest open ended timeranges (safer)
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2022-07-21 13:02:52 +02:00 |
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robcaulk
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e694ea1cfd
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make sure backtesting gets the populated indicators with slimmed down user strat
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2022-07-21 12:48:09 +02:00 |
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robcaulk
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ca4dd58642
|
remove superceded function from datakitchen
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2022-07-21 12:40:54 +02:00 |
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robcaulk
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8f86b0deaa
|
*breaking change* simplify user strat by consolidating feature loops into backend
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2022-07-21 12:24:22 +02:00 |
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robcaulk
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e7337728bf
|
add separator in folder name just incase an asset ends in an integer
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2022-07-21 11:25:28 +02:00 |
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robcaulk
|
921a7ef216
|
add requirements-freqai.txt to builds
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2022-07-20 15:51:25 +02:00 |
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robcaulk
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d43c146676
|
add more tests for datakitchen functionalities, add regression tests for freqai_interface train/backtest
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2022-07-20 12:56:46 +02:00 |
|
lolong
|
9c051958a6
|
Feat/freqai (#7105)
Vectorize weight setting, log training dates
Co-authored-by: robcaulk <rob.caulk@gmail.com>
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2022-07-19 17:49:18 +02:00 |
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robcaulk
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714d9534b6
|
start adding tests
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2022-07-19 16:16:44 +02:00 |
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lolong
|
ed0f8b1189
|
Improve FreqAI documentation (#7072)
Improve doc + some other small fixes
Co-authored-by: robcaulk <rob.caulk@gmail.com>
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2022-07-18 11:57:52 +02:00 |
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Robert Caulk
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921f3899f0
|
revert pickle reading for historic predictions
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2022-07-17 16:06:36 +02:00 |
|
Robert Caulk
|
41eeb99177
|
load pickle file for writing
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2022-07-17 10:05:21 +02:00 |
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Robert Caulk
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9d184586f1
|
fix bug in historic prediction saving
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2022-07-16 21:16:59 +02:00 |
|
Wagner Costa Santos
|
ca2029a46b
|
fix issue when bot restarts with same identifier, does not load prediction history
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2022-07-14 18:55:24 -03:00 |
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robcaulk
|
4141d165ff
|
add BaseTensorFlowModel class
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2022-07-12 19:10:09 +02:00 |
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robcaulk
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ef409dd345
|
Add ground work for TensorFlow models, add protections from common mistakes
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2022-07-12 18:09:17 +02:00 |
|
Robert Caulk
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fea63fba12
|
Fix saving/loading historic predictions
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2022-07-12 10:12:50 +02:00 |
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Robert Caulk
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8ce6b18318
|
start collecting indefinite history of predictions. Allow user to generate statistics on these predictions. Direct FreqAI to save these to disk and reload them if available.
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2022-07-11 22:01:48 +02:00 |
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Matthias
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3fc92b1b21
|
Create BaseRegression model - designed to reduce code duplication across currently available models.
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2022-07-11 11:33:59 +02:00 |
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Robert Caulk
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607455919e
|
Change config parameter names to improve clarity and consistency throughout the code (!!breaking change, please check discord support channel for migration instructions or review templates/FreqaiExampleStrategy.py config_examples/config_freqai_futures.example.json file changes!!)
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2022-07-10 12:35:44 +02:00 |
|
Matthias
|
819cc9c0e4
|
Fully align LightGBM with Catboost
|
2022-07-10 11:06:18 +02:00 |
|
Matthias
|
58b18770e3
|
Fix LightGBM missing argument in predict method
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2022-07-10 11:05:35 +02:00 |
|
Matthias
|
2e1061af64
|
Fix faulty LightGBM model
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2022-07-09 08:21:42 +00:00 |
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robcaulk
|
d9acdc9767
|
remove excess, increase no model warning clarity
|
2022-07-06 18:20:21 +02:00 |
|
robcaulk
|
4cac67fd66
|
Catch infrequent issue associated with grabbing first candle
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2022-07-05 12:43:33 +02:00 |
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robcaulk
|
bd3a6ba2fe
|
update backtesting to handle new output framework
|
2022-07-03 17:34:44 +02:00 |
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robcaulk
|
8ac8d53c32
|
All LGBMRegressor model parameters are now set in config
|
2022-07-03 16:30:01 +02:00 |
|
robcaulk
|
4ff0ef7359
|
fix bug returning multiple targets for training
|
2022-07-03 12:15:59 +02:00 |
|
robcaulk
|
ffb39a5029
|
black formatting on freqai files
|
2022-07-03 10:59:38 +02:00 |
|
robcaulk
|
106131ff0f
|
Rehaul organization of return values
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2022-07-02 18:09:38 +02:00 |
|
robcaulk
|
93e1410ed9
|
first step toward cleaning output and enabling multimodel training per pair
|
2022-07-01 14:00:30 +02:00 |
|
robcaulk
|
6c7d02cb18
|
expose nu in the SVM outlier detection via svm_nu in config
|
2022-06-28 15:12:25 +02:00 |
|
robcaulk
|
7dfbd432d1
|
fix config saving bug, assign priorities to pairs in scanning, sleep the scanning loop to reduce CPU usage
|
2022-06-27 11:35:33 +02:00 |
|
robcaulk
|
68bafa9517
|
archive config to the model folder, filter out features before returning dataframe to strategy (to alleviate frequi issues)`
|
2022-06-26 23:03:48 +02:00 |
|
robcaulk
|
051b99791d
|
reduce unnecessary verbosity, fix error on first training sweep, add LightGBMPredictionModel
|
2022-06-26 19:04:23 +02:00 |
|
Robert Caulk
|
852706cd6b
|
Fix default behavior for expiration_hours
|
2022-06-21 08:12:51 +02:00 |
|
robcaulk
|
b35c64b6c0
|
fix bug in backtest, typo in example strat
|
2022-06-19 16:41:09 +02:00 |
|
robcaulk
|
3599d18ff6
|
fix bug in follow_mode, thanks @blood4rc
|
2022-06-18 12:05:28 +02:00 |
|
robcaulk
|
6da7a98857
|
add docstrings to new functions, remove superceded code
|
2022-06-17 16:16:23 +02:00 |
|
robcaulk
|
f631ae911b
|
add model expiration feature, fix bug in DI return values
|
2022-06-17 14:55:40 +02:00 |
|
robcaulk
|
0b0688a91e
|
ensure scanning purges models
|
2022-06-16 16:12:38 +02:00 |
|
robcaulk
|
c5de0c49e4
|
first functional scanning commit
|
2022-06-16 00:24:18 +02:00 |
|
robcaulk
|
4d472a0ea1
|
merging datarehaul into scanning branch
|
2022-06-16 00:22:49 +02:00 |
|
Matthias
|
c981ad4608
|
Fix missing space
|
2022-06-12 08:31:02 +02:00 |
|