Robert Caulk
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f9460c80c2
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Merge pull request #7434 from freqtrade/improve-train-queue
improve train queue system in FreqAI
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2022-09-19 10:55:53 +02:00 |
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robcaulk
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eaa43337d2
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improve train queue system, ensure crash resilience in train queue.
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2022-09-18 17:00:55 +02:00 |
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Matthias
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667853c504
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Use Alias to type config objects
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2022-09-18 13:20:55 +02:00 |
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robcaulk
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81417cb795
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Merge branch 'develop' into dev-merge-rl
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2022-09-14 22:49:11 +02:00 |
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initrv
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37dd22c89e
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Fixed a bug that prevents clearing old models
Corrects the error of clearing old models when the model directory contains directories with names that do not match a regular expression
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2022-09-14 03:40:13 +03:00 |
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robcaulk
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ec76214d02
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backup historical predictions pickle and load the backup in case of corruption
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2022-09-04 15:56:07 +02:00 |
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robcaulk
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69b3fcfd32
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Merge branch 'develop' into dev-merge-rl
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2022-09-04 11:23:25 +02:00 |
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robcaulk
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fcb5d1cb5a
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remove debugging flag
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2022-08-28 13:01:39 +02:00 |
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robcaulk
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dd628eb525
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add tests for outlier detection and removal functions
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2022-08-28 12:56:39 +02:00 |
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robcaulk
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3199eb453b
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reduce code for base use-case, ensure multiproc inherits custom env, add ability to limit ram use.
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2022-08-25 19:05:51 +02:00 |
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robcaulk
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c0cee5df07
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add continual retraining feature, handly mypy typing reqs, improve docstrings
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2022-08-24 13:00:55 +02:00 |
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robcaulk
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3eb897c2f8
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reuse callback, allow user to acces all stable_baselines3 agents via config
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2022-08-24 13:00:55 +02:00 |
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robcaulk
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16cec7dfbd
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fix save/reload functionality for stablebaselines
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2022-08-24 13:00:55 +02:00 |
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robcaulk
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bf7ceba958
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set cpu threads in config
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2022-08-24 13:00:55 +02:00 |
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MukavaValkku
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01232e9a1f
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callback function and TDQN model added
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2022-08-24 13:00:55 +02:00 |
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robcaulk
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05ed1b544f
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Working base for reinforcement learning model
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2022-08-24 13:00:40 +02:00 |
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robcaulk
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96d8882f1e
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Plug mem leak, add training timer
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2022-08-22 13:30:30 +02:00 |
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robcaulk
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8961b8d560
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merge in inference timer and historic predictions handling improvements.
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2022-08-14 20:31:15 +02:00 |
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robcaulk
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ad846cdb76
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fix lock bug, update docstring
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2022-08-14 20:24:29 +02:00 |
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robcaulk
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58de20af0f
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make BaseClassifierModel. Add predict_proba to lightgbm
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2022-08-13 20:07:31 +02:00 |
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robcaulk
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31be707cc8
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clean up code, add docstrings
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2022-08-13 19:40:24 +02:00 |
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robcaulk
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3e38c1b0bd
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take dynamic sized tail off historic_predictions as return dataframe to strategy.
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2022-08-13 19:40:24 +02:00 |
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robcaulk
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b1b76a2dbe
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debug classifier with predict proba
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2022-08-13 19:40:24 +02:00 |
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robcaulk
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23cc21ce59
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add predict_proba to base classifier, improve historic predictions handling
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2022-08-13 19:40:24 +02:00 |
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robcaulk
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e7de812948
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Allow user to user pair_dict for persistent storage of custom data
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2022-08-09 16:03:10 +02:00 |
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robcaulk
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aef086b02e
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Improved dict typing, timeframe parser, collect dates associated with training data points
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2022-08-09 15:30:25 +02:00 |
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robcaulk
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ea64f43e52
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bring back auto DF resizing for okx
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2022-08-08 01:13:13 +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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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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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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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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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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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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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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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
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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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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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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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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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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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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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e7337728bf
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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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Robert Caulk
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921f3899f0
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revert pickle reading for historic predictions
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2022-07-17 16:06:36 +02:00 |
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Robert Caulk
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41eeb99177
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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
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fix bug in historic prediction saving
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2022-07-16 21:16:59 +02:00 |
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Wagner Costa Santos
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ca2029a46b
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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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Robert Caulk
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fea63fba12
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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
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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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robcaulk
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ffb39a5029
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black formatting on freqai files
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2022-07-03 10:59:38 +02:00 |
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robcaulk
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106131ff0f
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Rehaul organization of return values
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2022-07-02 18:09:38 +02:00 |
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robcaulk
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93e1410ed9
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first step toward cleaning output and enabling multimodel training per pair
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2022-07-01 14:00:30 +02:00 |
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robcaulk
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051b99791d
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reduce unnecessary verbosity, fix error on first training sweep, add LightGBMPredictionModel
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2022-06-26 19:04:23 +02:00 |
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robcaulk
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f631ae911b
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add model expiration feature, fix bug in DI return values
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2022-06-17 14:55:40 +02:00 |
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robcaulk
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c5de0c49e4
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first functional scanning commit
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2022-06-16 00:24:18 +02:00 |
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robcaulk
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cab8f517b4
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add lock to datadrawer
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2022-06-07 01:07:30 +02:00 |
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Robert Caulk
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2451ed8c88
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Quick bug fix
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2022-06-06 15:11:54 -06:00 |
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robcaulk
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16b4a5b71f
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rehaul of backend data management - increasing performance by holding history in memory, reducing load on the ratelimit by only pinging exchange once per candle. Improve code readability.
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2022-06-03 15:19:46 +02:00 |
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robcaulk
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0b0dd8dd80
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Force high priority pair to be trained before anything else.
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2022-06-01 07:55:05 +02:00 |
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robcaulk
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bac4ced382
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Ensure follower predictions are persistent and uniquely stored
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2022-05-31 14:35:04 +02:00 |
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robcaulk
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0306f5ca13
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Add autopurge feature so that FreqAI cleans up after itself when it no longer needs old models on disk
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2022-05-31 11:58:21 +02:00 |
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robcaulk
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45f4f0f603
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ensure follower sends back null arrays in case leader hasnt created a model file yet
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2022-05-31 01:48:48 +02:00 |
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robcaulk
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606f18e5c1
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Add follow_mode feature so that secondary bots can be launched with the same identifier and load models trained by the leader
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2022-05-30 21:35:48 +02:00 |
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robcaulk
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5b4c649d43
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detect variable sized dataframes coming from strat, adjust our stored/returned data accordingly
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2022-05-30 13:55:46 +02:00 |
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robcaulk
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e229902381
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fix bug in previous commit
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2022-05-30 12:48:22 +02:00 |
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robcaulk
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a20651efd8
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Increase performance by only predicting on most recent candle instead of full strat provided dataframe. Collect predictions and store them so that we can feed true predictions back to strategy (so that frequi isnt updating historic predictions based on newly trained models).
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2022-05-30 11:37:05 +02:00 |
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robcaulk
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83dd453723
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catch errors occuring on background thread, and make sure to keep the ball rolling. Improve pair retraining queue.
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2022-05-28 18:26:19 +02:00 |
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robcaulk
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58b5abbaa6
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improve multithreaded training queue system
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2022-05-24 15:28:38 +02:00 |
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robcaulk
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255d35976e
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add priority metadata to pairs to avoid a sync of train time + train period
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2022-05-24 12:58:53 +02:00 |
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robcaulk
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059c285425
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paying closer attention to managing live retraining on separate thread without affecting prediction of other coins on master thread
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2022-05-24 12:01:01 +02:00 |
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robcaulk
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b0d2d13eb1
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improve data persistence/mapping for live/dry. This accommodates quick reloads after crash and handles multi-pair cleanly
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2022-05-23 21:05:05 +02:00 |
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