start adding tests

2022-07-19 16:16:44 +02:00
parent ed0f8b1189
commit 714d9534b6
3 changed files with 175 additions and 24 deletions
--- a/tests/freqai/conftest.py
+++ b/tests/freqai/conftest.py
@@ -0,0 +1,68 @@
+from copy import deepcopy
+from pathlib import Path
+from unittest.mock import MagicMock
+
+from freqtrade.freqai.data_kitchen import FreqaiDataKitchen
+from freqtrade.resolvers import StrategyResolver
+from freqtrade.resolvers.freqaimodel_resolver import FreqaiModelResolver
+
+
+# @pytest.fixture(scope="function")
+def freqai_conf(default_conf):
+    freqaiconf = deepcopy(default_conf)
+    freqaiconf.update(
+        {
+            "datadir": Path(default_conf["datadir"]),
+            "strategy": "FreqaiExampleStrategy",
+            "strategy-path": "freqtrade/templates",
+            "freqaimodel": "LightGBMPredictionModel",
+            "freqaimodel_path": "freqai/prediction_models",
+            "timerange": "20180110-20180115",
+            "freqai": {
+                "startup_candles": 10000,
+                "purge_old_models": True,
+                "train_period_days": 15,
+                "backtest_period_days": 7,
+                "live_retrain_hours": 0,
+                "identifier": "uniqe-id7",
+                "live_trained_timestamp": 0,
+                "feature_parameters": {
+                    "include_timeframes": ["5m"],
+                    "include_corr_pairlist": ["ADA/BTC", "DASH/BTC"],
+                    "label_period_candles": 20,
+                    "include_shifted_candles": 2,
+                    "DI_threshold": 0.9,
+                    "weight_factor": 0.9,
+                    "principal_component_analysis": False,
+                    "use_SVM_to_remove_outliers": True,
+                    "stratify_training_data": 0,
+                    "indicator_max_period_candles": 10,
+                    "indicator_periods_candles": [10],
+                },
+                "data_split_parameters": {"test_size": 0.33, "random_state": 1},
+                "model_training_parameters": {"n_estimators": 1000, "task_type": "CPU"},
+            },
+            "config_files": [Path('config_examples', 'config_freqai_futures.example.json')]
+        }
+    )
+    freqaiconf['exchange'].update({'pair_whitelist': ['ADA/BTC', 'DASH/BTC', 'ETH/BTC', 'LTC/BTC']})
+    return freqaiconf
+
+
+def get_patched_data_kitchen(mocker, freqaiconf):
+    dd = mocker.patch('freqtrade.freqai.data_drawer', MagicMock())
+    dk = FreqaiDataKitchen(freqaiconf, dd)
+    return dk
+
+
+def get_patched_strategy(mocker, freqaiconf):
+    strategy = StrategyResolver.load_strategy(freqaiconf)
+    strategy.bot_start()
+
+    return strategy
+
+
+def get_patched_freqaimodel(mocker, freqaiconf):
+    freqaimodel = FreqaiModelResolver.load_freqaimodel(freqaiconf)
+
+    return freqaimodel