From 86c781798a53d14ef973c3fb84827a42d1007a42 Mon Sep 17 00:00:00 2001
From: initrv <initrv@gmail.com>
Date: Thu, 6 Oct 2022 19:59:35 +0300
Subject: [PATCH 01/34] =?UTF-8?q?Add=20=D1=81atboost=20train=5Fdir=20for?=
 =?UTF-8?q?=20tensorboard?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 freqtrade/freqai/prediction_models/CatboostClassifier.py       | 3 ++-
 freqtrade/freqai/prediction_models/CatboostRegressor.py        | 3 ++-
 .../freqai/prediction_models/CatboostRegressorMultiTarget.py   | 3 ++-
 3 files changed, 6 insertions(+), 3 deletions(-)

diff --git a/freqtrade/freqai/prediction_models/CatboostClassifier.py b/freqtrade/freqai/prediction_models/CatboostClassifier.py
index 60536e6de..31a865a8d 100644
--- a/freqtrade/freqai/prediction_models/CatboostClassifier.py
+++ b/freqtrade/freqai/prediction_models/CatboostClassifier.py
@@ -32,8 +32,9 @@ class CatboostClassifier(BaseClassifierModel):
         )
 
         cbr = CatBoostClassifier(
-            allow_writing_files=False,
+            allow_writing_files=True,
             loss_function='MultiClass',
+            train_dir=dk.data_path,
             **self.model_training_parameters,
         )
 
diff --git a/freqtrade/freqai/prediction_models/CatboostRegressor.py b/freqtrade/freqai/prediction_models/CatboostRegressor.py
index 73cf6c88a..a04649d93 100644
--- a/freqtrade/freqai/prediction_models/CatboostRegressor.py
+++ b/freqtrade/freqai/prediction_models/CatboostRegressor.py
@@ -41,7 +41,8 @@ class CatboostRegressor(BaseRegressionModel):
         init_model = self.get_init_model(dk.pair)
 
         model = CatBoostRegressor(
-            allow_writing_files=False,
+            allow_writing_files=True,
+            train_dir=dk.data_path,
             **self.model_training_parameters,
         )
 
diff --git a/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py b/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
index 7fa4e293e..292ad600a 100644
--- a/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
+++ b/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
@@ -26,7 +26,8 @@ class CatboostRegressorMultiTarget(BaseRegressionModel):
         """
 
         cbr = CatBoostRegressor(
-            allow_writing_files=False,
+            allow_writing_files=True,
+            train_dir=dk.data_path,
             **self.model_training_parameters,
         )
 

From a9d5e04a4320f321e9f19862e2c88be3c2b05f7b Mon Sep 17 00:00:00 2001
From: th0rntwig <tornquist.elin@gmail.com>
Date: Thu, 6 Oct 2022 19:26:33 +0200
Subject: [PATCH 02/34] Remove constant labels from prediction

---
 freqtrade/freqai/data_kitchen.py      | 12 ++++++++++++
 freqtrade/freqai/freqai_interface.py  |  2 ++
 tests/freqai/conftest.py              |  2 ++
 tests/freqai/test_freqai_interface.py | 10 ++++++++++
 4 files changed, 26 insertions(+)

diff --git a/freqtrade/freqai/data_kitchen.py b/freqtrade/freqai/data_kitchen.py
index 7ea2daf02..23bba3f1a 100644
--- a/freqtrade/freqai/data_kitchen.py
+++ b/freqtrade/freqai/data_kitchen.py
@@ -460,6 +460,18 @@ class FreqaiDataKitchen:
 
         return df
 
+    def check_pred_labels(self, df_predictions: DataFrame) -> None:
+        """
+        Check that prediction feature labels match training feature labels.
+        :params:
+        :df_predictions: incoming predictions
+        """
+        train_labels = self.data_dictionary["train_features"].columns
+        pred_labels = df_predictions.columns
+        if len(train_labels.difference(pred_labels)) != 0:
+            self.data_dictionary["prediction_features"] = df_predictions[train_labels]
+        return
+
     def principal_component_analysis(self) -> None:
         """
         Performs Principal Component Analysis on the data for dimensionality reduction
diff --git a/freqtrade/freqai/freqai_interface.py b/freqtrade/freqai/freqai_interface.py
index 5ac7bc32c..62c814c72 100644
--- a/freqtrade/freqai/freqai_interface.py
+++ b/freqtrade/freqai/freqai_interface.py
@@ -492,6 +492,8 @@ class IFreqaiModel(ABC):
         # ensure user is feeding the correct indicators to the model
         self.check_if_feature_list_matches_strategy(dk)
 
+        dk.check_pred_labels(dk.data_dictionary['prediction_features'])
+
         if ft_params.get('inlier_metric_window', 0):
             dk.compute_inlier_metric(set_='predict')
 
diff --git a/tests/freqai/conftest.py b/tests/freqai/conftest.py
index 026b45afc..df61b284a 100644
--- a/tests/freqai/conftest.py
+++ b/tests/freqai/conftest.py
@@ -107,6 +107,8 @@ def make_unfiltered_dataframe(mocker, freqai_conf):
     unfiltered_dataframe = freqai.dk.use_strategy_to_populate_indicators(
                 strategy, corr_dataframes, base_dataframes, freqai.dk.pair
             )
+    for i in range(5):
+        unfiltered_dataframe[f'constant_{i}'] = i
 
     unfiltered_dataframe = freqai.dk.slice_dataframe(new_timerange, unfiltered_dataframe)
 
diff --git a/tests/freqai/test_freqai_interface.py b/tests/freqai/test_freqai_interface.py
index a61853c47..238c0418c 100644
--- a/tests/freqai/test_freqai_interface.py
+++ b/tests/freqai/test_freqai_interface.py
@@ -181,6 +181,8 @@ def test_start_backtesting(mocker, freqai_conf, model, num_files, strat):
     corr_df, base_df = freqai.dd.get_base_and_corr_dataframes(sub_timerange, "LTC/BTC", freqai.dk)
 
     df = freqai.dk.use_strategy_to_populate_indicators(strategy, corr_df, base_df, "LTC/BTC")
+    for i in range(5):
+        df[f'constant_{i}'] = i
 
     metadata = {"pair": "LTC/BTC"}
     freqai.start_backtesting(df, metadata, freqai.dk)
@@ -208,6 +210,8 @@ def test_start_backtesting_subdaily_backtest_period(mocker, freqai_conf):
     corr_df, base_df = freqai.dd.get_base_and_corr_dataframes(sub_timerange, "LTC/BTC", freqai.dk)
 
     df = freqai.dk.use_strategy_to_populate_indicators(strategy, corr_df, base_df, "LTC/BTC")
+    for i in range(5):
+        df[f'constant_{i}'] = i
 
     metadata = {"pair": "LTC/BTC"}
     freqai.start_backtesting(df, metadata, freqai.dk)
@@ -233,6 +237,8 @@ def test_start_backtesting_from_existing_folder(mocker, freqai_conf, caplog):
     corr_df, base_df = freqai.dd.get_base_and_corr_dataframes(sub_timerange, "LTC/BTC", freqai.dk)
 
     df = freqai.dk.use_strategy_to_populate_indicators(strategy, corr_df, base_df, "LTC/BTC")
+    for i in range(5):
+        df[f'constant_{i}'] = i
 
     metadata = {"pair": "ADA/BTC"}
     freqai.start_backtesting(df, metadata, freqai.dk)
@@ -256,6 +262,8 @@ def test_start_backtesting_from_existing_folder(mocker, freqai_conf, caplog):
     corr_df, base_df = freqai.dd.get_base_and_corr_dataframes(sub_timerange, "LTC/BTC", freqai.dk)
 
     df = freqai.dk.use_strategy_to_populate_indicators(strategy, corr_df, base_df, "LTC/BTC")
+    for i in range(5):
+        df[f'constant_{i}'] = i
     freqai.start_backtesting(df, metadata, freqai.dk)
 
     assert log_has_re(
@@ -312,6 +320,8 @@ def test_follow_mode(mocker, freqai_conf):
     freqai.dd.load_all_pair_histories(timerange, freqai.dk)
 
     df = strategy.dp.get_pair_dataframe('ADA/BTC', '5m')
+    for i in range(5):
+        df[f'constant_{i}'] = i
     freqai.start_live(df, metadata, strategy, freqai.dk)
 
     assert len(freqai.dk.return_dataframe.index) == 5702

From ec7af83c8733dfa7ff294c041689529f9c12a92b Mon Sep 17 00:00:00 2001
From: initrv <initrv@gmail.com>
Date: Fri, 7 Oct 2022 17:13:19 +0300
Subject: [PATCH 03/34] add tensorboard to freqai reqs

---
 requirements-freqai.txt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/requirements-freqai.txt b/requirements-freqai.txt
index cf0d2eb07..c78b3b25e 100644
--- a/requirements-freqai.txt
+++ b/requirements-freqai.txt
@@ -7,3 +7,4 @@ joblib==1.2.0
 catboost==1.1; platform_machine != 'aarch64'
 lightgbm==3.3.2
 xgboost==1.6.2
+tensorboard==2.10.1

From 8fcb80df69f0e898529674be4cf570b189f77a23 Mon Sep 17 00:00:00 2001
From: froggleston <robert.davey@earlham.ac.uk>
Date: Fri, 7 Oct 2022 16:06:30 +0100
Subject: [PATCH 04/34] Add support for dp.send_msg() to webhooks

---
 docs/configuration.md        |  2 ++
 docs/webhook-config.md       | 23 +++++++++++++++++++++++
 freqtrade/rpc/rpc_manager.py | 11 +++++++----
 3 files changed, 32 insertions(+), 4 deletions(-)

diff --git a/docs/configuration.md b/docs/configuration.md
index 556414e21..8fe6b7620 100644
--- a/docs/configuration.md
+++ b/docs/configuration.md
@@ -215,6 +215,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi
 | `telegram.balance_dust_level` | Dust-level (in stake currency) - currencies with a balance below this will not be shown by `/balance`. <br> **Datatype:** float
 | `telegram.reload` | Allow "reload" buttons on telegram messages. <br>*Defaults to `True`.<br> **Datatype:** boolean
 | `telegram.notification_settings.*` | Detailed notification settings. Refer to the [telegram documentation](telegram-usage.md) for details.<br> **Datatype:** dictionary
+| `telegram.allow_custom_messages` | Enable the sending of Telegram messages from strategies via the dataprovider.send_msg() function. <br> **Datatype:** Boolean
 | | **Webhook**
 | `webhook.enabled` | Enable usage of Webhook notifications <br> **Datatype:** Boolean
 | `webhook.url` | URL for the webhook. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
@@ -225,6 +226,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi
 | `webhook.webhookexitcancel` | Payload to send on exit order cancel. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
 | `webhook.webhookexitfill` | Payload to send on exit order filled. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
 | `webhook.webhookstatus` | Payload to send on status calls. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
+| `webhook.allow_custom_messages` | Enable the sending of Webhook messages from strategies via the dataprovider.send_msg() function. <br> **Datatype:** Boolean
 | | **Rest API / FreqUI / Producer-Consumer**
 | `api_server.enabled` | Enable usage of API Server. See the [API Server documentation](rest-api.md) for more details. <br> **Datatype:** Boolean
 | `api_server.listen_ip_address` | Bind IP address. See the [API Server documentation](rest-api.md) for more details. <br> **Datatype:** IPv4
diff --git a/docs/webhook-config.md b/docs/webhook-config.md
index 3677ebe89..2793bd1eb 100644
--- a/docs/webhook-config.md
+++ b/docs/webhook-config.md
@@ -94,6 +94,19 @@ Optional parameters are available to enable automatic retries for webhook messag
     },
 ```
 
+Custom messages can be sent to Webhook endpoints via the dataprovider.send_msg() function. To enable this, set the `allow_custom_messages` option to `true`:
+
+```json
+  "webhook": {
+        "enabled": true,
+        "url": "https://<YOURHOOKURL>",
+        "allow_custom_messages": true,
+        "webhookstatus": {
+            "status": "Status: {status}"
+        }
+    },
+```
+
 Different payloads can be configured for different events. Not all fields are necessary, but you should configure at least one of the dicts, otherwise the webhook will never be called.
 
 ### Webhookentry
@@ -288,3 +301,13 @@ Available fields correspond to the fields for webhooks and are documented in the
 The notifications will look as follows by default.
 
 ![discord-notification](assets/discord_notification.png)
+
+Custom messages can be sent from a strategy to Discord endpoints via the dataprovider.send_msg() function. To enable this, set the `allow_custom_messages` option to `true`:
+
+```json
+  "discord": {
+        "enabled": true,
+        "webhook_url": "https://discord.com/api/webhooks/<Your webhook URL ...>",
+        "allow_custom_messages": true,
+    },
+```
diff --git a/freqtrade/rpc/rpc_manager.py b/freqtrade/rpc/rpc_manager.py
index e3b31d225..bc13c1654 100644
--- a/freqtrade/rpc/rpc_manager.py
+++ b/freqtrade/rpc/rpc_manager.py
@@ -88,10 +88,13 @@ class RPCManager:
         """
         while queue:
             msg = queue.popleft()
-            self.send_msg({
-                'type': RPCMessageType.STRATEGY_MSG,
-                'msg': msg,
-            })
+
+            for mod in self.registered_modules:
+                if mod._config.get(mod.name, {}).get('allow_custom_messages', False):
+                    mod.send_msg({
+                        'type': RPCMessageType.STRATEGY_MSG,
+                        'msg': msg,
+                    })
 
     def startup_messages(self, config: Config, pairlist, protections) -> None:
         if config['dry_run']:

From fb2f2d9a39fec6388f9c8a2de2cc588a87135c0c Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Fri, 7 Oct 2022 20:44:47 +0200
Subject: [PATCH 05/34] Allow webhook message setting directly

---
 freqtrade/constants.py        | 5 ++++-
 freqtrade/rpc/rpc_manager.py  | 2 +-
 freqtrade/rpc/webhook.py      | 7 +++++--
 tests/rpc/test_rpc_manager.py | 5 +++--
 4 files changed, 13 insertions(+), 6 deletions(-)

diff --git a/freqtrade/constants.py b/freqtrade/constants.py
index e0eb5e288..27968bb1b 100644
--- a/freqtrade/constants.py
+++ b/freqtrade/constants.py
@@ -5,7 +5,7 @@ bot constants
 """
 from typing import Any, Dict, List, Literal, Tuple
 
-from freqtrade.enums import CandleType
+from freqtrade.enums import CandleType, RPCMessageType
 
 
 DEFAULT_CONFIG = 'config.json'
@@ -282,6 +282,7 @@ CONF_SCHEMA = {
                 'enabled': {'type': 'boolean'},
                 'token': {'type': 'string'},
                 'chat_id': {'type': 'string'},
+                'allow_custom_messages': {'type': 'boolean', 'default': True},
                 'balance_dust_level': {'type': 'number', 'minimum': 0.0},
                 'notification_settings': {
                     'type': 'object',
@@ -344,6 +345,8 @@ CONF_SCHEMA = {
                 'format': {'type': 'string', 'enum': WEBHOOK_FORMAT_OPTIONS, 'default': 'form'},
                 'retries': {'type': 'integer', 'minimum': 0},
                 'retry_delay': {'type': 'number', 'minimum': 0},
+                **dict([(x, {'type': 'object'}) for x in RPCMessageType]),
+                # Below -> Deprecated
                 'webhookentry': {'type': 'object'},
                 'webhookentrycancel': {'type': 'object'},
                 'webhookentryfill': {'type': 'object'},
diff --git a/freqtrade/rpc/rpc_manager.py b/freqtrade/rpc/rpc_manager.py
index bc13c1654..9c25723b0 100644
--- a/freqtrade/rpc/rpc_manager.py
+++ b/freqtrade/rpc/rpc_manager.py
@@ -88,7 +88,7 @@ class RPCManager:
         """
         while queue:
             msg = queue.popleft()
-
+            logger.info('Sending rpc strategy_msg: %s', msg)
             for mod in self.registered_modules:
                 if mod._config.get(mod.name, {}).get('allow_custom_messages', False):
                     mod.send_msg({
diff --git a/freqtrade/rpc/webhook.py b/freqtrade/rpc/webhook.py
index bb3b3922f..b46addee5 100644
--- a/freqtrade/rpc/webhook.py
+++ b/freqtrade/rpc/webhook.py
@@ -45,6 +45,7 @@ class Webhook(RPCHandler):
         """ Send a message to telegram channel """
         try:
             whconfig = self._config['webhook']
+            # Deprecated 2022.10 - only keep generic method.
             if msg['type'] in [RPCMessageType.ENTRY]:
                 valuedict = whconfig.get('webhookentry')
             elif msg['type'] in [RPCMessageType.ENTRY_CANCEL]:
@@ -61,6 +62,9 @@ class Webhook(RPCHandler):
                                  RPCMessageType.STARTUP,
                                  RPCMessageType.WARNING):
                 valuedict = whconfig.get('webhookstatus')
+            elif msg['type'].value in whconfig:
+                # Allow all types ...
+                valuedict = whconfig.get(msg['type'].value)
             elif msg['type'] in (
                     RPCMessageType.PROTECTION_TRIGGER,
                     RPCMessageType.PROTECTION_TRIGGER_GLOBAL,
@@ -69,8 +73,7 @@ class Webhook(RPCHandler):
                     RPCMessageType.STRATEGY_MSG):
                 # Don't fail for non-implemented types
                 return
-            else:
-                raise NotImplementedError('Unknown message type: {}'.format(msg['type']))
+
             if not valuedict:
                 logger.info("Message type '%s' not configured for webhooks", msg['type'])
                 return
diff --git a/tests/rpc/test_rpc_manager.py b/tests/rpc/test_rpc_manager.py
index d71f38259..21c8b0813 100644
--- a/tests/rpc/test_rpc_manager.py
+++ b/tests/rpc/test_rpc_manager.py
@@ -99,6 +99,7 @@ def test_send_msg_telegram_error(mocker, default_conf, caplog) -> None:
 
 def test_process_msg_queue(mocker, default_conf, caplog) -> None:
     telegram_mock = mocker.patch('freqtrade.rpc.telegram.Telegram.send_msg')
+    default_conf['telegram']['allow_custom_messages'] = True
     mocker.patch('freqtrade.rpc.telegram.Telegram._init')
 
     freqtradebot = get_patched_freqtradebot(mocker, default_conf)
@@ -108,8 +109,8 @@ def test_process_msg_queue(mocker, default_conf, caplog) -> None:
     queue.append('Test message 2')
     rpc_manager.process_msg_queue(queue)
 
-    assert log_has("Sending rpc message: {'type': strategy_msg, 'msg': 'Test message'}", caplog)
-    assert log_has("Sending rpc message: {'type': strategy_msg, 'msg': 'Test message 2'}", caplog)
+    assert log_has("Sending rpc strategy_msg: Test message", caplog)
+    assert log_has("Sending rpc strategy_msg: Test message 2", caplog)
     assert telegram_mock.call_count == 2
 
 

From ed12cddf3fc4c5e250fe504b821b50d8b8d190af Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Fri, 7 Oct 2022 20:45:15 +0200
Subject: [PATCH 06/34] Update docs with new wording for webhook settings

---
 docs/configuration.md      | 14 +++++-----
 docs/deprecated.md         | 14 +++++-----
 docs/strategy_migration.md | 12 ++++-----
 docs/telegram-usage.md     |  2 ++
 docs/webhook-config.md     | 53 +++++++++++++++++++-------------------
 5 files changed, 48 insertions(+), 47 deletions(-)

diff --git a/docs/configuration.md b/docs/configuration.md
index 8fe6b7620..e773e1878 100644
--- a/docs/configuration.md
+++ b/docs/configuration.md
@@ -219,13 +219,13 @@ Mandatory parameters are marked as **Required**, which means that they are requi
 | | **Webhook**
 | `webhook.enabled` | Enable usage of Webhook notifications <br> **Datatype:** Boolean
 | `webhook.url` | URL for the webhook. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
-| `webhook.webhookentry` | Payload to send on entry. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
-| `webhook.webhookentrycancel` | Payload to send on entry order cancel. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
-| `webhook.webhookentryfill` | Payload to send on entry order filled. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
-| `webhook.webhookexit` | Payload to send on exit. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
-| `webhook.webhookexitcancel` | Payload to send on exit order cancel. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
-| `webhook.webhookexitfill` | Payload to send on exit order filled. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
-| `webhook.webhookstatus` | Payload to send on status calls. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
+| `webhook.entry` | Payload to send on entry. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
+| `webhook.entry_cancel` | Payload to send on entry order cancel. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
+| `webhook.entry_fill` | Payload to send on entry order filled. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
+| `webhook.exit` | Payload to send on exit. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
+| `webhook.exit_cancel` | Payload to send on exit order cancel. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
+| `webhook.exit_fill` | Payload to send on exit order filled. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
+| `webhook.status` | Payload to send on status calls. Only required if `webhook.enabled` is `true`. See the [webhook documentation](webhook-config.md) for more details. <br> **Datatype:** String
 | `webhook.allow_custom_messages` | Enable the sending of Webhook messages from strategies via the dataprovider.send_msg() function. <br> **Datatype:** Boolean
 | | **Rest API / FreqUI / Producer-Consumer**
 | `api_server.enabled` | Enable usage of API Server. See the [API Server documentation](rest-api.md) for more details. <br> **Datatype:** Boolean
diff --git a/docs/deprecated.md b/docs/deprecated.md
index beceb12ab..3b5b28b81 100644
--- a/docs/deprecated.md
+++ b/docs/deprecated.md
@@ -66,11 +66,11 @@ We will keep a compatibility layer for 1-2 versions (so both `buy_tag` and `ente
 
 #### Naming changes
 
-Webhook terminology changed from "sell" to "exit", and from "buy" to "entry".
+Webhook terminology changed from "sell" to "exit", and from "buy" to "entry", removing "webhook" in the process.
 
-* `webhookbuy` -> `webhookentry`
-* `webhookbuyfill` -> `webhookentryfill`
-* `webhookbuycancel` -> `webhookentrycancel`
-* `webhooksell` -> `webhookexit`
-* `webhooksellfill` -> `webhookexitfill`
-* `webhooksellcancel` -> `webhookexitcancel`
+* `webhookbuy`, `webhookentry` -> `entry`
+* `webhookbuyfill`, `webhookentryfill` -> `entry_fill`
+* `webhookbuycancel`, `webhookentrycancel` -> `entry_cancel`
+* `webhooksell`, `webhookexit` -> `exit`
+* `webhooksellfill`, `webhookexitfill` -> `exit_fill`
+* `webhooksellcancel`, `webhookexitcancel` -> `exit_cancel`
diff --git a/docs/strategy_migration.md b/docs/strategy_migration.md
index ac65abff4..b971b81ea 100644
--- a/docs/strategy_migration.md
+++ b/docs/strategy_migration.md
@@ -50,12 +50,12 @@ Note : `forcesell`, `forcebuy`, `emergencysell` are changed to `force_exit`, `fo
     * `force_sell` -> `force_exit`
     * `emergency_sell` -> `emergency_exit`
   * Webhook terminology changed from "sell" to "exit", and from "buy" to entry
-    * `webhookbuy` -> `webhookentry`
-    * `webhookbuyfill` -> `webhookentryfill`
-    * `webhookbuycancel` -> `webhookentrycancel`
-    * `webhooksell` -> `webhookexit`
-    * `webhooksellfill` -> `webhookexitfill`
-    * `webhooksellcancel` -> `webhookexitcancel`
+    * `webhookbuy` -> `entry`
+    * `webhookbuyfill` -> `entry_fill`
+    * `webhookbuycancel` -> `entry_cancel`
+    * `webhooksell` -> `exit`
+    * `webhooksellfill` -> `exit_fill`
+    * `webhooksellcancel` -> `exit_cancel`
   * Telegram notification settings
     * `buy` -> `entry`
     * `buy_fill` -> `entry_fill`
diff --git a/docs/telegram-usage.md b/docs/telegram-usage.md
index 055512f26..db4a309d0 100644
--- a/docs/telegram-usage.md
+++ b/docs/telegram-usage.md
@@ -77,6 +77,7 @@ Example configuration showing the different settings:
     "enabled": true,
     "token": "your_telegram_token",
     "chat_id": "your_telegram_chat_id",
+    "allow_custom_messages": true,
     "notification_settings": {
         "status": "silent",
         "warning": "on",
@@ -115,6 +116,7 @@ Example configuration showing the different settings:
 `show_candle` - show candle values as part of entry/exit messages. Only possible values are `"ohlc"` or `"off"`.
 
 `balance_dust_level` will define what the `/balance` command takes as "dust" - Currencies with a balance below this will be shown.
+`allow_custom_messages` completely disable strategy messages.
 `reload` allows you to disable reload-buttons on selected messages.
 
 ## Create a custom keyboard (command shortcut buttons)
diff --git a/docs/webhook-config.md b/docs/webhook-config.md
index 2793bd1eb..00c369919 100644
--- a/docs/webhook-config.md
+++ b/docs/webhook-config.md
@@ -10,37 +10,37 @@ Sample configuration (tested using IFTTT).
   "webhook": {
         "enabled": true,
         "url": "https://maker.ifttt.com/trigger/<YOUREVENT>/with/key/<YOURKEY>/",
-        "webhookentry": {
+        "entry": {
             "value1": "Buying {pair}",
             "value2": "limit {limit:8f}",
             "value3": "{stake_amount:8f} {stake_currency}"
         },
-        "webhookentrycancel": {
+        "entry_cancel": {
             "value1": "Cancelling Open Buy Order for {pair}",
             "value2": "limit {limit:8f}",
             "value3": "{stake_amount:8f} {stake_currency}"
         },
-         "webhookentryfill": {
+         "entry_fill": {
             "value1": "Buy Order for {pair} filled",
             "value2": "at {open_rate:8f}",
             "value3": ""
         },
-        "webhookexit": {
+        "exit": {
             "value1": "Exiting {pair}",
             "value2": "limit {limit:8f}",
             "value3": "profit: {profit_amount:8f} {stake_currency} ({profit_ratio})"
         },
-        "webhookexitcancel": {
+        "exit_cancel": {
             "value1": "Cancelling Open Exit Order for {pair}",
             "value2": "limit {limit:8f}",
             "value3": "profit: {profit_amount:8f} {stake_currency} ({profit_ratio})"
         },
-        "webhookexitfill": {
+        "exit_fill": {
             "value1": "Exit Order for {pair} filled",
             "value2": "at {close_rate:8f}.",
             "value3": ""
         },
-        "webhookstatus": {
+        "status": {
             "value1": "Status: {status}",
             "value2": "",
             "value3": ""
@@ -57,7 +57,7 @@ You can set the POST body format to Form-Encoded (default), JSON-Encoded, or raw
         "enabled": true,
         "url": "https://<YOURSUBDOMAIN>.cloud.mattermost.com/hooks/<YOURHOOK>",
         "format": "json",
-        "webhookstatus": {
+        "status": {
             "text": "Status: {status}"
         }
     },
@@ -88,30 +88,30 @@ Optional parameters are available to enable automatic retries for webhook messag
         "url": "https://<YOURHOOKURL>",
         "retries": 3,
         "retry_delay": 0.2,
-        "webhookstatus": {
+        "status": {
             "status": "Status: {status}"
         }
     },
 ```
 
-Custom messages can be sent to Webhook endpoints via the dataprovider.send_msg() function. To enable this, set the `allow_custom_messages` option to `true`:
+Custom messages can be sent to Webhook endpoints via the `self.dp.send_msg()` function from within the strategy. To enable this, set the `allow_custom_messages` option to `true`:
 
 ```json
   "webhook": {
         "enabled": true,
         "url": "https://<YOURHOOKURL>",
         "allow_custom_messages": true,
-        "webhookstatus": {
-            "status": "Status: {status}"
+        "strategy_msg": {
+            "status": "StrategyMessage: {msg}"
         }
     },
 ```
 
 Different payloads can be configured for different events. Not all fields are necessary, but you should configure at least one of the dicts, otherwise the webhook will never be called.
 
-### Webhookentry
+### Entry
 
-The fields in `webhook.webhookentry` are filled when the bot executes a long/short. Parameters are filled using string.format.
+The fields in `webhook.entry` are filled when the bot executes a long/short. Parameters are filled using string.format.
 Possible parameters are:
 
 * `trade_id`
@@ -131,9 +131,9 @@ Possible parameters are:
 * `current_rate`
 * `enter_tag`
 
-### Webhookentrycancel
+### Entry cancel
 
-The fields in `webhook.webhookentrycancel` are filled when the bot cancels a long/short order. Parameters are filled using string.format.
+The fields in `webhook.entry_cancel` are filled when the bot cancels a long/short order. Parameters are filled using string.format.
 Possible parameters are:
 
 * `trade_id`
@@ -152,9 +152,9 @@ Possible parameters are:
 * `current_rate`
 * `enter_tag`
 
-### Webhookentryfill
+### Entry fill
 
-The fields in `webhook.webhookentryfill` are filled when the bot filled a long/short order. Parameters are filled using string.format.
+The fields in `webhook.entry_fill` are filled when the bot filled a long/short order. Parameters are filled using string.format.
 Possible parameters are:
 
 * `trade_id`
@@ -173,9 +173,9 @@ Possible parameters are:
 * `current_rate`
 * `enter_tag`
 
-### Webhookexit
+### Exit
 
-The fields in `webhook.webhookexit` are filled when the bot exits a trade. Parameters are filled using string.format.
+The fields in `webhook.exit` are filled when the bot exits a trade. Parameters are filled using string.format.
 Possible parameters are:
 
 * `trade_id`
@@ -197,9 +197,9 @@ Possible parameters are:
 * `open_date`
 * `close_date`
 
-### Webhookexitfill
+### Exit fill
 
-The fields in `webhook.webhookexitfill` are filled when the bot fills a exit order (closes a Trade). Parameters are filled using string.format.
+The fields in `webhook.exit_fill` are filled when the bot fills a exit order (closes a Trade). Parameters are filled using string.format.
 Possible parameters are:
 
 * `trade_id`
@@ -222,9 +222,9 @@ Possible parameters are:
 * `open_date`
 * `close_date`
 
-### Webhookexitcancel
+### Exit cancel
 
-The fields in `webhook.webhookexitcancel` are filled when the bot cancels a exit order. Parameters are filled using string.format.
+The fields in `webhook.exit_cancel` are filled when the bot cancels a exit order. Parameters are filled using string.format.
 Possible parameters are:
 
 * `trade_id`
@@ -247,9 +247,9 @@ Possible parameters are:
 * `open_date`
 * `close_date`
 
-### Webhookstatus
+### Status
 
-The fields in `webhook.webhookstatus` are used for regular status messages (Started / Stopped / ...). Parameters are filled using string.format.
+The fields in `webhook.status` are used for regular status messages (Started / Stopped / ...). Parameters are filled using string.format.
 
 The only possible value here is `{status}`.
 
@@ -293,7 +293,6 @@ You can configure this as follows:
 }
 ```
 
-
 The above represents the default (`exit_fill` and `entry_fill` are optional and will default to the above configuration) - modifications are obviously possible.
 
 Available fields correspond to the fields for webhooks and are documented in the corresponding webhook sections.

From 1aedf08ba52e70963301a27584d587ab44b7439a Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Fri, 7 Oct 2022 20:45:50 +0200
Subject: [PATCH 07/34] Update tests

---
 tests/rpc/test_rpc_webhook.py | 10 ----------
 1 file changed, 10 deletions(-)

diff --git a/tests/rpc/test_rpc_webhook.py b/tests/rpc/test_rpc_webhook.py
index 3bbb85d54..d06d2dade 100644
--- a/tests/rpc/test_rpc_webhook.py
+++ b/tests/rpc/test_rpc_webhook.py
@@ -3,7 +3,6 @@
 from datetime import datetime, timedelta
 from unittest.mock import MagicMock
 
-import pytest
 from requests import RequestException
 
 from freqtrade.enums import ExitType, RPCMessageType
@@ -356,15 +355,6 @@ def test_exception_send_msg(default_conf, mocker, caplog):
     assert log_has("Problem calling Webhook. Please check your webhook configuration. "
                    "Exception: 'DEADBEEF'", caplog)
 
-    msg_mock = MagicMock()
-    mocker.patch("freqtrade.rpc.webhook.Webhook._send_msg", msg_mock)
-    msg = {
-        'type': 'DEADBEEF',
-        'status': 'whatever'
-    }
-    with pytest.raises(NotImplementedError):
-        webhook.send_msg(msg)
-
     # Test no failure for not implemented but known messagetypes
     for e in RPCMessageType:
         msg = {

From df5ae6625295e1c86b2b16b4b938124629636aa1 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Fri, 7 Oct 2022 20:52:14 +0200
Subject: [PATCH 08/34] Refactor webhook method

---
 freqtrade/rpc/webhook.py      | 65 +++++++++++++++++++----------------
 tests/rpc/test_rpc_webhook.py | 13 ++-----
 2 files changed, 38 insertions(+), 40 deletions(-)

diff --git a/freqtrade/rpc/webhook.py b/freqtrade/rpc/webhook.py
index b46addee5..19c4166b3 100644
--- a/freqtrade/rpc/webhook.py
+++ b/freqtrade/rpc/webhook.py
@@ -3,7 +3,7 @@ This module manages webhook communication
 """
 import logging
 import time
-from typing import Any, Dict
+from typing import Any, Dict, Optional
 
 from requests import RequestException, post
 
@@ -41,38 +41,43 @@ class Webhook(RPCHandler):
         """
         pass
 
+    def _get_value_dict(self, msg: Dict[str, Any]) -> Optional[Dict[str, Any]]:
+        whconfig = self._config['webhook']
+        # Deprecated 2022.10 - only keep generic method.
+        if msg['type'] in [RPCMessageType.ENTRY]:
+            valuedict = whconfig.get('webhookentry')
+        elif msg['type'] in [RPCMessageType.ENTRY_CANCEL]:
+            valuedict = whconfig.get('webhookentrycancel')
+        elif msg['type'] in [RPCMessageType.ENTRY_FILL]:
+            valuedict = whconfig.get('webhookentryfill')
+        elif msg['type'] == RPCMessageType.EXIT:
+            valuedict = whconfig.get('webhookexit')
+        elif msg['type'] == RPCMessageType.EXIT_FILL:
+            valuedict = whconfig.get('webhookexitfill')
+        elif msg['type'] == RPCMessageType.EXIT_CANCEL:
+            valuedict = whconfig.get('webhookexitcancel')
+        elif msg['type'] in (RPCMessageType.STATUS,
+                             RPCMessageType.STARTUP,
+                             RPCMessageType.WARNING):
+            valuedict = whconfig.get('webhookstatus')
+        elif msg['type'].value in whconfig:
+            # Allow all types ...
+            valuedict = whconfig.get(msg['type'].value)
+        elif msg['type'] in (
+                RPCMessageType.PROTECTION_TRIGGER,
+                RPCMessageType.PROTECTION_TRIGGER_GLOBAL,
+                RPCMessageType.WHITELIST,
+                RPCMessageType.ANALYZED_DF,
+                RPCMessageType.STRATEGY_MSG):
+            # Don't fail for non-implemented types
+            return None
+        return valuedict
+
     def send_msg(self, msg: Dict[str, Any]) -> None:
         """ Send a message to telegram channel """
         try:
-            whconfig = self._config['webhook']
-            # Deprecated 2022.10 - only keep generic method.
-            if msg['type'] in [RPCMessageType.ENTRY]:
-                valuedict = whconfig.get('webhookentry')
-            elif msg['type'] in [RPCMessageType.ENTRY_CANCEL]:
-                valuedict = whconfig.get('webhookentrycancel')
-            elif msg['type'] in [RPCMessageType.ENTRY_FILL]:
-                valuedict = whconfig.get('webhookentryfill')
-            elif msg['type'] == RPCMessageType.EXIT:
-                valuedict = whconfig.get('webhookexit')
-            elif msg['type'] == RPCMessageType.EXIT_FILL:
-                valuedict = whconfig.get('webhookexitfill')
-            elif msg['type'] == RPCMessageType.EXIT_CANCEL:
-                valuedict = whconfig.get('webhookexitcancel')
-            elif msg['type'] in (RPCMessageType.STATUS,
-                                 RPCMessageType.STARTUP,
-                                 RPCMessageType.WARNING):
-                valuedict = whconfig.get('webhookstatus')
-            elif msg['type'].value in whconfig:
-                # Allow all types ...
-                valuedict = whconfig.get(msg['type'].value)
-            elif msg['type'] in (
-                    RPCMessageType.PROTECTION_TRIGGER,
-                    RPCMessageType.PROTECTION_TRIGGER_GLOBAL,
-                    RPCMessageType.WHITELIST,
-                    RPCMessageType.ANALYZED_DF,
-                    RPCMessageType.STRATEGY_MSG):
-                # Don't fail for non-implemented types
-                return
+
+            valuedict = self._get_value_dict(msg)
 
             if not valuedict:
                 logger.info("Message type '%s' not configured for webhooks", msg['type'])
diff --git a/tests/rpc/test_rpc_webhook.py b/tests/rpc/test_rpc_webhook.py
index d06d2dade..a8fd0c34b 100644
--- a/tests/rpc/test_rpc_webhook.py
+++ b/tests/rpc/test_rpc_webhook.py
@@ -336,20 +336,13 @@ def test_exception_send_msg(default_conf, mocker, caplog):
                    caplog)
 
     default_conf["webhook"] = get_webhook_dict()
-    default_conf["webhook"]["webhookentry"]["value1"] = "{DEADBEEF:8f}"
+    default_conf["webhook"]["strategy_msg"] = {"value1": "{DEADBEEF:8f}"}
     msg_mock = MagicMock()
     mocker.patch("freqtrade.rpc.webhook.Webhook._send_msg", msg_mock)
     webhook = Webhook(RPC(get_patched_freqtradebot(mocker, default_conf)), default_conf)
     msg = {
-        'type': RPCMessageType.ENTRY,
-        'exchange': 'Binance',
-        'pair': 'ETH/BTC',
-        'limit': 0.005,
-        'order_type': 'limit',
-        'stake_amount': 0.8,
-        'stake_amount_fiat': 500,
-        'stake_currency': 'BTC',
-        'fiat_currency': 'EUR'
+        'type': RPCMessageType.STRATEGY_MSG,
+        'msg': 'hello world',
     }
     webhook.send_msg(msg)
     assert log_has("Problem calling Webhook. Please check your webhook configuration. "

From 9454fb8f7bccc119dd4127b5c838dd535a7db96d Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Fri, 7 Oct 2022 20:59:49 +0200
Subject: [PATCH 09/34] Fix discord message sending

---
 freqtrade/rpc/discord.py | 15 ++++++++-------
 1 file changed, 8 insertions(+), 7 deletions(-)

diff --git a/freqtrade/rpc/discord.py b/freqtrade/rpc/discord.py
index c48508300..f6a044318 100644
--- a/freqtrade/rpc/discord.py
+++ b/freqtrade/rpc/discord.py
@@ -11,13 +11,12 @@ logger = logging.getLogger(__name__)
 
 class Discord(Webhook):
     def __init__(self, rpc: 'RPC', config: Config):
-        # super().__init__(rpc, config)
+        self._config = config
         self.rpc = rpc
-        self.config = config
         self.strategy = config.get('strategy', '')
         self.timeframe = config.get('timeframe', '')
 
-        self._url = self.config['discord']['webhook_url']
+        self._url = config['discord']['webhook_url']
         self._format = 'json'
         self._retries = 1
         self._retry_delay = 0.1
@@ -31,19 +30,21 @@ class Discord(Webhook):
 
     def send_msg(self, msg) -> None:
 
-        if msg['type'].value in self.config['discord']:
+        if msg['type'].value in self._config['discord']:
             logger.info(f"Sending discord message: {msg}")
 
             msg['strategy'] = self.strategy
             msg['timeframe'] = self.timeframe
-            fields = self.config['discord'].get(msg['type'].value)
+            fields = self._config['discord'].get(msg['type'].value)
             color = 0x0000FF
             if msg['type'] in (RPCMessageType.EXIT, RPCMessageType.EXIT_FILL):
                 profit_ratio = msg.get('profit_ratio')
                 color = (0x00FF00 if profit_ratio > 0 else 0xFF0000)
-
+            title = msg['type'].value
+            if 'pair' in msg:
+                title = f"Trade: {msg['pair']} {msg['type'].value}"
             embeds = [{
-                'title': f"Trade: {msg['pair']} {msg['type'].value}",
+                'title': title,
                 'color': color,
                 'fields': [],
 

From 4daf0000c7f3619563dfe640ca40fd9880fe5366 Mon Sep 17 00:00:00 2001
From: th0rntwig <tornquist.elin@gmail.com>
Date: Sat, 8 Oct 2022 16:15:48 +0200
Subject: [PATCH 10/34] Move check and add log warning

---
 freqtrade/freqai/data_kitchen.py      | 15 +++++++++++----
 freqtrade/freqai/freqai_interface.py  |  2 --
 tests/freqai/test_freqai_interface.py | 22 ++++++++++++----------
 3 files changed, 23 insertions(+), 16 deletions(-)

diff --git a/freqtrade/freqai/data_kitchen.py b/freqtrade/freqai/data_kitchen.py
index 23bba3f1a..de4a53a50 100644
--- a/freqtrade/freqai/data_kitchen.py
+++ b/freqtrade/freqai/data_kitchen.py
@@ -241,6 +241,7 @@ class FreqaiDataKitchen:
             self.data["filter_drop_index_training"] = drop_index
 
         else:
+            filtered_df = self.check_pred_labels(filtered_df)
             # we are backtesting so we need to preserve row number to send back to strategy,
             # so now we use do_predict to avoid any prediction based on a NaN
             drop_index = pd.isnull(filtered_df).any(axis=1)
@@ -460,7 +461,7 @@ class FreqaiDataKitchen:
 
         return df
 
-    def check_pred_labels(self, df_predictions: DataFrame) -> None:
+    def check_pred_labels(self, df_predictions: DataFrame) -> DataFrame:
         """
         Check that prediction feature labels match training feature labels.
         :params:
@@ -468,9 +469,15 @@ class FreqaiDataKitchen:
         """
         train_labels = self.data_dictionary["train_features"].columns
         pred_labels = df_predictions.columns
-        if len(train_labels.difference(pred_labels)) != 0:
-            self.data_dictionary["prediction_features"] = df_predictions[train_labels]
-        return
+        num_diffs = len(pred_labels.difference(train_labels))
+        if num_diffs != 0:
+            df_predictions = df_predictions[train_labels]
+            logger.warning(
+                f"Removed {num_diffs} features from prediction features, "
+                f"these were likely considered constant values during most recent training."
+            )
+
+        return df_predictions
 
     def principal_component_analysis(self) -> None:
         """
diff --git a/freqtrade/freqai/freqai_interface.py b/freqtrade/freqai/freqai_interface.py
index 62c814c72..5ac7bc32c 100644
--- a/freqtrade/freqai/freqai_interface.py
+++ b/freqtrade/freqai/freqai_interface.py
@@ -492,8 +492,6 @@ class IFreqaiModel(ABC):
         # ensure user is feeding the correct indicators to the model
         self.check_if_feature_list_matches_strategy(dk)
 
-        dk.check_pred_labels(dk.data_dictionary['prediction_features'])
-
         if ft_params.get('inlier_metric_window', 0):
             dk.compute_inlier_metric(set_='predict')
 
diff --git a/tests/freqai/test_freqai_interface.py b/tests/freqai/test_freqai_interface.py
index 238c0418c..c8444067a 100644
--- a/tests/freqai/test_freqai_interface.py
+++ b/tests/freqai/test_freqai_interface.py
@@ -157,7 +157,7 @@ def test_extract_data_and_train_model_Classifiers(mocker, freqai_conf, model):
         ("CatboostClassifier", 6, "freqai_test_classifier")
     ],
     )
-def test_start_backtesting(mocker, freqai_conf, model, num_files, strat):
+def test_start_backtesting(mocker, freqai_conf, model, num_files, strat, caplog):
     freqai_conf.get("freqai", {}).update({"save_backtest_models": True})
     freqai_conf['runmode'] = RunMode.BACKTEST
     Trade.use_db = False
@@ -182,13 +182,21 @@ def test_start_backtesting(mocker, freqai_conf, model, num_files, strat):
 
     df = freqai.dk.use_strategy_to_populate_indicators(strategy, corr_df, base_df, "LTC/BTC")
     for i in range(5):
-        df[f'constant_{i}'] = i
+        df.loc[:, f'%-constant_{i}'] = i
 
     metadata = {"pair": "LTC/BTC"}
     freqai.start_backtesting(df, metadata, freqai.dk)
     model_folders = [x for x in freqai.dd.full_path.iterdir() if x.is_dir()]
 
     assert len(model_folders) == num_files
+    assert log_has_re(
+        "Removed features ",
+        caplog,
+    )
+    assert log_has_re(
+        "Removed 5 features from prediction features, ",
+        caplog,
+    )
     Backtesting.cleanup()
     shutil.rmtree(Path(freqai.dk.full_path))
 
@@ -210,8 +218,6 @@ def test_start_backtesting_subdaily_backtest_period(mocker, freqai_conf):
     corr_df, base_df = freqai.dd.get_base_and_corr_dataframes(sub_timerange, "LTC/BTC", freqai.dk)
 
     df = freqai.dk.use_strategy_to_populate_indicators(strategy, corr_df, base_df, "LTC/BTC")
-    for i in range(5):
-        df[f'constant_{i}'] = i
 
     metadata = {"pair": "LTC/BTC"}
     freqai.start_backtesting(df, metadata, freqai.dk)
@@ -237,8 +243,6 @@ def test_start_backtesting_from_existing_folder(mocker, freqai_conf, caplog):
     corr_df, base_df = freqai.dd.get_base_and_corr_dataframes(sub_timerange, "LTC/BTC", freqai.dk)
 
     df = freqai.dk.use_strategy_to_populate_indicators(strategy, corr_df, base_df, "LTC/BTC")
-    for i in range(5):
-        df[f'constant_{i}'] = i
 
     metadata = {"pair": "ADA/BTC"}
     freqai.start_backtesting(df, metadata, freqai.dk)
@@ -262,8 +266,7 @@ def test_start_backtesting_from_existing_folder(mocker, freqai_conf, caplog):
     corr_df, base_df = freqai.dd.get_base_and_corr_dataframes(sub_timerange, "LTC/BTC", freqai.dk)
 
     df = freqai.dk.use_strategy_to_populate_indicators(strategy, corr_df, base_df, "LTC/BTC")
-    for i in range(5):
-        df[f'constant_{i}'] = i
+
     freqai.start_backtesting(df, metadata, freqai.dk)
 
     assert log_has_re(
@@ -320,8 +323,7 @@ def test_follow_mode(mocker, freqai_conf):
     freqai.dd.load_all_pair_histories(timerange, freqai.dk)
 
     df = strategy.dp.get_pair_dataframe('ADA/BTC', '5m')
-    for i in range(5):
-        df[f'constant_{i}'] = i
+
     freqai.start_live(df, metadata, strategy, freqai.dk)
 
     assert len(freqai.dk.return_dataframe.index) == 5702

From 8e3a4eca4198e157e794d2d2b1ef936764c9d615 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Sun, 9 Oct 2022 09:15:11 +0200
Subject: [PATCH 11/34] Remove unused type:ignore

---
 freqtrade/rpc/discord.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/freqtrade/rpc/discord.py b/freqtrade/rpc/discord.py
index f6a044318..8be0eab68 100644
--- a/freqtrade/rpc/discord.py
+++ b/freqtrade/rpc/discord.py
@@ -52,7 +52,7 @@ class Discord(Webhook):
             for f in fields:
                 for k, v in f.items():
                     v = v.format(**msg)
-                    embeds[0]['fields'].append(  # type: ignore
+                    embeds[0]['fields'].append(
                         {'name': k, 'value': v, 'inline': True})
 
             # Send the message to discord channel

From a4aa1b972c543b0ea256bb521f3c8d41a2585c80 Mon Sep 17 00:00:00 2001
From: robcaulk <rob.caulk@gmail.com>
Date: Sun, 9 Oct 2022 21:11:37 +0200
Subject: [PATCH 12/34] isolate and standardize location of tensorboard files,
 add doc, ensure backtesting functionality

---
 docs/freqai-running.md                             | 14 ++++++++++++++
 freqtrade/freqai/data_kitchen.py                   |  2 ++
 freqtrade/freqai/freqai_interface.py               |  5 +----
 .../freqai/prediction_models/CatboostClassifier.py |  3 ++-
 .../freqai/prediction_models/CatboostRegressor.py  |  3 ++-
 .../CatboostRegressorMultiTarget.py                |  3 ++-
 6 files changed, 23 insertions(+), 7 deletions(-)

diff --git a/docs/freqai-running.md b/docs/freqai-running.md
index b8994aed9..f6aa7b2e1 100644
--- a/docs/freqai-running.md
+++ b/docs/freqai-running.md
@@ -142,6 +142,20 @@ dataframe['outlier'] = np.where(dataframe['DI_values'] > self.di_max.value/10, 1
 
 This specific hyperopt would help you understand the appropriate `DI_values` for your particular parameter space.
 
+## Using Tensorboard
+
+Catboost models benefit from tracking training metrics via Tensorboard. You can take advantage of the FreqAI integration to track training and evaluation performance across all coins and across all retrainings. Tensorboard is activated via the following command:
+
+```bash
+cd freqtrade
+tensorboard --logdir user_data/models/unique-id
+```
+
+where `unique-id` is the `identifier` set in the `freqai` configuration file. This command must be run in a separate shell if the user wishes to view the output in their browser at 127.0.0.1:6060 (6060 is the default port used by Tensorboard).
+
+![tensorboard](assets/tensorboard.jpg)
+
+
 ## Setting up a follower
 
 You can indicate to the bot that it should not train models, but instead should look for models trained by a leader with a specific `identifier` by defining:
diff --git a/freqtrade/freqai/data_kitchen.py b/freqtrade/freqai/data_kitchen.py
index 7ea2daf02..b7473eacc 100644
--- a/freqtrade/freqai/data_kitchen.py
+++ b/freqtrade/freqai/data_kitchen.py
@@ -120,6 +120,8 @@ class FreqaiDataKitchen:
             / f"sub-train-{pair.split('/')[0]}_{trained_timestamp}"
         )
 
+        Path(self.data_path / 'tensorboard').mkdir(parents=True, exist_ok=True)
+
         return
 
     def make_train_test_datasets(
diff --git a/freqtrade/freqai/freqai_interface.py b/freqtrade/freqai/freqai_interface.py
index 5ac7bc32c..58d8523a2 100644
--- a/freqtrade/freqai/freqai_interface.py
+++ b/freqtrade/freqai/freqai_interface.py
@@ -196,7 +196,6 @@ class IFreqaiModel(ABC):
             (_, trained_timestamp, _) = self.dd.get_pair_dict_info(pair)
 
             dk = FreqaiDataKitchen(self.config, self.live, pair)
-            dk.set_paths(pair, trained_timestamp)
             (
                 retrain,
                 new_trained_timerange,
@@ -267,9 +266,7 @@ class IFreqaiModel(ABC):
             )
 
             trained_timestamp_int = int(trained_timestamp.stopts)
-            dk.data_path = Path(
-                dk.full_path / f"sub-train-{pair.split('/')[0]}_{trained_timestamp_int}"
-                )
+            dk.set_paths(pair, trained_timestamp_int)
 
             dk.set_new_model_names(pair, trained_timestamp)
 
diff --git a/freqtrade/freqai/prediction_models/CatboostClassifier.py b/freqtrade/freqai/prediction_models/CatboostClassifier.py
index 31a865a8d..0565b15b5 100644
--- a/freqtrade/freqai/prediction_models/CatboostClassifier.py
+++ b/freqtrade/freqai/prediction_models/CatboostClassifier.py
@@ -1,4 +1,5 @@
 import logging
+from pathlib import Path
 from typing import Any, Dict
 
 from catboost import CatBoostClassifier, Pool
@@ -34,7 +35,7 @@ class CatboostClassifier(BaseClassifierModel):
         cbr = CatBoostClassifier(
             allow_writing_files=True,
             loss_function='MultiClass',
-            train_dir=dk.data_path,
+            train_dir=Path(dk.data_path / 'tensorboard'),
             **self.model_training_parameters,
         )
 
diff --git a/freqtrade/freqai/prediction_models/CatboostRegressor.py b/freqtrade/freqai/prediction_models/CatboostRegressor.py
index a04649d93..46f33a142 100644
--- a/freqtrade/freqai/prediction_models/CatboostRegressor.py
+++ b/freqtrade/freqai/prediction_models/CatboostRegressor.py
@@ -1,4 +1,5 @@
 import logging
+from pathlib import Path
 from typing import Any, Dict
 
 from catboost import CatBoostRegressor, Pool
@@ -42,7 +43,7 @@ class CatboostRegressor(BaseRegressionModel):
 
         model = CatBoostRegressor(
             allow_writing_files=True,
-            train_dir=dk.data_path,
+            train_dir=Path(dk.data_path / 'tensorboard'),
             **self.model_training_parameters,
         )
 
diff --git a/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py b/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
index 292ad600a..085c13b86 100644
--- a/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
+++ b/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
@@ -1,4 +1,5 @@
 import logging
+from pathlib import Path
 from typing import Any, Dict
 
 from catboost import CatBoostRegressor, Pool
@@ -27,7 +28,7 @@ class CatboostRegressorMultiTarget(BaseRegressionModel):
 
         cbr = CatBoostRegressor(
             allow_writing_files=True,
-            train_dir=dk.data_path,
+            train_dir=Path(dk.data_path / 'tensorboard'),
             **self.model_training_parameters,
         )
 

From 3e8d8fd1b08e28f8ec231de9ee3be57a539b266e Mon Sep 17 00:00:00 2001
From: Timothy Pogue <me@pogue.dev>
Date: Sun, 9 Oct 2022 15:04:52 -0600
Subject: [PATCH 13/34] refactor broadcasting to a queue per client

---
 freqtrade/rpc/api_server/api_ws.py     | 24 ++++++++++++-------
 freqtrade/rpc/api_server/webserver.py  |  1 +
 freqtrade/rpc/api_server/ws/channel.py | 32 ++++++++++++++++++++------
 3 files changed, 42 insertions(+), 15 deletions(-)

diff --git a/freqtrade/rpc/api_server/api_ws.py b/freqtrade/rpc/api_server/api_ws.py
index f55b2dbd3..b60210143 100644
--- a/freqtrade/rpc/api_server/api_ws.py
+++ b/freqtrade/rpc/api_server/api_ws.py
@@ -1,6 +1,7 @@
 import logging
 from typing import Any, Dict
 
+import websockets
 from fastapi import APIRouter, Depends, WebSocketDisconnect
 from fastapi.websockets import WebSocket, WebSocketState
 from pydantic import ValidationError
@@ -102,7 +103,6 @@ async def message_endpoint(
     """
     try:
         channel = await channel_manager.on_connect(ws)
-
         if await is_websocket_alive(ws):
 
             logger.info(f"Consumer connected - {channel}")
@@ -115,26 +115,34 @@ async def message_endpoint(
                     # Process the request here
                     await _process_consumer_request(request, channel, rpc)
 
-            except WebSocketDisconnect:
+            except (
+                WebSocketDisconnect,
+                websockets.exceptions.WebSocketException
+            ):
                 # Handle client disconnects
                 logger.info(f"Consumer disconnected - {channel}")
-                await channel_manager.on_disconnect(ws)
-            except Exception as e:
-                logger.info(f"Consumer connection failed - {channel}")
-                logger.exception(e)
+            except RuntimeError:
                 # Handle cases like -
                 # RuntimeError('Cannot call "send" once a closed message has been sent')
+                pass
+            except Exception as e:
+                logger.info(f"Consumer connection failed - {channel}")
+                logger.debug(e, exc_info=e)
+            finally:
                 await channel_manager.on_disconnect(ws)
 
         else:
+            if channel:
+                await channel_manager.on_disconnect(ws)
             await ws.close()
 
     except RuntimeError:
         # WebSocket was closed
-        await channel_manager.on_disconnect(ws)
-
+        # Do nothing
+        pass
     except Exception as e:
         logger.error(f"Failed to serve - {ws.client}")
         # Log tracebacks to keep track of what errors are happening
         logger.exception(e)
+    finally:
         await channel_manager.on_disconnect(ws)
diff --git a/freqtrade/rpc/api_server/webserver.py b/freqtrade/rpc/api_server/webserver.py
index 53af91477..4a09fd78e 100644
--- a/freqtrade/rpc/api_server/webserver.py
+++ b/freqtrade/rpc/api_server/webserver.py
@@ -245,6 +245,7 @@ class ApiServer(RPCHandler):
                                   use_colors=False,
                                   log_config=None,
                                   access_log=True if verbosity != 'error' else False,
+                                  ws_ping_interval=None  # We do this explicitly ourselves
                                   )
         try:
             self._server = UvicornServer(uvconfig)
diff --git a/freqtrade/rpc/api_server/ws/channel.py b/freqtrade/rpc/api_server/ws/channel.py
index 69a32e266..8c6c56d6e 100644
--- a/freqtrade/rpc/api_server/ws/channel.py
+++ b/freqtrade/rpc/api_server/ws/channel.py
@@ -1,6 +1,7 @@
+import asyncio
 import logging
 from threading import RLock
-from typing import List, Optional, Type
+from typing import Any, Dict, List, Optional, Type
 from uuid import uuid4
 
 from fastapi import WebSocket as FastAPIWebSocket
@@ -34,6 +35,8 @@ class WebSocketChannel:
         self._serializer_cls = serializer_cls
 
         self._subscriptions: List[str] = []
+        self.queue: asyncio.Queue[Dict[str, Any]] = asyncio.Queue()
+        self._relay_task = asyncio.create_task(self.relay())
 
         # Internal event to signify a closed websocket
         self._closed = False
@@ -72,6 +75,7 @@ class WebSocketChannel:
         """
 
         self._closed = True
+        self._relay_task.cancel()
 
     def is_closed(self) -> bool:
         """
@@ -95,6 +99,20 @@ class WebSocketChannel:
         """
         return message_type in self._subscriptions
 
+    async def relay(self):
+        """
+        Relay messages from the channel's queue and send them out. This is started
+        as a task.
+        """
+        while True:
+            message = await self.queue.get()
+            try:
+                await self.send(message)
+                self.queue.task_done()
+            except RuntimeError:
+                # The connection was closed, just exit the task
+                return
+
 
 class ChannelManager:
     def __init__(self):
@@ -155,12 +173,12 @@ class ChannelManager:
         with self._lock:
             message_type = data.get('type')
             for websocket, channel in self.channels.copy().items():
-                try:
-                    if channel.subscribed_to(message_type):
-                        await channel.send(data)
-                except RuntimeError:
-                    # Handle cannot send after close cases
-                    await self.on_disconnect(websocket)
+                if channel.subscribed_to(message_type):
+                    if not channel.queue.full():
+                        channel.queue.put_nowait(data)
+                    else:
+                        logger.info(f"Channel {channel} is too far behind, disconnecting")
+                        await self.on_disconnect(websocket)
 
     async def send_direct(self, channel, data):
         """

From 2f64a086238b383312dd2db9aea104690aac5a8a Mon Sep 17 00:00:00 2001
From: Timothy Pogue <me@pogue.dev>
Date: Sun, 9 Oct 2022 15:11:58 -0600
Subject: [PATCH 14/34] set channel queue maxsize to 32

---
 freqtrade/rpc/api_server/ws/channel.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/freqtrade/rpc/api_server/ws/channel.py b/freqtrade/rpc/api_server/ws/channel.py
index 8c6c56d6e..91875abfb 100644
--- a/freqtrade/rpc/api_server/ws/channel.py
+++ b/freqtrade/rpc/api_server/ws/channel.py
@@ -35,7 +35,7 @@ class WebSocketChannel:
         self._serializer_cls = serializer_cls
 
         self._subscriptions: List[str] = []
-        self.queue: asyncio.Queue[Dict[str, Any]] = asyncio.Queue()
+        self.queue: asyncio.Queue[Dict[str, Any]] = asyncio.Queue(maxsize=32)
         self._relay_task = asyncio.create_task(self.relay())
 
         # Internal event to signify a closed websocket

From 2c76dd9e39c8742dfc39b82eae407f11c9be7c91 Mon Sep 17 00:00:00 2001
From: Timothy Pogue <me@pogue.dev>
Date: Sun, 9 Oct 2022 15:23:56 -0600
Subject: [PATCH 15/34] change wait timeout to 30 seconds to better support
 reverse proxies

---
 freqtrade/rpc/external_message_consumer.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/freqtrade/rpc/external_message_consumer.py b/freqtrade/rpc/external_message_consumer.py
index f5ba4b490..a182ddc57 100644
--- a/freqtrade/rpc/external_message_consumer.py
+++ b/freqtrade/rpc/external_message_consumer.py
@@ -62,7 +62,7 @@ class ExternalMessageConsumer:
         self.enabled = self._emc_config.get('enabled', False)
         self.producers: List[Producer] = self._emc_config.get('producers', [])
 
-        self.wait_timeout = self._emc_config.get('wait_timeout', 300)  # in seconds
+        self.wait_timeout = self._emc_config.get('wait_timeout', 30)  # in seconds
         self.ping_timeout = self._emc_config.get('ping_timeout', 10)  # in seconds
         self.sleep_time = self._emc_config.get('sleep_time', 10)  # in seconds
 

From 71bbffd10a0fcac0ca5992d7ab4c62e0ed6e9bf8 Mon Sep 17 00:00:00 2001
From: Timothy Pogue <me@pogue.dev>
Date: Sun, 9 Oct 2022 18:49:04 -0600
Subject: [PATCH 16/34] update ws channel send to add data to queue

---
 freqtrade/rpc/api_server/ws/channel.py     | 12 +++++++++---
 freqtrade/rpc/external_message_consumer.py |  5 +++++
 2 files changed, 14 insertions(+), 3 deletions(-)

diff --git a/freqtrade/rpc/api_server/ws/channel.py b/freqtrade/rpc/api_server/ws/channel.py
index 91875abfb..7cee95e6d 100644
--- a/freqtrade/rpc/api_server/ws/channel.py
+++ b/freqtrade/rpc/api_server/ws/channel.py
@@ -51,12 +51,18 @@ class WebSocketChannel:
     def remote_addr(self):
         return self._websocket.remote_addr
 
-    async def send(self, data):
+    async def _send(self, data):
         """
         Send data on the wrapped websocket
         """
         await self._wrapped_ws.send(data)
 
+    async def send(self, data):
+        """
+        Add the data to the queue to be sent
+        """
+        self.queue.put_nowait(data)
+
     async def recv(self):
         """
         Receive data on the wrapped websocket
@@ -107,7 +113,7 @@ class WebSocketChannel:
         while True:
             message = await self.queue.get()
             try:
-                await self.send(message)
+                await self._send(message)
                 self.queue.task_done()
             except RuntimeError:
                 # The connection was closed, just exit the task
@@ -175,7 +181,7 @@ class ChannelManager:
             for websocket, channel in self.channels.copy().items():
                 if channel.subscribed_to(message_type):
                     if not channel.queue.full():
-                        channel.queue.put_nowait(data)
+                        await channel.send(data)
                     else:
                         logger.info(f"Channel {channel} is too far behind, disconnecting")
                         await self.on_disconnect(websocket)
diff --git a/freqtrade/rpc/external_message_consumer.py b/freqtrade/rpc/external_message_consumer.py
index a182ddc57..88ade185e 100644
--- a/freqtrade/rpc/external_message_consumer.py
+++ b/freqtrade/rpc/external_message_consumer.py
@@ -174,6 +174,7 @@ class ExternalMessageConsumer:
         :param producer: Dictionary containing producer info
         :param lock: An asyncio Lock
         """
+        channel = None
         while self._running:
             try:
                 host, port = producer['host'], producer['port']
@@ -224,6 +225,10 @@ class ExternalMessageConsumer:
                 logger.exception(e)
                 continue
 
+            finally:
+                if channel:
+                    await channel.close()
+
     async def _receive_messages(
         self,
         channel: WebSocketChannel,

From db8cf6c957cdf56b3c1bb7ec8f27c445a0933070 Mon Sep 17 00:00:00 2001
From: Timothy Pogue <me@pogue.dev>
Date: Sun, 9 Oct 2022 18:51:52 -0600
Subject: [PATCH 17/34] disable ping interval in client

---
 freqtrade/rpc/external_message_consumer.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/freqtrade/rpc/external_message_consumer.py b/freqtrade/rpc/external_message_consumer.py
index 88ade185e..01bc974ad 100644
--- a/freqtrade/rpc/external_message_consumer.py
+++ b/freqtrade/rpc/external_message_consumer.py
@@ -183,7 +183,11 @@ class ExternalMessageConsumer:
                 ws_url = f"ws://{host}:{port}/api/v1/message/ws?token={token}"
 
                 # This will raise InvalidURI if the url is bad
-                async with websockets.connect(ws_url, max_size=self.message_size_limit) as ws:
+                async with websockets.connect(
+                    ws_url,
+                    max_size=self.message_size_limit,
+                    ping_interval=None
+                ) as ws:
                     channel = WebSocketChannel(ws, channel_id=name)
 
                     logger.info(f"Producer connection success - {channel}")

From 724be0afefce0fd8b696abd7b221dc1271fe717d Mon Sep 17 00:00:00 2001
From: robcaulk <rob.caulk@gmail.com>
Date: Mon, 10 Oct 2022 20:39:31 +0200
Subject: [PATCH 18/34] add tensorboard asset to fai doc

---
 docs/assets/tensorboard.jpg | Bin 0 -> 370209 bytes
 1 file changed, 0 insertions(+), 0 deletions(-)
 create mode 100644 docs/assets/tensorboard.jpg

diff --git a/docs/assets/tensorboard.jpg b/docs/assets/tensorboard.jpg
new file mode 100644
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zqOPMLRr=ZlP8SX)ATxjCW$9r-z`%FSfY-blT@F9kw-SyY8tiDG-$C)EAEi?P;64)>
zbNQ3ow6Gmy4>kc5hWw%7yVKJHCXj$xc0IO?hp9#&2g0+0XRPA!O=4$*efxHLf;U2r
zH_^-N0=Y2sGW}nd;P>d1-)T+@67P~V%s8wu(%0<9@%KWdI2s|xiT~Y;WRwF^z}49G
z24f1V#!CW)*B$b#8d*`%0pS{1A{>jhLpj&@(UdF^uJ48Di-7IWY3jENxIcgZ`s5PL
zB^v4qsH3X~rc!@6XSnl@kVChS!y)rInuqKEj!FtxNFw48R4Am5%dN+4^8M-Uk8fJs
v=l^txSaP4w9DlacsBwSO<UhL<mK?Sd^Q5}!%MGTLg!+daEGq<2KWG0Jo<h9d

literal 0
HcmV?d00001


From c9eee2eba4b6c10c21c47fe9362f663feed1df41 Mon Sep 17 00:00:00 2001
From: robcaulk <rob.caulk@gmail.com>
Date: Mon, 10 Oct 2022 20:50:54 +0200
Subject: [PATCH 19/34] revert syntax

---
 tests/freqai/test_freqai_interface.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/tests/freqai/test_freqai_interface.py b/tests/freqai/test_freqai_interface.py
index c8444067a..445b718d2 100644
--- a/tests/freqai/test_freqai_interface.py
+++ b/tests/freqai/test_freqai_interface.py
@@ -182,7 +182,8 @@ def test_start_backtesting(mocker, freqai_conf, model, num_files, strat, caplog)
 
     df = freqai.dk.use_strategy_to_populate_indicators(strategy, corr_df, base_df, "LTC/BTC")
     for i in range(5):
-        df.loc[:, f'%-constant_{i}'] = i
+        df[f'%-constant_{i}'] = i
+        # df.loc[:, f'%-constant_{i}'] = i
 
     metadata = {"pair": "LTC/BTC"}
     freqai.start_backtesting(df, metadata, freqai.dk)

From 5ada5eb54001724775cace6335fd9be64d4ec31e Mon Sep 17 00:00:00 2001
From: Timothy Pogue <me@pogue.dev>
Date: Mon, 10 Oct 2022 23:30:43 -0600
Subject: [PATCH 20/34] fix error message, update exception import

---
 freqtrade/rpc/api_server/api_ws.py | 9 +++------
 1 file changed, 3 insertions(+), 6 deletions(-)

diff --git a/freqtrade/rpc/api_server/api_ws.py b/freqtrade/rpc/api_server/api_ws.py
index b60210143..46909955d 100644
--- a/freqtrade/rpc/api_server/api_ws.py
+++ b/freqtrade/rpc/api_server/api_ws.py
@@ -1,10 +1,10 @@
 import logging
 from typing import Any, Dict
 
-import websockets
 from fastapi import APIRouter, Depends, WebSocketDisconnect
 from fastapi.websockets import WebSocket, WebSocketState
 from pydantic import ValidationError
+from websockets.exceptions import WebSocketException
 
 from freqtrade.enums import RPCMessageType, RPCRequestType
 from freqtrade.rpc.api_server.api_auth import validate_ws_token
@@ -115,10 +115,7 @@ async def message_endpoint(
                     # Process the request here
                     await _process_consumer_request(request, channel, rpc)
 
-            except (
-                WebSocketDisconnect,
-                websockets.exceptions.WebSocketException
-            ):
+            except (WebSocketDisconnect, WebSocketException):
                 # Handle client disconnects
                 logger.info(f"Consumer disconnected - {channel}")
             except RuntimeError:
@@ -126,7 +123,7 @@ async def message_endpoint(
                 # RuntimeError('Cannot call "send" once a closed message has been sent')
                 pass
             except Exception as e:
-                logger.info(f"Consumer connection failed - {channel}")
+                logger.info(f"Consumer connection failed - {channel}: {e}")
                 logger.debug(e, exc_info=e)
             finally:
                 await channel_manager.on_disconnect(ws)

From eb8c89fe3188fefc284d0c825ab29e98c59096ab Mon Sep 17 00:00:00 2001
From: Timothy Pogue <me@pogue.dev>
Date: Mon, 10 Oct 2022 23:32:10 -0600
Subject: [PATCH 21/34] move send delay to relay

---
 freqtrade/rpc/api_server/webserver.py  | 4 ----
 freqtrade/rpc/api_server/ws/channel.py | 6 ++++++
 2 files changed, 6 insertions(+), 4 deletions(-)

diff --git a/freqtrade/rpc/api_server/webserver.py b/freqtrade/rpc/api_server/webserver.py
index 4a09fd78e..c6639f1a6 100644
--- a/freqtrade/rpc/api_server/webserver.py
+++ b/freqtrade/rpc/api_server/webserver.py
@@ -198,10 +198,6 @@ class ApiServer(RPCHandler):
                 logger.debug(f"Found message of type: {message.get('type')}")
                 # Broadcast it
                 await self._ws_channel_manager.broadcast(message)
-                # Limit messages per sec.
-                # Could cause problems with queue size if too low, and
-                # problems with network traffik if too high.
-                await asyncio.sleep(0.001)
         except asyncio.CancelledError:
             pass
 
diff --git a/freqtrade/rpc/api_server/ws/channel.py b/freqtrade/rpc/api_server/ws/channel.py
index 7cee95e6d..e9dbd63be 100644
--- a/freqtrade/rpc/api_server/ws/channel.py
+++ b/freqtrade/rpc/api_server/ws/channel.py
@@ -115,6 +115,12 @@ class WebSocketChannel:
             try:
                 await self._send(message)
                 self.queue.task_done()
+
+                # Limit messages per sec.
+                # Could cause problems with queue size if too low, and
+                # problems with network traffik if too high.
+                # 0.001 = 1000/s
+                await asyncio.sleep(0.001)
             except RuntimeError:
                 # The connection was closed, just exit the task
                 return

From 16c0fef72edf529f34744552d155ff15642ad64f Mon Sep 17 00:00:00 2001
From: Timothy Pogue <me@pogue.dev>
Date: Tue, 11 Oct 2022 00:10:57 -0600
Subject: [PATCH 22/34] update timestamp calculation to correct int, remove
 internal ping interval

---
 scripts/ws_client.py | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/scripts/ws_client.py b/scripts/ws_client.py
index 83182ae9e..23ad9296d 100644
--- a/scripts/ws_client.py
+++ b/scripts/ws_client.py
@@ -82,7 +82,7 @@ def readable_timedelta(delta):
     """
     attrs = ['years', 'months', 'days', 'hours', 'minutes', 'seconds', 'microseconds']
     return ", ".join([
-        '%d %s' % (getattr(delta, attr), attr if getattr(delta, attr) > 1 else attr[:-1])
+        '%d %s' % (getattr(delta, attr), attr if getattr(delta, attr) > 0 else attr[:-1])
         for attr in attrs if getattr(delta, attr)
     ])
 
@@ -170,7 +170,7 @@ class ClientProtocol:
 
     def _calculate_time_difference(self):
         old_last_received_at = self._LAST_RECEIVED_AT
-        self._LAST_RECEIVED_AT = time.time() * 1000
+        self._LAST_RECEIVED_AT = time.time() * 1e6
         time_delta = relativedelta(microseconds=(self._LAST_RECEIVED_AT - old_last_received_at))
 
         return readable_timedelta(time_delta)
@@ -238,7 +238,7 @@ async def create_client(
 
                     except (
                         asyncio.TimeoutError,
-                        websockets.exceptions.ConnectionClosed
+                        websockets.exceptions.WebSocketException
                     ):
                         # Try pinging
                         try:
@@ -298,7 +298,7 @@ async def _main(args):
     producers = emc_config.get('producers', [])
     producer = producers[0]
 
-    wait_timeout = emc_config.get('wait_timeout', 300)
+    wait_timeout = emc_config.get('wait_timeout', 30)
     ping_timeout = emc_config.get('ping_timeout', 10)
     sleep_time = emc_config.get('sleep_time', 10)
     message_size_limit = (emc_config.get('message_size_limit', 8) << 20)
@@ -311,7 +311,8 @@ async def _main(args):
         sleep_time=sleep_time,
         ping_timeout=ping_timeout,
         wait_timeout=wait_timeout,
-        max_size=message_size_limit
+        max_size=message_size_limit,
+        ping_interval=None
     )
 
 

From 5b5bb8aab5046c5ea6c3de01f4b319433997e76e Mon Sep 17 00:00:00 2001
From: robcaulk <rob.caulk@gmail.com>
Date: Tue, 11 Oct 2022 19:05:46 +0200
Subject: [PATCH 23/34] catboost tensorboard bugfix

---
 freqtrade/freqai/data_kitchen.py                        | 1 -
 freqtrade/freqai/freqai_interface.py                    | 2 +-
 freqtrade/freqai/prediction_models/CatboostRegressor.py | 2 +-
 3 files changed, 2 insertions(+), 3 deletions(-)

diff --git a/freqtrade/freqai/data_kitchen.py b/freqtrade/freqai/data_kitchen.py
index 89b8f2b95..4b604e281 100644
--- a/freqtrade/freqai/data_kitchen.py
+++ b/freqtrade/freqai/data_kitchen.py
@@ -119,7 +119,6 @@ class FreqaiDataKitchen:
             / f"sub-train-{pair.split('/')[0]}_{trained_timestamp}"
         )
 
-        Path(self.data_path / 'tensorboard').mkdir(parents=True, exist_ok=True)
 
         return
 
diff --git a/freqtrade/freqai/freqai_interface.py b/freqtrade/freqai/freqai_interface.py
index ac980f5f1..9907a5f9f 100644
--- a/freqtrade/freqai/freqai_interface.py
+++ b/freqtrade/freqai/freqai_interface.py
@@ -201,10 +201,10 @@ class IFreqaiModel(ABC):
                 new_trained_timerange,
                 data_load_timerange,
             ) = dk.check_if_new_training_required(trained_timestamp)
-            dk.set_paths(pair, new_trained_timerange.stopts)
 
             if retrain:
                 self.train_timer('start')
+                dk.set_paths(pair, new_trained_timerange.stopts)
                 try:
                     self.extract_data_and_train_model(
                         new_trained_timerange, pair, strategy, dk, data_load_timerange
diff --git a/freqtrade/freqai/prediction_models/CatboostRegressor.py b/freqtrade/freqai/prediction_models/CatboostRegressor.py
index 46f33a142..2978f6679 100644
--- a/freqtrade/freqai/prediction_models/CatboostRegressor.py
+++ b/freqtrade/freqai/prediction_models/CatboostRegressor.py
@@ -43,7 +43,7 @@ class CatboostRegressor(BaseRegressionModel):
 
         model = CatBoostRegressor(
             allow_writing_files=True,
-            train_dir=Path(dk.data_path / 'tensorboard'),
+            train_dir=Path(dk.data_path),
             **self.model_training_parameters,
         )
 

From dba1b573bc773eb952c0830e52b4bf85f64cddf0 Mon Sep 17 00:00:00 2001
From: robcaulk <rob.caulk@gmail.com>
Date: Tue, 11 Oct 2022 19:49:24 +0200
Subject: [PATCH 24/34] remove tensorboard dir from other pred models

---
 freqtrade/freqai/prediction_models/CatboostClassifier.py        | 2 +-
 .../freqai/prediction_models/CatboostRegressorMultiTarget.py    | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/freqtrade/freqai/prediction_models/CatboostClassifier.py b/freqtrade/freqai/prediction_models/CatboostClassifier.py
index 6dab012d1..2aebc3ebf 100644
--- a/freqtrade/freqai/prediction_models/CatboostClassifier.py
+++ b/freqtrade/freqai/prediction_models/CatboostClassifier.py
@@ -34,7 +34,7 @@ class CatboostClassifier(BaseClassifierModel):
         cbr = CatBoostClassifier(
             allow_writing_files=True,
             loss_function='MultiClass',
-            train_dir=Path(dk.data_path / 'tensorboard'),
+            train_dir=Path(dk.data_path),
             **self.model_training_parameters,
         )
 
diff --git a/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py b/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
index 085c13b86..de7a73e3a 100644
--- a/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
+++ b/freqtrade/freqai/prediction_models/CatboostRegressorMultiTarget.py
@@ -28,7 +28,7 @@ class CatboostRegressorMultiTarget(BaseRegressionModel):
 
         cbr = CatBoostRegressor(
             allow_writing_files=True,
-            train_dir=Path(dk.data_path / 'tensorboard'),
+            train_dir=Path(dk.data_path),
             **self.model_training_parameters,
         )
 

From 1e31be562e92a3e8629e918c285c4543cb7c0225 Mon Sep 17 00:00:00 2001
From: robcaulk <rob.caulk@gmail.com>
Date: Tue, 11 Oct 2022 21:05:42 +0200
Subject: [PATCH 25/34] remove whitespace

---
 freqtrade/freqai/data_kitchen.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/freqtrade/freqai/data_kitchen.py b/freqtrade/freqai/data_kitchen.py
index 4b604e281..52261d341 100644
--- a/freqtrade/freqai/data_kitchen.py
+++ b/freqtrade/freqai/data_kitchen.py
@@ -119,7 +119,6 @@ class FreqaiDataKitchen:
             / f"sub-train-{pair.split('/')[0]}_{trained_timestamp}"
         )
 
-
         return
 
     def make_train_test_datasets(

From afaca2167cce2531817e9f65bb0dd0343d331083 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Tue, 11 Oct 2022 19:33:02 +0000
Subject: [PATCH 26/34] use Type Alias for Ticker result to improve keyerror
 resiliancy

---
 freqtrade/exchange/exchange.py                     |  6 ++++--
 freqtrade/exchange/kraken.py                       |  3 ++-
 freqtrade/exchange/types.py                        |  5 +++++
 freqtrade/plugins/pairlist/AgeFilter.py            |  3 ++-
 freqtrade/plugins/pairlist/IPairList.py            | 11 ++++++-----
 freqtrade/plugins/pairlist/OffsetFilter.py         |  3 ++-
 freqtrade/plugins/pairlist/PerformanceFilter.py    |  3 ++-
 freqtrade/plugins/pairlist/PrecisionFilter.py      |  7 ++++---
 freqtrade/plugins/pairlist/PriceFilter.py          |  7 ++++---
 freqtrade/plugins/pairlist/ProducerPairList.py     |  5 +++--
 freqtrade/plugins/pairlist/ShuffleFilter.py        |  3 ++-
 freqtrade/plugins/pairlist/SpreadFilter.py         |  7 ++++---
 freqtrade/plugins/pairlist/StaticPairList.py       |  5 +++--
 freqtrade/plugins/pairlist/VolatilityFilter.py     |  3 ++-
 freqtrade/plugins/pairlist/VolumePairList.py       |  7 ++++---
 freqtrade/plugins/pairlist/rangestabilityfilter.py |  3 ++-
 freqtrade/plugins/pairlistmanager.py               |  3 ++-
 17 files changed, 53 insertions(+), 31 deletions(-)
 create mode 100644 freqtrade/exchange/types.py

diff --git a/freqtrade/exchange/exchange.py b/freqtrade/exchange/exchange.py
index c41a84450..3b59bdfa0 100644
--- a/freqtrade/exchange/exchange.py
+++ b/freqtrade/exchange/exchange.py
@@ -31,6 +31,7 @@ from freqtrade.exceptions import (DDosProtection, ExchangeError, InsufficientFun
 from freqtrade.exchange.common import (API_FETCH_ORDER_RETRY_COUNT, BAD_EXCHANGES,
                                        EXCHANGE_HAS_OPTIONAL, EXCHANGE_HAS_REQUIRED,
                                        remove_credentials, retrier, retrier_async)
+from freqtrade.exchange.types import Tickers
 from freqtrade.misc import (chunks, deep_merge_dicts, file_dump_json, file_load_json,
                             safe_value_fallback2)
 from freqtrade.plugins.pairlist.pairlist_helpers import expand_pairlist
@@ -1420,14 +1421,15 @@ class Exchange:
             raise OperationalException(e) from e
 
     @retrier
-    def get_tickers(self, symbols: Optional[List[str]] = None, cached: bool = False) -> Dict:
+    def get_tickers(self, symbols: Optional[List[str]] = None, cached: bool = False) -> Tickers:
         """
         :param cached: Allow cached result
         :return: fetch_tickers result
         """
+        tickers: Tickers
         if cached:
             with self._cache_lock:
-                tickers = self._fetch_tickers_cache.get('fetch_tickers')
+                tickers = self._fetch_tickers_cache.get('fetch_tickers')  # type: ignore
             if tickers:
                 return tickers
         try:
diff --git a/freqtrade/exchange/kraken.py b/freqtrade/exchange/kraken.py
index 6c9b88eae..f3a9486f2 100644
--- a/freqtrade/exchange/kraken.py
+++ b/freqtrade/exchange/kraken.py
@@ -12,6 +12,7 @@ from freqtrade.exceptions import (DDosProtection, InsufficientFundsError, Invali
                                   OperationalException, TemporaryError)
 from freqtrade.exchange import Exchange
 from freqtrade.exchange.common import retrier
+from freqtrade.exchange.types import Tickers
 
 
 logger = logging.getLogger(__name__)
@@ -45,7 +46,7 @@ class Kraken(Exchange):
         return (parent_check and
                 market.get('darkpool', False) is False)
 
-    def get_tickers(self, symbols: Optional[List[str]] = None, cached: bool = False) -> Dict:
+    def get_tickers(self, symbols: Optional[List[str]] = None, cached: bool = False) -> Tickers:
         # Only fetch tickers for current stake currency
         # Otherwise the request for kraken becomes too large.
         symbols = list(self.get_markets(quote_currencies=[self._config['stake_currency']]))
diff --git a/freqtrade/exchange/types.py b/freqtrade/exchange/types.py
new file mode 100644
index 000000000..6504381dc
--- /dev/null
+++ b/freqtrade/exchange/types.py
@@ -0,0 +1,5 @@
+from typing import Any, Dict
+
+
+Ticker = Dict[str, Any]
+Tickers = Dict[str, Ticker]
diff --git a/freqtrade/plugins/pairlist/AgeFilter.py b/freqtrade/plugins/pairlist/AgeFilter.py
index 7c8cdb5ab..f9c02e250 100644
--- a/freqtrade/plugins/pairlist/AgeFilter.py
+++ b/freqtrade/plugins/pairlist/AgeFilter.py
@@ -10,6 +10,7 @@ from pandas import DataFrame
 
 from freqtrade.constants import Config, ListPairsWithTimeframes
 from freqtrade.exceptions import OperationalException
+from freqtrade.exchange.types import Tickers
 from freqtrade.misc import plural
 from freqtrade.plugins.pairlist.IPairList import IPairList
 from freqtrade.util import PeriodicCache
@@ -67,7 +68,7 @@ class AgeFilter(IPairList):
             f"{self._max_days_listed} {plural(self._max_days_listed, 'day')}"
         ) if self._max_days_listed else '')
 
-    def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
+    def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
         """
         :param pairlist: pairlist to filter or sort
         :param tickers: Tickers (from exchange.get_tickers). May be cached.
diff --git a/freqtrade/plugins/pairlist/IPairList.py b/freqtrade/plugins/pairlist/IPairList.py
index 60abac6a1..660d6228c 100644
--- a/freqtrade/plugins/pairlist/IPairList.py
+++ b/freqtrade/plugins/pairlist/IPairList.py
@@ -4,11 +4,12 @@ PairList Handler base class
 import logging
 from abc import ABC, abstractmethod, abstractproperty
 from copy import deepcopy
-from typing import Any, Dict, List
+from typing import Any, Dict, List, Optional
 
 from freqtrade.constants import Config
 from freqtrade.exceptions import OperationalException
 from freqtrade.exchange import Exchange, market_is_active
+from freqtrade.exchange.types import Ticker, Tickers
 from freqtrade.mixins import LoggingMixin
 
 
@@ -61,7 +62,7 @@ class IPairList(LoggingMixin, ABC):
         -> Please overwrite in subclasses
         """
 
-    def _validate_pair(self, pair: str, ticker: Dict[str, Any]) -> bool:
+    def _validate_pair(self, pair: str, ticker: Optional[Ticker]) -> bool:
         """
         Check one pair against Pairlist Handler's specific conditions.
 
@@ -74,7 +75,7 @@ class IPairList(LoggingMixin, ABC):
         """
         raise NotImplementedError()
 
-    def gen_pairlist(self, tickers: Dict) -> List[str]:
+    def gen_pairlist(self, tickers: Tickers) -> List[str]:
         """
         Generate the pairlist.
 
@@ -91,7 +92,7 @@ class IPairList(LoggingMixin, ABC):
         raise OperationalException("This Pairlist Handler should not be used "
                                    "at the first position in the list of Pairlist Handlers.")
 
-    def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
+    def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
         """
         Filters and sorts pairlist and returns the whitelist again.
 
@@ -110,7 +111,7 @@ class IPairList(LoggingMixin, ABC):
             # Copy list since we're modifying this list
             for p in deepcopy(pairlist):
                 # Filter out assets
-                if not self._validate_pair(p, tickers[p] if p in tickers else {}):
+                if not self._validate_pair(p, tickers[p] if p in tickers else None):
                     pairlist.remove(p)
 
         return pairlist
diff --git a/freqtrade/plugins/pairlist/OffsetFilter.py b/freqtrade/plugins/pairlist/OffsetFilter.py
index c9531ece1..8f21cdd85 100644
--- a/freqtrade/plugins/pairlist/OffsetFilter.py
+++ b/freqtrade/plugins/pairlist/OffsetFilter.py
@@ -6,6 +6,7 @@ from typing import Any, Dict, List
 
 from freqtrade.constants import Config
 from freqtrade.exceptions import OperationalException
+from freqtrade.exchange.types import Tickers
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
 
@@ -42,7 +43,7 @@ class OffsetFilter(IPairList):
             return f"{self.name} - Taking {self._number_pairs} Pairs, starting from {self._offset}."
         return f"{self.name} - Offsetting pairs by {self._offset}."
 
-    def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
+    def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
         """
         Filters and sorts pairlist and returns the whitelist again.
         Called on each bot iteration - please use internal caching if necessary
diff --git a/freqtrade/plugins/pairlist/PerformanceFilter.py b/freqtrade/plugins/pairlist/PerformanceFilter.py
index 4cc92175a..e7fcac1e4 100644
--- a/freqtrade/plugins/pairlist/PerformanceFilter.py
+++ b/freqtrade/plugins/pairlist/PerformanceFilter.py
@@ -7,6 +7,7 @@ from typing import Any, Dict, List
 import pandas as pd
 
 from freqtrade.constants import Config
+from freqtrade.exchange.types import Tickers
 from freqtrade.persistence import Trade
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
@@ -39,7 +40,7 @@ class PerformanceFilter(IPairList):
         """
         return f"{self.name} - Sorting pairs by performance."
 
-    def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
+    def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
         """
         Filters and sorts pairlist and returns the allowlist again.
         Called on each bot iteration - please use internal caching if necessary
diff --git a/freqtrade/plugins/pairlist/PrecisionFilter.py b/freqtrade/plugins/pairlist/PrecisionFilter.py
index 98cb3ba46..478eaec20 100644
--- a/freqtrade/plugins/pairlist/PrecisionFilter.py
+++ b/freqtrade/plugins/pairlist/PrecisionFilter.py
@@ -2,10 +2,11 @@
 Precision pair list filter
 """
 import logging
-from typing import Any, Dict
+from typing import Any, Dict, Optional
 
 from freqtrade.constants import Config
 from freqtrade.exceptions import OperationalException
+from freqtrade.exchange.types import Ticker
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
 
@@ -44,7 +45,7 @@ class PrecisionFilter(IPairList):
         """
         return f"{self.name} - Filtering untradable pairs."
 
-    def _validate_pair(self, pair: str, ticker: Dict[str, Any]) -> bool:
+    def _validate_pair(self, pair: str, ticker: Optional[Ticker]) -> bool:
         """
         Check if pair has enough room to add a stoploss to avoid "unsellable" buys of very
         low value pairs.
@@ -52,7 +53,7 @@ class PrecisionFilter(IPairList):
         :param ticker: ticker dict as returned from ccxt.fetch_ticker
         :return: True if the pair can stay, false if it should be removed
         """
-        if ticker.get('last', None) is None:
+        if not ticker or ticker.get('last', None) is None:
             self.log_once(f"Removed {pair} from whitelist, because "
                           "ticker['last'] is empty (Usually no trade in the last 24h).",
                           logger.info)
diff --git a/freqtrade/plugins/pairlist/PriceFilter.py b/freqtrade/plugins/pairlist/PriceFilter.py
index a6b400a38..f007c52d2 100644
--- a/freqtrade/plugins/pairlist/PriceFilter.py
+++ b/freqtrade/plugins/pairlist/PriceFilter.py
@@ -2,10 +2,11 @@
 Price pair list filter
 """
 import logging
-from typing import Any, Dict
+from typing import Any, Dict, Optional
 
 from freqtrade.constants import Config
 from freqtrade.exceptions import OperationalException
+from freqtrade.exchange.types import Ticker
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
 
@@ -64,14 +65,14 @@ class PriceFilter(IPairList):
 
         return f"{self.name} - No price filters configured."
 
-    def _validate_pair(self, pair: str, ticker: Dict[str, Any]) -> bool:
+    def _validate_pair(self, pair: str, ticker: Optional[Ticker]) -> bool:
         """
         Check if if one price-step (pip) is > than a certain barrier.
         :param pair: Pair that's currently validated
         :param ticker: ticker dict as returned from ccxt.fetch_ticker
         :return: True if the pair can stay, false if it should be removed
         """
-        if ticker.get('last', None) is None or ticker.get('last') == 0:
+        if not ticker or ticker.get('last', None) is None or ticker.get('last') == 0:
             self.log_once(f"Removed {pair} from whitelist, because "
                           "ticker['last'] is empty (Usually no trade in the last 24h).",
                           logger.info)
diff --git a/freqtrade/plugins/pairlist/ProducerPairList.py b/freqtrade/plugins/pairlist/ProducerPairList.py
index 740cb4ec2..882d49b76 100644
--- a/freqtrade/plugins/pairlist/ProducerPairList.py
+++ b/freqtrade/plugins/pairlist/ProducerPairList.py
@@ -7,6 +7,7 @@ import logging
 from typing import Any, Dict, List, Optional
 
 from freqtrade.exceptions import OperationalException
+from freqtrade.exchange.types import Tickers
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
 
@@ -68,7 +69,7 @@ class ProducerPairList(IPairList):
 
         return pairs
 
-    def gen_pairlist(self, tickers: Dict) -> List[str]:
+    def gen_pairlist(self, tickers: Tickers) -> List[str]:
         """
         Generate the pairlist
         :param tickers: Tickers (from exchange.get_tickers). May be cached.
@@ -79,7 +80,7 @@ class ProducerPairList(IPairList):
         pairs = self._whitelist_for_active_markets(self.verify_whitelist(pairs, logger.info))
         return pairs
 
-    def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
+    def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
         """
         Filters and sorts pairlist and returns the whitelist again.
         Called on each bot iteration - please use internal caching if necessary
diff --git a/freqtrade/plugins/pairlist/ShuffleFilter.py b/freqtrade/plugins/pairlist/ShuffleFilter.py
index 6eb4231bc..1bc114d4e 100644
--- a/freqtrade/plugins/pairlist/ShuffleFilter.py
+++ b/freqtrade/plugins/pairlist/ShuffleFilter.py
@@ -7,6 +7,7 @@ from typing import Any, Dict, List
 
 from freqtrade.constants import Config
 from freqtrade.enums import RunMode
+from freqtrade.exchange.types import Tickers
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
 
@@ -47,7 +48,7 @@ class ShuffleFilter(IPairList):
         return (f"{self.name} - Shuffling pairs" +
                 (f", seed = {self._seed}." if self._seed is not None else "."))
 
-    def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
+    def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
         """
         Filters and sorts pairlist and returns the whitelist again.
         Called on each bot iteration - please use internal caching if necessary
diff --git a/freqtrade/plugins/pairlist/SpreadFilter.py b/freqtrade/plugins/pairlist/SpreadFilter.py
index 1f6d4f687..ecb21593b 100644
--- a/freqtrade/plugins/pairlist/SpreadFilter.py
+++ b/freqtrade/plugins/pairlist/SpreadFilter.py
@@ -2,10 +2,11 @@
 Spread pair list filter
 """
 import logging
-from typing import Any, Dict
+from typing import Any, Dict, Optional
 
 from freqtrade.constants import Config
 from freqtrade.exceptions import OperationalException
+from freqtrade.exchange.types import Ticker
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
 
@@ -44,14 +45,14 @@ class SpreadFilter(IPairList):
         return (f"{self.name} - Filtering pairs with ask/bid diff above "
                 f"{self._max_spread_ratio:.2%}.")
 
-    def _validate_pair(self, pair: str, ticker: Dict[str, Any]) -> bool:
+    def _validate_pair(self, pair: str, ticker: Optional[Ticker]) -> bool:
         """
         Validate spread for the ticker
         :param pair: Pair that's currently validated
         :param ticker: ticker dict as returned from ccxt.fetch_ticker
         :return: True if the pair can stay, false if it should be removed
         """
-        if 'bid' in ticker and 'ask' in ticker and ticker['ask'] and ticker['bid']:
+        if ticker and 'bid' in ticker and 'ask' in ticker and ticker['ask'] and ticker['bid']:
             spread = 1 - ticker['bid'] / ticker['ask']
             if spread > self._max_spread_ratio:
                 self.log_once(f"Removed {pair} from whitelist, because spread "
diff --git a/freqtrade/plugins/pairlist/StaticPairList.py b/freqtrade/plugins/pairlist/StaticPairList.py
index 5b1337754..4b1961a53 100644
--- a/freqtrade/plugins/pairlist/StaticPairList.py
+++ b/freqtrade/plugins/pairlist/StaticPairList.py
@@ -8,6 +8,7 @@ from copy import deepcopy
 from typing import Any, Dict, List
 
 from freqtrade.constants import Config
+from freqtrade.exchange.types import Tickers
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
 
@@ -39,7 +40,7 @@ class StaticPairList(IPairList):
         """
         return f"{self.name}"
 
-    def gen_pairlist(self, tickers: Dict) -> List[str]:
+    def gen_pairlist(self, tickers: Tickers) -> List[str]:
         """
         Generate the pairlist
         :param tickers: Tickers (from exchange.get_tickers). May be cached.
@@ -53,7 +54,7 @@ class StaticPairList(IPairList):
             return self._whitelist_for_active_markets(
                 self.verify_whitelist(self._config['exchange']['pair_whitelist'], logger.info))
 
-    def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
+    def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
         """
         Filters and sorts pairlist and returns the whitelist again.
         Called on each bot iteration - please use internal caching if necessary
diff --git a/freqtrade/plugins/pairlist/VolatilityFilter.py b/freqtrade/plugins/pairlist/VolatilityFilter.py
index c06fc09ba..401a2e86c 100644
--- a/freqtrade/plugins/pairlist/VolatilityFilter.py
+++ b/freqtrade/plugins/pairlist/VolatilityFilter.py
@@ -13,6 +13,7 @@ from pandas import DataFrame
 
 from freqtrade.constants import Config, ListPairsWithTimeframes
 from freqtrade.exceptions import OperationalException
+from freqtrade.exchange.types import Tickers
 from freqtrade.misc import plural
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
@@ -62,7 +63,7 @@ class VolatilityFilter(IPairList):
                 f"{self._min_volatility}-{self._max_volatility} "
                 f" the last {self._days} {plural(self._days, 'day')}.")
 
-    def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
+    def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
         """
         Validate trading range
         :param pairlist: pairlist to filter or sort
diff --git a/freqtrade/plugins/pairlist/VolumePairList.py b/freqtrade/plugins/pairlist/VolumePairList.py
index bfecbd62a..ad27a93d8 100644
--- a/freqtrade/plugins/pairlist/VolumePairList.py
+++ b/freqtrade/plugins/pairlist/VolumePairList.py
@@ -5,13 +5,14 @@ Provides dynamic pair list based on trade volumes
 """
 import logging
 from datetime import datetime, timedelta, timezone
-from typing import Any, Dict, List
+from typing import Any, Dict, List, Literal
 
 from cachetools import TTLCache
 
 from freqtrade.constants import Config, ListPairsWithTimeframes
 from freqtrade.exceptions import OperationalException
 from freqtrade.exchange import timeframe_to_minutes, timeframe_to_prev_date
+from freqtrade.exchange.types import Tickers
 from freqtrade.misc import format_ms_time
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
@@ -36,7 +37,7 @@ class VolumePairList(IPairList):
 
         self._stake_currency = config['stake_currency']
         self._number_pairs = self._pairlistconfig['number_assets']
-        self._sort_key = self._pairlistconfig.get('sort_key', 'quoteVolume')
+        self._sort_key: Literal['quoteVolume'] = self._pairlistconfig.get('sort_key', 'quoteVolume')
         self._min_value = self._pairlistconfig.get('min_value', 0)
         self._refresh_period = self._pairlistconfig.get('refresh_period', 1800)
         self._pair_cache: TTLCache = TTLCache(maxsize=1, ttl=self._refresh_period)
@@ -110,7 +111,7 @@ class VolumePairList(IPairList):
         """
         return f"{self.name} - top {self._pairlistconfig['number_assets']} volume pairs."
 
-    def gen_pairlist(self, tickers: Dict) -> List[str]:
+    def gen_pairlist(self, tickers: Tickers) -> List[str]:
         """
         Generate the pairlist
         :param tickers: Tickers (from exchange.get_tickers). May be cached.
diff --git a/freqtrade/plugins/pairlist/rangestabilityfilter.py b/freqtrade/plugins/pairlist/rangestabilityfilter.py
index ca844f003..546b026cb 100644
--- a/freqtrade/plugins/pairlist/rangestabilityfilter.py
+++ b/freqtrade/plugins/pairlist/rangestabilityfilter.py
@@ -11,6 +11,7 @@ from pandas import DataFrame
 
 from freqtrade.constants import Config, ListPairsWithTimeframes
 from freqtrade.exceptions import OperationalException
+from freqtrade.exchange.types import Tickers
 from freqtrade.misc import plural
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
@@ -60,7 +61,7 @@ class RangeStabilityFilter(IPairList):
                 f"{self._min_rate_of_change}{max_rate_desc} over the "
                 f"last {plural(self._days, 'day')}.")
 
-    def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
+    def filter_pairlist(self, pairlist: List[str], tickers: Tickers) -> List[str]:
         """
         Validate trading range
         :param pairlist: pairlist to filter or sort
diff --git a/freqtrade/plugins/pairlistmanager.py b/freqtrade/plugins/pairlistmanager.py
index 5ed319e93..1e98b8485 100644
--- a/freqtrade/plugins/pairlistmanager.py
+++ b/freqtrade/plugins/pairlistmanager.py
@@ -11,6 +11,7 @@ from freqtrade.constants import Config, ListPairsWithTimeframes
 from freqtrade.data.dataprovider import DataProvider
 from freqtrade.enums import CandleType
 from freqtrade.exceptions import OperationalException
+from freqtrade.exchange.types import Tickers
 from freqtrade.mixins import LoggingMixin
 from freqtrade.plugins.pairlist.IPairList import IPairList
 from freqtrade.plugins.pairlist.pairlist_helpers import expand_pairlist
@@ -76,7 +77,7 @@ class PairListManager(LoggingMixin):
         return [{p.name: p.short_desc()} for p in self._pairlist_handlers]
 
     @cached(TTLCache(maxsize=1, ttl=1800))
-    def _get_cached_tickers(self):
+    def _get_cached_tickers(self) -> Tickers:
         return self._exchange.get_tickers()
 
     def refresh_pairlist(self) -> None:

From 35f3f988d45463e923b333a2a5a34e9442929e87 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Tue, 11 Oct 2022 19:33:05 +0000
Subject: [PATCH 27/34] Improve price handling in priceFilter

---
 freqtrade/plugins/pairlist/PriceFilter.py | 11 ++++++-----
 1 file changed, 6 insertions(+), 5 deletions(-)

diff --git a/freqtrade/plugins/pairlist/PriceFilter.py b/freqtrade/plugins/pairlist/PriceFilter.py
index f007c52d2..da41e9239 100644
--- a/freqtrade/plugins/pairlist/PriceFilter.py
+++ b/freqtrade/plugins/pairlist/PriceFilter.py
@@ -77,11 +77,13 @@ class PriceFilter(IPairList):
                           "ticker['last'] is empty (Usually no trade in the last 24h).",
                           logger.info)
             return False
+        else:
+            price: float = ticker['last']
 
         # Perform low_price_ratio check.
         if self._low_price_ratio != 0:
-            compare = self._exchange.price_get_one_pip(pair, ticker['last'])
-            changeperc = compare / ticker['last']
+            compare = self._exchange.price_get_one_pip(pair, price)
+            changeperc = compare / price
             if changeperc > self._low_price_ratio:
                 self.log_once(f"Removed {pair} from whitelist, "
                               f"because 1 unit is {changeperc:.3%}", logger.info)
@@ -89,7 +91,6 @@ class PriceFilter(IPairList):
 
         # Perform low_amount check
         if self._max_value != 0:
-            price = ticker['last']
             market = self._exchange.markets[pair]
             limits = market['limits']
             if (limits['amount']['min'] is not None):
@@ -114,14 +115,14 @@ class PriceFilter(IPairList):
 
         # Perform min_price check.
         if self._min_price != 0:
-            if ticker['last'] < self._min_price:
+            if price < self._min_price:
                 self.log_once(f"Removed {pair} from whitelist, "
                               f"because last price < {self._min_price:.8f}", logger.info)
                 return False
 
         # Perform max_price check.
         if self._max_price != 0:
-            if ticker['last'] > self._max_price:
+            if price > self._max_price:
                 self.log_once(f"Removed {pair} from whitelist, "
                               f"because last price > {self._max_price:.8f}", logger.info)
                 return False

From 52e9528361b73bced2f34c77d7bbbebaa1b7fa23 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Tue, 11 Oct 2022 19:33:07 +0000
Subject: [PATCH 28/34] Improve ticker type

---
 freqtrade/exchange/binance.py             |  3 ++-
 freqtrade/exchange/types.py               | 15 +++++++++++++--
 freqtrade/plugins/pairlist/PriceFilter.py |  6 +++---
 3 files changed, 18 insertions(+), 6 deletions(-)

diff --git a/freqtrade/exchange/binance.py b/freqtrade/exchange/binance.py
index a0d4b2d82..6d818bab9 100644
--- a/freqtrade/exchange/binance.py
+++ b/freqtrade/exchange/binance.py
@@ -11,6 +11,7 @@ from freqtrade.enums import CandleType, MarginMode, TradingMode
 from freqtrade.exceptions import DDosProtection, OperationalException, TemporaryError
 from freqtrade.exchange import Exchange
 from freqtrade.exchange.common import retrier
+from freqtrade.exchange.types import Tickers
 from freqtrade.misc import deep_merge_dicts, json_load
 
 
@@ -59,7 +60,7 @@ class Binance(Exchange):
                 )
             ))
 
-    def get_tickers(self, symbols: Optional[List[str]] = None, cached: bool = False) -> Dict:
+    def get_tickers(self, symbols: Optional[List[str]] = None, cached: bool = False) -> Tickers:
         tickers = super().get_tickers(symbols=symbols, cached=cached)
         if self.trading_mode == TradingMode.FUTURES:
             # Binance's future result has no bid/ask values.
diff --git a/freqtrade/exchange/types.py b/freqtrade/exchange/types.py
index 6504381dc..a60b454d4 100644
--- a/freqtrade/exchange/types.py
+++ b/freqtrade/exchange/types.py
@@ -1,5 +1,16 @@
-from typing import Any, Dict
+from typing import Dict, Optional, TypedDict
+
+
+class Ticker(TypedDict):
+    symbol: str
+    ask: Optional[float]
+    askVolume: Optional[float]
+    bid: Optional[float]
+    bidVolume: Optional[float]
+    last: Optional[float]
+    quoteVolume: Optional[float]
+    baseVolume: Optional[float]
+    # Several more - only listing required.
 
 
-Ticker = Dict[str, Any]
 Tickers = Dict[str, Ticker]
diff --git a/freqtrade/plugins/pairlist/PriceFilter.py b/freqtrade/plugins/pairlist/PriceFilter.py
index da41e9239..4d23de792 100644
--- a/freqtrade/plugins/pairlist/PriceFilter.py
+++ b/freqtrade/plugins/pairlist/PriceFilter.py
@@ -72,13 +72,13 @@ class PriceFilter(IPairList):
         :param ticker: ticker dict as returned from ccxt.fetch_ticker
         :return: True if the pair can stay, false if it should be removed
         """
-        if not ticker or ticker.get('last', None) is None or ticker.get('last') == 0:
+        if ticker and 'last' in ticker and ticker['last'] is not None and ticker.get('last') != 0:
+            price: float = ticker['last']
+        else:
             self.log_once(f"Removed {pair} from whitelist, because "
                           "ticker['last'] is empty (Usually no trade in the last 24h).",
                           logger.info)
             return False
-        else:
-            price: float = ticker['last']
 
         # Perform low_price_ratio check.
         if self._low_price_ratio != 0:

From a6f6a17393b069153a8e88966a8ff6167c9d639a Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Tue, 11 Oct 2022 21:42:48 +0200
Subject: [PATCH 29/34] Type fetch_ticker

---
 freqtrade/constants.py         |  1 +
 freqtrade/exchange/exchange.py | 14 +++++++-------
 freqtrade/misc.py              |  7 +++++--
 3 files changed, 13 insertions(+), 9 deletions(-)

diff --git a/freqtrade/constants.py b/freqtrade/constants.py
index 27968bb1b..2fdb091a7 100644
--- a/freqtrade/constants.py
+++ b/freqtrade/constants.py
@@ -656,5 +656,6 @@ LongShort = Literal['long', 'short']
 EntryExit = Literal['entry', 'exit']
 BuySell = Literal['buy', 'sell']
 MakerTaker = Literal['maker', 'taker']
+BidAsk = Literal['bid', 'ask']
 
 Config = Dict[str, Any]
diff --git a/freqtrade/exchange/exchange.py b/freqtrade/exchange/exchange.py
index 3b59bdfa0..8cfe90272 100644
--- a/freqtrade/exchange/exchange.py
+++ b/freqtrade/exchange/exchange.py
@@ -20,8 +20,8 @@ from ccxt import ROUND_DOWN, ROUND_UP, TICK_SIZE, TRUNCATE, decimal_to_precision
 from dateutil import parser
 from pandas import DataFrame, concat
 
-from freqtrade.constants import (DEFAULT_AMOUNT_RESERVE_PERCENT, NON_OPEN_EXCHANGE_STATES, BuySell,
-                                 Config, EntryExit, ListPairsWithTimeframes, MakerTaker,
+from freqtrade.constants import (DEFAULT_AMOUNT_RESERVE_PERCENT, NON_OPEN_EXCHANGE_STATES, BidAsk,
+                                 BuySell, Config, EntryExit, ListPairsWithTimeframes, MakerTaker,
                                  PairWithTimeframe)
 from freqtrade.data.converter import clean_ohlcv_dataframe, ohlcv_to_dataframe, trades_dict_to_list
 from freqtrade.enums import OPTIMIZE_MODES, CandleType, MarginMode, TradingMode
@@ -31,7 +31,7 @@ from freqtrade.exceptions import (DDosProtection, ExchangeError, InsufficientFun
 from freqtrade.exchange.common import (API_FETCH_ORDER_RETRY_COUNT, BAD_EXCHANGES,
                                        EXCHANGE_HAS_OPTIONAL, EXCHANGE_HAS_REQUIRED,
                                        remove_credentials, retrier, retrier_async)
-from freqtrade.exchange.types import Tickers
+from freqtrade.exchange.types import Ticker, Tickers
 from freqtrade.misc import (chunks, deep_merge_dicts, file_dump_json, file_load_json,
                             safe_value_fallback2)
 from freqtrade.plugins.pairlist.pairlist_helpers import expand_pairlist
@@ -1452,12 +1452,12 @@ class Exchange:
     # Pricing info
 
     @retrier
-    def fetch_ticker(self, pair: str) -> dict:
+    def fetch_ticker(self, pair: str) -> Ticker:
         try:
             if (pair not in self.markets or
                     self.markets[pair].get('active', False) is False):
                 raise ExchangeError(f"Pair {pair} not available")
-            data = self._api.fetch_ticker(pair)
+            data: Ticker = self._api.fetch_ticker(pair)
             return data
         except ccxt.DDoSProtection as e:
             raise DDosProtection(e) from e
@@ -1508,7 +1508,7 @@ class Exchange:
         except ccxt.BaseError as e:
             raise OperationalException(e) from e
 
-    def _get_price_side(self, side: str, is_short: bool, conf_strategy: Dict) -> str:
+    def _get_price_side(self, side: str, is_short: bool, conf_strategy: Dict) -> BidAsk:
         price_side = conf_strategy['price_side']
 
         if price_side in ('same', 'other'):
@@ -1527,7 +1527,7 @@ class Exchange:
 
     def get_rate(self, pair: str, refresh: bool,
                  side: EntryExit, is_short: bool,
-                 order_book: Optional[dict] = None, ticker: Optional[dict] = None) -> float:
+                 order_book: Optional[dict] = None, ticker: Optional[Ticker] = None) -> float:
         """
         Calculates bid/ask target
         bid rate - between current ask price and last price
diff --git a/freqtrade/misc.py b/freqtrade/misc.py
index 56b3fef0e..49d33d46f 100644
--- a/freqtrade/misc.py
+++ b/freqtrade/misc.py
@@ -6,7 +6,7 @@ import logging
 import re
 from datetime import datetime
 from pathlib import Path
-from typing import Any, Iterator, List
+from typing import Any, Dict, Iterator, List, Mapping, Union
 from typing.io import IO
 from urllib.parse import urlparse
 
@@ -186,7 +186,10 @@ def safe_value_fallback(obj: dict, key1: str, key2: str, default_value=None):
     return default_value
 
 
-def safe_value_fallback2(dict1: dict, dict2: dict, key1: str, key2: str, default_value=None):
+dictMap = Union[Dict[str, Any], Mapping[str, Any]]
+
+
+def safe_value_fallback2(dict1: dictMap, dict2: dictMap, key1: str, key2: str, default_value=None):
     """
     Search a value in dict1, return this if it's not None.
     Fall back to dict2 - return key2 from dict2 if it's not None.

From 96e6c1b190e1f6285ecd8bcb6482ec83e62cde43 Mon Sep 17 00:00:00 2001
From: Joe Schr <8218910+TheJoeSchr@users.noreply.github.com>
Date: Wed, 12 Oct 2022 20:05:50 +0200
Subject: [PATCH 30/34] Docs: add `ignore_buying_expired_candle_after` and
 `order pricing` to summary

---
 docs/strategy_migration.md | 10 +++++++++-
 1 file changed, 9 insertions(+), 1 deletion(-)

diff --git a/docs/strategy_migration.md b/docs/strategy_migration.md
index 471ffa601..58f6b0d23 100644
--- a/docs/strategy_migration.md
+++ b/docs/strategy_migration.md
@@ -43,12 +43,18 @@ Note : `forcesell`, `forcebuy`, `emergencysell` are changed to `force_exit`, `fo
   * `order_time_in_force` buy -> entry, sell -> exit.
   * `order_types` buy -> entry, sell -> exit.
   * `unfilledtimeout` buy -> entry, sell -> exit.
+  * `ignore_buying_expired_candle_after` -> moved to root level instead of "ask_strategy/exit_pricing"
 * Terminology changes
   * Sell reasons changed to reflect the new naming of "exit" instead of sells. Be careful in your strategy if you're using `exit_reason` checks and eventually update your strategy.
     * `sell_signal` -> `exit_signal`
     * `custom_sell` -> `custom_exit`
     * `force_sell` -> `force_exit`
     * `emergency_sell` -> `emergency_exit`
+  * Order pricing
+    * `bid_strategy` -> `entry_pricing`
+    * `ask_strategy` -> `exit_pricing`
+    * `ask_last_balance` -> `price_last_balance`
+    * `bid_last_balance` -> `price_last_balance`
   * Webhook terminology changed from "sell" to "exit", and from "buy" to entry
     * `webhookbuy` -> `webhookentry`
     * `webhookbuyfill` -> `webhookentryfill`
@@ -443,6 +449,7 @@ Please refer to the [pricing documentation](configuration.md#prices-used-for-ord
         "use_order_book": true,
         "order_book_top": 1,
         "bid_last_balance": 0.0
+        "ignore_buying_expired_candle_after": 120
     }
 }
 ```
@@ -466,6 +473,7 @@ after:
         "use_order_book": true,
         "order_book_top": 1,
         "price_last_balance": 0.0
-    }
+    },
+    "ignore_buying_expired_candle_after": 120
 }
 ```

From 39c27cfc37650916464f267c4b814086c5f0ec01 Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Thu, 13 Oct 2022 04:58:02 +0000
Subject: [PATCH 31/34] Don't fail if fetchTickers is not availlable

---
 freqtrade/exchange/exchange.py  | 2 ++
 tests/exchange/test_exchange.py | 6 ++++++
 2 files changed, 8 insertions(+)

diff --git a/freqtrade/exchange/exchange.py b/freqtrade/exchange/exchange.py
index 8cfe90272..53a3960b1 100644
--- a/freqtrade/exchange/exchange.py
+++ b/freqtrade/exchange/exchange.py
@@ -1427,6 +1427,8 @@ class Exchange:
         :return: fetch_tickers result
         """
         tickers: Tickers
+        if not self.exchange_has('fetchTickers'):
+            return {}
         if cached:
             with self._cache_lock:
                 tickers = self._fetch_tickers_cache.get('fetch_tickers')  # type: ignore
diff --git a/tests/exchange/test_exchange.py b/tests/exchange/test_exchange.py
index b07892f72..07aad80ff 100644
--- a/tests/exchange/test_exchange.py
+++ b/tests/exchange/test_exchange.py
@@ -1834,6 +1834,7 @@ def test_get_tickers(default_conf, mocker, exchange_name):
         'last': 41,
     }
     }
+    mocker.patch('freqtrade.exchange.exchange.Exchange.exchange_has', return_value=True)
     api_mock.fetch_tickers = MagicMock(return_value=tick)
     api_mock.fetch_bids_asks = MagicMock(return_value={})
     exchange = get_patched_exchange(mocker, default_conf, api_mock, id=exchange_name)
@@ -1883,6 +1884,11 @@ def test_get_tickers(default_conf, mocker, exchange_name):
     assert api_mock.fetch_tickers.call_count == 1
     assert api_mock.fetch_bids_asks.call_count == (1 if exchange_name == 'binance' else 0)
 
+    api_mock.fetch_tickers.reset_mock()
+    api_mock.fetch_bids_asks.reset_mock()
+    mocker.patch('freqtrade.exchange.exchange.Exchange.exchange_has', return_value=False)
+    assert exchange.get_tickers() == {}
+
 
 @pytest.mark.parametrize("exchange_name", EXCHANGES)
 def test_fetch_ticker(default_conf, mocker, exchange_name):

From 75f1a123ebe5cd4b7907c2feae11f64ec4b98e5e Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Thu, 13 Oct 2022 04:58:17 +0000
Subject: [PATCH 32/34] Move "tickers_needed" check to pairlistmanager to cover
 all pairlists

---
 freqtrade/plugins/pairlist/SpreadFilter.py | 7 -------
 freqtrade/plugins/pairlistmanager.py       | 9 +++++++++
 2 files changed, 9 insertions(+), 7 deletions(-)

diff --git a/freqtrade/plugins/pairlist/SpreadFilter.py b/freqtrade/plugins/pairlist/SpreadFilter.py
index ecb21593b..207328d08 100644
--- a/freqtrade/plugins/pairlist/SpreadFilter.py
+++ b/freqtrade/plugins/pairlist/SpreadFilter.py
@@ -5,7 +5,6 @@ import logging
 from typing import Any, Dict, Optional
 
 from freqtrade.constants import Config
-from freqtrade.exceptions import OperationalException
 from freqtrade.exchange.types import Ticker
 from freqtrade.plugins.pairlist.IPairList import IPairList
 
@@ -23,12 +22,6 @@ class SpreadFilter(IPairList):
         self._max_spread_ratio = pairlistconfig.get('max_spread_ratio', 0.005)
         self._enabled = self._max_spread_ratio != 0
 
-        if not self._exchange.exchange_has('fetchTickers'):
-            raise OperationalException(
-                'Exchange does not support fetchTickers, therefore SpreadFilter cannot be used.'
-                'Please edit your config and restart the bot.'
-            )
-
     @property
     def needstickers(self) -> bool:
         """
diff --git a/freqtrade/plugins/pairlistmanager.py b/freqtrade/plugins/pairlistmanager.py
index 1e98b8485..20a264fd8 100644
--- a/freqtrade/plugins/pairlistmanager.py
+++ b/freqtrade/plugins/pairlistmanager.py
@@ -46,6 +46,15 @@ class PairListManager(LoggingMixin):
         if not self._pairlist_handlers:
             raise OperationalException("No Pairlist Handlers defined")
 
+        if self._tickers_needed and not self._exchange.exchange_has('fetchTickers'):
+            invalid = ". ".join([p.name for p in self._pairlist_handlers if p.needstickers])
+
+            raise OperationalException(
+                "Exchange does not support fetchTickers, therefore the following pairlists "
+                "cannot be used. Please edit your config and restart the bot.\n"
+                f"{invalid}."
+            )
+
         refresh_period = config.get('pairlist_refresh_period', 3600)
         LoggingMixin.__init__(self, logger, refresh_period)
 

From 20457808100159f653b05b6967f18c5e9d099bfe Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Thu, 13 Oct 2022 11:57:36 +0000
Subject: [PATCH 33/34] Reinstate default of 1000% for roi

closes #7583
---
 freqtrade/strategy/interface.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/freqtrade/strategy/interface.py b/freqtrade/strategy/interface.py
index 8f803045f..96e3065c4 100644
--- a/freqtrade/strategy/interface.py
+++ b/freqtrade/strategy/interface.py
@@ -49,7 +49,7 @@ class IStrategy(ABC, HyperStrategyMixin):
 
     _ft_params_from_file: Dict
     # associated minimal roi
-    minimal_roi: Dict = {}
+    minimal_roi: Dict = {"0": 10.0}
 
     # associated stoploss
     stoploss: float

From 28be784c2eb90bcb814072fcc1b5a388944b941b Mon Sep 17 00:00:00 2001
From: Matthias <xmatthias@outlook.com>
Date: Thu, 13 Oct 2022 12:17:53 +0000
Subject: [PATCH 34/34] Fix kucoin live test failure

---
 tests/exchange/test_ccxt_compat.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/exchange/test_ccxt_compat.py b/tests/exchange/test_ccxt_compat.py
index 9ff65cdc4..9f9866aba 100644
--- a/tests/exchange/test_ccxt_compat.py
+++ b/tests/exchange/test_ccxt_compat.py
@@ -56,7 +56,7 @@ EXCHANGES = {
         'leverage_in_spot_market': True,
     },
     'kucoin': {
-        'pair': 'BTC/USDT',
+        'pair': 'XRP/USDT',
         'stake_currency': 'USDT',
         'hasQuoteVolume': True,
         'timeframe': '5m',