mirror of
https://github.com/freqtrade/freqtrade.git
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Merge pull request #8461 from freqtrade/feat/hyperopt_progressbar
hyperopt progressbar -> rich
This commit is contained in:
commit
3c64c6b034
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@ -1,24 +1,11 @@
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import logging
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import logging
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import sys
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from logging import Formatter
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from logging import Formatter
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from logging.handlers import BufferingHandler, RotatingFileHandler, SysLogHandler
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from logging.handlers import RotatingFileHandler, SysLogHandler
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from freqtrade.constants import Config
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from freqtrade.constants import Config
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from freqtrade.exceptions import OperationalException
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from freqtrade.exceptions import OperationalException
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from freqtrade.loggers.buffering_handler import FTBufferingHandler
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from freqtrade.loggers.std_err_stream_handler import FTStdErrStreamHandler
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class FTBufferingHandler(BufferingHandler):
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def flush(self):
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"""
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Override Flush behaviour - we keep half of the configured capacity
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otherwise, we have moments with "empty" logs.
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"""
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self.acquire()
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try:
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# Keep half of the records in buffer.
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self.buffer = self.buffer[-int(self.capacity / 2):]
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finally:
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self.release()
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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@ -69,7 +56,7 @@ def setup_logging_pre() -> None:
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logging.basicConfig(
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logging.basicConfig(
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level=logging.INFO,
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level=logging.INFO,
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format=LOGFORMAT,
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format=LOGFORMAT,
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handlers=[logging.StreamHandler(sys.stderr), bufferHandler]
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handlers=[FTStdErrStreamHandler(), bufferHandler]
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)
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)
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15
freqtrade/loggers/buffering_handler.py
Normal file
15
freqtrade/loggers/buffering_handler.py
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@ -0,0 +1,15 @@
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from logging.handlers import BufferingHandler
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class FTBufferingHandler(BufferingHandler):
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def flush(self):
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"""
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Override Flush behaviour - we keep half of the configured capacity
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otherwise, we have moments with "empty" logs.
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"""
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self.acquire()
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try:
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# Keep half of the records in buffer.
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self.buffer = self.buffer[-int(self.capacity / 2):]
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finally:
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self.release()
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26
freqtrade/loggers/std_err_stream_handler.py
Normal file
26
freqtrade/loggers/std_err_stream_handler.py
Normal file
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@ -0,0 +1,26 @@
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import sys
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from logging import Handler
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class FTStdErrStreamHandler(Handler):
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def flush(self):
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"""
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Override Flush behaviour - we keep half of the configured capacity
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otherwise, we have moments with "empty" logs.
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"""
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self.acquire()
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try:
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sys.stderr.flush()
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finally:
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self.release()
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def emit(self, record):
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try:
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msg = self.format(record)
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# Don't keep a reference to stderr - this can be problematic with progressbars.
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sys.stderr.write(msg + '\n')
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self.flush()
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except RecursionError:
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raise
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except Exception:
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self.handleError(record)
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@ -13,13 +13,13 @@ from math import ceil
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from pathlib import Path
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from pathlib import Path
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from typing import Any, Dict, List, Optional, Tuple
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from typing import Any, Dict, List, Optional, Tuple
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import progressbar
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import rapidjson
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import rapidjson
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from colorama import Fore, Style
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from colorama import init as colorama_init
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from colorama import init as colorama_init
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from joblib import Parallel, cpu_count, delayed, dump, load, wrap_non_picklable_objects
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from joblib import Parallel, cpu_count, delayed, dump, load, wrap_non_picklable_objects
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from joblib.externals import cloudpickle
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from joblib.externals import cloudpickle
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from pandas import DataFrame
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from pandas import DataFrame
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from rich.progress import (BarColumn, MofNCompleteColumn, Progress, TaskProgressColumn, TextColumn,
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TimeElapsedColumn, TimeRemainingColumn)
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from freqtrade.constants import DATETIME_PRINT_FORMAT, FTHYPT_FILEVERSION, LAST_BT_RESULT_FN, Config
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from freqtrade.constants import DATETIME_PRINT_FORMAT, FTHYPT_FILEVERSION, LAST_BT_RESULT_FN, Config
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from freqtrade.data.converter import trim_dataframes
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from freqtrade.data.converter import trim_dataframes
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@ -44,8 +44,6 @@ with warnings.catch_warnings():
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from skopt import Optimizer
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from skopt import Optimizer
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from skopt.space import Dimension
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from skopt.space import Dimension
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progressbar.streams.wrap_stderr()
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progressbar.streams.wrap_stdout()
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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@ -520,29 +518,6 @@ class Hyperopt:
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else:
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else:
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return self.opt.ask(n_points=n_points), [False for _ in range(n_points)]
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return self.opt.ask(n_points=n_points), [False for _ in range(n_points)]
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def get_progressbar_widgets(self):
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if self.print_colorized:
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widgets = [
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' [Epoch ', progressbar.Counter(), ' of ', str(self.total_epochs),
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' (', progressbar.Percentage(), ')] ',
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progressbar.Bar(marker=progressbar.AnimatedMarker(
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fill='\N{FULL BLOCK}',
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fill_wrap=Fore.GREEN + '{}' + Fore.RESET,
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marker_wrap=Style.BRIGHT + '{}' + Style.RESET_ALL,
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)),
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' [', progressbar.ETA(), ', ', progressbar.Timer(), ']',
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]
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else:
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widgets = [
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' [Epoch ', progressbar.Counter(), ' of ', str(self.total_epochs),
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' (', progressbar.Percentage(), ')] ',
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progressbar.Bar(marker=progressbar.AnimatedMarker(
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fill='\N{FULL BLOCK}',
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)),
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' [', progressbar.ETA(), ', ', progressbar.Timer(), ']',
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]
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return widgets
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def evaluate_result(self, val: Dict[str, Any], current: int, is_random: bool):
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def evaluate_result(self, val: Dict[str, Any], current: int, is_random: bool):
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"""
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"""
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Evaluate results returned from generate_optimizer
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Evaluate results returned from generate_optimizer
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@ -602,11 +577,19 @@ class Hyperopt:
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logger.info(f'Effective number of parallel workers used: {jobs}')
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logger.info(f'Effective number of parallel workers used: {jobs}')
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# Define progressbar
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# Define progressbar
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widgets = self.get_progressbar_widgets()
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with Progress(
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with progressbar.ProgressBar(
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TextColumn("[progress.description]{task.description}"),
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max_value=self.total_epochs, redirect_stdout=False, redirect_stderr=False,
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BarColumn(bar_width=None),
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widgets=widgets
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MofNCompleteColumn(),
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TaskProgressColumn(),
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"•",
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TimeElapsedColumn(),
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"•",
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TimeRemainingColumn(),
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expand=True,
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) as pbar:
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) as pbar:
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task = pbar.add_task("Epochs", total=self.total_epochs)
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start = 0
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start = 0
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if self.analyze_per_epoch:
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if self.analyze_per_epoch:
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@ -616,7 +599,7 @@ class Hyperopt:
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f_val0 = self.generate_optimizer(asked[0])
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f_val0 = self.generate_optimizer(asked[0])
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self.opt.tell(asked, [f_val0['loss']])
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self.opt.tell(asked, [f_val0['loss']])
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self.evaluate_result(f_val0, 1, is_random[0])
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self.evaluate_result(f_val0, 1, is_random[0])
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pbar.update(1)
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pbar.update(task, advance=1)
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start += 1
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start += 1
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evals = ceil((self.total_epochs - start) / jobs)
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evals = ceil((self.total_epochs - start) / jobs)
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@ -630,14 +613,12 @@ class Hyperopt:
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f_val = self.run_optimizer_parallel(parallel, asked)
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f_val = self.run_optimizer_parallel(parallel, asked)
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self.opt.tell(asked, [v['loss'] for v in f_val])
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self.opt.tell(asked, [v['loss'] for v in f_val])
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# Calculate progressbar outputs
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for j, val in enumerate(f_val):
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for j, val in enumerate(f_val):
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# Use human-friendly indexes here (starting from 1)
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# Use human-friendly indexes here (starting from 1)
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current = i * jobs + j + 1 + start
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current = i * jobs + j + 1 + start
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self.evaluate_result(val, current, is_random[j])
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self.evaluate_result(val, current, is_random[j])
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pbar.update(task, advance=1)
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pbar.update(current)
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except KeyboardInterrupt:
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except KeyboardInterrupt:
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print('User interrupted..')
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print('User interrupted..')
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@ -6,4 +6,3 @@ scipy==1.10.1
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scikit-learn==1.1.3
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scikit-learn==1.1.3
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scikit-optimize==0.9.0
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scikit-optimize==0.9.0
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filelock==3.11.0
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filelock==3.11.0
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progressbar2==4.2.0
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@ -20,6 +20,7 @@ jinja2==3.1.2
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tables==3.8.0
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tables==3.8.0
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blosc==1.11.1
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blosc==1.11.1
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joblib==1.2.0
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joblib==1.2.0
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rich==13.3.3
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pyarrow==11.0.0; platform_machine != 'armv7l'
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pyarrow==11.0.0; platform_machine != 'armv7l'
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# find first, C search in arrays
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# find first, C search in arrays
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2
setup.py
2
setup.py
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@ -8,7 +8,6 @@ hyperopt = [
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'scikit-learn',
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'scikit-learn',
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'scikit-optimize>=0.7.0',
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'scikit-optimize>=0.7.0',
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'filelock',
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'filelock',
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'progressbar2',
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]
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]
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freqai = [
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freqai = [
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'numpy',
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'numpy',
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'pandas',
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'pandas',
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'joblib>=1.2.0',
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'joblib>=1.2.0',
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'rich',
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'pyarrow; platform_machine != "armv7l"',
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'pyarrow; platform_machine != "armv7l"',
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'fastapi',
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'fastapi',
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'pydantic>=1.8.0',
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'pydantic>=1.8.0',
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@ -23,7 +23,8 @@ from freqtrade.configuration.load_config import (load_config_file, load_file, lo
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from freqtrade.constants import DEFAULT_DB_DRYRUN_URL, DEFAULT_DB_PROD_URL, ENV_VAR_PREFIX
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from freqtrade.constants import DEFAULT_DB_DRYRUN_URL, DEFAULT_DB_PROD_URL, ENV_VAR_PREFIX
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from freqtrade.enums import RunMode
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from freqtrade.enums import RunMode
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from freqtrade.exceptions import OperationalException
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from freqtrade.exceptions import OperationalException
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from freqtrade.loggers import FTBufferingHandler, _set_loggers, setup_logging, setup_logging_pre
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from freqtrade.loggers import (FTBufferingHandler, FTStdErrStreamHandler, _set_loggers,
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setup_logging, setup_logging_pre)
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from tests.conftest import (CURRENT_TEST_STRATEGY, log_has, log_has_re,
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from tests.conftest import (CURRENT_TEST_STRATEGY, log_has, log_has_re,
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patched_configuration_load_config_file)
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patched_configuration_load_config_file)
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@ -658,7 +659,7 @@ def test_set_loggers_syslog():
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setup_logging(config)
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setup_logging(config)
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assert len(logger.handlers) == 3
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assert len(logger.handlers) == 3
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assert [x for x in logger.handlers if type(x) == logging.handlers.SysLogHandler]
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assert [x for x in logger.handlers if type(x) == logging.handlers.SysLogHandler]
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assert [x for x in logger.handlers if type(x) == logging.StreamHandler]
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assert [x for x in logger.handlers if type(x) == FTStdErrStreamHandler]
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assert [x for x in logger.handlers if type(x) == FTBufferingHandler]
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assert [x for x in logger.handlers if type(x) == FTBufferingHandler]
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# setting up logging again should NOT cause the loggers to be added a second time.
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# setting up logging again should NOT cause the loggers to be added a second time.
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setup_logging(config)
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setup_logging(config)
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@ -681,7 +682,7 @@ def test_set_loggers_Filehandler(tmpdir):
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setup_logging(config)
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setup_logging(config)
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assert len(logger.handlers) == 3
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assert len(logger.handlers) == 3
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assert [x for x in logger.handlers if type(x) == logging.handlers.RotatingFileHandler]
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assert [x for x in logger.handlers if type(x) == logging.handlers.RotatingFileHandler]
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assert [x for x in logger.handlers if type(x) == logging.StreamHandler]
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assert [x for x in logger.handlers if type(x) == FTStdErrStreamHandler]
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assert [x for x in logger.handlers if type(x) == FTBufferingHandler]
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assert [x for x in logger.handlers if type(x) == FTBufferingHandler]
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# setting up logging again should NOT cause the loggers to be added a second time.
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# setting up logging again should NOT cause the loggers to be added a second time.
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setup_logging(config)
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setup_logging(config)
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@ -706,7 +707,7 @@ def test_set_loggers_journald(mocker):
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setup_logging(config)
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setup_logging(config)
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assert len(logger.handlers) == 3
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assert len(logger.handlers) == 3
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assert [x for x in logger.handlers if type(x).__name__ == "JournaldLogHandler"]
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assert [x for x in logger.handlers if type(x).__name__ == "JournaldLogHandler"]
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assert [x for x in logger.handlers if type(x) == logging.StreamHandler]
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assert [x for x in logger.handlers if type(x) == FTStdErrStreamHandler]
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# reset handlers to not break pytest
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# reset handlers to not break pytest
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logger.handlers = orig_handlers
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logger.handlers = orig_handlers
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