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3873 Commits
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8
.github/ISSUE_TEMPLATE/bug_report.md
vendored
8
.github/ISSUE_TEMPLATE/bug_report.md
vendored
@@ -1,6 +1,6 @@
|
||||
---
|
||||
name: Bug report
|
||||
about: Create a report to help us improve
|
||||
about: Create a report to help us improve. Do not use this for strategy assistance.
|
||||
title: ''
|
||||
labels: "Triage Needed"
|
||||
assignees: ''
|
||||
@@ -12,7 +12,11 @@ Have you searched for similar issues before posting it?
|
||||
If you have discovered a bug in the bot, please [search the issue tracker](https://github.com/freqtrade/freqtrade/issues?q=is%3Aissue).
|
||||
If it hasn't been reported, please create a new issue.
|
||||
|
||||
Please do not use bug reports to request new features.
|
||||
Has your strategy or configuration been generated by an AI model, and is now not working?
|
||||
This is almost certainly NOT a bug in Freqtrade, but a problem with the code your AI model generated.
|
||||
Please consult the documentation. We'll close such issues and point to the documentation.
|
||||
|
||||
Please do not use the bug report template to request new features.
|
||||
-->
|
||||
|
||||
## Describe your environment
|
||||
|
||||
2
.github/ISSUE_TEMPLATE/feature_request.md
vendored
2
.github/ISSUE_TEMPLATE/feature_request.md
vendored
@@ -1,6 +1,6 @@
|
||||
---
|
||||
name: Feature request
|
||||
about: Suggest an idea for this project
|
||||
about: Suggest a new feature or idea for this project
|
||||
title: ''
|
||||
labels: ''
|
||||
assignees: ''
|
||||
|
||||
9
.github/ISSUE_TEMPLATE/question.md
vendored
9
.github/ISSUE_TEMPLATE/question.md
vendored
@@ -1,6 +1,6 @@
|
||||
---
|
||||
name: Question
|
||||
about: Ask a question you could not find an answer in the docs
|
||||
about: Ask a question you could not find an answer in the docs. Use this template if you've got problems with your strategy.
|
||||
title: ''
|
||||
labels: "Question"
|
||||
assignees: ''
|
||||
@@ -8,9 +8,12 @@ assignees: ''
|
||||
---
|
||||
<!--
|
||||
Have you searched for similar issues before posting it?
|
||||
Did you have a VERY good look at the [documentation](https://www.freqtrade.io/en/latest/) and are sure that the question is not explained there
|
||||
Did you have a VERY good look at the [documentation](https://www.freqtrade.io/) and are sure that the question is not explained there
|
||||
|
||||
Please do not use the question template to report bugs or to request new features.
|
||||
|
||||
Has your strategy or configuration been generated by an AI model, and is now not working?
|
||||
Please consult the documentation. We'll close such issues and point to the documentation.
|
||||
-->
|
||||
|
||||
## Describe your environment
|
||||
@@ -22,4 +25,4 @@ Please do not use the question template to report bugs or to request new feature
|
||||
|
||||
## Your question
|
||||
|
||||
*Ask the question you have not been able to find an answer in the [Documentation](https://www.freqtrade.io/en/latest/)*
|
||||
*Ask the question you have not been able to find an answer in the [Documentation](https://www.freqtrade.io/)*
|
||||
|
||||
7
.github/dependabot.yml
vendored
7
.github/dependabot.yml
vendored
@@ -1,9 +1,14 @@
|
||||
version: 2
|
||||
updates:
|
||||
- package-ecosystem: docker
|
||||
directory: "/"
|
||||
directories:
|
||||
- "/"
|
||||
- "/docker"
|
||||
schedule:
|
||||
interval: daily
|
||||
ignore:
|
||||
- dependency-name: "*"
|
||||
update-types: ["version-update:semver-major"]
|
||||
open-pull-requests-limit: 10
|
||||
|
||||
- package-ecosystem: pip
|
||||
|
||||
@@ -16,6 +16,8 @@ jobs:
|
||||
name: develop
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- uses: actions/setup-python@v5
|
||||
with:
|
||||
@@ -32,7 +34,7 @@ jobs:
|
||||
run: python build_helpers/binance_update_lev_tiers.py
|
||||
|
||||
|
||||
- uses: peter-evans/create-pull-request@v6
|
||||
- uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
|
||||
with:
|
||||
token: ${{ secrets.REPO_SCOPED_TOKEN }}
|
||||
add-paths: freqtrade/exchange/binance_leverage_tiers.json
|
||||
@@ -42,6 +44,7 @@ jobs:
|
||||
branch: update/binance-leverage-tiers
|
||||
title: Update Binance Leverage Tiers
|
||||
commit-message: "chore: update pre-commit hooks"
|
||||
committer: Freqtrade Bot <noreply@github.com>
|
||||
committer: Freqtrade Bot <154552126+freqtrade-bot@users.noreply.github.com>
|
||||
author: Freqtrade Bot <154552126+freqtrade-bot@users.noreply.github.com>
|
||||
body: Update binance leverage tiers.
|
||||
delete-branch: true
|
||||
|
||||
220
.github/workflows/ci.yml
vendored
220
.github/workflows/ci.yml
vendored
@@ -24,17 +24,29 @@ jobs:
|
||||
runs-on: ${{ matrix.os }}
|
||||
strategy:
|
||||
matrix:
|
||||
os: [ ubuntu-20.04, ubuntu-22.04 ]
|
||||
python-version: ["3.9", "3.10", "3.11", "3.12"]
|
||||
os: [ "ubuntu-22.04", "ubuntu-24.04" ]
|
||||
python-version: ["3.10", "3.11", "3.12"]
|
||||
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Set up Python
|
||||
uses: actions/setup-python@v5
|
||||
with:
|
||||
python-version: ${{ matrix.python-version }}
|
||||
|
||||
- name: Install uv
|
||||
uses: astral-sh/setup-uv@f0ec1fc3b38f5e7cd731bb6ce540c5af426746bb # v6.1.0
|
||||
with:
|
||||
activate-environment: true
|
||||
enable-cache: true
|
||||
python-version: ${{ matrix.python-version }}
|
||||
cache-dependency-glob: "requirements**.txt"
|
||||
cache-suffix: "${{ matrix.python-version }}"
|
||||
prune-cache: false
|
||||
|
||||
- name: Cache_dependencies
|
||||
uses: actions/cache@v4
|
||||
id: cache
|
||||
@@ -42,12 +54,6 @@ jobs:
|
||||
path: ~/dependencies/
|
||||
key: ${{ runner.os }}-dependencies
|
||||
|
||||
- name: pip cache (linux)
|
||||
uses: actions/cache@v4
|
||||
with:
|
||||
path: ~/.cache/pip
|
||||
key: test-${{ matrix.os }}-${{ matrix.python-version }}-pip
|
||||
|
||||
- name: TA binary *nix
|
||||
if: steps.cache.outputs.cache-hit != 'true'
|
||||
run: |
|
||||
@@ -55,24 +61,30 @@ jobs:
|
||||
|
||||
- name: Installation - *nix
|
||||
run: |
|
||||
python -m pip install --upgrade pip wheel
|
||||
uv pip install --upgrade wheel
|
||||
export LD_LIBRARY_PATH=${HOME}/dependencies/lib:$LD_LIBRARY_PATH
|
||||
export TA_LIBRARY_PATH=${HOME}/dependencies/lib
|
||||
export TA_INCLUDE_PATH=${HOME}/dependencies/include
|
||||
pip install -r requirements-dev.txt
|
||||
pip install -e ft_client/
|
||||
pip install -e .
|
||||
uv pip install -r requirements-dev.txt
|
||||
uv pip install -e ft_client/
|
||||
uv pip install -e .
|
||||
|
||||
- name: Check for version alignment
|
||||
run: |
|
||||
python build_helpers/freqtrade_client_version_align.py
|
||||
|
||||
- name: Tests
|
||||
if: (!(runner.os == 'Linux' && matrix.python-version == '3.12' && matrix.os == 'ubuntu-24.04'))
|
||||
run: |
|
||||
pytest --random-order
|
||||
|
||||
- name: Tests with Coveralls
|
||||
if: (runner.os == 'Linux' && matrix.python-version == '3.12' && matrix.os == 'ubuntu-24.04')
|
||||
run: |
|
||||
pytest --random-order --cov=freqtrade --cov=freqtrade_client --cov-config=.coveragerc
|
||||
|
||||
- name: Coveralls
|
||||
if: (runner.os == 'Linux' && matrix.python-version == '3.10' && matrix.os == 'ubuntu-22.04')
|
||||
if: (runner.os == 'Linux' && matrix.python-version == '3.12' && matrix.os == 'ubuntu-24.04')
|
||||
env:
|
||||
# Coveralls token. Not used as secret due to github not providing secrets to forked repositories
|
||||
COVERALLS_REPO_TOKEN: 6D1m0xupS3FgutfuGao8keFf9Hc0FpIXu
|
||||
@@ -80,6 +92,16 @@ jobs:
|
||||
# Allow failure for coveralls
|
||||
coveralls || true
|
||||
|
||||
- name: Run json schema extract
|
||||
# This should be kept before the repository check to ensure that the schema is up-to-date
|
||||
run: |
|
||||
python build_helpers/extract_config_json_schema.py
|
||||
|
||||
- name: Run command docs partials extract
|
||||
# This should be kept before the repository check to ensure that the docs are up-to-date
|
||||
run: |
|
||||
python build_helpers/create_command_partials.py
|
||||
|
||||
- name: Check for repository changes
|
||||
run: |
|
||||
if [ -n "$(git status --porcelain)" ]; then
|
||||
@@ -118,11 +140,12 @@ jobs:
|
||||
ruff format --check
|
||||
|
||||
- name: Mypy
|
||||
if: matrix.os == 'ubuntu-24.04'
|
||||
run: |
|
||||
mypy freqtrade scripts tests
|
||||
|
||||
- name: Discord notification
|
||||
uses: rjstone/discord-webhook-notify@v1
|
||||
uses: rjstone/discord-webhook-notify@1399c1b2d57cc05894d506d2cfdc33c5f012b993 #v1.1.1
|
||||
if: failure() && ( github.event_name != 'pull_request' || github.event.pull_request.head.repo.fork == false)
|
||||
with:
|
||||
severity: error
|
||||
@@ -133,14 +156,13 @@ jobs:
|
||||
runs-on: ${{ matrix.os }}
|
||||
strategy:
|
||||
matrix:
|
||||
os: [ "macos-12", "macos-13", "macos-14" ]
|
||||
python-version: ["3.9", "3.10", "3.11", "3.12"]
|
||||
exclude:
|
||||
- os: "macos-14"
|
||||
python-version: "3.9"
|
||||
os: [ "macos-13", "macos-14", "macos-15" ]
|
||||
python-version: ["3.10", "3.11", "3.12"]
|
||||
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Set up Python
|
||||
uses: actions/setup-python@v5
|
||||
@@ -148,6 +170,16 @@ jobs:
|
||||
python-version: ${{ matrix.python-version }}
|
||||
check-latest: true
|
||||
|
||||
- name: Install uv
|
||||
uses: astral-sh/setup-uv@f0ec1fc3b38f5e7cd731bb6ce540c5af426746bb # v6.1.0
|
||||
with:
|
||||
activate-environment: true
|
||||
enable-cache: true
|
||||
python-version: ${{ matrix.python-version }}
|
||||
cache-dependency-glob: "requirements**.txt"
|
||||
cache-suffix: "${{ matrix.python-version }}"
|
||||
prune-cache: false
|
||||
|
||||
- name: Cache_dependencies
|
||||
uses: actions/cache@v4
|
||||
id: cache
|
||||
@@ -155,12 +187,6 @@ jobs:
|
||||
path: ~/dependencies/
|
||||
key: ${{ matrix.os }}-dependencies
|
||||
|
||||
- name: pip cache (macOS)
|
||||
uses: actions/cache@v4
|
||||
with:
|
||||
path: ~/Library/Caches/pip
|
||||
key: ${{ matrix.os }}-${{ matrix.python-version }}-pip
|
||||
|
||||
- name: TA binary *nix
|
||||
if: steps.cache.outputs.cache-hit != 'true'
|
||||
run: |
|
||||
@@ -188,17 +214,17 @@ jobs:
|
||||
rm /usr/local/bin/python3.11-config || true
|
||||
rm /usr/local/bin/python3.12-config || true
|
||||
|
||||
brew install hdf5 c-blosc libomp
|
||||
brew install libomp
|
||||
|
||||
- name: Installation (python)
|
||||
run: |
|
||||
python -m pip install --upgrade pip wheel
|
||||
uv pip install wheel
|
||||
export LD_LIBRARY_PATH=${HOME}/dependencies/lib:$LD_LIBRARY_PATH
|
||||
export TA_LIBRARY_PATH=${HOME}/dependencies/lib
|
||||
export TA_INCLUDE_PATH=${HOME}/dependencies/include
|
||||
pip install -r requirements-dev.txt
|
||||
pip install -e ft_client/
|
||||
pip install -e .
|
||||
uv pip install -r requirements-dev.txt
|
||||
uv pip install -e ft_client/
|
||||
uv pip install -e .
|
||||
|
||||
- name: Tests
|
||||
run: |
|
||||
@@ -241,11 +267,12 @@ jobs:
|
||||
ruff format --check
|
||||
|
||||
- name: Mypy
|
||||
if: matrix.os == 'macos-15'
|
||||
run: |
|
||||
mypy freqtrade scripts
|
||||
|
||||
- name: Discord notification
|
||||
uses: rjstone/discord-webhook-notify@v1
|
||||
uses: rjstone/discord-webhook-notify@1399c1b2d57cc05894d506d2cfdc33c5f012b993 #v1.1.1
|
||||
if: failure() && ( github.event_name != 'pull_request' || github.event.pull_request.head.repo.fork == false)
|
||||
with:
|
||||
severity: info
|
||||
@@ -258,29 +285,38 @@ jobs:
|
||||
strategy:
|
||||
matrix:
|
||||
os: [ windows-latest ]
|
||||
python-version: ["3.9", "3.10", "3.11", "3.12"]
|
||||
python-version: ["3.10", "3.11", "3.12"]
|
||||
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Set up Python
|
||||
uses: actions/setup-python@v5
|
||||
with:
|
||||
python-version: ${{ matrix.python-version }}
|
||||
|
||||
- name: Pip cache (Windows)
|
||||
uses: actions/cache@v4
|
||||
- name: Install uv
|
||||
uses: astral-sh/setup-uv@f0ec1fc3b38f5e7cd731bb6ce540c5af426746bb # v6.1.0
|
||||
with:
|
||||
path: ~\AppData\Local\pip\Cache
|
||||
key: ${{ matrix.os }}-${{ matrix.python-version }}-pip
|
||||
activate-environment: true
|
||||
enable-cache: true
|
||||
python-version: ${{ matrix.python-version }}
|
||||
cache-dependency-glob: "requirements**.txt"
|
||||
cache-suffix: "${{ matrix.python-version }}"
|
||||
prune-cache: false
|
||||
|
||||
- name: Installation
|
||||
run: |
|
||||
function uvpipFunction { uv pip $args }
|
||||
Set-Alias -name pip -value uvpipFunction
|
||||
|
||||
./build_helpers/install_windows.ps1
|
||||
|
||||
- name: Tests
|
||||
run: |
|
||||
pytest --random-order
|
||||
pytest --random-order --durations 20 -n auto
|
||||
|
||||
- name: Check for repository changes
|
||||
run: |
|
||||
@@ -318,8 +354,19 @@ jobs:
|
||||
run: |
|
||||
mypy freqtrade scripts tests
|
||||
|
||||
- name: Run Pester tests (PowerShell)
|
||||
run: |
|
||||
$PSVersionTable
|
||||
Set-PSRepository psgallery -InstallationPolicy trusted
|
||||
Install-Module -Name Pester -RequiredVersion 5.3.1 -Confirm:$false -Force -SkipPublisherCheck
|
||||
$Error.clear()
|
||||
Invoke-Pester -Path "tests" -CI
|
||||
if ($Error.Length -gt 0) {exit 1}
|
||||
|
||||
shell: powershell
|
||||
|
||||
- name: Discord notification
|
||||
uses: rjstone/discord-webhook-notify@v1
|
||||
uses: rjstone/discord-webhook-notify@1399c1b2d57cc05894d506d2cfdc33c5f012b993 #v1.1.1
|
||||
if: failure() && ( github.event_name != 'pull_request' || github.event.pull_request.head.repo.fork == false)
|
||||
with:
|
||||
severity: error
|
||||
@@ -330,6 +377,8 @@ jobs:
|
||||
runs-on: ubuntu-22.04
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Set up Python
|
||||
uses: actions/setup-python@v5
|
||||
@@ -345,16 +394,20 @@ jobs:
|
||||
runs-on: ubuntu-22.04
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- uses: actions/setup-python@v5
|
||||
with:
|
||||
python-version: "3.12"
|
||||
- uses: pre-commit/action@v3.0.1
|
||||
- uses: pre-commit/action@2c7b3805fd2a0fd8c1884dcaebf91fc102a13ecd # v3.0.1
|
||||
|
||||
docs-check:
|
||||
runs-on: ubuntu-22.04
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Documentation syntax
|
||||
run: |
|
||||
@@ -368,11 +421,10 @@ jobs:
|
||||
- name: Documentation build
|
||||
run: |
|
||||
pip install -r docs/requirements-docs.txt
|
||||
pip install mkdocs
|
||||
mkdocs build
|
||||
|
||||
- name: Discord notification
|
||||
uses: rjstone/discord-webhook-notify@v1
|
||||
uses: rjstone/discord-webhook-notify@1399c1b2d57cc05894d506d2cfdc33c5f012b993 #v1.1.1
|
||||
if: failure() && ( github.event_name != 'pull_request' || github.event.pull_request.head.repo.fork == false)
|
||||
with:
|
||||
severity: error
|
||||
@@ -382,15 +434,27 @@ jobs:
|
||||
|
||||
build-linux-online:
|
||||
# Run pytest with "live" checks
|
||||
runs-on: ubuntu-22.04
|
||||
runs-on: ubuntu-24.04
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Set up Python
|
||||
uses: actions/setup-python@v5
|
||||
with:
|
||||
python-version: "3.12"
|
||||
|
||||
- name: Install uv
|
||||
uses: astral-sh/setup-uv@f0ec1fc3b38f5e7cd731bb6ce540c5af426746bb # v6.1.0
|
||||
with:
|
||||
activate-environment: true
|
||||
enable-cache: true
|
||||
python-version: "3.12"
|
||||
cache-dependency-glob: "requirements**.txt"
|
||||
cache-suffix: "3.12"
|
||||
prune-cache: false
|
||||
|
||||
- name: Cache_dependencies
|
||||
uses: actions/cache@v4
|
||||
id: cache
|
||||
@@ -398,11 +462,6 @@ jobs:
|
||||
path: ~/dependencies/
|
||||
key: ${{ runner.os }}-dependencies
|
||||
|
||||
- name: pip cache (linux)
|
||||
uses: actions/cache@v4
|
||||
with:
|
||||
path: ~/.cache/pip
|
||||
key: test-${{ matrix.os }}-${{ matrix.python-version }}-pip
|
||||
|
||||
- name: TA binary *nix
|
||||
if: steps.cache.outputs.cache-hit != 'true'
|
||||
@@ -411,13 +470,13 @@ jobs:
|
||||
|
||||
- name: Installation - *nix
|
||||
run: |
|
||||
python -m pip install --upgrade pip wheel
|
||||
uv pip install --upgrade wheel
|
||||
export LD_LIBRARY_PATH=${HOME}/dependencies/lib:$LD_LIBRARY_PATH
|
||||
export TA_LIBRARY_PATH=${HOME}/dependencies/lib
|
||||
export TA_INCLUDE_PATH=${HOME}/dependencies/include
|
||||
pip install -r requirements-dev.txt
|
||||
pip install -e ft_client/
|
||||
pip install -e .
|
||||
uv pip install -r requirements-dev.txt
|
||||
uv pip install -e ft_client/
|
||||
uv pip install -e .
|
||||
|
||||
- name: Tests incl. ccxt compatibility tests
|
||||
env:
|
||||
@@ -446,14 +505,14 @@ jobs:
|
||||
|
||||
- name: Check user permission
|
||||
id: check
|
||||
uses: scherermichael-oss/action-has-permission@1.0.6
|
||||
uses: scherermichael-oss/action-has-permission@136e061bfe093832d87f090dd768e14e27a740d3 # 1.0.6
|
||||
with:
|
||||
required-permission: write
|
||||
env:
|
||||
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
|
||||
|
||||
- name: Discord notification
|
||||
uses: rjstone/discord-webhook-notify@v1
|
||||
uses: rjstone/discord-webhook-notify@1399c1b2d57cc05894d506d2cfdc33c5f012b993 #v1.1.1
|
||||
if: always() && steps.check.outputs.has-permission && ( github.event_name != 'pull_request' || github.event.pull_request.head.repo.fork == false)
|
||||
with:
|
||||
severity: info
|
||||
@@ -467,6 +526,8 @@ jobs:
|
||||
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Set up Python
|
||||
uses: actions/setup-python@v5
|
||||
@@ -499,19 +560,21 @@ jobs:
|
||||
ft_client/dist
|
||||
retention-days: 10
|
||||
|
||||
deploy-pypi:
|
||||
name: "Deploy to PyPI"
|
||||
deploy-test-pypi:
|
||||
name: "Publish Python 🐍 distribution 📦 to TestPyPI"
|
||||
needs: [ build ]
|
||||
runs-on: ubuntu-22.04
|
||||
if: (github.event_name == 'release')
|
||||
environment:
|
||||
name: release
|
||||
url: https://pypi.org/p/freqtrade
|
||||
name: testpypi
|
||||
url: https://test.pypi.org/p/freqtrade
|
||||
permissions:
|
||||
id-token: write
|
||||
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Download artifact 📦
|
||||
uses: actions/download-artifact@v4
|
||||
@@ -520,14 +583,37 @@ jobs:
|
||||
path: dist
|
||||
merge-multiple: true
|
||||
|
||||
|
||||
- name: Publish to PyPI (Test)
|
||||
uses: pypa/gh-action-pypi-publish@v1.8.14
|
||||
uses: pypa/gh-action-pypi-publish@76f52bc884231f62b9a034ebfe128415bbaabdfc # v1.12.4
|
||||
with:
|
||||
repository-url: https://test.pypi.org/legacy/
|
||||
|
||||
|
||||
deploy-pypi:
|
||||
name: "Publish Python 🐍 distribution 📦 to PyPI"
|
||||
needs: [ build ]
|
||||
runs-on: ubuntu-22.04
|
||||
if: (github.event_name == 'release')
|
||||
environment:
|
||||
name: pypi
|
||||
url: https://pypi.org/p/freqtrade
|
||||
permissions:
|
||||
id-token: write
|
||||
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Download artifact 📦
|
||||
uses: actions/download-artifact@v4
|
||||
with:
|
||||
pattern: freqtrade*-build
|
||||
path: dist
|
||||
merge-multiple: true
|
||||
|
||||
- name: Publish to PyPI
|
||||
uses: pypa/gh-action-pypi-publish@v1.8.14
|
||||
uses: pypa/gh-action-pypi-publish@76f52bc884231f62b9a034ebfe128415bbaabdfc # v1.12.4
|
||||
|
||||
|
||||
deploy-docker:
|
||||
@@ -538,6 +624,8 @@ jobs:
|
||||
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Set up Python
|
||||
uses: actions/setup-python@v5
|
||||
@@ -566,14 +654,16 @@ jobs:
|
||||
docker version -f '{{.Server.Experimental}}'
|
||||
|
||||
- name: Set up QEMU
|
||||
uses: docker/setup-qemu-action@v1
|
||||
uses: docker/setup-qemu-action@29109295f81e9208d7d86ff1c6c12d2833863392 # v3.6.0
|
||||
|
||||
- name: Set up Docker Buildx
|
||||
id: buildx
|
||||
uses: docker/setup-buildx-action@v1
|
||||
uses: docker/setup-buildx-action@b5ca514318bd6ebac0fb2aedd5d36ec1b5c232a2 #v3.10.0
|
||||
|
||||
- name: Available platforms
|
||||
run: echo ${{ steps.buildx.outputs.platforms }}
|
||||
run: echo ${PLATFORMS}
|
||||
env:
|
||||
PLATFORMS: ${{ steps.buildx.outputs.platforms }}
|
||||
|
||||
- name: Build and test and push docker images
|
||||
env:
|
||||
@@ -592,6 +682,8 @@ jobs:
|
||||
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Extract branch name
|
||||
id: extract-branch
|
||||
@@ -615,7 +707,7 @@ jobs:
|
||||
build_helpers/publish_docker_arm64.sh
|
||||
|
||||
- name: Discord notification
|
||||
uses: rjstone/discord-webhook-notify@v1
|
||||
uses: rjstone/discord-webhook-notify@1399c1b2d57cc05894d506d2cfdc33c5f012b993 #v1.1.1
|
||||
if: always() && ( github.event_name != 'pull_request' || github.event.pull_request.head.repo.fork == false) && (github.event_name != 'schedule')
|
||||
with:
|
||||
severity: info
|
||||
|
||||
61
.github/workflows/deploy-docs.yml
vendored
Normal file
61
.github/workflows/deploy-docs.yml
vendored
Normal file
@@ -0,0 +1,61 @@
|
||||
name: Build Documentation
|
||||
|
||||
on:
|
||||
push:
|
||||
branches:
|
||||
- develop
|
||||
release:
|
||||
types: [published]
|
||||
|
||||
|
||||
# disable permissions for all of the available permissions
|
||||
permissions: {}
|
||||
|
||||
|
||||
jobs:
|
||||
build-docs:
|
||||
permissions:
|
||||
contents: write # for mike to push
|
||||
name: Deploy Docs through mike
|
||||
runs-on: ubuntu-latest
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: true
|
||||
|
||||
- name: Set up Python
|
||||
uses: actions/setup-python@v5
|
||||
with:
|
||||
python-version: '3.12'
|
||||
|
||||
- name: Install dependencies
|
||||
run: |
|
||||
python -m pip install --upgrade pip
|
||||
pip install -r docs/requirements-docs.txt
|
||||
|
||||
- name: Fetch gh-pages branch
|
||||
run: |
|
||||
git fetch origin gh-pages --depth=1
|
||||
|
||||
- name: Configure Git user
|
||||
run: |
|
||||
git config --local user.email "github-actions[bot]@users.noreply.github.com"
|
||||
git config --local user.name "github-actions[bot]"
|
||||
|
||||
- name: Build and push Mike
|
||||
if: ${{ github.event_name == 'push' }}
|
||||
run: |
|
||||
mike deploy ${REF_NAME} latest --push --update-aliases
|
||||
env:
|
||||
REF_NAME: ${{ github.ref_name }}
|
||||
|
||||
- name: Build and push Mike - Release
|
||||
if: ${{ github.event_name == 'release' }}
|
||||
run: |
|
||||
mike deploy ${REF_NAME} stable --push --update-aliases
|
||||
env:
|
||||
REF_NAME: ${{ github.ref_name }}
|
||||
|
||||
- name: Show mike versions
|
||||
run: |
|
||||
mike list
|
||||
39
.github/workflows/devcontainer-build.yml
vendored
39
.github/workflows/devcontainer-build.yml
vendored
@@ -17,29 +17,26 @@ concurrency:
|
||||
group: "${{ github.workflow }}"
|
||||
cancel-in-progress: true
|
||||
|
||||
permissions:
|
||||
packages: write
|
||||
|
||||
jobs:
|
||||
build-and-push:
|
||||
permissions:
|
||||
packages: write
|
||||
runs-on: ubuntu-latest
|
||||
steps:
|
||||
-
|
||||
name: Checkout
|
||||
id: checkout
|
||||
uses: actions/checkout@v4
|
||||
-
|
||||
name: Login to GitHub Container Registry
|
||||
uses: docker/login-action@v3
|
||||
with:
|
||||
registry: ghcr.io
|
||||
username: ${{ github.actor }}
|
||||
password: ${{ secrets.GITHUB_TOKEN }}
|
||||
-
|
||||
name: Pre-build dev container image
|
||||
uses: devcontainers/ci@v0.3
|
||||
with:
|
||||
subFolder: .github
|
||||
imageName: ghcr.io/${{ github.repository }}-devcontainer
|
||||
cacheFrom: ghcr.io/${{ github.repository }}-devcontainer
|
||||
push: always
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
- name: Login to GitHub Container Registry
|
||||
uses: docker/login-action@74a5d142397b4f367a81961eba4e8cd7edddf772 # v3.4.0
|
||||
with:
|
||||
registry: ghcr.io
|
||||
username: ${{ github.actor }}
|
||||
password: ${{ secrets.GITHUB_TOKEN }}
|
||||
- name: Pre-build dev container image
|
||||
uses: devcontainers/ci@8bf61b26e9c3a98f69cb6ce2f88d24ff59b785c6 # v0.3.19
|
||||
with:
|
||||
subFolder: .github
|
||||
imageName: ghcr.io/${{ github.repository }}-devcontainer
|
||||
cacheFrom: ghcr.io/${{ github.repository }}-devcontainer
|
||||
push: always
|
||||
|
||||
7
.github/workflows/docker-update-readme.yml
vendored
7
.github/workflows/docker-update-readme.yml
vendored
@@ -4,14 +4,19 @@ on:
|
||||
branches:
|
||||
- stable
|
||||
|
||||
# disable permissions for all of the available permissions
|
||||
permissions: {}
|
||||
|
||||
jobs:
|
||||
dockerHubDescription:
|
||||
runs-on: ubuntu-latest
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- name: Docker Hub Description
|
||||
uses: peter-evans/dockerhub-description@v4
|
||||
uses: peter-evans/dockerhub-description@432a30c9e07499fd01da9f8a49f0faf9e0ca5b77 # v4.0.2
|
||||
with:
|
||||
username: ${{ secrets.DOCKER_USERNAME }}
|
||||
password: ${{ secrets.DOCKER_PASSWORD }}
|
||||
|
||||
7
.github/workflows/pre-commit-update.yml
vendored
7
.github/workflows/pre-commit-update.yml
vendored
@@ -14,6 +14,8 @@ jobs:
|
||||
runs-on: ubuntu-latest
|
||||
steps:
|
||||
- uses: actions/checkout@v4
|
||||
with:
|
||||
persist-credentials: false
|
||||
|
||||
- uses: actions/setup-python@v5
|
||||
with:
|
||||
@@ -26,7 +28,7 @@ jobs:
|
||||
- name: Run auto-update
|
||||
run: pre-commit autoupdate
|
||||
|
||||
- uses: peter-evans/create-pull-request@v6
|
||||
- uses: peter-evans/create-pull-request@271a8d0340265f705b14b6d32b9829c1cb33d45e # v7.0.8
|
||||
with:
|
||||
token: ${{ secrets.REPO_SCOPED_TOKEN }}
|
||||
add-paths: .pre-commit-config.yaml
|
||||
@@ -36,6 +38,7 @@ jobs:
|
||||
branch: update/pre-commit-hooks
|
||||
title: Update pre-commit hooks
|
||||
commit-message: "chore: update pre-commit hooks"
|
||||
committer: Freqtrade Bot <noreply@github.com>
|
||||
committer: Freqtrade Bot <154552126+freqtrade-bot@users.noreply.github.com>
|
||||
author: Freqtrade Bot <154552126+freqtrade-bot@users.noreply.github.com>
|
||||
body: Update versions of pre-commit hooks to latest version.
|
||||
delete-branch: true
|
||||
|
||||
2
.gitignore
vendored
2
.gitignore
vendored
@@ -114,3 +114,5 @@ target/
|
||||
!config_examples/config_full.example.json
|
||||
!config_examples/config_kraken.example.json
|
||||
!config_examples/config_freqai.example.json
|
||||
|
||||
docker-compose-*.yml
|
||||
|
||||
@@ -1,29 +1,41 @@
|
||||
# See https://pre-commit.com for more information
|
||||
# See https://pre-commit.com/hooks.html for more hooks
|
||||
repos:
|
||||
|
||||
- repo: local
|
||||
# Keep json schema in sync with the config schema
|
||||
# This will write the files - and fail pre-commit if a file has been changed.
|
||||
hooks:
|
||||
- id: Extract config json schema
|
||||
name: extract-config-json-schema
|
||||
entry: "python build_helpers/extract_config_json_schema.py"
|
||||
language: python
|
||||
pass_filenames: false
|
||||
additional_dependencies: ["python-rapidjson", "jsonschema"]
|
||||
|
||||
- repo: https://github.com/pycqa/flake8
|
||||
rev: "7.0.0"
|
||||
rev: "7.2.0"
|
||||
hooks:
|
||||
- id: flake8
|
||||
additional_dependencies: [Flake8-pyproject]
|
||||
# stages: [push]
|
||||
|
||||
- repo: https://github.com/pre-commit/mirrors-mypy
|
||||
rev: "v1.10.0"
|
||||
rev: "v1.15.0"
|
||||
hooks:
|
||||
- id: mypy
|
||||
exclude: build_helpers
|
||||
additional_dependencies:
|
||||
- types-cachetools==5.3.0.7
|
||||
- types-cachetools==6.0.0.20250525
|
||||
- types-filelock==3.2.7
|
||||
- types-requests==2.32.0.20240523
|
||||
- types-tabulate==0.9.0.20240106
|
||||
- types-python-dateutil==2.9.0.20240316
|
||||
- SQLAlchemy==2.0.30
|
||||
- types-requests==2.32.0.20250515
|
||||
- types-tabulate==0.9.0.20241207
|
||||
- types-python-dateutil==2.9.0.20250516
|
||||
- SQLAlchemy==2.0.41
|
||||
# stages: [push]
|
||||
|
||||
- repo: https://github.com/pycqa/isort
|
||||
rev: "5.13.2"
|
||||
rev: "6.0.1"
|
||||
hooks:
|
||||
- id: isort
|
||||
name: isort (python)
|
||||
@@ -31,12 +43,13 @@ repos:
|
||||
|
||||
- repo: https://github.com/charliermarsh/ruff-pre-commit
|
||||
# Ruff version.
|
||||
rev: 'v0.4.5'
|
||||
rev: 'v0.11.11'
|
||||
hooks:
|
||||
- id: ruff
|
||||
- id: ruff-format
|
||||
|
||||
- repo: https://github.com/pre-commit/pre-commit-hooks
|
||||
rev: v4.6.0
|
||||
rev: v5.0.0
|
||||
hooks:
|
||||
- id: end-of-file-fixer
|
||||
exclude: |
|
||||
@@ -55,9 +68,20 @@ repos:
|
||||
.*\.md
|
||||
)$
|
||||
|
||||
- repo: https://github.com/stefmolin/exif-stripper
|
||||
rev: 0.6.2
|
||||
hooks:
|
||||
- id: strip-exif
|
||||
|
||||
- repo: https://github.com/codespell-project/codespell
|
||||
rev: v2.3.0
|
||||
rev: v2.4.1
|
||||
hooks:
|
||||
- id: codespell
|
||||
additional_dependencies:
|
||||
- tomli
|
||||
|
||||
# Ensure github actions remain safe
|
||||
- repo: https://github.com/woodruffw/zizmor-pre-commit
|
||||
rev: v1.8.0
|
||||
hooks:
|
||||
- id: zizmor
|
||||
|
||||
@@ -1,4 +1,4 @@
|
||||
FROM python:3.12.3-slim-bookworm as base
|
||||
FROM python:3.12.10-slim-bookworm as base
|
||||
|
||||
# Setup env
|
||||
ENV LANG C.UTF-8
|
||||
@@ -11,7 +11,7 @@ ENV FT_APP_ENV="docker"
|
||||
# Prepare environment
|
||||
RUN mkdir /freqtrade \
|
||||
&& apt-get update \
|
||||
&& apt-get -y install sudo libatlas3-base curl sqlite3 libhdf5-serial-dev libgomp1 \
|
||||
&& apt-get -y install sudo libatlas3-base curl sqlite3 libgomp1 \
|
||||
&& apt-get clean \
|
||||
&& useradd -u 1000 -G sudo -U -m -s /bin/bash ftuser \
|
||||
&& chown ftuser:ftuser /freqtrade \
|
||||
@@ -35,7 +35,7 @@ ENV LD_LIBRARY_PATH /usr/local/lib
|
||||
# Install dependencies
|
||||
COPY --chown=ftuser:ftuser requirements.txt requirements-hyperopt.txt /freqtrade/
|
||||
USER ftuser
|
||||
RUN pip install --user --no-cache-dir numpy \
|
||||
RUN pip install --user --no-cache-dir "numpy<2.0" \
|
||||
&& pip install --user --no-cache-dir -r requirements-hyperopt.txt
|
||||
|
||||
# Copy dependencies to runtime-image
|
||||
|
||||
33
README.md
33
README.md
@@ -1,6 +1,6 @@
|
||||
# 
|
||||
|
||||
[](https://github.com/freqtrade/freqtrade/actions/)
|
||||
[](https://github.com/freqtrade/freqtrade/actions/)
|
||||
[](https://doi.org/10.21105/joss.04864)
|
||||
[](https://coveralls.io/github/freqtrade/freqtrade?branch=develop)
|
||||
[](https://www.freqtrade.io)
|
||||
@@ -30,16 +30,20 @@ Please read the [exchange specific notes](docs/exchanges.md) to learn about even
|
||||
- [X] [Binance](https://www.binance.com/)
|
||||
- [X] [Bitmart](https://bitmart.com/)
|
||||
- [X] [BingX](https://bingx.com/invite/0EM9RX)
|
||||
- [X] [Bybit](https://bybit.com/)
|
||||
- [X] [Gate.io](https://www.gate.io/ref/6266643)
|
||||
- [X] [HTX](https://www.htx.com/) (Former Huobi)
|
||||
- [X] [HTX](https://www.htx.com/)
|
||||
- [X] [Hyperliquid](https://hyperliquid.xyz/) (A decentralized exchange, or DEX)
|
||||
- [X] [Kraken](https://kraken.com/)
|
||||
- [X] [OKX](https://okx.com/) (Former OKEX)
|
||||
- [X] [OKX](https://okx.com/)
|
||||
- [X] [MyOKX](https://okx.com/) (OKX EEA)
|
||||
- [ ] [potentially many others](https://github.com/ccxt/ccxt/). _(We cannot guarantee they will work)_
|
||||
|
||||
### Supported Futures Exchanges (experimental)
|
||||
|
||||
- [X] [Binance](https://www.binance.com/)
|
||||
- [X] [Gate.io](https://www.gate.io/ref/6266643)
|
||||
- [X] [Hyperliquid](https://hyperliquid.xyz/) (A decentralized exchange, or DEX)
|
||||
- [X] [OKX](https://okx.com/)
|
||||
- [X] [Bybit](https://bybit.com/)
|
||||
|
||||
@@ -60,7 +64,7 @@ Please find the complete documentation on the [freqtrade website](https://www.fr
|
||||
|
||||
## Features
|
||||
|
||||
- [x] **Based on Python 3.9+**: For botting on any operating system - Windows, macOS and Linux.
|
||||
- [x] **Based on Python 3.10+**: For botting on any operating system - Windows, macOS and Linux.
|
||||
- [x] **Persistence**: Persistence is achieved through sqlite.
|
||||
- [x] **Dry-run**: Run the bot without paying money.
|
||||
- [x] **Backtesting**: Run a simulation of your buy/sell strategy.
|
||||
@@ -86,44 +90,53 @@ For further (native) installation methods, please refer to the [Installation doc
|
||||
|
||||
```
|
||||
usage: freqtrade [-h] [-V]
|
||||
{trade,create-userdir,new-config,new-strategy,download-data,convert-data,convert-trade-data,list-data,backtesting,edge,hyperopt,hyperopt-list,hyperopt-show,list-exchanges,list-hyperopts,list-markets,list-pairs,list-strategies,list-timeframes,show-trades,test-pairlist,install-ui,plot-dataframe,plot-profit,webserver}
|
||||
{trade,create-userdir,new-config,show-config,new-strategy,download-data,convert-data,convert-trade-data,trades-to-ohlcv,list-data,backtesting,backtesting-show,backtesting-analysis,edge,hyperopt,hyperopt-list,hyperopt-show,list-exchanges,list-markets,list-pairs,list-strategies,list-hyperoptloss,list-freqaimodels,list-timeframes,show-trades,test-pairlist,convert-db,install-ui,plot-dataframe,plot-profit,webserver,strategy-updater,lookahead-analysis,recursive-analysis}
|
||||
...
|
||||
|
||||
Free, open source crypto trading bot
|
||||
|
||||
positional arguments:
|
||||
{trade,create-userdir,new-config,new-strategy,download-data,convert-data,convert-trade-data,list-data,backtesting,edge,hyperopt,hyperopt-list,hyperopt-show,list-exchanges,list-hyperopts,list-markets,list-pairs,list-strategies,list-timeframes,show-trades,test-pairlist,install-ui,plot-dataframe,plot-profit,webserver}
|
||||
{trade,create-userdir,new-config,show-config,new-strategy,download-data,convert-data,convert-trade-data,trades-to-ohlcv,list-data,backtesting,backtesting-show,backtesting-analysis,edge,hyperopt,hyperopt-list,hyperopt-show,list-exchanges,list-markets,list-pairs,list-strategies,list-hyperoptloss,list-freqaimodels,list-timeframes,show-trades,test-pairlist,convert-db,install-ui,plot-dataframe,plot-profit,webserver,strategy-updater,lookahead-analysis,recursive-analysis}
|
||||
trade Trade module.
|
||||
create-userdir Create user-data directory.
|
||||
new-config Create new config
|
||||
show-config Show resolved config
|
||||
new-strategy Create new strategy
|
||||
download-data Download backtesting data.
|
||||
convert-data Convert candle (OHLCV) data from one format to
|
||||
another.
|
||||
convert-trade-data Convert trade data from one format to another.
|
||||
trades-to-ohlcv Convert trade data to OHLCV data.
|
||||
list-data List downloaded data.
|
||||
backtesting Backtesting module.
|
||||
backtesting-show Show past Backtest results
|
||||
backtesting-analysis
|
||||
Backtest Analysis module.
|
||||
edge Edge module.
|
||||
hyperopt Hyperopt module.
|
||||
hyperopt-list List Hyperopt results
|
||||
hyperopt-show Show details of Hyperopt results
|
||||
list-exchanges Print available exchanges.
|
||||
list-hyperopts Print available hyperopt classes.
|
||||
list-markets Print markets on exchange.
|
||||
list-pairs Print pairs on exchange.
|
||||
list-strategies Print available strategies.
|
||||
list-hyperoptloss Print available hyperopt loss functions.
|
||||
list-freqaimodels Print available freqAI models.
|
||||
list-timeframes Print available timeframes for the exchange.
|
||||
show-trades Show trades.
|
||||
test-pairlist Test your pairlist configuration.
|
||||
convert-db Migrate database to different system
|
||||
install-ui Install FreqUI
|
||||
plot-dataframe Plot candles with indicators.
|
||||
plot-profit Generate plot showing profits.
|
||||
webserver Webserver module.
|
||||
strategy-updater updates outdated strategy files to the current version
|
||||
lookahead-analysis Check for potential look ahead bias.
|
||||
recursive-analysis Check for potential recursive formula issue.
|
||||
|
||||
optional arguments:
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-V, --version show program's version number and exit
|
||||
|
||||
```
|
||||
|
||||
### Telegram RPC commands
|
||||
@@ -208,7 +221,7 @@ To run this bot we recommend you a cloud instance with a minimum of:
|
||||
|
||||
### Software requirements
|
||||
|
||||
- [Python >= 3.9](http://docs.python-guide.org/en/latest/starting/installation/)
|
||||
- [Python >= 3.10](http://docs.python-guide.org/en/latest/starting/installation/)
|
||||
- [pip](https://pip.pypa.io/en/stable/installing/)
|
||||
- [git](https://git-scm.com/book/en/v2/Getting-Started-Installing-Git)
|
||||
- [TA-Lib](https://ta-lib.github.io/ta-lib-python/)
|
||||
|
||||
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
Binary file not shown.
@@ -12,7 +12,12 @@ secret = os.environ.get("FREQTRADE__EXCHANGE__SECRET")
|
||||
proxy = os.environ.get("CI_WEB_PROXY")
|
||||
|
||||
exchange = ccxt.binance(
|
||||
{"apiKey": key, "secret": secret, "httpsProxy": proxy, "options": {"defaultType": "swap"}}
|
||||
{
|
||||
"apiKey": key,
|
||||
"secret": secret,
|
||||
"httpsProxy": proxy,
|
||||
"options": {"defaultType": "swap"},
|
||||
}
|
||||
)
|
||||
_ = exchange.load_markets()
|
||||
|
||||
|
||||
53
build_helpers/create_command_partials.py
Normal file
53
build_helpers/create_command_partials.py
Normal file
@@ -0,0 +1,53 @@
|
||||
import subprocess # noqa: S404, RUF100
|
||||
from pathlib import Path
|
||||
|
||||
|
||||
subcommands = [
|
||||
"trade",
|
||||
"create-userdir",
|
||||
"new-config",
|
||||
"show-config",
|
||||
"new-strategy",
|
||||
"download-data",
|
||||
"convert-data",
|
||||
"convert-trade-data",
|
||||
"trades-to-ohlcv",
|
||||
"list-data",
|
||||
"backtesting",
|
||||
"backtesting-show",
|
||||
"backtesting-analysis",
|
||||
"edge",
|
||||
"hyperopt",
|
||||
"hyperopt-list",
|
||||
"hyperopt-show",
|
||||
"list-exchanges",
|
||||
"list-markets",
|
||||
"list-pairs",
|
||||
"list-strategies",
|
||||
"list-hyperoptloss",
|
||||
"list-freqaimodels",
|
||||
"list-timeframes",
|
||||
"show-trades",
|
||||
"test-pairlist",
|
||||
"convert-db",
|
||||
"install-ui",
|
||||
"plot-dataframe",
|
||||
"plot-profit",
|
||||
"webserver",
|
||||
"strategy-updater",
|
||||
"lookahead-analysis",
|
||||
"recursive-analysis",
|
||||
]
|
||||
|
||||
result = subprocess.run(["freqtrade", "--help"], capture_output=True, text=True)
|
||||
|
||||
with Path("docs/commands/main.md").open("w") as f:
|
||||
f.write(f"```\n{result.stdout}\n```\n")
|
||||
|
||||
|
||||
for command in subcommands:
|
||||
print(f"Running for {command}")
|
||||
result = subprocess.run(["freqtrade", command, "--help"], capture_output=True, text=True)
|
||||
|
||||
with Path(f"docs/commands/{command}.md").open("w") as f:
|
||||
f.write(f"```\n{result.stdout}\n```\n")
|
||||
30
build_helpers/extract_config_json_schema.py
Normal file
30
build_helpers/extract_config_json_schema.py
Normal file
@@ -0,0 +1,30 @@
|
||||
"""Script to extract the configuration json schema from config_schema.py file."""
|
||||
|
||||
from pathlib import Path
|
||||
|
||||
import rapidjson
|
||||
|
||||
|
||||
def extract_config_json_schema():
|
||||
try:
|
||||
# Try to import from the installed package
|
||||
from freqtrade.config_schema import CONF_SCHEMA
|
||||
except ImportError:
|
||||
# If freqtrade is not installed, add the parent directory to sys.path
|
||||
# to import directly from the source
|
||||
import sys
|
||||
|
||||
script_dir = Path(__file__).parent
|
||||
freqtrade_dir = script_dir.parent
|
||||
sys.path.insert(0, str(freqtrade_dir))
|
||||
|
||||
# Now try to import from the source
|
||||
from freqtrade.config_schema import CONF_SCHEMA
|
||||
|
||||
schema_filename = Path(__file__).parent / "schema.json"
|
||||
with schema_filename.open("w") as f:
|
||||
rapidjson.dump(CONF_SCHEMA, f, indent=2)
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
extract_config_json_schema()
|
||||
@@ -1,11 +1,10 @@
|
||||
# vendored Wheels compiled via https://github.com/xmatthias/ta-lib-python/tree/ta_bundled_040
|
||||
|
||||
python -m pip install --upgrade pip wheel
|
||||
python -m pip install --upgrade pip
|
||||
python -c "import sys; print(f'{sys.version_info.major}.{sys.version_info.minor}')"
|
||||
|
||||
$pyv = python -c "import sys; print(f'{sys.version_info.major}.{sys.version_info.minor}')"
|
||||
|
||||
|
||||
pip install --find-links=build_helpers\ --prefer-binary TA-Lib
|
||||
pip install -U wheel "numpy<2"
|
||||
pip install --only-binary ta-lib --find-links=build_helpers\ ta-lib
|
||||
|
||||
pip install -r requirements-dev.txt
|
||||
pip install -e .
|
||||
|
||||
Binary file not shown.
Binary file not shown.
1691
build_helpers/schema.json
Normal file
1691
build_helpers/schema.json
Normal file
File diff suppressed because it is too large
Load Diff
BIN
build_helpers/ta_lib-0.4.38-cp310-cp310-win_amd64.whl
Normal file
BIN
build_helpers/ta_lib-0.4.38-cp310-cp310-win_amd64.whl
Normal file
Binary file not shown.
BIN
build_helpers/ta_lib-0.4.38-cp311-cp311-linux_armv7l.whl
Normal file
BIN
build_helpers/ta_lib-0.4.38-cp311-cp311-linux_armv7l.whl
Normal file
Binary file not shown.
BIN
build_helpers/ta_lib-0.4.38-cp311-cp311-win_amd64.whl
Normal file
BIN
build_helpers/ta_lib-0.4.38-cp311-cp311-win_amd64.whl
Normal file
Binary file not shown.
BIN
build_helpers/ta_lib-0.4.38-cp312-cp312-win_amd64.whl
Normal file
BIN
build_helpers/ta_lib-0.4.38-cp312-cp312-win_amd64.whl
Normal file
Binary file not shown.
@@ -1,4 +1,5 @@
|
||||
{
|
||||
"$schema": "https://schema.freqtrade.io/schema.json",
|
||||
"max_open_trades": 3,
|
||||
"stake_currency": "USDT",
|
||||
"stake_amount": 0.05,
|
||||
|
||||
@@ -1,4 +1,5 @@
|
||||
{
|
||||
"$schema": "https://schema.freqtrade.io/schema.json",
|
||||
"trading_mode": "futures",
|
||||
"margin_mode": "isolated",
|
||||
"max_open_trades": 5,
|
||||
|
||||
@@ -1,4 +1,5 @@
|
||||
{
|
||||
"$schema": "https://schema.freqtrade.io/schema.json",
|
||||
"max_open_trades": 3,
|
||||
"stake_currency": "BTC",
|
||||
"stake_amount": 0.05,
|
||||
|
||||
@@ -1,4 +1,5 @@
|
||||
{
|
||||
"$schema": "https://schema.freqtrade.io/schema.json",
|
||||
"max_open_trades": 5,
|
||||
"stake_currency": "EUR",
|
||||
"stake_amount": 10,
|
||||
|
||||
@@ -1,5 +1,4 @@
|
||||
---
|
||||
version: '3'
|
||||
services:
|
||||
freqtrade:
|
||||
image: freqtradeorg/freqtrade:stable
|
||||
|
||||
@@ -1,4 +1,4 @@
|
||||
FROM python:3.11.8-slim-bookworm as base
|
||||
FROM python:3.11.12-slim-bookworm as base
|
||||
|
||||
# Setup env
|
||||
ENV LANG C.UTF-8
|
||||
@@ -11,7 +11,7 @@ ENV FT_APP_ENV="docker"
|
||||
# Prepare environment
|
||||
RUN mkdir /freqtrade \
|
||||
&& apt-get update \
|
||||
&& apt-get -y install sudo libatlas3-base libopenblas-dev curl sqlite3 libhdf5-dev libutf8proc-dev libsnappy-dev \
|
||||
&& apt-get -y install sudo libatlas3-base libopenblas-dev curl sqlite3 libutf8proc-dev libsnappy-dev \
|
||||
&& apt-get clean \
|
||||
&& useradd -u 1000 -G sudo -U -m ftuser \
|
||||
&& chown ftuser:ftuser /freqtrade \
|
||||
@@ -34,7 +34,7 @@ COPY build_helpers/* /tmp/
|
||||
# Install dependencies
|
||||
COPY --chown=ftuser:ftuser requirements.txt /freqtrade/
|
||||
USER ftuser
|
||||
RUN pip install --user --no-cache-dir numpy \
|
||||
RUN pip install --user --no-cache-dir "numpy<2" \
|
||||
&& pip install --user --no-index --find-links /tmp/ pyarrow TA-Lib \
|
||||
&& pip install --user --no-cache-dir -r requirements.txt
|
||||
|
||||
|
||||
@@ -1,5 +1,4 @@
|
||||
---
|
||||
version: '3'
|
||||
services:
|
||||
freqtrade:
|
||||
image: freqtradeorg/freqtrade:stable_freqaitorch
|
||||
|
||||
@@ -1,5 +1,4 @@
|
||||
---
|
||||
version: '3'
|
||||
services:
|
||||
ft_jupyterlab:
|
||||
build:
|
||||
|
||||
@@ -18,15 +18,13 @@ freqtrade backtesting -c <config.json> --timeframe <tf> --strategy <strategy_nam
|
||||
```
|
||||
|
||||
This will tell freqtrade to output a pickled dictionary of strategy, pairs and corresponding
|
||||
DataFrame of the candles that resulted in buy signals. Depending on how many buys your strategy
|
||||
makes, this file may get quite large, so periodically check your `user_data/backtest_results`
|
||||
folder to delete old exports.
|
||||
DataFrame of the candles that resulted in entry and exit signals.
|
||||
Depending on how many entries your strategy makes, this file may get quite large, so periodically check your `user_data/backtest_results` folder to delete old exports.
|
||||
|
||||
Before running your next backtest, make sure you either delete your old backtest results or run
|
||||
backtesting with the `--cache none` option to make sure no cached results are used.
|
||||
|
||||
If all goes well, you should now see a `backtest-result-{timestamp}_signals.pkl` file in the
|
||||
`user_data/backtest_results` folder.
|
||||
If all goes well, you should now see a `backtest-result-{timestamp}_signals.pkl` and `backtest-result-{timestamp}_exited.pkl` files in the `user_data/backtest_results` folder.
|
||||
|
||||
To analyze the entry/exit tags, we now need to use the `freqtrade backtesting-analysis` command
|
||||
with `--analysis-groups` option provided with space-separated arguments:
|
||||
@@ -103,6 +101,10 @@ The indicators have to be present in your strategy's main DataFrame (either for
|
||||
timeframe or for informative timeframes) otherwise they will simply be ignored in the script
|
||||
output.
|
||||
|
||||
!!! Note "Indicator List"
|
||||
The indicator values will be displayed for both entry and exit points. If `--indicator-list all` is specified,
|
||||
only the indicators at the entry point will be shown to avoid excessively large lists, which could occur depending on the strategy.
|
||||
|
||||
There are a range of candle and trade-related fields that are included in the analysis so are
|
||||
automatically accessible by including them on the indicator-list, and these include:
|
||||
|
||||
@@ -118,6 +120,53 @@ automatically accessible by including them on the indicator-list, and these incl
|
||||
- **profit_ratio :** trade profit ratio
|
||||
- **profit_abs :** absolute profit return of the trade
|
||||
|
||||
#### Sample Output for Indicator Values
|
||||
|
||||
```bash
|
||||
freqtrade backtesting-analysis -c user_data/config.json --analysis-groups 0 --indicator-list chikou_span tenkan_sen
|
||||
```
|
||||
|
||||
In this example,
|
||||
we aim to display the `chikou_span` and `tenkan_sen` indicator values at both the entry and exit points of trades.
|
||||
|
||||
A sample output for indicators might look like this:
|
||||
|
||||
| pair | open_date | enter_reason | exit_reason | chikou_span (entry) | tenkan_sen (entry) | chikou_span (exit) | tenkan_sen (exit) |
|
||||
|-----------|---------------------------|--------------|-------------|---------------------|--------------------|--------------------|-------------------|
|
||||
| DOGE/USDT | 2024-07-06 00:35:00+00:00 | | exit_signal | 0.105 | 0.106 | 0.105 | 0.107 |
|
||||
| BTC/USDT | 2024-08-05 14:20:00+00:00 | | roi | 54643.440 | 51696.400 | 54386.000 | 52072.010 |
|
||||
|
||||
As shown in the table, `chikou_span (entry)` represents the indicator value at the time of trade entry,
|
||||
while `chikou_span (exit)` reflects its value at the time of exit.
|
||||
This detailed view of indicator values enhances the analysis.
|
||||
|
||||
The `(entry)` and `(exit)` suffixes are added to indicators
|
||||
to distinguish the values at the entry and exit points of the trade.
|
||||
|
||||
!!! Note "Trade-wide Indicators"
|
||||
Certain trade-wide indicators do not have the `(entry)` or `(exit)` suffix. These indicators include: `pair`, `stake_amount`,
|
||||
`max_stake_amount`, `amount`, `open_date`, `close_date`, `open_rate`, `close_rate`, `fee_open`, `fee_close`, `trade_duration`,
|
||||
`profit_ratio`, `profit_abs`, `exit_reason`,`initial_stop_loss_abs`, `initial_stop_loss_ratio`, `stop_loss_abs`, `stop_loss_ratio`,
|
||||
`min_rate`, `max_rate`, `is_open`, `enter_tag`, `leverage`, `is_short`, `open_timestamp`, `close_timestamp` and `orders`
|
||||
|
||||
#### Filtering Indicators Based on Entry or Exit Signals
|
||||
|
||||
The `--indicator-list` option, by default, displays indicator values for both entry and exit signals. To filter the indicator values exclusively for entry signals, you can use the `--entry-only` argument. Similarly, to display indicator values only at exit signals, use the `--exit-only` argument.
|
||||
|
||||
Example: Display indicator values at entry signals:
|
||||
|
||||
```bash
|
||||
freqtrade backtesting-analysis -c user_data/config.json --analysis-groups 0 --indicator-list chikou_span tenkan_sen --entry-only
|
||||
```
|
||||
|
||||
Example: Display indicator values at exit signals:
|
||||
|
||||
```bash
|
||||
freqtrade backtesting-analysis -c user_data/config.json --analysis-groups 0 --indicator-list chikou_span tenkan_sen --exit-only
|
||||
```
|
||||
|
||||
!!! note
|
||||
When using these filters, the indicator names will not be suffixed with `(entry)` or `(exit)`.
|
||||
|
||||
### Filtering the trade output by date
|
||||
|
||||
|
||||
@@ -30,11 +30,18 @@ class SuperDuperHyperOptLoss(IHyperOptLoss):
|
||||
"""
|
||||
|
||||
@staticmethod
|
||||
def hyperopt_loss_function(results: DataFrame, trade_count: int,
|
||||
min_date: datetime, max_date: datetime,
|
||||
config: Config, processed: Dict[str, DataFrame],
|
||||
backtest_stats: Dict[str, Any],
|
||||
*args, **kwargs) -> float:
|
||||
def hyperopt_loss_function(
|
||||
*,
|
||||
results: DataFrame,
|
||||
trade_count: int,
|
||||
min_date: datetime,
|
||||
max_date: datetime,
|
||||
config: Config,
|
||||
processed: dict[str, DataFrame],
|
||||
backtest_stats: dict[str, Any],
|
||||
starting_balance: float,
|
||||
**kwargs,
|
||||
) -> float:
|
||||
"""
|
||||
Objective function, returns smaller number for better results
|
||||
This is the legacy algorithm (used until now in freqtrade).
|
||||
@@ -64,6 +71,7 @@ Currently, the arguments are:
|
||||
* `config`: Config object used (Note: Not all strategy-related parameters will be updated here if they are part of a hyperopt space).
|
||||
* `processed`: Dict of Dataframes with the pair as keys containing the data used for backtesting.
|
||||
* `backtest_stats`: Backtesting statistics using the same format as the backtesting file "strategy" substructure. Available fields can be seen in `generate_strategy_stats()` in `optimize_reports.py`.
|
||||
* `starting_balance`: Starting balance used for backtesting.
|
||||
|
||||
This function needs to return a floating point number (`float`). Smaller numbers will be interpreted as better results. The parameters and balancing for this is up to you.
|
||||
|
||||
@@ -97,7 +105,7 @@ class MyAwesomeStrategy(IStrategy):
|
||||
SKDecimal(0.01, 0.20, decimals=3, name='roi_p3'),
|
||||
]
|
||||
|
||||
def generate_roi_table(params: Dict) -> Dict[int, float]:
|
||||
def generate_roi_table(params: Dict) -> dict[int, float]:
|
||||
|
||||
roi_table = {}
|
||||
roi_table[0] = params['roi_p1'] + params['roi_p2'] + params['roi_p3']
|
||||
@@ -153,56 +161,53 @@ class MyAwesomeStrategy(IStrategy):
|
||||
|
||||
### Overriding Base estimator
|
||||
|
||||
You can define your own estimator for Hyperopt by implementing `generate_estimator()` in the Hyperopt subclass.
|
||||
You can define your own optuna sampler for Hyperopt by implementing `generate_estimator()` in the Hyperopt subclass.
|
||||
|
||||
```python
|
||||
class MyAwesomeStrategy(IStrategy):
|
||||
class HyperOpt:
|
||||
def generate_estimator(dimensions: List['Dimension'], **kwargs):
|
||||
return "RF"
|
||||
return "NSGAIIISampler"
|
||||
|
||||
```
|
||||
|
||||
Possible values are either one of "GP", "RF", "ET", "GBRT" (Details can be found in the [scikit-optimize documentation](https://scikit-optimize.github.io/)), or "an instance of a class that inherits from `RegressorMixin` (from sklearn) and where the `predict` method has an optional `return_std` argument, which returns `std(Y | x)` along with `E[Y | x]`".
|
||||
Possible values are either one of "NSGAIISampler", "TPESampler", "GPSampler", "CmaEsSampler", "NSGAIIISampler", "QMCSampler" (Details can be found in the [optuna-samplers documentation](https://optuna.readthedocs.io/en/stable/reference/samplers/index.html)), or "an instance of a class that inherits from `optuna.samplers.BaseSampler`".
|
||||
|
||||
Some research will be necessary to find additional Regressors.
|
||||
|
||||
Example for `ExtraTreesRegressor` ("ET") with additional parameters:
|
||||
|
||||
```python
|
||||
class MyAwesomeStrategy(IStrategy):
|
||||
class HyperOpt:
|
||||
def generate_estimator(dimensions: List['Dimension'], **kwargs):
|
||||
from skopt.learning import ExtraTreesRegressor
|
||||
# Corresponds to "ET" - but allows additional parameters.
|
||||
return ExtraTreesRegressor(n_estimators=100)
|
||||
|
||||
```
|
||||
|
||||
The `dimensions` parameter is the list of `skopt.space.Dimension` objects corresponding to the parameters to be optimized. It can be used to create isotropic kernels for the `skopt.learning.GaussianProcessRegressor` estimator. Here's an example:
|
||||
|
||||
```python
|
||||
class MyAwesomeStrategy(IStrategy):
|
||||
class HyperOpt:
|
||||
def generate_estimator(dimensions: List['Dimension'], **kwargs):
|
||||
from skopt.utils import cook_estimator
|
||||
from skopt.learning.gaussian_process.kernels import (Matern, ConstantKernel)
|
||||
kernel_bounds = (0.0001, 10000)
|
||||
kernel = (
|
||||
ConstantKernel(1.0, kernel_bounds) *
|
||||
Matern(length_scale=np.ones(len(dimensions)), length_scale_bounds=[kernel_bounds for d in dimensions], nu=2.5)
|
||||
)
|
||||
kernel += (
|
||||
ConstantKernel(1.0, kernel_bounds) *
|
||||
Matern(length_scale=np.ones(len(dimensions)), length_scale_bounds=[kernel_bounds for d in dimensions], nu=1.5)
|
||||
)
|
||||
|
||||
return cook_estimator("GP", space=dimensions, kernel=kernel, n_restarts_optimizer=2)
|
||||
```
|
||||
Some research will be necessary to find additional Samplers (from optunahub) for example.
|
||||
|
||||
!!! Note
|
||||
While custom estimators can be provided, it's up to you as User to do research on possible parameters and analyze / understand which ones should be used.
|
||||
If you're unsure about this, best use one of the Defaults (`"ET"` has proven to be the most versatile) without further parameters.
|
||||
If you're unsure about this, best use one of the Defaults (`"NSGAIIISampler"` has proven to be the most versatile) without further parameters.
|
||||
|
||||
??? Example "Using `AutoSampler` from Optunahub"
|
||||
|
||||
[AutoSampler docs](https://hub.optuna.org/samplers/auto_sampler/)
|
||||
|
||||
Install the necessary dependencies
|
||||
``` bash
|
||||
pip install optunahub cmaes torch scipy
|
||||
```
|
||||
Implement `generate_estimator()` in your strategy
|
||||
|
||||
``` python
|
||||
# ...
|
||||
from freqtrade.strategy.interface import IStrategy
|
||||
from typing import List
|
||||
import optunahub
|
||||
# ...
|
||||
|
||||
class my_strategy(IStrategy):
|
||||
class HyperOpt:
|
||||
def generate_estimator(dimensions: List["Dimension"], **kwargs):
|
||||
if "random_state" in kwargs.keys():
|
||||
return optunahub.load_module("samplers/auto_sampler").AutoSampler(seed=kwargs["random_state"])
|
||||
else:
|
||||
return optunahub.load_module("samplers/auto_sampler").AutoSampler()
|
||||
|
||||
```
|
||||
|
||||
Obviously the same approach will work for all other Samplers optuna supports.
|
||||
|
||||
|
||||
## Space options
|
||||
|
||||
|
||||
153
docs/advanced-orderflow.md
Normal file
153
docs/advanced-orderflow.md
Normal file
@@ -0,0 +1,153 @@
|
||||
# Orderflow data
|
||||
|
||||
This guide walks you through utilizing public trade data for advanced orderflow analysis in Freqtrade.
|
||||
|
||||
!!! Warning "Experimental Feature"
|
||||
The orderflow feature is currently in beta and may be subject to changes in future releases. Please report any issues or feedback on the [Freqtrade GitHub repository](https://github.com/freqtrade/freqtrade/issues).
|
||||
It's also currently not been tested with freqAI - and combining these two features is considered out of scope at this point.
|
||||
|
||||
!!! Warning "Performance"
|
||||
Orderflow requires raw trades data. This data is rather large, and can cause a slow initial startup, when freqtrade needs to download the trades data for the last X candles. Additionally, enabling this feature will cause increased memory usage. Please ensure to have sufficient resources available.
|
||||
|
||||
## Getting Started
|
||||
|
||||
### Enable Public Trades
|
||||
|
||||
In your `config.json` file, set the `use_public_trades` option to true under the `exchange` section.
|
||||
|
||||
```json
|
||||
"exchange": {
|
||||
...
|
||||
"use_public_trades": true,
|
||||
}
|
||||
```
|
||||
|
||||
### Configure Orderflow Processing
|
||||
|
||||
Define your desired settings for orderflow processing within the orderflow section of config.json. Here, you can adjust factors like:
|
||||
|
||||
- `cache_size`: How many previous orderflow candles are saved into cache instead of calculated every new candle
|
||||
- `max_candles`: Filter how many candles would you like to get trades data for.
|
||||
- `scale`: This controls the price bin size for the footprint chart.
|
||||
- `stacked_imbalance_range`: Defines the minimum consecutive imbalanced price levels required for consideration.
|
||||
- `imbalance_volume`: Filters out imbalances with volume below this threshold.
|
||||
- `imbalance_ratio`: Filters out imbalances with a ratio (difference between ask and bid volume) lower than this value.
|
||||
|
||||
```json
|
||||
"orderflow": {
|
||||
"cache_size": 1000,
|
||||
"max_candles": 1500,
|
||||
"scale": 0.5,
|
||||
"stacked_imbalance_range": 3, // needs at least this amount of imbalance next to each other
|
||||
"imbalance_volume": 1, // filters out below
|
||||
"imbalance_ratio": 3 // filters out ratio lower than
|
||||
},
|
||||
```
|
||||
|
||||
## Downloading Trade Data for Backtesting
|
||||
|
||||
To download historical trade data for backtesting, use the --dl-trades flag with the freqtrade download-data command.
|
||||
|
||||
```bash
|
||||
freqtrade download-data -p BTC/USDT:USDT --timerange 20230101- --trading-mode futures --timeframes 5m --dl-trades
|
||||
```
|
||||
|
||||
!!! Warning "Data availability"
|
||||
Not all exchanges provide public trade data. For supported exchanges, freqtrade will warn you if public trade data is not available if you start downloading data with the `--dl-trades` flag.
|
||||
|
||||
## Accessing Orderflow Data
|
||||
|
||||
Once activated, several new columns become available in your dataframe:
|
||||
|
||||
``` python
|
||||
|
||||
dataframe["trades"] # Contains information about each individual trade.
|
||||
dataframe["orderflow"] # Represents a footprint chart dict (see below)
|
||||
dataframe["imbalances"] # Contains information about imbalances in the order flow.
|
||||
dataframe["bid"] # Total bid volume
|
||||
dataframe["ask"] # Total ask volume
|
||||
dataframe["delta"] # Difference between ask and bid volume.
|
||||
dataframe["min_delta"] # Minimum delta within the candle
|
||||
dataframe["max_delta"] # Maximum delta within the candle
|
||||
dataframe["total_trades"] # Total number of trades
|
||||
dataframe["stacked_imbalances_bid"] # List of price levels of stacked bid imbalance range beginnings
|
||||
dataframe["stacked_imbalances_ask"] # List of price levels of stacked ask imbalance range beginnings
|
||||
```
|
||||
|
||||
You can access these columns in your strategy code for further analysis. Here's an example:
|
||||
|
||||
``` python
|
||||
def populate_indicators(self, dataframe: DataFrame, metadata: dict) -> DataFrame:
|
||||
# Calculating cumulative delta
|
||||
dataframe["cum_delta"] = cumulative_delta(dataframe["delta"])
|
||||
# Accessing total trades
|
||||
total_trades = dataframe["total_trades"]
|
||||
...
|
||||
|
||||
def cumulative_delta(delta: Series):
|
||||
cumdelta = delta.cumsum()
|
||||
return cumdelta
|
||||
|
||||
```
|
||||
|
||||
### Footprint chart (`dataframe["orderflow"]`)
|
||||
|
||||
This column provides a detailed breakdown of buy and sell orders at different price levels, offering valuable insights into order flow dynamics. The `scale` parameter in your configuration determines the price bin size for this representation
|
||||
|
||||
The `orderflow` column contains a dict with the following structure:
|
||||
|
||||
``` output
|
||||
{
|
||||
"price": {
|
||||
"bid_amount": 0.0,
|
||||
"ask_amount": 0.0,
|
||||
"bid": 0,
|
||||
"ask": 0,
|
||||
"delta": 0.0,
|
||||
"total_volume": 0.0,
|
||||
"total_trades": 0
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
#### Orderflow column explanation
|
||||
|
||||
- key: Price bin - binned at `scale` intervals
|
||||
- `bid_amount`: Total volume bought at each price level.
|
||||
- `ask_amount`: Total volume sold at each price level.
|
||||
- `bid`: Number of buy orders at each price level.
|
||||
- `ask`: Number of sell orders at each price level.
|
||||
- `delta`: Difference between ask and bid volume at each price level.
|
||||
- `total_volume`: Total volume (ask amount + bid amount) at each price level.
|
||||
- `total_trades`: Total number of trades (ask + bid) at each price level.
|
||||
|
||||
By leveraging these features, you can gain valuable insights into market sentiment and potential trading opportunities based on order flow analysis.
|
||||
|
||||
### Raw trades data (`dataframe["trades"]`)
|
||||
|
||||
List with the individual trades that occurred during the candle. This data can be used for more granular analysis of order flow dynamics.
|
||||
|
||||
Each individual entry contains a dict with the following keys:
|
||||
|
||||
- `timestamp`: Timestamp of the trade.
|
||||
- `date`: Date of the trade.
|
||||
- `price`: Price of the trade.
|
||||
- `amount`: Volume of the trade.
|
||||
- `side`: Buy or sell.
|
||||
- `id`: Unique identifier for the trade.
|
||||
- `cost`: Total cost of the trade (price * amount).
|
||||
|
||||
### Imbalances (`dataframe["imbalances"]`)
|
||||
|
||||
This column provides a dict with information about imbalances in the order flow. An imbalance occurs when there is a significant difference between the ask and bid volume at a given price level.
|
||||
|
||||
Each row looks as follows - with price as index, and the corresponding bid and ask imbalance values as columns
|
||||
|
||||
``` output
|
||||
{
|
||||
"price": {
|
||||
"bid_imbalance": False,
|
||||
"ask_imbalance": False
|
||||
}
|
||||
}
|
||||
```
|
||||
@@ -114,8 +114,46 @@ services:
|
||||
--strategy SampleStrategy
|
||||
|
||||
```
|
||||
|
||||
You can use whatever naming convention you want, freqtrade1 and 2 are arbitrary. Note, that you will need to use different database files, port mappings and telegram configurations for each instance, as mentioned above.
|
||||
|
||||
## Use a different database system
|
||||
|
||||
Freqtrade is using SQLAlchemy, which supports multiple different database systems. As such, a multitude of database systems should be supported.
|
||||
Freqtrade does not depend or install any additional database driver. Please refer to the [SQLAlchemy docs](https://docs.sqlalchemy.org/en/14/core/engines.html#database-urls) on installation instructions for the respective database systems.
|
||||
|
||||
The following systems have been tested and are known to work with freqtrade:
|
||||
|
||||
* sqlite (default)
|
||||
* PostgreSQL
|
||||
* MariaDB
|
||||
|
||||
!!! Warning
|
||||
By using one of the below database systems, you acknowledge that you know how to manage such a system. The freqtrade team will not provide any support with setup or maintenance (or backups) of the below database systems.
|
||||
|
||||
### PostgreSQL
|
||||
|
||||
Installation:
|
||||
`pip install psycopg2-binary`
|
||||
|
||||
Usage:
|
||||
`... --db-url postgresql+psycopg2://<username>:<password>@localhost:5432/<database>`
|
||||
|
||||
Freqtrade will automatically create the tables necessary upon startup.
|
||||
|
||||
If you're running different instances of Freqtrade, you must either setup one database per Instance or use different users / schemas for your connections.
|
||||
|
||||
### MariaDB / MySQL
|
||||
|
||||
Freqtrade supports MariaDB by using SQLAlchemy, which supports multiple different database systems.
|
||||
|
||||
Installation:
|
||||
`pip install pymysql`
|
||||
|
||||
Usage:
|
||||
`... --db-url mysql+pymysql://<username>:<password>@localhost:3306/<database>`
|
||||
|
||||
|
||||
|
||||
## Configure the bot running as a systemd service
|
||||
|
||||
@@ -139,7 +177,7 @@ sudo loginctl enable-linger "$USER"
|
||||
If you run the bot as a service, you can use systemd service manager as a software watchdog monitoring freqtrade bot
|
||||
state and restarting it in the case of failures. If the `internals.sd_notify` parameter is set to true in the
|
||||
configuration or the `--sd-notify` command line option is used, the bot will send keep-alive ping messages to systemd
|
||||
using the sd_notify (systemd notifications) protocol and will also tell systemd its current state (Running or Stopped)
|
||||
using the sd_notify (systemd notifications) protocol and will also tell systemd its current state (Running, Paused or Stopped)
|
||||
when it changes.
|
||||
|
||||
The `freqtrade.service.watchdog` file contains an example of the service unit configuration file which uses systemd
|
||||
@@ -150,30 +188,113 @@ as the watchdog.
|
||||
|
||||
## Advanced Logging
|
||||
|
||||
Freqtrade uses the default logging module provided by python.
|
||||
Python allows for extensive [logging configuration](https://docs.python.org/3/library/logging.config.html#logging.config.dictConfig) in this regard - way more than what can be covered here.
|
||||
|
||||
Default logging format (coloured terminal output) is set up by default if no `log_config` is provided in your freqtrade configuration.
|
||||
Using `--logfile logfile.log` will enable the RotatingFileHandler.
|
||||
|
||||
If you're not content with the log format, or with the default settings provided for the RotatingFileHandler, you can customize logging to your liking by adding the `log_config` configuration to your freqtrade configuration file(s).
|
||||
|
||||
The default configuration looks roughly like the below, with the file handler being provided but not enabled as the `filename` is commented out.
|
||||
Uncomment this line and supply a valid path/filename to enable it.
|
||||
|
||||
``` json hl_lines="5-7 13-16 27"
|
||||
{
|
||||
"log_config": {
|
||||
"version": 1,
|
||||
"formatters": {
|
||||
"basic": {
|
||||
"format": "%(message)s"
|
||||
},
|
||||
"standard": {
|
||||
"format": "%(asctime)s - %(name)s - %(levelname)s - %(message)s"
|
||||
}
|
||||
},
|
||||
"handlers": {
|
||||
"console": {
|
||||
"class": "freqtrade.loggers.ft_rich_handler.FtRichHandler",
|
||||
"formatter": "basic"
|
||||
},
|
||||
"file": {
|
||||
"class": "logging.handlers.RotatingFileHandler",
|
||||
"formatter": "standard",
|
||||
// "filename": "someRandomLogFile.log",
|
||||
"maxBytes": 10485760,
|
||||
"backupCount": 10
|
||||
}
|
||||
},
|
||||
"root": {
|
||||
"handlers": [
|
||||
"console",
|
||||
// "file"
|
||||
],
|
||||
"level": "INFO",
|
||||
}
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
!!! Note "highlighted lines"
|
||||
Highlighted lines in the above code-block define the Rich handler and belong together.
|
||||
The formatter "standard" and "file" will belong to the FileHandler.
|
||||
|
||||
Each handler must use one of the defined formatters (by name), its class must be available, and must be a valid logging class.
|
||||
To actually use a handler, it must be in the "handlers" section inside the "root" segment.
|
||||
If this section is left out, freqtrade will provide no output (in the non-configured handler, anyway).
|
||||
|
||||
!!! Tip "Explicit log configuration"
|
||||
We recommend to extract the logging configuration from your main freqtrade configuration file, and provide it to your bot via [multiple configuration files](configuration.md#multiple-configuration-files) functionality. This will avoid unnecessary code duplication.
|
||||
|
||||
---
|
||||
|
||||
On many Linux systems the bot can be configured to send its log messages to `syslog` or `journald` system services. Logging to a remote `syslog` server is also available on Windows. The special values for the `--logfile` command line option can be used for this.
|
||||
|
||||
### Logging to syslog
|
||||
|
||||
To send Freqtrade log messages to a local or remote `syslog` service use the `--logfile` command line option with the value in the following format:
|
||||
To send Freqtrade log messages to a local or remote `syslog` service use the `"log_config"` setup option to configure logging.
|
||||
|
||||
* `--logfile syslog:<syslog_address>` -- send log messages to `syslog` service using the `<syslog_address>` as the syslog address.
|
||||
``` json
|
||||
{
|
||||
// ...
|
||||
"log_config": {
|
||||
"version": 1,
|
||||
"formatters": {
|
||||
"syslog_fmt": {
|
||||
"format": "%(name)s - %(levelname)s - %(message)s"
|
||||
}
|
||||
},
|
||||
"handlers": {
|
||||
// Other handlers?
|
||||
"syslog": {
|
||||
"class": "logging.handlers.SysLogHandler",
|
||||
"formatter": "syslog_fmt",
|
||||
// Use one of the other options above as address instead?
|
||||
"address": "/dev/log"
|
||||
}
|
||||
},
|
||||
"root": {
|
||||
"handlers": [
|
||||
// other handlers
|
||||
"syslog",
|
||||
|
||||
]
|
||||
}
|
||||
|
||||
The syslog address can be either a Unix domain socket (socket filename) or a UDP socket specification, consisting of IP address and UDP port, separated by the `:` character.
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
So, the following are the examples of possible usages:
|
||||
[Additional log-handlers](#advanced-logging) may need to be configured to for example also have log output in the console.
|
||||
|
||||
* `--logfile syslog:/dev/log` -- log to syslog (rsyslog) using the `/dev/log` socket, suitable for most systems.
|
||||
* `--logfile syslog` -- same as above, the shortcut for `/dev/log`.
|
||||
* `--logfile syslog:/var/run/syslog` -- log to syslog (rsyslog) using the `/var/run/syslog` socket. Use this on MacOS.
|
||||
* `--logfile syslog:localhost:514` -- log to local syslog using UDP socket, if it listens on port 514.
|
||||
* `--logfile syslog:<ip>:514` -- log to remote syslog at IP address and port 514. This may be used on Windows for remote logging to an external syslog server.
|
||||
#### Syslog usage
|
||||
|
||||
Log messages are send to `syslog` with the `user` facility. So you can see them with the following commands:
|
||||
|
||||
* `tail -f /var/log/user`, or
|
||||
* `tail -f /var/log/user`, or
|
||||
* install a comprehensive graphical viewer (for instance, 'Log File Viewer' for Ubuntu).
|
||||
|
||||
On many systems `syslog` (`rsyslog`) fetches data from `journald` (and vice versa), so both `--logfile syslog` or `--logfile journald` can be used and the messages be viewed with both `journalctl` and a syslog viewer utility. You can combine this in any way which suites you better.
|
||||
On many systems `syslog` (`rsyslog`) fetches data from `journald` (and vice versa), so both syslog or journald can be used and the messages be viewed with both `journalctl` and a syslog viewer utility. You can combine this in any way which suites you better.
|
||||
|
||||
For `rsyslog` the messages from the bot can be redirected into a separate dedicated log file. To achieve this, add
|
||||
|
||||
@@ -190,13 +311,66 @@ For `syslog` (`rsyslog`), the reduction mode can be switched on. This will reduc
|
||||
$RepeatedMsgReduction on
|
||||
```
|
||||
|
||||
#### Syslog addressing
|
||||
|
||||
The syslog address can be either a Unix domain socket (socket filename) or a UDP socket specification, consisting of IP address and UDP port, separated by the `:` character.
|
||||
|
||||
So, the following are the examples of possible addresses:
|
||||
|
||||
* `"address": "/dev/log"` -- log to syslog (rsyslog) using the `/dev/log` socket, suitable for most systems.
|
||||
* `"address": "/var/run/syslog"` -- log to syslog (rsyslog) using the `/var/run/syslog` socket. Use this on MacOS.
|
||||
* `"address": "localhost:514"` -- log to local syslog using UDP socket, if it listens on port 514.
|
||||
* `"address": "<ip>:514"` -- log to remote syslog at IP address and port 514. This may be used on Windows for remote logging to an external syslog server.
|
||||
|
||||
??? Info "Deprecated - configure syslog via command line"
|
||||
`--logfile syslog:<syslog_address>` -- send log messages to `syslog` service using the `<syslog_address>` as the syslog address.
|
||||
|
||||
The syslog address can be either a Unix domain socket (socket filename) or a UDP socket specification, consisting of IP address and UDP port, separated by the `:` character.
|
||||
|
||||
So, the following are the examples of possible usages:
|
||||
|
||||
* `--logfile syslog:/dev/log` -- log to syslog (rsyslog) using the `/dev/log` socket, suitable for most systems.
|
||||
* `--logfile syslog` -- same as above, the shortcut for `/dev/log`.
|
||||
* `--logfile syslog:/var/run/syslog` -- log to syslog (rsyslog) using the `/var/run/syslog` socket. Use this on MacOS.
|
||||
* `--logfile syslog:localhost:514` -- log to local syslog using UDP socket, if it listens on port 514.
|
||||
* `--logfile syslog:<ip>:514` -- log to remote syslog at IP address and port 514. This may be used on Windows for remote logging to an external syslog server.
|
||||
|
||||
### Logging to journald
|
||||
|
||||
This needs the `cysystemd` python package installed as dependency (`pip install cysystemd`), which is not available on Windows. Hence, the whole journald logging functionality is not available for a bot running on Windows.
|
||||
|
||||
To send Freqtrade log messages to `journald` system service use the `--logfile` command line option with the value in the following format:
|
||||
To send Freqtrade log messages to `journald` system service, add the following configuration snippet to your configuration.
|
||||
|
||||
* `--logfile journald` -- send log messages to `journald`.
|
||||
``` json
|
||||
{
|
||||
// ...
|
||||
"log_config": {
|
||||
"version": 1,
|
||||
"formatters": {
|
||||
"journald_fmt": {
|
||||
"format": "%(name)s - %(levelname)s - %(message)s"
|
||||
}
|
||||
},
|
||||
"handlers": {
|
||||
// Other handlers?
|
||||
"journald": {
|
||||
"class": "cysystemd.journal.JournaldLogHandler",
|
||||
"formatter": "journald_fmt",
|
||||
}
|
||||
},
|
||||
"root": {
|
||||
"handlers": [
|
||||
// ..
|
||||
"journald",
|
||||
|
||||
]
|
||||
}
|
||||
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
[Additional log-handlers](#advanced-logging) may need to be configured to for example also have log output in the console.
|
||||
|
||||
Log messages are send to `journald` with the `user` facility. So you can see them with the following commands:
|
||||
|
||||
@@ -206,3 +380,51 @@ Log messages are send to `journald` with the `user` facility. So you can see the
|
||||
There are many other options in the `journalctl` utility to filter the messages, see manual pages for this utility.
|
||||
|
||||
On many systems `syslog` (`rsyslog`) fetches data from `journald` (and vice versa), so both `--logfile syslog` or `--logfile journald` can be used and the messages be viewed with both `journalctl` and a syslog viewer utility. You can combine this in any way which suites you better.
|
||||
|
||||
??? Info "Deprecated - configure journald via command line"
|
||||
To send Freqtrade log messages to `journald` system service use the `--logfile` command line option with the value in the following format:
|
||||
|
||||
`--logfile journald` -- send log messages to `journald`.
|
||||
|
||||
### Log format as JSON
|
||||
|
||||
You can also configure the default output stream to use JSON format instead.
|
||||
The "fmt_dict" attribute defines the keys for the json output - as well as the [python logging LogRecord attributes](https://docs.python.org/3/library/logging.html#logrecord-attributes).
|
||||
|
||||
The below configuration will change the default output to JSON. The same formatter could however also be used in combination with the `RotatingFileHandler`.
|
||||
We recommend to keep one format in human readable form.
|
||||
|
||||
``` json
|
||||
{
|
||||
// ...
|
||||
"log_config": {
|
||||
"version": 1,
|
||||
"formatters": {
|
||||
"json": {
|
||||
"()": "freqtrade.loggers.json_formatter.JsonFormatter",
|
||||
"fmt_dict": {
|
||||
"timestamp": "asctime",
|
||||
"level": "levelname",
|
||||
"logger": "name",
|
||||
"message": "message"
|
||||
}
|
||||
}
|
||||
},
|
||||
"handlers": {
|
||||
// Other handlers?
|
||||
"jsonStream": {
|
||||
"class": "logging.StreamHandler",
|
||||
"formatter": "json"
|
||||
}
|
||||
},
|
||||
"root": {
|
||||
"handlers": [
|
||||
// ..
|
||||
"jsonStream",
|
||||
|
||||
]
|
||||
}
|
||||
|
||||
}
|
||||
}
|
||||
```
|
||||
|
||||
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|
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@@ -7,103 +7,7 @@ To learn how to get data for the pairs and exchange you're interested in, head o
|
||||
|
||||
## Backtesting command reference
|
||||
|
||||
```
|
||||
usage: freqtrade backtesting [-h] [-v] [--logfile FILE] [-V] [-c PATH]
|
||||
[-d PATH] [--userdir PATH] [-s NAME]
|
||||
[--strategy-path PATH] [-i TIMEFRAME]
|
||||
[--timerange TIMERANGE]
|
||||
[--data-format-ohlcv {json,jsongz,hdf5}]
|
||||
[--max-open-trades INT]
|
||||
[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
|
||||
[-p PAIRS [PAIRS ...]] [--eps] [--dmmp]
|
||||
[--enable-protections]
|
||||
[--dry-run-wallet DRY_RUN_WALLET]
|
||||
[--timeframe-detail TIMEFRAME_DETAIL]
|
||||
[--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]]
|
||||
[--export {none,trades,signals}]
|
||||
[--export-filename PATH]
|
||||
[--breakdown {day,week,month} [{day,week,month} ...]]
|
||||
[--cache {none,day,week,month}]
|
||||
|
||||
optional arguments:
|
||||
-h, --help show this help message and exit
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--data-format-ohlcv {json,jsongz,hdf5,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--max-open-trades INT
|
||||
Override the value of the `max_open_trades`
|
||||
configuration setting.
|
||||
--stake-amount STAKE_AMOUNT
|
||||
Override the value of the `stake_amount` configuration
|
||||
setting.
|
||||
--fee FLOAT Specify fee ratio. Will be applied twice (on trade
|
||||
entry and exit).
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--eps, --enable-position-stacking
|
||||
Allow buying the same pair multiple times (position
|
||||
stacking).
|
||||
--dmmp, --disable-max-market-positions
|
||||
Disable applying `max_open_trades` during backtest
|
||||
(same as setting `max_open_trades` to a very high
|
||||
number).
|
||||
--enable-protections, --enableprotections
|
||||
Enable protections for backtesting.Will slow
|
||||
backtesting down by a considerable amount, but will
|
||||
include configured protections
|
||||
--dry-run-wallet DRY_RUN_WALLET, --starting-balance DRY_RUN_WALLET
|
||||
Starting balance, used for backtesting / hyperopt and
|
||||
dry-runs.
|
||||
--timeframe-detail TIMEFRAME_DETAIL
|
||||
Specify detail timeframe for backtesting (`1m`, `5m`,
|
||||
`30m`, `1h`, `1d`).
|
||||
--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]
|
||||
Provide a space-separated list of strategies to
|
||||
backtest. Please note that timeframe needs to be set
|
||||
either in config or via command line. When using this
|
||||
together with `--export trades`, the strategy-name is
|
||||
injected into the filename (so `backtest-data.json`
|
||||
becomes `backtest-data-SampleStrategy.json`
|
||||
--export {none,trades,signals}
|
||||
Export backtest results (default: trades).
|
||||
--export-filename PATH, --backtest-filename PATH
|
||||
Use this filename for backtest results.Requires
|
||||
`--export` to be set as well. Example: `--export-filen
|
||||
ame=user_data/backtest_results/backtest_today.json`
|
||||
--breakdown {day,week,month} [{day,week,month} ...]
|
||||
Show backtesting breakdown per [day, week, month].
|
||||
--cache {none,day,week,month}
|
||||
Load a cached backtest result no older than specified
|
||||
age (default: day).
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
|
||||
```
|
||||
--8<-- "commands/backtesting.md"
|
||||
|
||||
## Test your strategy with Backtesting
|
||||
|
||||
@@ -253,36 +157,36 @@ A backtesting result will look like that:
|
||||
|
||||
```
|
||||
================================================ BACKTESTING REPORT =================================================
|
||||
| Pair | Entries | Avg Profit % | Tot Profit BTC | Tot Profit % | Avg Duration | Wins Draws Loss Win% |
|
||||
|:---------|--------:|---------------:|-----------------:|---------------:|:-------------|-------------------------:|
|
||||
| ADA/BTC | 35 | -0.11 | -0.00019428 | -1.94 | 4:35:00 | 14 0 21 40.0 |
|
||||
| ARK/BTC | 11 | -0.41 | -0.00022647 | -2.26 | 2:03:00 | 3 0 8 27.3 |
|
||||
| BTS/BTC | 32 | 0.31 | 0.00048938 | 4.89 | 5:05:00 | 18 0 14 56.2 |
|
||||
| DASH/BTC | 13 | -0.08 | -0.00005343 | -0.53 | 4:39:00 | 6 0 7 46.2 |
|
||||
| ENG/BTC | 18 | 1.36 | 0.00122807 | 12.27 | 2:50:00 | 8 0 10 44.4 |
|
||||
| EOS/BTC | 36 | 0.08 | 0.00015304 | 1.53 | 3:34:00 | 16 0 20 44.4 |
|
||||
| ETC/BTC | 26 | 0.37 | 0.00047576 | 4.75 | 6:14:00 | 11 0 15 42.3 |
|
||||
| ETH/BTC | 33 | 0.30 | 0.00049856 | 4.98 | 7:31:00 | 16 0 17 48.5 |
|
||||
| IOTA/BTC | 32 | 0.03 | 0.00005444 | 0.54 | 3:12:00 | 14 0 18 43.8 |
|
||||
| LSK/BTC | 15 | 1.75 | 0.00131413 | 13.13 | 2:58:00 | 6 0 9 40.0 |
|
||||
| LTC/BTC | 32 | -0.04 | -0.00006886 | -0.69 | 4:49:00 | 11 0 21 34.4 |
|
||||
| NANO/BTC | 17 | 1.26 | 0.00107058 | 10.70 | 1:55:00 | 10 0 7 58.5 |
|
||||
| NEO/BTC | 23 | 0.82 | 0.00094936 | 9.48 | 2:59:00 | 10 0 13 43.5 |
|
||||
| REQ/BTC | 9 | 1.17 | 0.00052734 | 5.27 | 3:47:00 | 4 0 5 44.4 |
|
||||
| XLM/BTC | 16 | 1.22 | 0.00097800 | 9.77 | 3:15:00 | 7 0 9 43.8 |
|
||||
| XMR/BTC | 23 | -0.18 | -0.00020696 | -2.07 | 5:30:00 | 12 0 11 52.2 |
|
||||
| XRP/BTC | 35 | 0.66 | 0.00114897 | 11.48 | 3:49:00 | 12 0 23 34.3 |
|
||||
| ZEC/BTC | 22 | -0.46 | -0.00050971 | -5.09 | 2:22:00 | 7 0 15 31.8 |
|
||||
| TOTAL | 429 | 0.36 | 0.00762792 | 76.20 | 4:12:00 | 186 0 243 43.4 |
|
||||
| Pair | Trades | Avg Profit % | Tot Profit BTC | Tot Profit % | Avg Duration | Wins Draws Loss Win% |
|
||||
|----------+--------+----------------+------------------+----------------+--------------+--------------------------|
|
||||
| ADA/BTC | 35 | -0.11 | -0.00019428 | -1.94 | 4:35:00 | 14 0 21 40.0 |
|
||||
| ARK/BTC | 11 | -0.41 | -0.00022647 | -2.26 | 2:03:00 | 3 0 8 27.3 |
|
||||
| BTS/BTC | 32 | 0.31 | 0.00048938 | 4.89 | 5:05:00 | 18 0 14 56.2 |
|
||||
| DASH/BTC | 13 | -0.08 | -0.00005343 | -0.53 | 4:39:00 | 6 0 7 46.2 |
|
||||
| ENG/BTC | 18 | 1.36 | 0.00122807 | 12.27 | 2:50:00 | 8 0 10 44.4 |
|
||||
| EOS/BTC | 36 | 0.08 | 0.00015304 | 1.53 | 3:34:00 | 16 0 20 44.4 |
|
||||
| ETC/BTC | 26 | 0.37 | 0.00047576 | 4.75 | 6:14:00 | 11 0 15 42.3 |
|
||||
| ETH/BTC | 33 | 0.30 | 0.00049856 | 4.98 | 7:31:00 | 16 0 17 48.5 |
|
||||
| IOTA/BTC | 32 | 0.03 | 0.00005444 | 0.54 | 3:12:00 | 14 0 18 43.8 |
|
||||
| LSK/BTC | 15 | 1.75 | 0.00131413 | 13.13 | 2:58:00 | 6 0 9 40.0 |
|
||||
| LTC/BTC | 32 | -0.04 | -0.00006886 | -0.69 | 4:49:00 | 11 0 21 34.4 |
|
||||
| NANO/BTC | 17 | 1.26 | 0.00107058 | 10.70 | 1:55:00 | 10 0 7 58.5 |
|
||||
| NEO/BTC | 23 | 0.82 | 0.00094936 | 9.48 | 2:59:00 | 10 0 13 43.5 |
|
||||
| REQ/BTC | 9 | 1.17 | 0.00052734 | 5.27 | 3:47:00 | 4 0 5 44.4 |
|
||||
| XLM/BTC | 16 | 1.22 | 0.00097800 | 9.77 | 3:15:00 | 7 0 9 43.8 |
|
||||
| XMR/BTC | 23 | -0.18 | -0.00020696 | -2.07 | 5:30:00 | 12 0 11 52.2 |
|
||||
| XRP/BTC | 35 | 0.66 | 0.00114897 | 11.48 | 3:49:00 | 12 0 23 34.3 |
|
||||
| ZEC/BTC | 22 | -0.46 | -0.00050971 | -5.09 | 2:22:00 | 7 0 15 31.8 |
|
||||
| TOTAL | 429 | 0.36 | 0.00762792 | 76.20 | 4:12:00 | 186 0 243 43.4 |
|
||||
============================================= LEFT OPEN TRADES REPORT =============================================
|
||||
| Pair | Entries | Avg Profit % | Tot Profit BTC | Tot Profit % | Avg Duration | Win Draw Loss Win% |
|
||||
|:---------|---------:|---------------:|-----------------:|---------------:|:---------------|--------------------:|
|
||||
| ADA/BTC | 1 | 0.89 | 0.00004434 | 0.44 | 6:00:00 | 1 0 0 100 |
|
||||
| LTC/BTC | 1 | 0.68 | 0.00003421 | 0.34 | 2:00:00 | 1 0 0 100 |
|
||||
| TOTAL | 2 | 0.78 | 0.00007855 | 0.78 | 4:00:00 | 2 0 0 100 |
|
||||
| Pair | Trades | Avg Profit % | Tot Profit BTC | Tot Profit % | Avg Duration | Win Draw Loss Win% |
|
||||
|----------+---------+----------------+------------------+----------------+----------------+---------------------|
|
||||
| ADA/BTC | 1 | 0.89 | 0.00004434 | 0.44 | 6:00:00 | 1 0 0 100 |
|
||||
| LTC/BTC | 1 | 0.68 | 0.00003421 | 0.34 | 2:00:00 | 1 0 0 100 |
|
||||
| TOTAL | 2 | 0.78 | 0.00007855 | 0.78 | 4:00:00 | 2 0 0 100 |
|
||||
==================== EXIT REASON STATS ====================
|
||||
| Exit Reason | Exits | Wins | Draws | Losses |
|
||||
|:-------------------|--------:|------:|-------:|--------:|
|
||||
|--------------------+---------+-------+--------+---------|
|
||||
| trailing_stop_loss | 205 | 150 | 0 | 55 |
|
||||
| stop_loss | 166 | 0 | 0 | 166 |
|
||||
| exit_signal | 56 | 36 | 0 | 20 |
|
||||
@@ -293,6 +197,7 @@ A backtesting result will look like that:
|
||||
|-----------------------------+---------------------|
|
||||
| Backtesting from | 2019-01-01 00:00:00 |
|
||||
| Backtesting to | 2019-05-01 00:00:00 |
|
||||
| Trading Mode | Spot |
|
||||
| Max open trades | 3 |
|
||||
| | |
|
||||
| Total/Daily Avg Trades | 429 / 3.575 |
|
||||
@@ -304,6 +209,7 @@ A backtesting result will look like that:
|
||||
| Sortino | 1.88 |
|
||||
| Sharpe | 2.97 |
|
||||
| Calmar | 6.29 |
|
||||
| SQN | 2.45 |
|
||||
| Profit factor | 1.11 |
|
||||
| Expectancy (Ratio) | -0.15 (-0.05) |
|
||||
| Avg. stake amount | 0.001 BTC |
|
||||
@@ -398,6 +304,7 @@ It contains some useful key metrics about performance of your strategy on backte
|
||||
|-----------------------------+---------------------|
|
||||
| Backtesting from | 2019-01-01 00:00:00 |
|
||||
| Backtesting to | 2019-05-01 00:00:00 |
|
||||
| Trading Mode | Spot |
|
||||
| Max open trades | 3 |
|
||||
| | |
|
||||
| Total/Daily Avg Trades | 429 / 3.575 |
|
||||
@@ -409,6 +316,7 @@ It contains some useful key metrics about performance of your strategy on backte
|
||||
| Sortino | 1.88 |
|
||||
| Sharpe | 2.97 |
|
||||
| Calmar | 6.29 |
|
||||
| SQN | 2.45 |
|
||||
| Profit factor | 1.11 |
|
||||
| Expectancy (Ratio) | -0.15 (-0.05) |
|
||||
| Avg. stake amount | 0.001 BTC |
|
||||
@@ -452,6 +360,7 @@ It contains some useful key metrics about performance of your strategy on backte
|
||||
|
||||
- `Backtesting from` / `Backtesting to`: Backtesting range (usually defined with the `--timerange` option).
|
||||
- `Max open trades`: Setting of `max_open_trades` (or `--max-open-trades`) - or number of pairs in the pairlist (whatever is lower).
|
||||
- `Trading Mode`: Spot or Futures trading.
|
||||
- `Total/Daily Avg Trades`: Identical to the total trades of the backtest output table / Total trades divided by the backtesting duration in days (this will give you information about how many trades to expect from the strategy).
|
||||
- `Starting balance`: Start balance - as given by dry-run-wallet (config or command line).
|
||||
- `Final balance`: Final balance - starting balance + absolute profit.
|
||||
@@ -461,6 +370,7 @@ It contains some useful key metrics about performance of your strategy on backte
|
||||
- `Sortino`: Annualized Sortino ratio.
|
||||
- `Sharpe`: Annualized Sharpe ratio.
|
||||
- `Calmar`: Annualized Calmar ratio.
|
||||
- `SQN`: System Quality Number (SQN) - by Van Tharp.
|
||||
- `Profit factor`: profit / loss.
|
||||
- `Avg. stake amount`: Average stake amount, either `stake_amount` or the average when using dynamic stake amount.
|
||||
- `Total trade volume`: Volume generated on the exchange to reach the above profit.
|
||||
@@ -525,15 +435,29 @@ To save time, by default backtest will reuse a cached result from within the las
|
||||
To further analyze your backtest results, freqtrade will export the trades to file by default.
|
||||
You can then load the trades to perform further analysis as shown in the [data analysis](strategy_analysis_example.md#load-backtest-results-to-pandas-dataframe) backtesting section.
|
||||
|
||||
### Backtest output file
|
||||
|
||||
The output file freqtrade produces is a zip file containing the following files:
|
||||
|
||||
- The backtest report in json format
|
||||
- the market change data in feather format
|
||||
- a copy of the strategy file
|
||||
- a copy of the strategy parameters (if a parameter file was used)
|
||||
- a sanitized copy of the config file
|
||||
|
||||
This will ensure results are reproducible - under the assumption that the same data is available.
|
||||
|
||||
Only the strategy file and the config file are included in the zip file, eventual dependencies are not included.
|
||||
|
||||
## Assumptions made by backtesting
|
||||
|
||||
Since backtesting lacks some detailed information about what happens within a candle, it needs to take a few assumptions:
|
||||
|
||||
- Exchange [trading limits](#trading-limits-in-backtesting) are respected
|
||||
- Entries happen at open-price
|
||||
- Entries happen at open-price unless a custom price logic has been specified
|
||||
- All orders are filled at the requested price (no slippage) as long as the price is within the candle's high/low range
|
||||
- Exit-signal exits happen at open-price of the consecutive candle
|
||||
- Exits don't free their trade slot for a new trade until the next candle
|
||||
- Exits free their trade slot for a new trade with a different pair
|
||||
- Exit-signal is favored over Stoploss, because exit-signals are assumed to trigger on candle's open
|
||||
- ROI
|
||||
- Exits are compared to high - but the ROI value is used (e.g. ROI = 2%, high=5% - so the exit will be at 2%)
|
||||
@@ -555,6 +479,7 @@ Since backtesting lacks some detailed information about what happens within a ca
|
||||
- Stoploss
|
||||
- ROI
|
||||
- Trailing stoploss
|
||||
- Position reversals (futures only) happen if an entry signal in the other direction than the closing trade triggers at the candle the existing trade closes.
|
||||
|
||||
Taking these assumptions, backtesting tries to mirror real trading as closely as possible. However, backtesting will **never** replace running a strategy in dry-run mode.
|
||||
Also, keep in mind that past results don't guarantee future success.
|
||||
@@ -569,7 +494,7 @@ These limits are usually listed in the exchange documentation as "trading rules"
|
||||
Backtesting (as well as live and dry-run) does honor these limits, and will ensure that a stoploss can be placed below this value - so the value will be slightly higher than what the exchange specifies.
|
||||
Freqtrade has however no information about historic limits.
|
||||
|
||||
This can lead to situations where trading-limits are inflated by using a historic price, resulting in minimum amounts > 50$.
|
||||
This can lead to situations where trading-limits are inflated by using a historic price, resulting in minimum amounts > 50\$.
|
||||
|
||||
For example:
|
||||
|
||||
@@ -600,7 +525,12 @@ To utilize this, you can append `--timeframe-detail 5m` to your regular backtest
|
||||
freqtrade backtesting --strategy AwesomeStrategy --timeframe 1h --timeframe-detail 5m
|
||||
```
|
||||
|
||||
This will load 1h data as well as 5m data for the timeframe. The strategy will be analyzed with the 1h timeframe, and Entry orders will only be placed at the main timeframe, however Order fills and exit signals will be evaluated at the 5m candle, simulating intra-candle movements.
|
||||
This will load 1h data (the main timeframe) as well as 5m data (detail timeframe) for the selected timerange.
|
||||
The strategy will be analyzed with the 1h timeframe.
|
||||
Candles where activity may take place (there's an active signal, the pair is in a trade) are evaluated at the 5m timeframe.
|
||||
This will allow for a more accurate simulation of intra-candle movements - and can lead to different results, especially on higher timeframes.
|
||||
|
||||
Entries will generally still happen at the main candle's open, however freed trade slots may be freed earlier (if the exit signal is triggered on the 5m candle), which can then be used for a new trade of a different pair.
|
||||
|
||||
All callback functions (`custom_exit()`, `custom_stoploss()`, ... ) will be running for each 5m candle once the trade is opened (so 12 times in the above example of 1h timeframe, and 5m detailed timeframe).
|
||||
|
||||
@@ -612,6 +542,27 @@ Also, data must be available / downloaded already.
|
||||
!!! Tip
|
||||
You can use this function as the last part of strategy development, to ensure your strategy is not exploiting one of the [backtesting assumptions](#assumptions-made-by-backtesting). Strategies that perform similarly well with this mode have a good chance to perform well in dry/live modes too (although only forward-testing (dry-mode) can really confirm a strategy).
|
||||
|
||||
??? Sample "Extreme Difference Example"
|
||||
Using `--timeframe-detail` on an extreme example (all below pairs have the 10:00 candle with an entry signal) may lead to the following backtesting Trade sequence with 1 max_open_trades:
|
||||
|
||||
| Pair | Entry Time | Exit Time | Duration |
|
||||
|------|------------|-----------| -------- |
|
||||
| BTC/USDT | 2024-01-01 10:00:00 | 2021-01-01 10:05:00 | 5m |
|
||||
| ETH/USDT | 2024-01-01 10:05:00 | 2021-01-01 10:15:00 | 10m |
|
||||
| XRP/USDT | 2024-01-01 10:15:00 | 2021-01-01 10:30:00 | 15m |
|
||||
| SOL/USDT | 2024-01-01 10:15:00 | 2021-01-01 11:05:00 | 50m |
|
||||
| BTC/USDT | 2024-01-01 11:05:00 | 2021-01-01 12:00:00 | 55m |
|
||||
|
||||
Without timeframe-detail, this would look like:
|
||||
|
||||
| Pair | Entry Time | Exit Time | Duration |
|
||||
|------|------------|-----------| -------- |
|
||||
| BTC/USDT | 2024-01-01 10:00:00 | 2021-01-01 11:00:00 | 1h |
|
||||
| BTC/USDT | 2024-01-01 11:00:00 | 2021-01-01 12:00:00 | 1h |
|
||||
|
||||
The difference is significant, as without detail data, only the first `max_open_trades` signals per candle are evaluated, and the trade slots are only freed at the end of the candle, allowing for a new trade to be opened at the next candle.
|
||||
|
||||
|
||||
## Backtesting multiple strategies
|
||||
|
||||
To compare multiple strategies, a list of Strategies can be provided to backtesting.
|
||||
@@ -631,10 +582,10 @@ Detailed output for all strategies one after the other will be available, so mak
|
||||
|
||||
```
|
||||
================================================== STRATEGY SUMMARY ===================================================================
|
||||
| Strategy | Entries | Avg Profit % | Tot Profit BTC | Tot Profit % | Avg Duration | Wins | Draws | Losses | Drawdown % |
|
||||
|:------------|---------:|---------------:|-----------------:|---------------:|:---------------|------:|-------:|-------:|-----------:|
|
||||
| Strategy1 | 429 | 0.36 | 0.00762792 | 76.20 | 4:12:00 | 186 | 0 | 243 | 45.2 |
|
||||
| Strategy2 | 1487 | -0.13 | -0.00988917 | -98.79 | 4:43:00 | 662 | 0 | 825 | 241.68 |
|
||||
| Strategy | Trades | Avg Profit % | Tot Profit BTC | Tot Profit % | Avg Duration | Wins | Draws | Losses | Drawdown % |
|
||||
|-------------+---------+----------------+------------------+----------------+----------------+-------+--------+--------+------------|
|
||||
| Strategy1 | 429 | 0.36 | 0.00762792 | 76.20 | 4:12:00 | 186 | 0 | 243 | 45.2 |
|
||||
| Strategy2 | 1487 | -0.13 | -0.00988917 | -98.79 | 4:43:00 | 662 | 0 | 825 | 241.68 |
|
||||
```
|
||||
|
||||
## Next step
|
||||
|
||||
@@ -54,11 +54,13 @@ By default, the bot loop runs every few seconds (`internals.process_throttle_sec
|
||||
* Check timeouts for open orders.
|
||||
* Calls `check_entry_timeout()` strategy callback for open entry orders.
|
||||
* Calls `check_exit_timeout()` strategy callback for open exit orders.
|
||||
* Calls `adjust_entry_price()` strategy callback for open entry orders.
|
||||
* Calls `adjust_order_price()` strategy callback for open orders.
|
||||
* Calls `adjust_entry_price()` strategy callback for open entry orders. *only called when `adjust_order_price()` is not implemented*
|
||||
* Calls `adjust_exit_price()` strategy callback for open exit orders. *only called when `adjust_order_price()` is not implemented*
|
||||
* Verifies existing positions and eventually places exit orders.
|
||||
* Considers stoploss, ROI and exit-signal, `custom_exit()` and `custom_stoploss()`.
|
||||
* Determine exit-price based on `exit_pricing` configuration setting or by using the `custom_exit_price()` callback.
|
||||
* Before a exit order is placed, `confirm_trade_exit()` strategy callback is called.
|
||||
* Before an exit order is placed, `confirm_trade_exit()` strategy callback is called.
|
||||
* Check position adjustments for open trades if enabled by calling `adjust_trade_position()` and place additional order if required.
|
||||
* Check if trade-slots are still available (if `max_open_trades` is reached).
|
||||
* Verifies entry signal trying to enter new positions.
|
||||
@@ -80,7 +82,9 @@ This loop will be repeated again and again until the bot is stopped.
|
||||
* Loops per candle simulating entry and exit points.
|
||||
* Calls `bot_loop_start()` strategy callback.
|
||||
* Check for Order timeouts, either via the `unfilledtimeout` configuration, or via `check_entry_timeout()` / `check_exit_timeout()` strategy callbacks.
|
||||
* Calls `adjust_entry_price()` strategy callback for open entry orders.
|
||||
* Calls `adjust_order_price()` strategy callback for open orders.
|
||||
* Calls `adjust_entry_price()` strategy callback for open entry orders. *only called when `adjust_order_price()` is not implemented!*
|
||||
* Calls `adjust_exit_price()` strategy callback for open exit orders. *only called when `adjust_order_price()` is not implemented!*
|
||||
* Check for trade entry signals (`enter_long` / `enter_short` columns).
|
||||
* Confirm trade entry / exits (calls `confirm_trade_entry()` and `confirm_trade_exit()` if implemented in the strategy).
|
||||
* Call `custom_entry_price()` (if implemented in the strategy) to determine entry price (Prices are moved to be within the opening candle).
|
||||
|
||||
@@ -10,92 +10,11 @@ This page explains the different parameters of the bot and how to run it.
|
||||
|
||||
## Bot commands
|
||||
|
||||
```
|
||||
usage: freqtrade [-h] [-V]
|
||||
{trade,create-userdir,new-config,new-strategy,download-data,convert-data,convert-trade-data,list-data,backtesting,edge,hyperopt,hyperopt-list,hyperopt-show,list-exchanges,list-hyperopts,list-markets,list-pairs,list-strategies,list-timeframes,show-trades,test-pairlist,install-ui,plot-dataframe,plot-profit,webserver}
|
||||
...
|
||||
|
||||
Free, open source crypto trading bot
|
||||
|
||||
positional arguments:
|
||||
{trade,create-userdir,new-config,new-strategy,download-data,convert-data,convert-trade-data,list-data,backtesting,edge,hyperopt,hyperopt-list,hyperopt-show,list-exchanges,list-hyperopts,list-markets,list-pairs,list-strategies,list-timeframes,show-trades,test-pairlist,install-ui,plot-dataframe,plot-profit,webserver}
|
||||
trade Trade module.
|
||||
create-userdir Create user-data directory.
|
||||
new-config Create new config
|
||||
new-strategy Create new strategy
|
||||
download-data Download backtesting data.
|
||||
convert-data Convert candle (OHLCV) data from one format to
|
||||
another.
|
||||
convert-trade-data Convert trade data from one format to another.
|
||||
list-data List downloaded data.
|
||||
backtesting Backtesting module.
|
||||
edge Edge module.
|
||||
hyperopt Hyperopt module.
|
||||
hyperopt-list List Hyperopt results
|
||||
hyperopt-show Show details of Hyperopt results
|
||||
list-exchanges Print available exchanges.
|
||||
list-hyperopts Print available hyperopt classes.
|
||||
list-markets Print markets on exchange.
|
||||
list-pairs Print pairs on exchange.
|
||||
list-strategies Print available strategies.
|
||||
list-timeframes Print available timeframes for the exchange.
|
||||
show-trades Show trades.
|
||||
test-pairlist Test your pairlist configuration.
|
||||
install-ui Install FreqUI
|
||||
plot-dataframe Plot candles with indicators.
|
||||
plot-profit Generate plot showing profits.
|
||||
webserver Webserver module.
|
||||
|
||||
optional arguments:
|
||||
-h, --help show this help message and exit
|
||||
-V, --version show program's version number and exit
|
||||
|
||||
```
|
||||
--8<-- "commands/main.md"
|
||||
|
||||
### Bot trading commands
|
||||
|
||||
```
|
||||
usage: freqtrade trade [-h] [-v] [--logfile FILE] [-V] [-c PATH] [-d PATH]
|
||||
[--userdir PATH] [-s NAME] [--strategy-path PATH]
|
||||
[--db-url PATH] [--sd-notify] [--dry-run]
|
||||
[--dry-run-wallet DRY_RUN_WALLET]
|
||||
|
||||
optional arguments:
|
||||
-h, --help show this help message and exit
|
||||
--db-url PATH Override trades database URL, this is useful in custom
|
||||
deployments (default: `sqlite:///tradesv3.sqlite` for
|
||||
Live Run mode, `sqlite:///tradesv3.dryrun.sqlite` for
|
||||
Dry Run).
|
||||
--sd-notify Notify systemd service manager.
|
||||
--dry-run Enforce dry-run for trading (removes Exchange secrets
|
||||
and simulates trades).
|
||||
--dry-run-wallet DRY_RUN_WALLET, --starting-balance DRY_RUN_WALLET
|
||||
Starting balance, used for backtesting / hyperopt and
|
||||
dry-runs.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
|
||||
```
|
||||
--8<-- "commands/trade.md"
|
||||
|
||||
### How to specify which configuration file be used?
|
||||
|
||||
|
||||
68
docs/commands/backtesting-analysis.md
Normal file
68
docs/commands/backtesting-analysis.md
Normal file
@@ -0,0 +1,68 @@
|
||||
```
|
||||
usage: freqtrade backtesting-analysis [-h] [-v] [--no-color] [--logfile FILE]
|
||||
[-V] [-c PATH] [-d PATH]
|
||||
[--userdir PATH]
|
||||
[--export-filename PATH]
|
||||
[--analysis-groups {0,1,2,3,4,5} [{0,1,2,3,4,5} ...]]
|
||||
[--enter-reason-list ENTER_REASON_LIST [ENTER_REASON_LIST ...]]
|
||||
[--exit-reason-list EXIT_REASON_LIST [EXIT_REASON_LIST ...]]
|
||||
[--indicator-list INDICATOR_LIST [INDICATOR_LIST ...]]
|
||||
[--entry-only] [--exit-only]
|
||||
[--timerange TIMERANGE]
|
||||
[--rejected-signals] [--analysis-to-csv]
|
||||
[--analysis-csv-path ANALYSIS_CSV_PATH]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--export-filename PATH, --backtest-filename PATH
|
||||
Use this filename for backtest results.Requires
|
||||
`--export` to be set as well. Example: `--export-filen
|
||||
ame=user_data/backtest_results/backtest_today.json`
|
||||
--analysis-groups {0,1,2,3,4,5} [{0,1,2,3,4,5} ...]
|
||||
grouping output - 0: simple wins/losses by enter tag,
|
||||
1: by enter_tag, 2: by enter_tag and exit_tag, 3: by
|
||||
pair and enter_tag, 4: by pair, enter_ and exit_tag
|
||||
(this can get quite large), 5: by exit_tag
|
||||
--enter-reason-list ENTER_REASON_LIST [ENTER_REASON_LIST ...]
|
||||
Space separated list of entry signals to analyse.
|
||||
Default: all. e.g. 'entry_tag_a entry_tag_b'
|
||||
--exit-reason-list EXIT_REASON_LIST [EXIT_REASON_LIST ...]
|
||||
Space separated list of exit signals to analyse.
|
||||
Default: all. e.g. 'exit_tag_a roi stop_loss
|
||||
trailing_stop_loss'
|
||||
--indicator-list INDICATOR_LIST [INDICATOR_LIST ...]
|
||||
Space separated list of indicators to analyse. e.g.
|
||||
'close rsi bb_lowerband profit_abs'
|
||||
--entry-only Only analyze entry signals.
|
||||
--exit-only Only analyze exit signals.
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--rejected-signals Analyse rejected signals
|
||||
--analysis-to-csv Save selected analysis tables to individual CSVs
|
||||
--analysis-csv-path ANALYSIS_CSV_PATH
|
||||
Specify a path to save the analysis CSVs if
|
||||
--analysis-to-csv is enabled. Default:
|
||||
user_data/basktesting_results/
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
39
docs/commands/backtesting-show.md
Normal file
39
docs/commands/backtesting-show.md
Normal file
@@ -0,0 +1,39 @@
|
||||
```
|
||||
usage: freqtrade backtesting-show [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--export-filename PATH] [--show-pair-list]
|
||||
[--breakdown {day,week,month,year} [{day,week,month,year} ...]]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--export-filename PATH, --backtest-filename PATH
|
||||
Use this filename for backtest results.Requires
|
||||
`--export` to be set as well. Example: `--export-filen
|
||||
ame=user_data/backtest_results/backtest_today.json`
|
||||
--show-pair-list Show backtesting pairlist sorted by profit.
|
||||
--breakdown {day,week,month,year} [{day,week,month,year} ...]
|
||||
Show backtesting breakdown per [day, week, month,
|
||||
year].
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
110
docs/commands/backtesting.md
Normal file
110
docs/commands/backtesting.md
Normal file
@@ -0,0 +1,110 @@
|
||||
```
|
||||
usage: freqtrade backtesting [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH] [-s NAME]
|
||||
[--strategy-path PATH]
|
||||
[--recursive-strategy-search]
|
||||
[--freqaimodel NAME] [--freqaimodel-path PATH]
|
||||
[-i TIMEFRAME] [--timerange TIMERANGE]
|
||||
[--data-format-ohlcv {json,jsongz,feather,parquet}]
|
||||
[--max-open-trades INT]
|
||||
[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
|
||||
[-p PAIRS [PAIRS ...]] [--eps]
|
||||
[--enable-protections]
|
||||
[--dry-run-wallet DRY_RUN_WALLET]
|
||||
[--timeframe-detail TIMEFRAME_DETAIL]
|
||||
[--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]]
|
||||
[--export {none,trades,signals}]
|
||||
[--export-filename PATH]
|
||||
[--breakdown {day,week,month,year} [{day,week,month,year} ...]]
|
||||
[--cache {none,day,week,month}]
|
||||
[--freqai-backtest-live-models]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--data-format-ohlcv {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--max-open-trades INT
|
||||
Override the value of the `max_open_trades`
|
||||
configuration setting.
|
||||
--stake-amount STAKE_AMOUNT
|
||||
Override the value of the `stake_amount` configuration
|
||||
setting.
|
||||
--fee FLOAT Specify fee ratio. Will be applied twice (on trade
|
||||
entry and exit).
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--eps, --enable-position-stacking
|
||||
Allow buying the same pair multiple times (position
|
||||
stacking).
|
||||
--enable-protections, --enableprotections
|
||||
Enable protections for backtesting.Will slow
|
||||
backtesting down by a considerable amount, but will
|
||||
include configured protections
|
||||
--dry-run-wallet DRY_RUN_WALLET, --starting-balance DRY_RUN_WALLET
|
||||
Starting balance, used for backtesting / hyperopt and
|
||||
dry-runs.
|
||||
--timeframe-detail TIMEFRAME_DETAIL
|
||||
Specify detail timeframe for backtesting (`1m`, `5m`,
|
||||
`30m`, `1h`, `1d`).
|
||||
--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]
|
||||
Provide a space-separated list of strategies to
|
||||
backtest. Please note that timeframe needs to be set
|
||||
either in config or via command line. When using this
|
||||
together with `--export trades`, the strategy-name is
|
||||
injected into the filename (so `backtest-data.json`
|
||||
becomes `backtest-data-SampleStrategy.json`
|
||||
--export {none,trades,signals}
|
||||
Export backtest results (default: trades).
|
||||
--export-filename PATH, --backtest-filename PATH
|
||||
Use this filename for backtest results.Requires
|
||||
`--export` to be set as well. Example: `--export-filen
|
||||
ame=user_data/backtest_results/backtest_today.json`
|
||||
--breakdown {day,week,month,year} [{day,week,month,year} ...]
|
||||
Show backtesting breakdown per [day, week, month,
|
||||
year].
|
||||
--cache {none,day,week,month}
|
||||
Load a cached backtest result no older than specified
|
||||
age (default: day).
|
||||
--freqai-backtest-live-models
|
||||
Run backtest with ready models.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
--freqaimodel NAME Specify a custom freqaimodels.
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
|
||||
```
|
||||
54
docs/commands/convert-data.md
Normal file
54
docs/commands/convert-data.md
Normal file
@@ -0,0 +1,54 @@
|
||||
```
|
||||
usage: freqtrade convert-data [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[-p PAIRS [PAIRS ...]] --format-from
|
||||
{json,jsongz,feather,parquet} --format-to
|
||||
{json,jsongz,feather,parquet} [--erase]
|
||||
[--exchange EXCHANGE]
|
||||
[-t TIMEFRAMES [TIMEFRAMES ...]]
|
||||
[--trading-mode {spot,margin,futures}]
|
||||
[--candle-types {spot,futures,mark,index,premiumIndex,funding_rate} [{spot,futures,mark,index,premiumIndex,funding_rate} ...]]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--format-from {json,jsongz,feather,parquet}
|
||||
Source format for data conversion.
|
||||
--format-to {json,jsongz,feather,parquet}
|
||||
Destination format for data conversion.
|
||||
--erase Clean all existing data for the selected
|
||||
exchange/pairs/timeframes.
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
-t TIMEFRAMES [TIMEFRAMES ...], --timeframes TIMEFRAMES [TIMEFRAMES ...]
|
||||
Specify which tickers to download. Space-separated
|
||||
list. Default: `1m 5m`.
|
||||
--trading-mode {spot,margin,futures}, --tradingmode {spot,margin,futures}
|
||||
Select Trading mode
|
||||
--candle-types {spot,futures,mark,index,premiumIndex,funding_rate} [{spot,futures,mark,index,premiumIndex,funding_rate} ...]
|
||||
Select candle type to convert. Defaults to all
|
||||
available types.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
12
docs/commands/convert-db.md
Normal file
12
docs/commands/convert-db.md
Normal file
@@ -0,0 +1,12 @@
|
||||
```
|
||||
usage: freqtrade convert-db [-h] [--db-url PATH] [--db-url-from PATH]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--db-url PATH Override trades database URL, this is useful in custom
|
||||
deployments (default: `sqlite:///tradesv3.sqlite` for
|
||||
Live Run mode, `sqlite:///tradesv3.dryrun.sqlite` for
|
||||
Dry Run).
|
||||
--db-url-from PATH Source db url to use when migrating a database.
|
||||
|
||||
```
|
||||
43
docs/commands/convert-trade-data.md
Normal file
43
docs/commands/convert-trade-data.md
Normal file
@@ -0,0 +1,43 @@
|
||||
```
|
||||
usage: freqtrade convert-trade-data [-h] [-v] [--no-color] [--logfile FILE]
|
||||
[-V] [-c PATH] [-d PATH] [--userdir PATH]
|
||||
[-p PAIRS [PAIRS ...]] --format-from
|
||||
{json,jsongz,feather,parquet,kraken_csv}
|
||||
--format-to {json,jsongz,feather,parquet}
|
||||
[--erase] [--exchange EXCHANGE]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--format-from {json,jsongz,feather,parquet,kraken_csv}
|
||||
Source format for data conversion.
|
||||
--format-to {json,jsongz,feather,parquet}
|
||||
Destination format for data conversion.
|
||||
--erase Clean all existing data for the selected
|
||||
exchange/pairs/timeframes.
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
10
docs/commands/create-userdir.md
Normal file
10
docs/commands/create-userdir.md
Normal file
@@ -0,0 +1,10 @@
|
||||
```
|
||||
usage: freqtrade create-userdir [-h] [--userdir PATH] [--reset]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
--reset Reset sample files to their original state.
|
||||
|
||||
```
|
||||
72
docs/commands/download-data.md
Normal file
72
docs/commands/download-data.md
Normal file
@@ -0,0 +1,72 @@
|
||||
```
|
||||
usage: freqtrade download-data [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[-p PAIRS [PAIRS ...]] [--pairs-file FILE]
|
||||
[--days INT] [--new-pairs-days INT]
|
||||
[--include-inactive-pairs]
|
||||
[--timerange TIMERANGE] [--dl-trades]
|
||||
[--convert] [--exchange EXCHANGE]
|
||||
[-t TIMEFRAMES [TIMEFRAMES ...]] [--erase]
|
||||
[--data-format-ohlcv {json,jsongz,feather,parquet}]
|
||||
[--data-format-trades {json,jsongz,feather,parquet}]
|
||||
[--trading-mode {spot,margin,futures}]
|
||||
[--prepend]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--pairs-file FILE File containing a list of pairs. Takes precedence over
|
||||
--pairs or pairs configured in the configuration.
|
||||
--days INT Download data for given number of days.
|
||||
--new-pairs-days INT Download data of new pairs for given number of days.
|
||||
Default: `None`.
|
||||
--include-inactive-pairs
|
||||
Also download data from inactive pairs.
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--dl-trades Download trades instead of OHLCV data.
|
||||
--convert Convert downloaded trades to OHLCV data. Only
|
||||
applicable in combination with `--dl-trades`. Will be
|
||||
automatic for exchanges which don't have historic
|
||||
OHLCV (e.g. Kraken). If not provided, use `trades-to-
|
||||
ohlcv` to convert trades data to OHLCV data.
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
-t TIMEFRAMES [TIMEFRAMES ...], --timeframes TIMEFRAMES [TIMEFRAMES ...]
|
||||
Specify which tickers to download. Space-separated
|
||||
list. Default: `1m 5m`.
|
||||
--erase Clean all existing data for the selected
|
||||
exchange/pairs/timeframes.
|
||||
--data-format-ohlcv {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--data-format-trades {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded trades data. (default:
|
||||
`feather`).
|
||||
--trading-mode {spot,margin,futures}, --tradingmode {spot,margin,futures}
|
||||
Select Trading mode
|
||||
--prepend Allow data prepending. (Data-appending is disabled)
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
71
docs/commands/edge.md
Normal file
71
docs/commands/edge.md
Normal file
@@ -0,0 +1,71 @@
|
||||
```
|
||||
usage: freqtrade edge [-h] [-v] [--no-color] [--logfile FILE] [-V] [-c PATH]
|
||||
[-d PATH] [--userdir PATH] [-s NAME]
|
||||
[--strategy-path PATH] [--recursive-strategy-search]
|
||||
[--freqaimodel NAME] [--freqaimodel-path PATH]
|
||||
[-i TIMEFRAME] [--timerange TIMERANGE]
|
||||
[--data-format-ohlcv {json,jsongz,feather,parquet}]
|
||||
[--max-open-trades INT] [--stake-amount STAKE_AMOUNT]
|
||||
[--fee FLOAT] [-p PAIRS [PAIRS ...]]
|
||||
[--stoplosses STOPLOSS_RANGE]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--data-format-ohlcv {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--max-open-trades INT
|
||||
Override the value of the `max_open_trades`
|
||||
configuration setting.
|
||||
--stake-amount STAKE_AMOUNT
|
||||
Override the value of the `stake_amount` configuration
|
||||
setting.
|
||||
--fee FLOAT Specify fee ratio. Will be applied twice (on trade
|
||||
entry and exit).
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--stoplosses STOPLOSS_RANGE
|
||||
Defines a range of stoploss values against which edge
|
||||
will assess the strategy. The format is "min,max,step"
|
||||
(without any space). Example:
|
||||
`--stoplosses=-0.01,-0.1,-0.001`
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
--freqaimodel NAME Specify a custom freqaimodels.
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
|
||||
```
|
||||
64
docs/commands/hyperopt-list.md
Normal file
64
docs/commands/hyperopt-list.md
Normal file
@@ -0,0 +1,64 @@
|
||||
```
|
||||
usage: freqtrade hyperopt-list [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH] [--best]
|
||||
[--profitable] [--min-trades INT]
|
||||
[--max-trades INT] [--min-avg-time FLOAT]
|
||||
[--max-avg-time FLOAT] [--min-avg-profit FLOAT]
|
||||
[--max-avg-profit FLOAT]
|
||||
[--min-total-profit FLOAT]
|
||||
[--max-total-profit FLOAT]
|
||||
[--min-objective FLOAT] [--max-objective FLOAT]
|
||||
[--print-json] [--no-details]
|
||||
[--hyperopt-filename FILENAME]
|
||||
[--export-csv FILE]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--best Select only best epochs.
|
||||
--profitable Select only profitable epochs.
|
||||
--min-trades INT Select epochs with more than INT trades.
|
||||
--max-trades INT Select epochs with less than INT trades.
|
||||
--min-avg-time FLOAT Select epochs above average time.
|
||||
--max-avg-time FLOAT Select epochs below average time.
|
||||
--min-avg-profit FLOAT
|
||||
Select epochs above average profit.
|
||||
--max-avg-profit FLOAT
|
||||
Select epochs below average profit.
|
||||
--min-total-profit FLOAT
|
||||
Select epochs above total profit.
|
||||
--max-total-profit FLOAT
|
||||
Select epochs below total profit.
|
||||
--min-objective FLOAT
|
||||
Select epochs above objective.
|
||||
--max-objective FLOAT
|
||||
Select epochs below objective.
|
||||
--print-json Print output in JSON format.
|
||||
--no-details Do not print best epoch details.
|
||||
--hyperopt-filename FILENAME
|
||||
Hyperopt result filename.Example: `--hyperopt-
|
||||
filename=hyperopt_results_2020-09-27_16-20-48.pickle`
|
||||
--export-csv FILE Export to CSV-File. This will disable table print.
|
||||
Example: --export-csv hyperopt.csv
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
46
docs/commands/hyperopt-show.md
Normal file
46
docs/commands/hyperopt-show.md
Normal file
@@ -0,0 +1,46 @@
|
||||
```
|
||||
usage: freqtrade hyperopt-show [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH] [--best]
|
||||
[--profitable] [-n INT] [--print-json]
|
||||
[--hyperopt-filename FILENAME] [--no-header]
|
||||
[--disable-param-export]
|
||||
[--breakdown {day,week,month,year} [{day,week,month,year} ...]]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--best Select only best epochs.
|
||||
--profitable Select only profitable epochs.
|
||||
-n INT, --index INT Specify the index of the epoch to print details for.
|
||||
--print-json Print output in JSON format.
|
||||
--hyperopt-filename FILENAME
|
||||
Hyperopt result filename.Example: `--hyperopt-
|
||||
filename=hyperopt_results_2020-09-27_16-20-48.pickle`
|
||||
--no-header Do not print epoch details header.
|
||||
--disable-param-export
|
||||
Disable automatic hyperopt parameter export.
|
||||
--breakdown {day,week,month,year} [{day,week,month,year} ...]
|
||||
Show backtesting breakdown per [day, week, month,
|
||||
year].
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
127
docs/commands/hyperopt.md
Normal file
127
docs/commands/hyperopt.md
Normal file
@@ -0,0 +1,127 @@
|
||||
```
|
||||
usage: freqtrade hyperopt [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH] [-s NAME]
|
||||
[--strategy-path PATH] [--recursive-strategy-search]
|
||||
[--freqaimodel NAME] [--freqaimodel-path PATH]
|
||||
[-i TIMEFRAME] [--timerange TIMERANGE]
|
||||
[--data-format-ohlcv {json,jsongz,feather,parquet}]
|
||||
[--max-open-trades INT]
|
||||
[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
|
||||
[-p PAIRS [PAIRS ...]] [--hyperopt-path PATH]
|
||||
[--eps] [--enable-protections]
|
||||
[--dry-run-wallet DRY_RUN_WALLET]
|
||||
[--timeframe-detail TIMEFRAME_DETAIL] [-e INT]
|
||||
[--spaces {all,buy,sell,roi,stoploss,trailing,protection,trades,default} [{all,buy,sell,roi,stoploss,trailing,protection,trades,default} ...]]
|
||||
[--print-all] [--print-json] [-j JOBS]
|
||||
[--random-state INT] [--min-trades INT]
|
||||
[--hyperopt-loss NAME] [--disable-param-export]
|
||||
[--ignore-missing-spaces] [--analyze-per-epoch]
|
||||
[--early-stop INT]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--data-format-ohlcv {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--max-open-trades INT
|
||||
Override the value of the `max_open_trades`
|
||||
configuration setting.
|
||||
--stake-amount STAKE_AMOUNT
|
||||
Override the value of the `stake_amount` configuration
|
||||
setting.
|
||||
--fee FLOAT Specify fee ratio. Will be applied twice (on trade
|
||||
entry and exit).
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--hyperopt-path PATH Specify additional lookup path for Hyperopt Loss
|
||||
functions.
|
||||
--eps, --enable-position-stacking
|
||||
Allow buying the same pair multiple times (position
|
||||
stacking).
|
||||
--enable-protections, --enableprotections
|
||||
Enable protections for backtesting.Will slow
|
||||
backtesting down by a considerable amount, but will
|
||||
include configured protections
|
||||
--dry-run-wallet DRY_RUN_WALLET, --starting-balance DRY_RUN_WALLET
|
||||
Starting balance, used for backtesting / hyperopt and
|
||||
dry-runs.
|
||||
--timeframe-detail TIMEFRAME_DETAIL
|
||||
Specify detail timeframe for backtesting (`1m`, `5m`,
|
||||
`30m`, `1h`, `1d`).
|
||||
-e INT, --epochs INT Specify number of epochs (default: 100).
|
||||
--spaces {all,buy,sell,roi,stoploss,trailing,protection,trades,default} [{all,buy,sell,roi,stoploss,trailing,protection,trades,default} ...]
|
||||
Specify which parameters to hyperopt. Space-separated
|
||||
list.
|
||||
--print-all Print all results, not only the best ones.
|
||||
--print-json Print output in JSON format.
|
||||
-j JOBS, --job-workers JOBS
|
||||
The number of concurrently running jobs for
|
||||
hyperoptimization (hyperopt worker processes). If -1
|
||||
(default), all CPUs are used, for -2, all CPUs but one
|
||||
are used, etc. If 1 is given, no parallel computing
|
||||
code is used at all.
|
||||
--random-state INT Set random state to some positive integer for
|
||||
reproducible hyperopt results.
|
||||
--min-trades INT Set minimal desired number of trades for evaluations
|
||||
in the hyperopt optimization path (default: 1).
|
||||
--hyperopt-loss NAME, --hyperoptloss NAME
|
||||
Specify the class name of the hyperopt loss function
|
||||
class (IHyperOptLoss). Different functions can
|
||||
generate completely different results, since the
|
||||
target for optimization is different. Built-in
|
||||
Hyperopt-loss-functions are:
|
||||
ShortTradeDurHyperOptLoss, OnlyProfitHyperOptLoss,
|
||||
SharpeHyperOptLoss, SharpeHyperOptLossDaily,
|
||||
SortinoHyperOptLoss, SortinoHyperOptLossDaily,
|
||||
CalmarHyperOptLoss, MaxDrawDownHyperOptLoss,
|
||||
MaxDrawDownRelativeHyperOptLoss,
|
||||
MaxDrawDownPerPairHyperOptLoss,
|
||||
ProfitDrawDownHyperOptLoss, MultiMetricHyperOptLoss
|
||||
--disable-param-export
|
||||
Disable automatic hyperopt parameter export.
|
||||
--ignore-missing-spaces, --ignore-unparameterized-spaces
|
||||
Suppress errors for any requested Hyperopt spaces that
|
||||
do not contain any parameters.
|
||||
--analyze-per-epoch Run populate_indicators once per epoch.
|
||||
--early-stop INT Early stop hyperopt if no improvement after (default:
|
||||
0) epochs.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
--freqaimodel NAME Specify a custom freqaimodels.
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
|
||||
```
|
||||
14
docs/commands/install-ui.md
Normal file
14
docs/commands/install-ui.md
Normal file
@@ -0,0 +1,14 @@
|
||||
```
|
||||
usage: freqtrade install-ui [-h] [--erase] [--prerelease]
|
||||
[--ui-version UI_VERSION]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--erase Clean UI folder, don't download new version.
|
||||
--prerelease Install the latest pre-release version of FreqUI. This
|
||||
is not recommended for production use.
|
||||
--ui-version UI_VERSION
|
||||
Specify a specific version of FreqUI to install. Not
|
||||
specifying this installs the latest version.
|
||||
|
||||
```
|
||||
50
docs/commands/list-data.md
Normal file
50
docs/commands/list-data.md
Normal file
@@ -0,0 +1,50 @@
|
||||
```
|
||||
usage: freqtrade list-data [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--exchange EXCHANGE]
|
||||
[--data-format-ohlcv {json,jsongz,feather,parquet}]
|
||||
[--data-format-trades {json,jsongz,feather,parquet}]
|
||||
[--trades] [-p PAIRS [PAIRS ...]]
|
||||
[--trading-mode {spot,margin,futures}]
|
||||
[--show-timerange]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
--data-format-ohlcv {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--data-format-trades {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded trades data. (default:
|
||||
`feather`).
|
||||
--trades Work on trades data instead of OHLCV data.
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--trading-mode {spot,margin,futures}, --tradingmode {spot,margin,futures}
|
||||
Select Trading mode
|
||||
--show-timerange Show timerange available for available data. (May take
|
||||
a while to calculate).
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
31
docs/commands/list-exchanges.md
Normal file
31
docs/commands/list-exchanges.md
Normal file
@@ -0,0 +1,31 @@
|
||||
```
|
||||
usage: freqtrade list-exchanges [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH] [-1] [-a]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-1, --one-column Print output in one column.
|
||||
-a, --all Print all exchanges known to the ccxt library.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
33
docs/commands/list-freqaimodels.md
Normal file
33
docs/commands/list-freqaimodels.md
Normal file
@@ -0,0 +1,33 @@
|
||||
```
|
||||
usage: freqtrade list-freqaimodels [-h] [-v] [--no-color] [--logfile FILE]
|
||||
[-V] [-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--freqaimodel-path PATH] [-1]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
-1, --one-column Print output in one column.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
33
docs/commands/list-hyperoptloss.md
Normal file
33
docs/commands/list-hyperoptloss.md
Normal file
@@ -0,0 +1,33 @@
|
||||
```
|
||||
usage: freqtrade list-hyperoptloss [-h] [-v] [--no-color] [--logfile FILE]
|
||||
[-V] [-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--hyperopt-path PATH] [-1]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--hyperopt-path PATH Specify additional lookup path for Hyperopt Loss
|
||||
functions.
|
||||
-1, --one-column Print output in one column.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
48
docs/commands/list-markets.md
Normal file
48
docs/commands/list-markets.md
Normal file
@@ -0,0 +1,48 @@
|
||||
```
|
||||
usage: freqtrade list-markets [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--exchange EXCHANGE] [--print-list]
|
||||
[--print-json] [-1] [--print-csv]
|
||||
[--base BASE_CURRENCY [BASE_CURRENCY ...]]
|
||||
[--quote QUOTE_CURRENCY [QUOTE_CURRENCY ...]]
|
||||
[-a] [--trading-mode {spot,margin,futures}]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
--print-list Print list of pairs or market symbols. By default data
|
||||
is printed in the tabular format.
|
||||
--print-json Print list of pairs or market symbols in JSON format.
|
||||
-1, --one-column Print output in one column.
|
||||
--print-csv Print exchange pair or market data in the csv format.
|
||||
--base BASE_CURRENCY [BASE_CURRENCY ...]
|
||||
Specify base currency(-ies). Space-separated list.
|
||||
--quote QUOTE_CURRENCY [QUOTE_CURRENCY ...]
|
||||
Specify quote currency(-ies). Space-separated list.
|
||||
-a, --all Print all pairs or market symbols. By default only
|
||||
active ones are shown.
|
||||
--trading-mode {spot,margin,futures}, --tradingmode {spot,margin,futures}
|
||||
Select Trading mode
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
48
docs/commands/list-pairs.md
Normal file
48
docs/commands/list-pairs.md
Normal file
@@ -0,0 +1,48 @@
|
||||
```
|
||||
usage: freqtrade list-pairs [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--exchange EXCHANGE] [--print-list]
|
||||
[--print-json] [-1] [--print-csv]
|
||||
[--base BASE_CURRENCY [BASE_CURRENCY ...]]
|
||||
[--quote QUOTE_CURRENCY [QUOTE_CURRENCY ...]] [-a]
|
||||
[--trading-mode {spot,margin,futures}]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
--print-list Print list of pairs or market symbols. By default data
|
||||
is printed in the tabular format.
|
||||
--print-json Print list of pairs or market symbols in JSON format.
|
||||
-1, --one-column Print output in one column.
|
||||
--print-csv Print exchange pair or market data in the csv format.
|
||||
--base BASE_CURRENCY [BASE_CURRENCY ...]
|
||||
Specify base currency(-ies). Space-separated list.
|
||||
--quote QUOTE_CURRENCY [QUOTE_CURRENCY ...]
|
||||
Specify quote currency(-ies). Space-separated list.
|
||||
-a, --all Print all pairs or market symbols. By default only
|
||||
active ones are shown.
|
||||
--trading-mode {spot,margin,futures}, --tradingmode {spot,margin,futures}
|
||||
Select Trading mode
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
36
docs/commands/list-strategies.md
Normal file
36
docs/commands/list-strategies.md
Normal file
@@ -0,0 +1,36 @@
|
||||
```
|
||||
usage: freqtrade list-strategies [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--strategy-path PATH] [-1]
|
||||
[--recursive-strategy-search]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
-1, --one-column Print output in one column.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
32
docs/commands/list-timeframes.md
Normal file
32
docs/commands/list-timeframes.md
Normal file
@@ -0,0 +1,32 @@
|
||||
```
|
||||
usage: freqtrade list-timeframes [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--exchange EXCHANGE] [-1]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
-1, --one-column Print output in one column.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
110
docs/commands/lookahead-analysis.md
Normal file
110
docs/commands/lookahead-analysis.md
Normal file
@@ -0,0 +1,110 @@
|
||||
```
|
||||
usage: freqtrade lookahead-analysis [-h] [-v] [--no-color] [--logfile FILE]
|
||||
[-V] [-c PATH] [-d PATH] [--userdir PATH]
|
||||
[-s NAME] [--strategy-path PATH]
|
||||
[--recursive-strategy-search]
|
||||
[--freqaimodel NAME]
|
||||
[--freqaimodel-path PATH] [-i TIMEFRAME]
|
||||
[--timerange TIMERANGE]
|
||||
[--data-format-ohlcv {json,jsongz,feather,parquet}]
|
||||
[--max-open-trades INT]
|
||||
[--stake-amount STAKE_AMOUNT]
|
||||
[--fee FLOAT] [-p PAIRS [PAIRS ...]]
|
||||
[--enable-protections]
|
||||
[--dry-run-wallet DRY_RUN_WALLET]
|
||||
[--timeframe-detail TIMEFRAME_DETAIL]
|
||||
[--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]]
|
||||
[--export {none,trades,signals}]
|
||||
[--export-filename PATH]
|
||||
[--freqai-backtest-live-models]
|
||||
[--minimum-trade-amount INT]
|
||||
[--targeted-trade-amount INT]
|
||||
[--lookahead-analysis-exportfilename LOOKAHEAD_ANALYSIS_EXPORTFILENAME]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--data-format-ohlcv {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--max-open-trades INT
|
||||
Override the value of the `max_open_trades`
|
||||
configuration setting.
|
||||
--stake-amount STAKE_AMOUNT
|
||||
Override the value of the `stake_amount` configuration
|
||||
setting.
|
||||
--fee FLOAT Specify fee ratio. Will be applied twice (on trade
|
||||
entry and exit).
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--enable-protections, --enableprotections
|
||||
Enable protections for backtesting.Will slow
|
||||
backtesting down by a considerable amount, but will
|
||||
include configured protections
|
||||
--dry-run-wallet DRY_RUN_WALLET, --starting-balance DRY_RUN_WALLET
|
||||
Starting balance, used for backtesting / hyperopt and
|
||||
dry-runs.
|
||||
--timeframe-detail TIMEFRAME_DETAIL
|
||||
Specify detail timeframe for backtesting (`1m`, `5m`,
|
||||
`30m`, `1h`, `1d`).
|
||||
--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]
|
||||
Provide a space-separated list of strategies to
|
||||
backtest. Please note that timeframe needs to be set
|
||||
either in config or via command line. When using this
|
||||
together with `--export trades`, the strategy-name is
|
||||
injected into the filename (so `backtest-data.json`
|
||||
becomes `backtest-data-SampleStrategy.json`
|
||||
--export {none,trades,signals}
|
||||
Export backtest results (default: trades).
|
||||
--export-filename PATH, --backtest-filename PATH
|
||||
Use this filename for backtest results.Requires
|
||||
`--export` to be set as well. Example: `--export-filen
|
||||
ame=user_data/backtest_results/backtest_today.json`
|
||||
--freqai-backtest-live-models
|
||||
Run backtest with ready models.
|
||||
--minimum-trade-amount INT
|
||||
Minimum trade amount for lookahead-analysis
|
||||
--targeted-trade-amount INT
|
||||
Targeted trade amount for lookahead analysis
|
||||
--lookahead-analysis-exportfilename LOOKAHEAD_ANALYSIS_EXPORTFILENAME
|
||||
Use this csv-filename to store lookahead-analysis-
|
||||
results
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
--freqaimodel NAME Specify a custom freqaimodels.
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
|
||||
```
|
||||
51
docs/commands/main.md
Normal file
51
docs/commands/main.md
Normal file
@@ -0,0 +1,51 @@
|
||||
```
|
||||
usage: freqtrade [-h] [-V]
|
||||
{trade,create-userdir,new-config,show-config,new-strategy,download-data,convert-data,convert-trade-data,trades-to-ohlcv,list-data,backtesting,backtesting-show,backtesting-analysis,edge,hyperopt,hyperopt-list,hyperopt-show,list-exchanges,list-markets,list-pairs,list-strategies,list-hyperoptloss,list-freqaimodels,list-timeframes,show-trades,test-pairlist,convert-db,install-ui,plot-dataframe,plot-profit,webserver,strategy-updater,lookahead-analysis,recursive-analysis}
|
||||
...
|
||||
|
||||
Free, open source crypto trading bot
|
||||
|
||||
positional arguments:
|
||||
{trade,create-userdir,new-config,show-config,new-strategy,download-data,convert-data,convert-trade-data,trades-to-ohlcv,list-data,backtesting,backtesting-show,backtesting-analysis,edge,hyperopt,hyperopt-list,hyperopt-show,list-exchanges,list-markets,list-pairs,list-strategies,list-hyperoptloss,list-freqaimodels,list-timeframes,show-trades,test-pairlist,convert-db,install-ui,plot-dataframe,plot-profit,webserver,strategy-updater,lookahead-analysis,recursive-analysis}
|
||||
trade Trade module.
|
||||
create-userdir Create user-data directory.
|
||||
new-config Create new config
|
||||
show-config Show resolved config
|
||||
new-strategy Create new strategy
|
||||
download-data Download backtesting data.
|
||||
convert-data Convert candle (OHLCV) data from one format to
|
||||
another.
|
||||
convert-trade-data Convert trade data from one format to another.
|
||||
trades-to-ohlcv Convert trade data to OHLCV data.
|
||||
list-data List downloaded data.
|
||||
backtesting Backtesting module.
|
||||
backtesting-show Show past Backtest results
|
||||
backtesting-analysis
|
||||
Backtest Analysis module.
|
||||
edge Edge module.
|
||||
hyperopt Hyperopt module.
|
||||
hyperopt-list List Hyperopt results
|
||||
hyperopt-show Show details of Hyperopt results
|
||||
list-exchanges Print available exchanges.
|
||||
list-markets Print markets on exchange.
|
||||
list-pairs Print pairs on exchange.
|
||||
list-strategies Print available strategies.
|
||||
list-hyperoptloss Print available hyperopt loss functions.
|
||||
list-freqaimodels Print available freqAI models.
|
||||
list-timeframes Print available timeframes for the exchange.
|
||||
show-trades Show trades.
|
||||
test-pairlist Test your pairlist configuration.
|
||||
convert-db Migrate database to different system
|
||||
install-ui Install FreqUI
|
||||
plot-dataframe Plot candles with indicators.
|
||||
plot-profit Generate plot showing profits.
|
||||
webserver Webserver module.
|
||||
strategy-updater updates outdated strategy files to the current version
|
||||
lookahead-analysis Check for potential look ahead bias.
|
||||
recursive-analysis Check for potential recursive formula issue.
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-V, --version show program's version number and exit
|
||||
|
||||
```
|
||||
12
docs/commands/new-config.md
Normal file
12
docs/commands/new-config.md
Normal file
@@ -0,0 +1,12 @@
|
||||
```
|
||||
usage: freqtrade new-config [-h] [-c PATH]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
|
||||
```
|
||||
19
docs/commands/new-strategy.md
Normal file
19
docs/commands/new-strategy.md
Normal file
@@ -0,0 +1,19 @@
|
||||
```
|
||||
usage: freqtrade new-strategy [-h] [--userdir PATH] [-s NAME]
|
||||
[--strategy-path PATH]
|
||||
[--template {full,minimal,advanced}]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--template {full,minimal,advanced}
|
||||
Use a template which is either `minimal`, `full`
|
||||
(containing multiple sample indicators) or `advanced`.
|
||||
Default: `full`.
|
||||
|
||||
```
|
||||
84
docs/commands/plot-dataframe.md
Normal file
84
docs/commands/plot-dataframe.md
Normal file
@@ -0,0 +1,84 @@
|
||||
```
|
||||
usage: freqtrade plot-dataframe [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH] [-s NAME]
|
||||
[--strategy-path PATH]
|
||||
[--recursive-strategy-search]
|
||||
[--freqaimodel NAME] [--freqaimodel-path PATH]
|
||||
[-p PAIRS [PAIRS ...]]
|
||||
[--indicators1 INDICATORS1 [INDICATORS1 ...]]
|
||||
[--indicators2 INDICATORS2 [INDICATORS2 ...]]
|
||||
[--plot-limit INT] [--db-url PATH]
|
||||
[--trade-source {DB,file}]
|
||||
[--export {none,trades,signals}]
|
||||
[--export-filename PATH]
|
||||
[--timerange TIMERANGE] [-i TIMEFRAME]
|
||||
[--no-trades]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--indicators1 INDICATORS1 [INDICATORS1 ...]
|
||||
Set indicators from your strategy you want in the
|
||||
first row of the graph. Space-separated list. Example:
|
||||
`ema3 ema5`. Default: `['sma', 'ema3', 'ema5']`.
|
||||
--indicators2 INDICATORS2 [INDICATORS2 ...]
|
||||
Set indicators from your strategy you want in the
|
||||
third row of the graph. Space-separated list. Example:
|
||||
`fastd fastk`. Default: `['macd', 'macdsignal']`.
|
||||
--plot-limit INT Specify tick limit for plotting. Notice: too high
|
||||
values cause huge files. Default: 750.
|
||||
--db-url PATH Override trades database URL, this is useful in custom
|
||||
deployments (default: `sqlite:///tradesv3.sqlite` for
|
||||
Live Run mode, `sqlite:///tradesv3.dryrun.sqlite` for
|
||||
Dry Run).
|
||||
--trade-source {DB,file}
|
||||
Specify the source for trades (Can be DB or file
|
||||
(backtest file)) Default: file
|
||||
--export {none,trades,signals}
|
||||
Export backtest results (default: trades).
|
||||
--export-filename PATH, --backtest-filename PATH
|
||||
Use this filename for backtest results.Requires
|
||||
`--export` to be set as well. Example: `--export-filen
|
||||
ame=user_data/backtest_results/backtest_today.json`
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--no-trades Skip using trades from backtesting file and DB.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
--freqaimodel NAME Specify a custom freqaimodels.
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
|
||||
```
|
||||
70
docs/commands/plot-profit.md
Normal file
70
docs/commands/plot-profit.md
Normal file
@@ -0,0 +1,70 @@
|
||||
```
|
||||
usage: freqtrade plot-profit [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH] [-s NAME]
|
||||
[--strategy-path PATH]
|
||||
[--recursive-strategy-search]
|
||||
[--freqaimodel NAME] [--freqaimodel-path PATH]
|
||||
[-p PAIRS [PAIRS ...]] [--timerange TIMERANGE]
|
||||
[--export {none,trades,signals}]
|
||||
[--export-filename PATH] [--db-url PATH]
|
||||
[--trade-source {DB,file}] [-i TIMEFRAME]
|
||||
[--auto-open]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--export {none,trades,signals}
|
||||
Export backtest results (default: trades).
|
||||
--export-filename PATH, --backtest-filename PATH
|
||||
Use this filename for backtest results.Requires
|
||||
`--export` to be set as well. Example: `--export-filen
|
||||
ame=user_data/backtest_results/backtest_today.json`
|
||||
--db-url PATH Override trades database URL, this is useful in custom
|
||||
deployments (default: `sqlite:///tradesv3.sqlite` for
|
||||
Live Run mode, `sqlite:///tradesv3.dryrun.sqlite` for
|
||||
Dry Run).
|
||||
--trade-source {DB,file}
|
||||
Specify the source for trades (Can be DB or file
|
||||
(backtest file)) Default: file
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--auto-open Automatically open generated plot.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
--freqaimodel NAME Specify a custom freqaimodels.
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
|
||||
```
|
||||
62
docs/commands/recursive-analysis.md
Normal file
62
docs/commands/recursive-analysis.md
Normal file
@@ -0,0 +1,62 @@
|
||||
```
|
||||
usage: freqtrade recursive-analysis [-h] [-v] [--no-color] [--logfile FILE]
|
||||
[-V] [-c PATH] [-d PATH] [--userdir PATH]
|
||||
[-s NAME] [--strategy-path PATH]
|
||||
[--recursive-strategy-search]
|
||||
[--freqaimodel NAME]
|
||||
[--freqaimodel-path PATH] [-i TIMEFRAME]
|
||||
[--timerange TIMERANGE]
|
||||
[--data-format-ohlcv {json,jsongz,feather,parquet}]
|
||||
[-p PAIRS [PAIRS ...]]
|
||||
[--startup-candle STARTUP_CANDLE [STARTUP_CANDLE ...]]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--data-format-ohlcv {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--startup-candle STARTUP_CANDLE [STARTUP_CANDLE ...]
|
||||
Specify startup candles to be checked (`199`, `499`,
|
||||
`999`, `1999`).
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
--freqaimodel NAME Specify a custom freqaimodels.
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
|
||||
```
|
||||
16
docs/commands/show-config.md
Normal file
16
docs/commands/show-config.md
Normal file
@@ -0,0 +1,16 @@
|
||||
```
|
||||
usage: freqtrade show-config [-h] [--userdir PATH] [-c PATH]
|
||||
[--show-sensitive]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
--show-sensitive Show secrets in the output.
|
||||
|
||||
```
|
||||
39
docs/commands/show-trades.md
Normal file
39
docs/commands/show-trades.md
Normal file
@@ -0,0 +1,39 @@
|
||||
```
|
||||
usage: freqtrade show-trades [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--db-url PATH]
|
||||
[--trade-ids TRADE_IDS [TRADE_IDS ...]]
|
||||
[--print-json]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--db-url PATH Override trades database URL, this is useful in custom
|
||||
deployments (default: `sqlite:///tradesv3.sqlite` for
|
||||
Live Run mode, `sqlite:///tradesv3.dryrun.sqlite` for
|
||||
Dry Run).
|
||||
--trade-ids TRADE_IDS [TRADE_IDS ...]
|
||||
Specify the list of trade ids.
|
||||
--print-json Print output in JSON format.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
43
docs/commands/strategy-updater.md
Normal file
43
docs/commands/strategy-updater.md
Normal file
@@ -0,0 +1,43 @@
|
||||
```
|
||||
usage: freqtrade strategy-updater [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]]
|
||||
[--strategy-path PATH]
|
||||
[--recursive-strategy-search]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]
|
||||
Provide a space-separated list of strategies to
|
||||
backtest. Please note that timeframe needs to be set
|
||||
either in config or via command line. When using this
|
||||
together with `--export trades`, the strategy-name is
|
||||
injected into the filename (so `backtest-data.json`
|
||||
becomes `backtest-data-SampleStrategy.json`
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
22
docs/commands/test-pairlist.md
Normal file
22
docs/commands/test-pairlist.md
Normal file
@@ -0,0 +1,22 @@
|
||||
```
|
||||
usage: freqtrade test-pairlist [-h] [--userdir PATH] [-v] [-c PATH]
|
||||
[--quote QUOTE_CURRENCY [QUOTE_CURRENCY ...]]
|
||||
[-1] [--print-json] [--exchange EXCHANGE]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
--quote QUOTE_CURRENCY [QUOTE_CURRENCY ...]
|
||||
Specify quote currency(-ies). Space-separated list.
|
||||
-1, --one-column Print output in one column.
|
||||
--print-json Print list of pairs or market symbols in JSON format.
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
|
||||
```
|
||||
57
docs/commands/trade.md
Normal file
57
docs/commands/trade.md
Normal file
@@ -0,0 +1,57 @@
|
||||
```
|
||||
usage: freqtrade trade [-h] [-v] [--no-color] [--logfile FILE] [-V] [-c PATH]
|
||||
[-d PATH] [--userdir PATH] [-s NAME]
|
||||
[--strategy-path PATH] [--recursive-strategy-search]
|
||||
[--freqaimodel NAME] [--freqaimodel-path PATH]
|
||||
[--db-url PATH] [--sd-notify] [--dry-run]
|
||||
[--dry-run-wallet DRY_RUN_WALLET] [--fee FLOAT]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--db-url PATH Override trades database URL, this is useful in custom
|
||||
deployments (default: `sqlite:///tradesv3.sqlite` for
|
||||
Live Run mode, `sqlite:///tradesv3.dryrun.sqlite` for
|
||||
Dry Run).
|
||||
--sd-notify Notify systemd service manager.
|
||||
--dry-run Enforce dry-run for trading (removes Exchange secrets
|
||||
and simulates trades).
|
||||
--dry-run-wallet DRY_RUN_WALLET, --starting-balance DRY_RUN_WALLET
|
||||
Starting balance, used for backtesting / hyperopt and
|
||||
dry-runs.
|
||||
--fee FLOAT Specify fee ratio. Will be applied twice (on trade
|
||||
entry and exit).
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
--freqaimodel NAME Specify a custom freqaimodels.
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
|
||||
```
|
||||
50
docs/commands/trades-to-ohlcv.md
Normal file
50
docs/commands/trades-to-ohlcv.md
Normal file
@@ -0,0 +1,50 @@
|
||||
```
|
||||
usage: freqtrade trades-to-ohlcv [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
[-p PAIRS [PAIRS ...]]
|
||||
[-t TIMEFRAMES [TIMEFRAMES ...]]
|
||||
[--exchange EXCHANGE]
|
||||
[--data-format-ohlcv {json,jsongz,feather,parquet}]
|
||||
[--data-format-trades {json,jsongz,feather,parquet}]
|
||||
[--trading-mode {spot,margin,futures}]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
-t TIMEFRAMES [TIMEFRAMES ...], --timeframes TIMEFRAMES [TIMEFRAMES ...]
|
||||
Specify which tickers to download. Space-separated
|
||||
list. Default: `1m 5m`.
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
--data-format-ohlcv {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--data-format-trades {json,jsongz,feather,parquet}
|
||||
Storage format for downloaded trades data. (default:
|
||||
`feather`).
|
||||
--trading-mode {spot,margin,futures}, --tradingmode {spot,margin,futures}
|
||||
Select Trading mode
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
29
docs/commands/webserver.md
Normal file
29
docs/commands/webserver.md
Normal file
@@ -0,0 +1,29 @@
|
||||
```
|
||||
usage: freqtrade webserver [-h] [-v] [--no-color] [--logfile FILE] [-V]
|
||||
[-c PATH] [-d PATH] [--userdir PATH]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to the base directory of the exchange with
|
||||
historical backtesting data. To see futures data, use
|
||||
trading-mode additionally.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
@@ -39,13 +39,19 @@ Please note that Environment variables will overwrite corresponding settings in
|
||||
|
||||
Common example:
|
||||
|
||||
```
|
||||
``` bash
|
||||
FREQTRADE__TELEGRAM__CHAT_ID=<telegramchatid>
|
||||
FREQTRADE__TELEGRAM__TOKEN=<telegramToken>
|
||||
FREQTRADE__EXCHANGE__KEY=<yourExchangeKey>
|
||||
FREQTRADE__EXCHANGE__SECRET=<yourExchangeSecret>
|
||||
```
|
||||
|
||||
Json lists are parsed as json - so you can use the following to set a list of pairs:
|
||||
|
||||
``` bash
|
||||
export FREQTRADE__EXCHANGE__PAIR_WHITELIST='["BTC/USDT", "ETH/USDT"]'
|
||||
```
|
||||
|
||||
!!! Note
|
||||
Environment variables detected are logged at startup - so if you can't find why a value is not what you think it should be based on the configuration, make sure it's not loaded from an environment variable.
|
||||
|
||||
@@ -54,7 +60,7 @@ FREQTRADE__EXCHANGE__SECRET=<yourExchangeSecret>
|
||||
|
||||
??? Warning "Loading sequence"
|
||||
Environment variables are loaded after the initial configuration. As such, you cannot provide the path to the configuration through environment variables. Please use `--config path/to/config.json` for that.
|
||||
This also applies to user_dir to some degree. while the user directory can be set through environment variables - the configuration will **not** be loaded from that location.
|
||||
This also applies to `user_dir` to some degree. while the user directory can be set through environment variables - the configuration will **not** be loaded from that location.
|
||||
|
||||
### Multiple configuration files
|
||||
|
||||
@@ -123,6 +129,19 @@ This is similar to using multiple `--config` parameters, but simpler in usage as
|
||||
|
||||
If multiple files are in the `add_config_files` section, then they will be assumed to be at identical levels, having the last occurrence override the earlier config (unless a parent already defined such a key).
|
||||
|
||||
## Editor autocomplete and validation
|
||||
|
||||
If you are using an editor that supports JSON schema, you can use the schema provided by Freqtrade to get autocompletion and validation of your configuration file by adding the following line to the top of your configuration file:
|
||||
|
||||
``` json
|
||||
{
|
||||
"$schema": "https://schema.freqtrade.io/schema.json",
|
||||
}
|
||||
```
|
||||
|
||||
??? Note "Develop version"
|
||||
The develop schema is available as `https://schema.freqtrade.io/schema_dev.json` - though we recommend to stick to the stable version for the best experience.
|
||||
|
||||
## Configuration parameters
|
||||
|
||||
The table below will list all configuration parameters available.
|
||||
@@ -133,10 +152,10 @@ Freqtrade can also load many options via command line (CLI) arguments (check out
|
||||
|
||||
The prevalence for all Options is as follows:
|
||||
|
||||
- CLI arguments override any other option
|
||||
- [Environment Variables](#environment-variables)
|
||||
- Configuration files are used in sequence (the last file wins) and override Strategy configurations.
|
||||
- Strategy configurations are only used if they are not set via configuration or command-line arguments. These options are marked with [Strategy Override](#parameters-in-the-strategy) in the below table.
|
||||
* CLI arguments override any other option
|
||||
* [Environment Variables](#environment-variables)
|
||||
* Configuration files are used in sequence (the last file wins) and override Strategy configurations.
|
||||
* Strategy configurations are only used if they are not set via configuration or command-line arguments. These options are marked with [Strategy Override](#parameters-in-the-strategy) in the below table.
|
||||
|
||||
### Parameters table
|
||||
|
||||
@@ -155,13 +174,13 @@ Mandatory parameters are marked as **Required**, which means that they are requi
|
||||
| `timeframe` | The timeframe to use (e.g `1m`, `5m`, `15m`, `30m`, `1h` ...). Usually missing in configuration, and specified in the strategy. [Strategy Override](#parameters-in-the-strategy). <br> **Datatype:** String
|
||||
| `fiat_display_currency` | Fiat currency used to show your profits. [More information below](#what-values-can-be-used-for-fiat_display_currency). <br> **Datatype:** String
|
||||
| `dry_run` | **Required.** Define if the bot must be in Dry Run or production mode. <br>*Defaults to `true`.* <br> **Datatype:** Boolean
|
||||
| `dry_run_wallet` | Define the starting amount in stake currency for the simulated wallet used by the bot running in Dry Run mode.<br>*Defaults to `1000`.* <br> **Datatype:** Float
|
||||
| `dry_run_wallet` | Define the starting amount in stake currency for the simulated wallet used by the bot running in Dry Run mode. [More information below](#dry-run-wallet)<br>*Defaults to `1000`.* <br> **Datatype:** Float or Dict
|
||||
| `cancel_open_orders_on_exit` | Cancel open orders when the `/stop` RPC command is issued, `Ctrl+C` is pressed or the bot dies unexpectedly. When set to `true`, this allows you to use `/stop` to cancel unfilled and partially filled orders in the event of a market crash. It does not impact open positions. <br>*Defaults to `false`.* <br> **Datatype:** Boolean
|
||||
| `process_only_new_candles` | Enable processing of indicators only when new candles arrive. If false each loop populates the indicators, this will mean the same candle is processed many times creating system load but can be useful of your strategy depends on tick data not only candle. [Strategy Override](#parameters-in-the-strategy). <br>*Defaults to `true`.* <br> **Datatype:** Boolean
|
||||
| `minimal_roi` | **Required.** Set the threshold as ratio the bot will use to exit a trade. [More information below](#understand-minimal_roi). [Strategy Override](#parameters-in-the-strategy). <br> **Datatype:** Dict
|
||||
| `stoploss` | **Required.** Value as ratio of the stoploss used by the bot. More details in the [stoploss documentation](stoploss.md). [Strategy Override](#parameters-in-the-strategy). <br> **Datatype:** Float (as ratio)
|
||||
| `trailing_stop` | Enables trailing stoploss (based on `stoploss` in either configuration or strategy file). More details in the [stoploss documentation](stoploss.md#trailing-stop-loss). [Strategy Override](#parameters-in-the-strategy). <br> **Datatype:** Boolean
|
||||
| `trailing_stop_positive` | Changes stoploss once profit has been reached. More details in the [stoploss documentation](stoploss.md#trailing-stop-loss-custom-positive-loss). [Strategy Override](#parameters-in-the-strategy). <br> **Datatype:** Float
|
||||
| `trailing_stop_positive` | Changes stoploss once profit has been reached. More details in the [stoploss documentation](stoploss.md#trailing-stop-loss-different-positive-loss). [Strategy Override](#parameters-in-the-strategy). <br> **Datatype:** Float
|
||||
| `trailing_stop_positive_offset` | Offset on when to apply `trailing_stop_positive`. Percentage value which should be positive. More details in the [stoploss documentation](stoploss.md#trailing-stop-loss-only-once-the-trade-has-reached-a-certain-offset). [Strategy Override](#parameters-in-the-strategy). <br>*Defaults to `0.0` (no offset).* <br> **Datatype:** Float
|
||||
| `trailing_only_offset_is_reached` | Only apply trailing stoploss when the offset is reached. [stoploss documentation](stoploss.md). [Strategy Override](#parameters-in-the-strategy). <br>*Defaults to `false`.* <br> **Datatype:** Boolean
|
||||
| `fee` | Fee used during backtesting / dry-runs. Should normally not be configured, which has freqtrade fall back to the exchange default fee. Set as ratio (e.g. 0.001 = 0.1%). Fee is applied twice for each trade, once when buying, once when selling. <br> **Datatype:** Float (as ratio)
|
||||
@@ -170,7 +189,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi
|
||||
| `margin_mode` | When trading with leverage, this determines if the collateral owned by the trader will be shared or isolated to each trading pair [leverage documentation](leverage.md). <br> **Datatype:** String
|
||||
| `liquidation_buffer` | A ratio specifying how large of a safety net to place between the liquidation price and the stoploss to prevent a position from reaching the liquidation price [leverage documentation](leverage.md). <br>*Defaults to `0.05`.* <br> **Datatype:** Float
|
||||
| | **Unfilled timeout**
|
||||
| `unfilledtimeout.entry` | **Required.** How long (in minutes or seconds) the bot will wait for an unfilled entry order to complete, after which the order will be cancelled and repeated at current (new) price, as long as there is a signal. [Strategy Override](#parameters-in-the-strategy).<br> **Datatype:** Integer
|
||||
| `unfilledtimeout.entry` | **Required.** How long (in minutes or seconds) the bot will wait for an unfilled entry order to complete, after which the order will be cancelled. [Strategy Override](#parameters-in-the-strategy).<br> **Datatype:** Integer
|
||||
| `unfilledtimeout.exit` | **Required.** How long (in minutes or seconds) the bot will wait for an unfilled exit order to complete, after which the order will be cancelled and repeated at current (new) price, as long as there is a signal. [Strategy Override](#parameters-in-the-strategy).<br> **Datatype:** Integer
|
||||
| `unfilledtimeout.unit` | Unit to use in unfilledtimeout setting. Note: If you set unfilledtimeout.unit to "seconds", "internals.process_throttle_secs" must be inferior or equal to timeout [Strategy Override](#parameters-in-the-strategy). <br> *Defaults to `"minutes"`.* <br> **Datatype:** String
|
||||
| `unfilledtimeout.exit_timeout_count` | How many times can exit orders time out. Once this number of timeouts is reached, an emergency exit is triggered. 0 to disable and allow unlimited order cancels. [Strategy Override](#parameters-in-the-strategy).<br>*Defaults to `0`.* <br> **Datatype:** Integer
|
||||
@@ -186,7 +205,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi
|
||||
| `exit_pricing.use_order_book` | Enable exiting of open trades using [Order Book Exit](#exit-price-with-orderbook-enabled). <br> *Defaults to `true`.*<br> **Datatype:** Boolean
|
||||
| `exit_pricing.order_book_top` | Bot will use the top N rate in Order Book "price_side" to exit. I.e. a value of 2 will allow the bot to pick the 2nd ask rate in [Order Book Exit](#exit-price-with-orderbook-enabled)<br>*Defaults to `1`.* <br> **Datatype:** Positive Integer
|
||||
| `custom_price_max_distance_ratio` | Configure maximum distance ratio between current and custom entry or exit price. <br>*Defaults to `0.02` 2%).*<br> **Datatype:** Positive float
|
||||
| | **TODO**
|
||||
| | **Order/Signal handling**
|
||||
| `use_exit_signal` | Use exit signals produced by the strategy in addition to the `minimal_roi`. <br>Setting this to false disables the usage of `"exit_long"` and `"exit_short"` columns. Has no influence on other exit methods (Stoploss, ROI, callbacks). [Strategy Override](#parameters-in-the-strategy). <br>*Defaults to `true`.* <br> **Datatype:** Boolean
|
||||
| `exit_profit_only` | Wait until the bot reaches `exit_profit_offset` before taking an exit decision. [Strategy Override](#parameters-in-the-strategy). <br>*Defaults to `false`.* <br> **Datatype:** Boolean
|
||||
| `exit_profit_offset` | Exit-signal is only active above this value. Only active in combination with `exit_profit_only=True`. [Strategy Override](#parameters-in-the-strategy). <br>*Defaults to `0.0`.* <br> **Datatype:** Float (as ratio)
|
||||
@@ -204,19 +223,19 @@ Mandatory parameters are marked as **Required**, which means that they are requi
|
||||
| `exchange.uid` | API uid to use for the exchange. Only required when you are in production mode and for exchanges that use uid for API requests.<br>**Keep it in secret, do not disclose publicly.** <br> **Datatype:** String
|
||||
| `exchange.pair_whitelist` | List of pairs to use by the bot for trading and to check for potential trades during backtesting. Supports regex pairs as `.*/BTC`. Not used by VolumePairList. [More information](plugins.md#pairlists-and-pairlist-handlers). <br> **Datatype:** List
|
||||
| `exchange.pair_blacklist` | List of pairs the bot must absolutely avoid for trading and backtesting. [More information](plugins.md#pairlists-and-pairlist-handlers). <br> **Datatype:** List
|
||||
| `exchange.ccxt_config` | Additional CCXT parameters passed to both ccxt instances (sync and async). This is usually the correct place for additional ccxt configurations. Parameters may differ from exchange to exchange and are documented in the [ccxt documentation](https://ccxt.readthedocs.io/en/latest/manual.html#instantiation). Please avoid adding exchange secrets here (use the dedicated fields instead), as they may be contained in logs. <br> **Datatype:** Dict
|
||||
| `exchange.ccxt_sync_config` | Additional CCXT parameters passed to the regular (sync) ccxt instance. Parameters may differ from exchange to exchange and are documented in the [ccxt documentation](https://ccxt.readthedocs.io/en/latest/manual.html#instantiation) <br> **Datatype:** Dict
|
||||
| `exchange.ccxt_async_config` | Additional CCXT parameters passed to the async ccxt instance. Parameters may differ from exchange to exchange and are documented in the [ccxt documentation](https://ccxt.readthedocs.io/en/latest/manual.html#instantiation) <br> **Datatype:** Dict
|
||||
| `exchange.ccxt_config` | Additional CCXT parameters passed to both ccxt instances (sync and async). This is usually the correct place for additional ccxt configurations. Parameters may differ from exchange to exchange and are documented in the [ccxt documentation](https://docs.ccxt.com/#/README?id=overriding-exchange-properties-upon-instantiation). Please avoid adding exchange secrets here (use the dedicated fields instead), as they may be contained in logs. <br> **Datatype:** Dict
|
||||
| `exchange.ccxt_sync_config` | Additional CCXT parameters passed to the regular (sync) ccxt instance. Parameters may differ from exchange to exchange and are documented in the [ccxt documentation](https://docs.ccxt.com/#/README?id=overriding-exchange-properties-upon-instantiation) <br> **Datatype:** Dict
|
||||
| `exchange.ccxt_async_config` | Additional CCXT parameters passed to the async ccxt instance. Parameters may differ from exchange to exchange and are documented in the [ccxt documentation](https://docs.ccxt.com/#/README?id=overriding-exchange-properties-upon-instantiation) <br> **Datatype:** Dict
|
||||
| `exchange.enable_ws` | Enable the usage of Websockets for the exchange. <br>[More information](#consuming-exchange-websockets).<br>*Defaults to `true`.* <br> **Datatype:** Boolean
|
||||
| `exchange.markets_refresh_interval` | The interval in minutes in which markets are reloaded. <br>*Defaults to `60` minutes.* <br> **Datatype:** Positive Integer
|
||||
| `exchange.skip_pair_validation` | Skip pairlist validation on startup.<br>*Defaults to `false`*<br> **Datatype:** Boolean
|
||||
| `exchange.skip_open_order_update` | Skips open order updates on startup should the exchange cause problems. Only relevant in live conditions.<br>*Defaults to `false`*<br> **Datatype:** Boolean
|
||||
| `exchange.unknown_fee_rate` | Fallback value to use when calculating trading fees. This can be useful for exchanges which have fees in non-tradable currencies. The value provided here will be multiplied with the "fee cost".<br>*Defaults to `None`<br> **Datatype:** float
|
||||
| `exchange.log_responses` | Log relevant exchange responses. For debug mode only - use with care.<br>*Defaults to `false`*<br> **Datatype:** Boolean
|
||||
| `exchange.only_from_ccxt` | Prevent data-download from data.binance.vision. Leaving this as false can greatly speed up downloads, but may be problematic if the site is not available.<br>*Defaults to `false`*<br> **Datatype:** Boolean
|
||||
| `experimental.block_bad_exchanges` | Block exchanges known to not work with freqtrade. Leave on default unless you want to test if that exchange works now. <br>*Defaults to `true`.* <br> **Datatype:** Boolean
|
||||
| | **Plugins**
|
||||
| `edge.*` | Please refer to [edge configuration document](edge.md) for detailed explanation of all possible configuration options.
|
||||
| `pairlists` | Define one or more pairlists to be used. [More information](plugins.md#pairlists-and-pairlist-handlers). <br>*Defaults to `StaticPairList`.* <br> **Datatype:** List of Dicts
|
||||
| `protections` | Define one or more protections to be used. [More information](plugins.md#protections). <br> **Datatype:** List of Dicts
|
||||
| | **Telegram**
|
||||
| `telegram.enabled` | Enable the usage of Telegram. <br> **Datatype:** Boolean
|
||||
| `telegram.token` | Your Telegram bot token. Only required if `telegram.enabled` is `true`. <br>**Keep it in secret, do not disclose publicly.** <br> **Datatype:** String
|
||||
@@ -247,7 +266,7 @@ Mandatory parameters are marked as **Required**, which means that they are requi
|
||||
| `bot_name` | Name of the bot. Passed via API to a client - can be shown to distinguish / name bots.<br> *Defaults to `freqtrade`*<br> **Datatype:** String
|
||||
| `external_message_consumer` | Enable [Producer/Consumer mode](producer-consumer.md) for more details. <br> **Datatype:** Dict
|
||||
| | **Other**
|
||||
| `initial_state` | Defines the initial application state. If set to stopped, then the bot has to be explicitly started via `/start` RPC command. <br>*Defaults to `stopped`.* <br> **Datatype:** Enum, either `stopped` or `running`
|
||||
| `initial_state` | Defines the initial application state. If set to stopped, then the bot has to be explicitly started via `/start` RPC command. <br>*Defaults to `stopped`.* <br> **Datatype:** Enum, either `running`, `paused` or `stopped`
|
||||
| `force_entry_enable` | Enables the RPC Commands to force a Trade entry. More information below. <br> **Datatype:** Boolean
|
||||
| `disable_dataframe_checks` | Disable checking the OHLCV dataframe returned from the strategy methods for correctness. Only use when intentionally changing the dataframe and understand what you are doing. [Strategy Override](#parameters-in-the-strategy).<br> *Defaults to `False`*. <br> **Datatype:** Boolean
|
||||
| `internals.process_throttle_secs` | Set the process throttle, or minimum loop duration for one bot iteration loop. Value in second. <br>*Defaults to `5` seconds.* <br> **Datatype:** Positive Integer
|
||||
@@ -262,7 +281,8 @@ Mandatory parameters are marked as **Required**, which means that they are requi
|
||||
| `add_config_files` | Additional config files. These files will be loaded and merged with the current config file. The files are resolved relative to the initial file.<br> *Defaults to `[]`*. <br> **Datatype:** List of strings
|
||||
| `dataformat_ohlcv` | Data format to use to store historical candle (OHLCV) data. <br> *Defaults to `feather`*. <br> **Datatype:** String
|
||||
| `dataformat_trades` | Data format to use to store historical trades data. <br> *Defaults to `feather`*. <br> **Datatype:** String
|
||||
| `reduce_df_footprint` | Recast all numeric columns to float32/int32, with the objective of reducing ram/disk usage (and decreasing train/inference timing in FreqAI). (Currently only affects FreqAI use-cases) <br> **Datatype:** Boolean. <br> Default: `False`.
|
||||
| `reduce_df_footprint` | Recast all numeric columns to float32/int32, with the objective of reducing ram/disk usage (and decreasing train/inference timing backtesting/hyperopt and in FreqAI). <br> **Datatype:** Boolean. <br> Default: `False`.
|
||||
| `log_config` | Dictionary containing the log config for python logging. [more info](advanced-setup.md#advanced-logging) <br> **Datatype:** dict. <br> Default: `FtRichHandler`
|
||||
|
||||
### Parameters in the strategy
|
||||
|
||||
@@ -283,10 +303,10 @@ Values set in the configuration file always overwrite values set in the strategy
|
||||
* `order_time_in_force`
|
||||
* `unfilledtimeout`
|
||||
* `disable_dataframe_checks`
|
||||
- `use_exit_signal`
|
||||
* `use_exit_signal`
|
||||
* `exit_profit_only`
|
||||
- `exit_profit_offset`
|
||||
- `ignore_roi_if_entry_signal`
|
||||
* `exit_profit_offset`
|
||||
* `ignore_roi_if_entry_signal`
|
||||
* `ignore_buying_expired_candle_after`
|
||||
* `position_adjustment_enable`
|
||||
* `max_entry_position_adjustment`
|
||||
@@ -299,18 +319,37 @@ There are several methods to configure how much of the stake currency the bot wi
|
||||
|
||||
The minimum stake amount will depend on exchange and pair and is usually listed in the exchange support pages.
|
||||
|
||||
Assuming the minimum tradable amount for XRP/USD is 20 XRP (given by the exchange), and the price is 0.6$, the minimum stake amount to buy this pair is `20 * 0.6 ~= 12`.
|
||||
This exchange has also a limit on USD - where all orders must be > 10$ - which however does not apply in this case.
|
||||
Assuming the minimum tradable amount for XRP/USD is 20 XRP (given by the exchange), and the price is 0.6\$, the minimum stake amount to buy this pair is `20 * 0.6 ~= 12`.
|
||||
This exchange has also a limit on USD - where all orders must be > 10\$ - which however does not apply in this case.
|
||||
|
||||
To guarantee safe execution, freqtrade will not allow buying with a stake-amount of 10.1$, instead, it'll make sure that there's enough space to place a stoploss below the pair (+ an offset, defined by `amount_reserve_percent`, which defaults to 5%).
|
||||
To guarantee safe execution, freqtrade will not allow buying with a stake-amount of 10.1\$, instead, it'll make sure that there's enough space to place a stoploss below the pair (+ an offset, defined by `amount_reserve_percent`, which defaults to 5%).
|
||||
|
||||
With a reserve of 5%, the minimum stake amount would be ~12.6$ (`12 * (1 + 0.05)`). If we take into account a stoploss of 10% on top of that - we'd end up with a value of ~14$ (`12.6 / (1 - 0.1)`).
|
||||
With a reserve of 5%, the minimum stake amount would be ~12.6\$ (`12 * (1 + 0.05)`). If we take into account a stoploss of 10% on top of that - we'd end up with a value of ~14\$ (`12.6 / (1 - 0.1)`).
|
||||
|
||||
To limit this calculation in case of large stoploss values, the calculated minimum stake-limit will never be more than 50% above the real limit.
|
||||
|
||||
!!! Warning
|
||||
Since the limits on exchanges are usually stable and are not updated often, some pairs can show pretty high minimum limits, simply because the price increased a lot since the last limit adjustment by the exchange. Freqtrade adjusts the stake-amount to this value, unless it's > 30% more than the calculated/desired stake-amount - in which case the trade is rejected.
|
||||
|
||||
#### Dry-run wallet
|
||||
|
||||
When running in dry-run mode, the bot will use a simulated wallet to execute trades. The starting balance of this wallet is defined by `dry_run_wallet` (defaults to 1000).
|
||||
For more complex scenarios, you can also assign a dictionary to `dry_run_wallet` to define the starting balance for each currency.
|
||||
|
||||
```json
|
||||
"dry_run_wallet": {
|
||||
"BTC": 0.01,
|
||||
"ETH": 2,
|
||||
"USDT": 1000
|
||||
}
|
||||
```
|
||||
|
||||
Command line options (`--dry-run-wallet`) can be used to override the configuration value, but only for the float value, not for the dictionary. If you'd like to use the dictionary, please adjust the configuration file.
|
||||
|
||||
!!! Note
|
||||
Balances not in stake-currency will not be used for trading, but are shown as part of the wallet balance.
|
||||
On Cross-margin exchanges, the wallet balance may be used to calculate the available collateral for trading.
|
||||
|
||||
#### Tradable balance
|
||||
|
||||
By default, the bot assumes that the `complete amount - 1%` is at it's disposal, and when using [dynamic stake amount](#dynamic-stake-amount), it will split the complete balance into `max_open_trades` buckets per trade.
|
||||
@@ -350,9 +389,9 @@ To overcome this, the option `amend_last_stake_amount` can be set to `True`, whi
|
||||
|
||||
In the example above this would mean:
|
||||
|
||||
- Trade1: 400 USDT
|
||||
- Trade2: 400 USDT
|
||||
- Trade3: 200 USDT
|
||||
* Trade1: 400 USDT
|
||||
* Trade2: 400 USDT
|
||||
* Trade3: 200 USDT
|
||||
|
||||
!!! Note
|
||||
This option only applies with [Static stake amount](#static-stake-amount) - since [Dynamic stake amount](#dynamic-stake-amount) divides the balances evenly.
|
||||
@@ -409,6 +448,8 @@ Or another example if your position adjustment assumes it can do 1 additional bu
|
||||
|
||||
--8<-- "includes/pricing.md"
|
||||
|
||||
## Further Configuration details
|
||||
|
||||
### Understand minimal_roi
|
||||
|
||||
The `minimal_roi` configuration parameter is a JSON object where the key is a duration
|
||||
@@ -614,6 +655,30 @@ Freqtrade supports both Demo and Pro coingecko API keys.
|
||||
The Coingecko API key is NOT required for the bot to function correctly.
|
||||
It is only used for the conversion of coin to fiat in the Telegram reports, which usually also work without API key.
|
||||
|
||||
## Consuming exchange Websockets
|
||||
|
||||
Freqtrade can consume websockets through ccxt.pro.
|
||||
|
||||
Freqtrade aims ensure data is available at all times.
|
||||
Should the websocket connection fail (or be disabled), the bot will fall back to REST API calls.
|
||||
|
||||
Should you experience problems you suspect are caused by websockets, you can disable these via the setting `exchange.enable_ws`, which defaults to true.
|
||||
|
||||
```jsonc
|
||||
"exchange": {
|
||||
// ...
|
||||
"enable_ws": false,
|
||||
// ...
|
||||
}
|
||||
```
|
||||
|
||||
Should you be required to use a proxy, please refer to the [proxy section](#using-a-proxy-with-freqtrade) for more information.
|
||||
|
||||
!!! Info "Rollout"
|
||||
We're implementing this out slowly, ensuring stability of your bots.
|
||||
Currently, usage is limited to ohlcv data streams.
|
||||
It's also limited to a few exchanges, with new exchanges being added on an ongoing basis.
|
||||
|
||||
## Using Dry-run mode
|
||||
|
||||
We recommend starting the bot in the Dry-run mode to see how your bot will
|
||||
@@ -650,9 +715,9 @@ Once you will be happy with your bot performance running in the Dry-run mode, yo
|
||||
* API-keys may or may not be provided. Only Read-Only operations (i.e. operations that do not alter account state) on the exchange are performed in dry-run mode.
|
||||
* Wallets (`/balance`) are simulated based on `dry_run_wallet`.
|
||||
* Orders are simulated, and will not be posted to the exchange.
|
||||
* Market orders fill based on orderbook volume the moment the order is placed.
|
||||
* Market orders fill based on orderbook volume the moment the order is placed, with a maximum slippage of 5%.
|
||||
* Limit orders fill once the price reaches the defined level - or time out based on `unfilledtimeout` settings.
|
||||
* Limit orders will be converted to market orders if they cross the price by more than 1%.
|
||||
* Limit orders will be converted to market orders if they cross the price by more than 1%, and will be filled immediately based regular market order rules (see point about Market orders above).
|
||||
* In combination with `stoploss_on_exchange`, the stop_loss price is assumed to be filled.
|
||||
* Open orders (not trades, which are stored in the database) are kept open after bot restarts, with the assumption that they were not filled while being offline.
|
||||
|
||||
@@ -702,7 +767,7 @@ You should also make sure to read the [Exchanges](exchanges.md) section of the d
|
||||
|
||||
**NEVER** share your private configuration file or your exchange keys with anyone!
|
||||
|
||||
### Using proxy with Freqtrade
|
||||
## Using a proxy with Freqtrade
|
||||
|
||||
To use a proxy with freqtrade, export your proxy settings using the variables `"HTTP_PROXY"` and `"HTTPS_PROXY"` set to the appropriate values.
|
||||
This will have the proxy settings applied to everything (telegram, coingecko, ...) **except** for exchange requests.
|
||||
@@ -713,7 +778,7 @@ export HTTPS_PROXY="http://addr:port"
|
||||
freqtrade
|
||||
```
|
||||
|
||||
#### Proxy exchange requests
|
||||
### Proxy exchange requests
|
||||
|
||||
To use a proxy for exchange connections - you will have to define the proxies as part of the ccxt configuration.
|
||||
|
||||
@@ -722,6 +787,7 @@ To use a proxy for exchange connections - you will have to define the proxies as
|
||||
"exchange": {
|
||||
"ccxt_config": {
|
||||
"httpsProxy": "http://addr:port",
|
||||
"wsProxy": "http://addr:port",
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
@@ -11,86 +11,16 @@ Without provided configuration, `--exchange` becomes mandatory.
|
||||
You can use a relative timerange (`--days 20`) or an absolute starting point (`--timerange 20200101-`). For incremental downloads, the relative approach should be used.
|
||||
|
||||
!!! Tip "Tip: Updating existing data"
|
||||
If you already have backtesting data available in your data-directory and would like to refresh this data up to today, freqtrade will automatically calculate the data missing for the existing pairs and the download will occur from the latest available point until "now", neither --days or --timerange parameters are required. Freqtrade will keep the available data and only download the missing data.
|
||||
If you are updating existing data after inserting new pairs that you have no data for, use `--new-pairs-days xx` parameter. Specified number of days will be downloaded for new pairs while old pairs will be updated with missing data only.
|
||||
If you use `--days xx` parameter alone - data for specified number of days will be downloaded for _all_ pairs. Be careful, if specified number of days is smaller than gap between now and last downloaded candle - freqtrade will delete all existing data to avoid gaps in candle data.
|
||||
If you already have backtesting data available in your data-directory and would like to refresh this data up to today, freqtrade will automatically calculate the missing timerange for the existing pairs and the download will occur from the latest available point until "now", neither `--days` or `--timerange` parameters are required. Freqtrade will keep the available data and only download the missing data.
|
||||
If you are updating existing data after inserting new pairs that you have no data for, use the `--new-pairs-days xx` parameter. Specified number of days will be downloaded for new pairs while old pairs will be updated with missing data only.
|
||||
|
||||
### Usage
|
||||
|
||||
```
|
||||
usage: freqtrade download-data [-h] [-v] [--logfile FILE] [-V] [-c PATH]
|
||||
[-d PATH] [--userdir PATH]
|
||||
[-p PAIRS [PAIRS ...]] [--pairs-file FILE]
|
||||
[--days INT] [--new-pairs-days INT]
|
||||
[--include-inactive-pairs]
|
||||
[--timerange TIMERANGE] [--dl-trades]
|
||||
[--convert] [--exchange EXCHANGE]
|
||||
[-t TIMEFRAMES [TIMEFRAMES ...]] [--erase]
|
||||
[--data-format-ohlcv {json,jsongz,hdf5,feather,parquet}]
|
||||
[--data-format-trades {json,jsongz,hdf5,feather,parquet}]
|
||||
[--trading-mode {spot,margin,futures}]
|
||||
[--prepend]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--pairs-file FILE File containing a list of pairs. Takes precedence over
|
||||
--pairs or pairs configured in the configuration.
|
||||
--days INT Download data for given number of days.
|
||||
--new-pairs-days INT Download data of new pairs for given number of days.
|
||||
Default: `None`.
|
||||
--include-inactive-pairs
|
||||
Also download data from inactive pairs.
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--dl-trades Download trades instead of OHLCV data. The bot will
|
||||
resample trades to the desired timeframe as specified
|
||||
as --timeframes/-t.
|
||||
--convert Convert downloaded trades to OHLCV data. Only
|
||||
applicable in combination with `--dl-trades`. Will be
|
||||
automatic for exchanges which don't have historic
|
||||
OHLCV (e.g. Kraken). If not provided, use `trades-to-
|
||||
ohlcv` to convert trades data to OHLCV data.
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
-t TIMEFRAMES [TIMEFRAMES ...], --timeframes TIMEFRAMES [TIMEFRAMES ...]
|
||||
Specify which tickers to download. Space-separated
|
||||
list. Default: `1m 5m`.
|
||||
--erase Clean all existing data for the selected
|
||||
exchange/pairs/timeframes.
|
||||
--data-format-ohlcv {json,jsongz,hdf5,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--data-format-trades {json,jsongz,hdf5,feather,parquet}
|
||||
Storage format for downloaded trades data. (default:
|
||||
`feather`).
|
||||
--trading-mode {spot,margin,futures}, --tradingmode {spot,margin,futures}
|
||||
Select Trading mode
|
||||
--prepend Allow data prepending. (Data-appending is disabled)
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
--8<-- "commands/download-data.md"
|
||||
|
||||
!!! Tip "Downloading all data for one quote currency"
|
||||
Often, you'll want to download data for all pairs of a specific quote-currency. In such cases, you can use the following shorthand:
|
||||
`freqtrade download-data --exchange binance --pairs .*/USDT <...>`. The provided "pairs" string will be expanded to contain all active pairs on the exchange.
|
||||
`freqtrade download-data --exchange binance --pairs ".*/USDT" <...>`. The provided "pairs" string will be expanded to contain all active pairs on the exchange.
|
||||
To also download data for inactive (delisted) pairs, add `--include-inactive-pairs` to the command.
|
||||
|
||||
!!! Note "Startup period"
|
||||
@@ -117,16 +47,17 @@ freqtrade download-data --exchange binance --pairs ETH/USDT XRP/USDT BTC/USDT
|
||||
or as regex (in this case, to download all active USDT pairs)
|
||||
|
||||
```bash
|
||||
freqtrade download-data --exchange binance --pairs .*/USDT
|
||||
freqtrade download-data --exchange binance --pairs ".*/USDT"
|
||||
```
|
||||
|
||||
### Other Notes
|
||||
|
||||
* To use a different directory than the exchange specific default, use `--datadir user_data/data/some_directory`.
|
||||
* To change the exchange used to download the historical data from, please use a different configuration file (you'll probably need to adjust rate limits etc.)
|
||||
* To change the exchange used to download the historical data from, either use `--exchange <exchange>` - or specify a different configuration file.
|
||||
* To use `pairs.json` from some other directory, use `--pairs-file some_other_dir/pairs.json`.
|
||||
* To download historical candle (OHLCV) data for only 10 days, use `--days 10` (defaults to 30 days).
|
||||
* To download historical candle (OHLCV) data from a fixed starting point, use `--timerange 20200101-` - which will download all data from January 1st, 2020.
|
||||
* Given starting points are ignored if data is already available, downloading only missing data up to today.
|
||||
* Use `--timeframes` to specify what timeframe download the historical candle (OHLCV) data for. Default is `--timeframes 1m 5m` which will download 1-minute and 5-minute data.
|
||||
* To use exchange, timeframe and list of pairs as defined in your configuration file, use the `-c/--config` option. With this, the script uses the whitelist defined in the config as the list of currency pairs to download data for and does not require the pairs.json file. You can combine `-c/--config` with most other options.
|
||||
|
||||
@@ -162,7 +93,6 @@ Freqtrade currently supports the following data-formats:
|
||||
* `feather` - a dataformat based on Apache Arrow
|
||||
* `json` - plain "text" json files
|
||||
* `jsongz` - a gzip-zipped version of json files
|
||||
* `hdf5` - a high performance datastore
|
||||
* `parquet` - columnar datastore (OHLCV only)
|
||||
|
||||
By default, both OHLCV data and trades data are stored in the `feather` format.
|
||||
@@ -172,8 +102,8 @@ To persist this change, you should also add the following snippet to your config
|
||||
|
||||
``` jsonc
|
||||
// ...
|
||||
"dataformat_ohlcv": "hdf5",
|
||||
"dataformat_trades": "hdf5",
|
||||
"dataformat_ohlcv": "feather",
|
||||
"dataformat_trades": "feather",
|
||||
// ...
|
||||
```
|
||||
|
||||
@@ -211,7 +141,6 @@ time freqtrade list-data --show-timerange --data-format-ohlcv <dataformat>
|
||||
| `feather` | 72Mb | 3.5s |
|
||||
| `json` | 149Mb | 25.6s |
|
||||
| `jsongz` | 39Mb | 27s |
|
||||
| `hdf5` | 145Mb | 3.9s |
|
||||
| `parquet` | 83Mb | 3.8s |
|
||||
|
||||
Size has been taken from the BTC/USDT 1m spot combination for the timerange specified above.
|
||||
@@ -249,55 +178,7 @@ Mixing different stake-currencies is allowed for this file, since it's only used
|
||||
|
||||
## Sub-command convert data
|
||||
|
||||
```
|
||||
usage: freqtrade convert-data [-h] [-v] [--logfile FILE] [-V] [-c PATH]
|
||||
[-d PATH] [--userdir PATH]
|
||||
[-p PAIRS [PAIRS ...]] --format-from
|
||||
{json,jsongz,hdf5,feather,parquet} --format-to
|
||||
{json,jsongz,hdf5,feather,parquet} [--erase]
|
||||
[--exchange EXCHANGE]
|
||||
[-t TIMEFRAMES [TIMEFRAMES ...]]
|
||||
[--trading-mode {spot,margin,futures}]
|
||||
[--candle-types {spot,futures,mark,index,premiumIndex,funding_rate} [{spot,futures,mark,index,premiumIndex,funding_rate} ...]]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--format-from {json,jsongz,hdf5,feather,parquet}
|
||||
Source format for data conversion.
|
||||
--format-to {json,jsongz,hdf5,feather,parquet}
|
||||
Destination format for data conversion.
|
||||
--erase Clean all existing data for the selected
|
||||
exchange/pairs/timeframes.
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
-t TIMEFRAMES [TIMEFRAMES ...], --timeframes TIMEFRAMES [TIMEFRAMES ...]
|
||||
Specify which tickers to download. Space-separated
|
||||
list. Default: `1m 5m`.
|
||||
--trading-mode {spot,margin,futures}, --tradingmode {spot,margin,futures}
|
||||
Select Trading mode
|
||||
--candle-types {spot,futures,mark,index,premiumIndex,funding_rate} [{spot,futures,mark,index,premiumIndex,funding_rate} ...]
|
||||
Select candle type to convert. Defaults to all
|
||||
available types.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
```
|
||||
--8<-- "commands/convert-data.md"
|
||||
|
||||
### Example converting data
|
||||
|
||||
@@ -310,46 +191,7 @@ freqtrade convert-data --format-from json --format-to jsongz --datadir ~/.freqtr
|
||||
|
||||
## Sub-command convert trade data
|
||||
|
||||
```
|
||||
usage: freqtrade convert-trade-data [-h] [-v] [--logfile FILE] [-V] [-c PATH]
|
||||
[-d PATH] [--userdir PATH]
|
||||
[-p PAIRS [PAIRS ...]] --format-from
|
||||
{json,jsongz,hdf5,feather,parquet}
|
||||
--format-to
|
||||
{json,jsongz,hdf5,feather,parquet}
|
||||
[--erase] [--exchange EXCHANGE]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--format-from {json,jsongz,hdf5,feather,parquet}
|
||||
Source format for data conversion.
|
||||
--format-to {json,jsongz,hdf5,feather,parquet}
|
||||
Destination format for data conversion.
|
||||
--erase Clean all existing data for the selected
|
||||
exchange/pairs/timeframes.
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
--8<-- "commands/convert-trade-data.md"
|
||||
|
||||
### Example converting trades
|
||||
|
||||
@@ -365,49 +207,7 @@ freqtrade convert-trade-data --format-from jsongz --format-to json --datadir ~/.
|
||||
When you need to use `--dl-trades` (kraken only) to download data, conversion of trades data to ohlcv data is the last step.
|
||||
This command will allow you to repeat this last step for additional timeframes without re-downloading the data.
|
||||
|
||||
```
|
||||
usage: freqtrade trades-to-ohlcv [-h] [-v] [--logfile FILE] [-V] [-c PATH]
|
||||
[-d PATH] [--userdir PATH]
|
||||
[-p PAIRS [PAIRS ...]]
|
||||
[-t TIMEFRAMES [TIMEFRAMES ...]]
|
||||
[--exchange EXCHANGE]
|
||||
[--data-format-ohlcv {json,jsongz,hdf5,feather,parquet}]
|
||||
[--data-format-trades {json,jsongz,hdf5,feather}]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
-t TIMEFRAMES [TIMEFRAMES ...], --timeframes TIMEFRAMES [TIMEFRAMES ...]
|
||||
Specify which tickers to download. Space-separated
|
||||
list. Default: `1m 5m`.
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
--data-format-ohlcv {json,jsongz,hdf5,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
--data-format-trades {json,jsongz,hdf5,feather}
|
||||
Storage format for downloaded trades data. (default:
|
||||
`feather`).
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
--8<-- "commands/trades-to-ohlcv.md"
|
||||
|
||||
### Example trade-to-ohlcv conversion
|
||||
|
||||
@@ -419,59 +219,36 @@ freqtrade trades-to-ohlcv --exchange kraken -t 5m 1h 1d --pairs BTC/EUR ETH/EUR
|
||||
|
||||
You can get a list of downloaded data using the `list-data` sub-command.
|
||||
|
||||
```
|
||||
usage: freqtrade list-data [-h] [-v] [--logfile FILE] [-V] [-c PATH] [-d PATH]
|
||||
[--userdir PATH] [--exchange EXCHANGE]
|
||||
[--data-format-ohlcv {json,jsongz,hdf5,feather,parquet}]
|
||||
[-p PAIRS [PAIRS ...]]
|
||||
[--trading-mode {spot,margin,futures}]
|
||||
[--show-timerange]
|
||||
|
||||
options:
|
||||
-h, --help show this help message and exit
|
||||
--exchange EXCHANGE Exchange name. Only valid if no config is provided.
|
||||
--data-format-ohlcv {json,jsongz,hdf5,feather,parquet}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `feather`).
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--trading-mode {spot,margin,futures}, --tradingmode {spot,margin,futures}
|
||||
Select Trading mode
|
||||
--show-timerange Show timerange available for available data. (May take
|
||||
a while to calculate).
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE, --log-file FILE
|
||||
Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH, --data-dir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
```
|
||||
--8<-- "commands/list-data.md"
|
||||
|
||||
### Example list-data
|
||||
|
||||
```bash
|
||||
> freqtrade list-data --userdir ~/.freqtrade/user_data/
|
||||
|
||||
Found 33 pair / timeframe combinations.
|
||||
pairs timeframe
|
||||
---------- -----------------------------------------
|
||||
ADA/BTC 5m, 15m, 30m, 1h, 2h, 4h, 6h, 12h, 1d
|
||||
ADA/ETH 5m, 15m, 30m, 1h, 2h, 4h, 6h, 12h, 1d
|
||||
ETH/BTC 5m, 15m, 30m, 1h, 2h, 4h, 6h, 12h, 1d
|
||||
ETH/USDT 5m, 15m, 30m, 1h, 2h, 4h
|
||||
Found 33 pair / timeframe combinations.
|
||||
┏━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━┓
|
||||
┃ Pair ┃ Timeframe ┃ Type ┃
|
||||
┡━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━┩
|
||||
│ ADA/BTC │ 5m, 15m, 30m, 1h, 2h, 4h, 6h, 12h, 1d │ spot │
|
||||
│ ADA/ETH │ 5m, 15m, 30m, 1h, 2h, 4h, 6h, 12h, 1d │ spot │
|
||||
│ ETH/BTC │ 5m, 15m, 30m, 1h, 2h, 4h, 6h, 12h, 1d │ spot │
|
||||
│ ETH/USDT │ 5m, 15m, 30m, 1h, 2h, 4h │ spot │
|
||||
└───────────────┴───────────────────────────────────────────┴──────┘
|
||||
|
||||
```
|
||||
|
||||
Show all trades data including from/to timerange
|
||||
|
||||
``` bash
|
||||
> freqtrade list-data --show --trades
|
||||
Found trades data for 1 pair.
|
||||
┏━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓
|
||||
┃ Pair ┃ Type ┃ From ┃ To ┃ Trades ┃
|
||||
┡━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩
|
||||
│ XRP/ETH │ spot │ 2019-10-11 00:00:11 │ 2019-10-13 11:19:28 │ 12477 │
|
||||
└─────────┴──────┴─────────────────────┴─────────────────────┴────────┘
|
||||
|
||||
```
|
||||
|
||||
## Trades (tick) data
|
||||
|
||||
@@ -75,7 +75,21 @@ Webhook terminology changed from "sell" to "exit", and from "buy" to "entry", re
|
||||
* `webhooksellfill`, `webhookexitfill` -> `exit_fill`
|
||||
* `webhooksellcancel`, `webhookexitcancel` -> `exit_cancel`
|
||||
|
||||
|
||||
## Removal of `populate_any_indicators`
|
||||
|
||||
version 2023.3 saw the removal of `populate_any_indicators` in favor of split methods for feature engineering and targets. Please read the [migration document](strategy_migration.md#freqai-strategy) for full details.
|
||||
|
||||
## Removal of `protections` from configuration
|
||||
|
||||
Setting protections from the configuration via `"protections": [],` has been removed in 2024.10, after having raised deprecation warnings for over 3 years.
|
||||
|
||||
## hdf5 data storage
|
||||
|
||||
Using hdf5 as data storage has been deprecated in 2024.12 and was removed in 2025.1. We recommend switching to the feather data format.
|
||||
|
||||
Please use the [`convert-data` subcommand](data-download.md#sub-command-convert-data) to convert your existing data to one of the supported formats before updating.
|
||||
|
||||
## Configuring advanced logging via config
|
||||
|
||||
Configuring syslog and journald via `--logfile systemd` and `--logfile journald` respectively has been deprecated in 2025.3.
|
||||
Please use configuration based [log setup](advanced-setup.md#advanced-logging) instead.
|
||||
|
||||
@@ -22,7 +22,7 @@ This will spin up a local server (usually on port 8000) so you can see if everyt
|
||||
## Developer setup
|
||||
|
||||
To configure a development environment, you can either use the provided [DevContainer](#devcontainer-setup), or use the `setup.sh` script and answer "y" when asked "Do you want to install dependencies for dev [y/N]? ".
|
||||
Alternatively (e.g. if your system is not supported by the setup.sh script), follow the manual installation process and run `pip3 install -e .[all]`.
|
||||
Alternatively (e.g. if your system is not supported by the setup.sh script), follow the manual installation process and run `pip3 install -r requirements-dev.txt` - followed by `pip3 install -e .[all]`.
|
||||
|
||||
This will install all required tools for development, including `pytest`, `ruff`, `mypy`, and `coveralls`.
|
||||
|
||||
@@ -116,7 +116,7 @@ A similar setup can also be taken for Pycharm - using `freqtrade` as module name
|
||||

|
||||
|
||||
!!! Note "Startup directory"
|
||||
This assumes that you have the repository checked out, and the editor is started at the repository root level (so setup.py is at the top level of your repository).
|
||||
This assumes that you have the repository checked out, and the editor is started at the repository root level (so pyproject.toml is at the top level of your repository).
|
||||
|
||||
## ErrorHandling
|
||||
|
||||
@@ -162,7 +162,7 @@ Hopefully you also want to contribute this back upstream.
|
||||
|
||||
Whatever your motivations are - This should get you off the ground in trying to develop a new Pairlist Handler.
|
||||
|
||||
First of all, have a look at the [VolumePairList](https://github.com/freqtrade/freqtrade/blob/develop/freqtrade/pairlist/VolumePairList.py) Handler, and best copy this file with a name of your new Pairlist Handler.
|
||||
First of all, have a look at the [VolumePairList](https://github.com/freqtrade/freqtrade/blob/develop/freqtrade/plugins/pairlist/VolumePairList.py) Handler, and best copy this file with a name of your new Pairlist Handler.
|
||||
|
||||
This is a simple Handler, which however serves as a good example on how to start developing.
|
||||
|
||||
@@ -205,7 +205,7 @@ This is called with each iteration of the bot (only if the Pairlist Handler is a
|
||||
|
||||
It must return the resulting pairlist (which may then be passed into the chain of Pairlist Handlers).
|
||||
|
||||
Validations are optional, the parent class exposes a `_verify_blacklist(pairlist)` and `_whitelist_for_active_markets(pairlist)` to do default filtering. Use this if you limit your result to a certain number of pairs - so the end-result is not shorter than expected.
|
||||
Validations are optional, the parent class exposes a `verify_blacklist(pairlist)` and `_whitelist_for_active_markets(pairlist)` to do default filtering. Use this if you limit your result to a certain number of pairs - so the end-result is not shorter than expected.
|
||||
|
||||
#### filter_pairlist
|
||||
|
||||
@@ -219,14 +219,14 @@ The default implementation in the base class simply calls the `_validate_pair()`
|
||||
|
||||
If overridden, it must return the resulting pairlist (which may then be passed into the next Pairlist Handler in the chain).
|
||||
|
||||
Validations are optional, the parent class exposes a `_verify_blacklist(pairlist)` and `_whitelist_for_active_markets(pairlist)` to do default filters. Use this if you limit your result to a certain number of pairs - so the end result is not shorter than expected.
|
||||
Validations are optional, the parent class exposes a `verify_blacklist(pairlist)` and `_whitelist_for_active_markets(pairlist)` to do default filters. Use this if you limit your result to a certain number of pairs - so the end result is not shorter than expected.
|
||||
|
||||
In `VolumePairList`, this implements different methods of sorting, does early validation so only the expected number of pairs is returned.
|
||||
|
||||
##### sample
|
||||
|
||||
``` python
|
||||
def filter_pairlist(self, pairlist: List[str], tickers: Dict) -> List[str]:
|
||||
def filter_pairlist(self, pairlist: list[str], tickers: dict) -> List[str]:
|
||||
# Generate dynamic whitelist
|
||||
pairs = self._calculate_pairlist(pairlist, tickers)
|
||||
return pairs
|
||||
@@ -241,7 +241,6 @@ No protection should use datetime directly, but use the provided `date_now` vari
|
||||
|
||||
!!! Tip "Writing a new Protection"
|
||||
Best copy one of the existing Protections to have a good example.
|
||||
Don't forget to register your protection in `constants.py` under the variable `AVAILABLE_PROTECTIONS` - otherwise it will not be selectable.
|
||||
|
||||
#### Implementation of a new protection
|
||||
|
||||
@@ -481,21 +480,24 @@ Once the PR against stable is merged (best right after merging):
|
||||
|
||||
### pypi
|
||||
|
||||
!!! Note
|
||||
This process is now automated as part of Github Actions.
|
||||
!!! Warning "Manual Releases"
|
||||
This process is automated as part of Github Actions.
|
||||
Manual pypi pushes should not be necessary.
|
||||
|
||||
To create a pypi release, please run the following commands:
|
||||
??? example "Manual release"
|
||||
To manually create a pypi release, please run the following commands:
|
||||
|
||||
Additional requirement: `wheel`, `twine` (for uploading), account on pypi with proper permissions.
|
||||
Additional requirement: `wheel`, `twine` (for uploading), account on pypi with proper permissions.
|
||||
|
||||
``` bash
|
||||
python setup.py sdist bdist_wheel
|
||||
``` bash
|
||||
pip install -U build
|
||||
python -m build --sdist --wheel
|
||||
|
||||
# For pypi test (to check if some change to the installation did work)
|
||||
twine upload --repository-url https://test.pypi.org/legacy/ dist/*
|
||||
# For pypi test (to check if some change to the installation did work)
|
||||
twine upload --repository-url https://test.pypi.org/legacy/ dist/*
|
||||
|
||||
# For production:
|
||||
twine upload dist/*
|
||||
```
|
||||
# For production:
|
||||
twine upload dist/*
|
||||
```
|
||||
|
||||
Please don't push non-releases to the productive / real pypi instance.
|
||||
Please don't push non-releases to the productive / real pypi instance.
|
||||
|
||||
59
docs/edge.md
59
docs/edge.md
@@ -215,64 +215,7 @@ Let's say the stake currency is **ETH** and there is $10$ **ETH** on the wallet.
|
||||
|
||||
## Edge command reference
|
||||
|
||||
```
|
||||
usage: freqtrade edge [-h] [-v] [--logfile FILE] [-V] [-c PATH] [-d PATH]
|
||||
[--userdir PATH] [-s NAME] [--strategy-path PATH]
|
||||
[-i TIMEFRAME] [--timerange TIMERANGE]
|
||||
[--data-format-ohlcv {json,jsongz,hdf5}]
|
||||
[--max-open-trades INT] [--stake-amount STAKE_AMOUNT]
|
||||
[--fee FLOAT] [-p PAIRS [PAIRS ...]]
|
||||
[--stoplosses STOPLOSS_RANGE]
|
||||
|
||||
optional arguments:
|
||||
-h, --help show this help message and exit
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--data-format-ohlcv {json,jsongz,hdf5}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `None`).
|
||||
--max-open-trades INT
|
||||
Override the value of the `max_open_trades`
|
||||
configuration setting.
|
||||
--stake-amount STAKE_AMOUNT
|
||||
Override the value of the `stake_amount` configuration
|
||||
setting.
|
||||
--fee FLOAT Specify fee ratio. Will be applied twice (on trade
|
||||
entry and exit).
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--stoplosses STOPLOSS_RANGE
|
||||
Defines a range of stoploss values against which edge
|
||||
will assess the strategy. The format is "min,max,step"
|
||||
(without any space). Example:
|
||||
`--stoplosses=-0.01,-0.1,-0.001`
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
|
||||
```
|
||||
--8<-- "commands/edge.md"
|
||||
|
||||
## Configurations
|
||||
|
||||
|
||||
@@ -118,7 +118,7 @@ When trading on Binance Futures market, orderbook must be used because there is
|
||||
},
|
||||
```
|
||||
|
||||
#### Binance futures settings
|
||||
#### Binance isolated futures settings
|
||||
|
||||
Users will also have to have the futures-setting "Position Mode" set to "One-way Mode", and "Asset Mode" set to "Single-Asset Mode".
|
||||
These settings will be checked on startup, and freqtrade will show an error if this setting is wrong.
|
||||
@@ -127,6 +127,27 @@ These settings will be checked on startup, and freqtrade will show an error if t
|
||||
|
||||
Freqtrade will not attempt to change these settings.
|
||||
|
||||
#### Binance BNFCR futures
|
||||
|
||||
BNFCR mode are a special type of futures mode on Binance to work around regulatory issues in Europe.
|
||||
To use BNFCR futures, you will have to have the following combination of settings:
|
||||
|
||||
``` jsonc
|
||||
{
|
||||
// ...
|
||||
"trading_mode": "futures",
|
||||
"margin_mode": "cross",
|
||||
"proxy_coin": "BNFCR",
|
||||
"stake_currency": "USDT" // or "USDC"
|
||||
// ...
|
||||
}
|
||||
```
|
||||
|
||||
The `stake_currency` setting defines the markets the bot will be operating in. This choice is really arbitrary.
|
||||
|
||||
On the exchange, you'll have to use "Multi-asset Mode" - and "Position Mode set to "One-way Mode".
|
||||
Freqtrade will check these settings on startup, but won't attempt to change them.
|
||||
|
||||
## Bingx
|
||||
|
||||
BingX supports [time_in_force](configuration.md#understand-order_time_in_force) with settings "GTC" (good till cancelled), "IOC" (immediate-or-cancel) and "PO" (Post only) settings.
|
||||
@@ -189,7 +210,7 @@ freqtrade download-data --exchange kraken --dl-trades -p BTC/EUR BCH/EUR
|
||||
It will also take a long time, as freqtrade will need to download every single trade that happened on the exchange for the pair / timerange combination, therefore please be patient.
|
||||
|
||||
!!! Warning "rateLimit tuning"
|
||||
Please pay attention that rateLimit configuration entry holds delay in milliseconds between requests, NOT requests\sec rate.
|
||||
Please pay attention that rateLimit configuration entry holds delay in milliseconds between requests, NOT requests/sec rate.
|
||||
So, in order to mitigate Kraken API "Rate limit exceeded" exception, this configuration should be increased, NOT decreased.
|
||||
|
||||
## Kucoin
|
||||
@@ -217,12 +238,12 @@ Kucoin supports [time_in_force](configuration.md#understand-order_time_in_force)
|
||||
For Kucoin, it is suggested to add `"KCS/<STAKE>"` to your blacklist to avoid issues, unless you are willing to maintain enough extra `KCS` on the account or unless you're willing to disable using `KCS` for fees.
|
||||
Kucoin accounts may use `KCS` for fees, and if a trade happens to be on `KCS`, further trades may consume this position and make the initial `KCS` trade unsellable as the expected amount is not there anymore.
|
||||
|
||||
## HTX (formerly Huobi)
|
||||
## HTX
|
||||
|
||||
!!! Tip "Stoploss on Exchange"
|
||||
HTX supports `stoploss_on_exchange` and uses `stop-limit` orders. It provides great advantages, so we recommend to benefit from it by enabling stoploss on exchange.
|
||||
|
||||
## OKX (former OKEX)
|
||||
## OKX
|
||||
|
||||
OKX requires a passphrase for each api key, you will therefore need to add this key into the configuration so your exchange section looks as follows:
|
||||
|
||||
@@ -236,6 +257,9 @@ OKX requires a passphrase for each api key, you will therefore need to add this
|
||||
}
|
||||
```
|
||||
|
||||
If you've registered with OKX on the host my.okx.com (OKX EAA)- you will need to use `"myokx"` as the exchange name.
|
||||
Using the wrong exchange will result in the error "OKX Error 50119: API key doesn't exist" - as the 2 are separate entities.
|
||||
|
||||
!!! Warning
|
||||
OKX only provides 100 candles per api call. Therefore, the strategy will only have a pretty low amount of data available in backtesting mode.
|
||||
|
||||
@@ -252,21 +276,36 @@ OKX requires a passphrase for each api key, you will therefore need to add this
|
||||
Gate.io allows the use of `POINT` to pay for fees. As this is not a tradable currency (no regular market available), automatic fee calculations will fail (and default to a fee of 0).
|
||||
The configuration parameter `exchange.unknown_fee_rate` can be used to specify the exchange rate between Point and the stake currency. Obviously, changing the stake-currency will also require changes to this value.
|
||||
|
||||
Gate API keys require the following permissions on top of the market type you want to trade:
|
||||
|
||||
* "Spot Trade" _or_ "Perpetual Futures" (Read and Write) (either select both, or the one matching the market you want to trade)
|
||||
* "Wallet" (read only)
|
||||
* "Account" (read only)
|
||||
|
||||
Without these permissions, the bot will not start correctly and show errors like "permission missing".
|
||||
|
||||
## Bybit
|
||||
|
||||
Futures trading on bybit is currently supported for USDT markets, and will use isolated futures mode.
|
||||
Users with unified accounts (there's no way back) can create a Sub-account which will start as "non-unified", and can therefore use isolated futures.
|
||||
On startup, freqtrade will set the position mode to "One-way Mode" for the whole (sub)account. This avoids making this call over and over again (slowing down bot operations), but means that changes to this setting may result in exceptions and errors
|
||||
|
||||
On startup, freqtrade will set the position mode to "One-way Mode" for the whole (sub)account. This avoids making this call over and over again (slowing down bot operations), but means that changes to this setting may result in exceptions and errors.
|
||||
|
||||
As bybit doesn't provide funding rate history, the dry-run calculation is used for live trades as well.
|
||||
|
||||
API Keys for live futures trading (Subaccount on non-unified) must have the following permissions:
|
||||
API Keys for live futures trading must have the following permissions:
|
||||
|
||||
* Read-write
|
||||
* Contract - Orders
|
||||
* Contract - Positions
|
||||
|
||||
We do strongly recommend to limit all API keys to the IP you're going to use it from.
|
||||
|
||||
!!! Warning "Unified accounts"
|
||||
Freqtrade assumes accounts to be dedicated to the bot.
|
||||
We therefore recommend the usage of one subaccount per bot. This is especially important when using unified accounts.
|
||||
Other configurations (multiple bots on one account, manual non-bot trades on the bot account) are not supported and may lead to unexpected behavior.
|
||||
|
||||
|
||||
!!! Tip "Stoploss on Exchange"
|
||||
Bybit (futures only) supports `stoploss_on_exchange` and uses `stop-loss-limit` orders. It provides great advantages, so we recommend to benefit from it by enabling stoploss on exchange.
|
||||
On futures, Bybit supports both `stop-limit` as well as `stop-market` orders. You can use either `"limit"` or `"market"` in the `order_types.stoploss` configuration setting to decide which type to use.
|
||||
@@ -289,6 +328,64 @@ It's therefore required to pass the UID as well.
|
||||
!!! Warning "Necessary Verification"
|
||||
Bitmart requires Verification Lvl2 to successfully trade on the spot market through the API - even though trading via UI works just fine with just Lvl1 verification.
|
||||
|
||||
## Hyperliquid
|
||||
|
||||
!!! Tip "Stoploss on Exchange"
|
||||
Hyperliquid supports `stoploss_on_exchange` and uses `stop-loss-limit` orders. It provides great advantages, so we recommend to benefit from it.
|
||||
|
||||
Hyperliquid is a Decentralized Exchange (DEX). Decentralized exchanges work a bit different compared to normal exchanges. Instead of authenticating private API calls using an API key, private API calls need to be signed with the private key of your wallet (We recommend using an api Wallet for this, generated either on Hyperliquid or in your wallet of choice).
|
||||
This needs to be configured like this:
|
||||
|
||||
```json
|
||||
"exchange": {
|
||||
"name": "hyperliquid",
|
||||
"walletAddress": "your_eth_wallet_address",
|
||||
"privateKey": "your_api_private_key",
|
||||
// ...
|
||||
}
|
||||
```
|
||||
|
||||
* walletAddress in hex format: `0x<40 hex characters>` - Can be easily copied from your wallet - and should be your wallet address, not your API Wallet Address.
|
||||
* privateKey in hex format: `0x<64 hex characters>` - Use the key the API Wallet shows on creation.
|
||||
|
||||
Hyperliquid handles deposits and withdrawals on the Arbitrum One chain, a Layer 2 scaling solution built on top of Ethereum. Hyperliquid uses USDC as quote / collateral. The process of depositing USDC on Hyperliquid requires a couple of steps, see [how to start trading](https://hyperliquid.gitbook.io/hyperliquid-docs/onboarding/how-to-start-trading) for details on what steps are needed.
|
||||
|
||||
!!! Note "Hyperliquid general usage Notes"
|
||||
Hyperliquid does not support market orders, however ccxt will simulate market orders by placing limit orders with a maximum slippage of 5%.
|
||||
Unfortunately, hyperliquid only offers 5000 historic candles, so backtesting will either need to build candles historically (by waiting and downloading the data incrementally over time) - or will be limited to the last 5000 candles.
|
||||
|
||||
!!! Info "Some general best practices (non exhaustive)"
|
||||
* Beware of supply chain attacks, like pip package poisoning etcetera. Whenever you use your private key, make sure your environment is safe.
|
||||
* Don't use your actual wallet private key for trading. Use the Hyperliquid [API generator](https://app.hyperliquid.xyz/API) to create a separate API wallet.
|
||||
* Don't store your actual wallet private key on the server you use for freqtrade. Use the API wallet private key instead. This key won't allow withdrawals, only trading.
|
||||
* Always keep your mnemonic phrase and private key private.
|
||||
* Don't use the same mnemonic as the one you had to backup when initializing a hardware wallet, using the same mnemonic basically deletes the security of your hardware wallet.
|
||||
* Create a different software wallet, only transfer the funds you want to trade with to that wallet, and use that wallet to trade on Hyperliquid.
|
||||
* If you have funds you don't want to use for trading (after making a profit for example), transfer them back to your hardware wallet.
|
||||
|
||||
### Historic Hyperliquid data
|
||||
|
||||
The Hyperliquid API does not provide historic data beyond the single call to fetch current data, so downloading data is not possible, as the downloaded data would not constitute proper historic data.
|
||||
|
||||
## Bitvavo
|
||||
|
||||
If your account is required to use an operatorId, you can set it in the configuration file as follows:
|
||||
|
||||
``` json
|
||||
"exchange": {
|
||||
"name": "bitvavo",
|
||||
"key": "",
|
||||
"secret": "",
|
||||
"ccxt_config": {
|
||||
"options": {
|
||||
"operatorId": "123567"
|
||||
}
|
||||
},
|
||||
}
|
||||
```
|
||||
|
||||
Bitvavo expects the `operatorId` to be an integer.
|
||||
|
||||
## All exchanges
|
||||
|
||||
Should you experience constant errors with Nonce (like `InvalidNonce`), it is best to regenerate the API keys. Resetting Nonce is difficult and it's usually easier to regenerate the API keys.
|
||||
@@ -298,7 +395,7 @@ Should you experience constant errors with Nonce (like `InvalidNonce`), it is be
|
||||
* The Ocean (exchange id: `theocean`) exchange uses Web3 functionality and requires `web3` python package to be installed:
|
||||
|
||||
```shell
|
||||
$ pip3 install web3
|
||||
pip3 install web3
|
||||
```
|
||||
|
||||
### Getting latest price / Incomplete candles
|
||||
|
||||
46
docs/faq.md
46
docs/faq.md
@@ -40,12 +40,18 @@ This could be caused by the following reasons:
|
||||
* The installation did not complete successfully.
|
||||
* Please check the [Installation documentation](installation.md).
|
||||
|
||||
### The bot starts, but in STOPPED mode
|
||||
|
||||
Make sure you set the `initial_state` config option to `"running"` in your config.json
|
||||
|
||||
### I have waited 5 minutes, why hasn't the bot made any trades yet?
|
||||
|
||||
* Depending on the buy strategy, the amount of whitelisted coins, the
|
||||
situation of the market etc, it can take up to hours to find a good entry
|
||||
* Depending on the entry strategy, the amount of whitelisted coins, the
|
||||
situation of the market etc, it can take up to hours or days to find a good entry
|
||||
position for a trade. Be patient!
|
||||
|
||||
* Backtesting will tell you roughly how many trades to expect - but that won't guarantee that they'll be distributed evenly across time - so you could have 20 trades on one day, and 0 for the rest of the week.
|
||||
|
||||
* It may be because of a configuration error. It's best to check the logs, they usually tell you if the bot is simply not getting buy signals (only heartbeat messages), or if there is something wrong (errors / exceptions in the log).
|
||||
|
||||
### I have made 12 trades already, why is my total profit negative?
|
||||
@@ -96,10 +102,31 @@ You can use "current" market data by using the [dataprovider](strategy-customiza
|
||||
|
||||
You can use the `/stopentry` command in Telegram to prevent future trade entry, followed by `/forceexit all` (sell all open trades).
|
||||
|
||||
### I sold the bot's capital and now there's errors in the log
|
||||
|
||||
Freqtrade assumes that the trades it opens are managed only though the bot.
|
||||
If you happen to (accidentally) sell the bot's capital, freqtrade will try to recover by trying to re-find on-exchange orders.
|
||||
|
||||
This is a best-effort approach, and will not work in all cases, especially when using order types that are not supported by freqtrade (OCO, iceberg, etc.), or when working with older trades (where the exchange no longer provides full order information).
|
||||
The exact limits will vary between exchanges - with the details usually being documented in the exchange's API documentation.
|
||||
|
||||
### I want to run multiple bots on the same machine
|
||||
|
||||
Please look at the [advanced setup documentation Page](advanced-setup.md#running-multiple-instances-of-freqtrade).
|
||||
|
||||
### I'm getting "Impossible to load Strategy" when starting the bot
|
||||
|
||||
This error message is shown when the bot cannot load the strategy.
|
||||
Usually, you can use `freqtrade list-strategies` to list all available strategies.
|
||||
The output of this command will also include a status column, showing if the strategy can be loaded.
|
||||
|
||||
Please check the following:
|
||||
|
||||
* Are you using the correct strategy name? The strategy name is case-sensitive and must correspond to the Strategy class name (not the filename!).
|
||||
* Is the strategy in the `user_data/strategies` directory, and has the file-ending `.py`?
|
||||
* Does the bot show other warnings before this error? Maybe you're missing some dependencies for the strategy - which would be highlighted in the log.
|
||||
* In case of docker - is the strategy directory mounted correctly (check the volumes part of the docker-compose file)?
|
||||
|
||||
### I'm getting "Missing data fillup" messages in the log
|
||||
|
||||
This message is just a warning that the latest candles had missing candles in them.
|
||||
@@ -116,6 +143,10 @@ This message is a warning that the candles had a price jump of > 30%.
|
||||
This might be a sign that the pair stopped trading, and some token exchange took place (e.g. COCOS in 2021 - where price jumped from 0.0000154 to 0.01621).
|
||||
This message is often accompanied by ["Missing data fillup"](#im-getting-missing-data-fillup-messages-in-the-log) - as trading on such pairs is often stopped for some time.
|
||||
|
||||
### I want to reset the bot's database
|
||||
|
||||
To reset the bot's database, you can either delete the database (by default `tradesv3.sqlite` or `tradesv3.dryrun.sqlite`), or use a different database url via `--db-url` (e.g. `sqlite:///mynewdatabase.sqlite`).
|
||||
|
||||
### I'm getting "Outdated history for pair xxx" in the log
|
||||
|
||||
The bot is trying to tell you that it got an outdated last candle (not the last complete candle).
|
||||
@@ -146,9 +177,9 @@ The same fix should be applied in the configuration file, if order types are def
|
||||
|
||||
### I'm trying to start the bot live, but get an API permission error
|
||||
|
||||
Errors like `Invalid API-key, IP, or permissions for action` mean exactly what they actually say.
|
||||
Your API key is either invalid (copy/paste error? check for leading/trailing spaces in the config), expired, or the IP you're running the bot from is not enabled in the Exchange's API console.
|
||||
Usually, the permission "Spot Trading" (or the equivalent in the exchange you use) will be necessary.
|
||||
Errors like `Invalid API-key, IP, or permissions for action` mean exactly what they actually say.
|
||||
Your API key is either invalid (copy/paste error? check for leading/trailing spaces in the config), expired, or the IP you're running the bot from is not enabled in the Exchange's API console.
|
||||
Usually, the permission "Spot Trading" (or the equivalent in the exchange you use) will be necessary.
|
||||
Futures will usually have to be enabled specifically.
|
||||
|
||||
### How do I search the bot logs for something?
|
||||
@@ -196,10 +227,7 @@ On Windows, the `--logfile` option is also supported by Freqtrade and you can us
|
||||
First of all, most indicator libraries don't have GPU support - as such, there would be little benefit for indicator calculations.
|
||||
The GPU improvements would only apply to pandas-native calculations - or ones written by yourself.
|
||||
|
||||
For hyperopt, freqtrade is using scikit-optimize, which is built on top of scikit-learn.
|
||||
Their statement about GPU support is [pretty clear](https://scikit-learn.org/stable/faq.html#will-you-add-gpu-support).
|
||||
|
||||
GPU's also are only good at crunching numbers (floating point operations).
|
||||
GPU's are only good at crunching numbers (floating point operations).
|
||||
For hyperopt, we need both number-crunching (find next parameters) and running python code (running backtesting).
|
||||
As such, GPU's are not too well suited for most parts of hyperopt.
|
||||
|
||||
|
||||
@@ -58,7 +58,6 @@ The plot configuration can be accessed via the "Plot Configurator" (Cog icon) bu
|
||||
|
||||
### Settings
|
||||
|
||||
|
||||
Several UI related settings can be changed by accessing the settings page.
|
||||
|
||||
Things you can change (among others):
|
||||
|
||||
@@ -258,6 +258,8 @@ freqtrade trade --config config_examples/config_freqai.example.json --strategy F
|
||||
We do provide an explicit docker-compose file for this in `docker/docker-compose-freqai.yml` - which can be used via `docker compose -f docker/docker-compose-freqai.yml run ...` - or can be copied to replace the original docker file.
|
||||
This docker-compose file also contains a (disabled) section to enable GPU resources within docker containers. This obviously assumes the system has GPU resources available.
|
||||
|
||||
PyTorch dropped support for macOS x64 (intel based Apple devices) in version 2.3. Subsequently, freqtrade also dropped support for PyTorch on this platform.
|
||||
|
||||
### Structure
|
||||
|
||||
#### Model
|
||||
@@ -293,10 +295,10 @@ class MyCoolPyTorchClassifier(BasePyTorchClassifier):
|
||||
super().__init__(**kwargs)
|
||||
config = self.freqai_info.get("model_training_parameters", {})
|
||||
self.learning_rate: float = config.get("learning_rate", 3e-4)
|
||||
self.model_kwargs: Dict[str, Any] = config.get("model_kwargs", {})
|
||||
self.trainer_kwargs: Dict[str, Any] = config.get("trainer_kwargs", {})
|
||||
self.model_kwargs: dict[str, Any] = config.get("model_kwargs", {})
|
||||
self.trainer_kwargs: dict[str, Any] = config.get("trainer_kwargs", {})
|
||||
|
||||
def fit(self, data_dictionary: Dict, dk: FreqaiDataKitchen, **kwargs) -> Any:
|
||||
def fit(self, data_dictionary: dict, dk: FreqaiDataKitchen, **kwargs) -> Any:
|
||||
"""
|
||||
User sets up the training and test data to fit their desired model here
|
||||
:param data_dictionary: the dictionary holding all data for train, test,
|
||||
@@ -359,10 +361,10 @@ class PyTorchMLPRegressor(BasePyTorchRegressor):
|
||||
super().__init__(**kwargs)
|
||||
config = self.freqai_info.get("model_training_parameters", {})
|
||||
self.learning_rate: float = config.get("learning_rate", 3e-4)
|
||||
self.model_kwargs: Dict[str, Any] = config.get("model_kwargs", {})
|
||||
self.trainer_kwargs: Dict[str, Any] = config.get("trainer_kwargs", {})
|
||||
self.model_kwargs: dict[str, Any] = config.get("model_kwargs", {})
|
||||
self.trainer_kwargs: dict[str, Any] = config.get("trainer_kwargs", {})
|
||||
|
||||
def fit(self, data_dictionary: Dict, dk: FreqaiDataKitchen, **kwargs) -> Any:
|
||||
def fit(self, data_dictionary: dict, dk: FreqaiDataKitchen, **kwargs) -> Any:
|
||||
n_features = data_dictionary["train_features"].shape[-1]
|
||||
model = PyTorchMLPModel(
|
||||
input_dim=n_features,
|
||||
@@ -393,7 +395,7 @@ Here we create a `PyTorchMLPRegressor` class that implements the `fit` method. T
|
||||
|
||||
For example, if you are using a binary classifier to predict price movements as up or down, you can set the class names as follows:
|
||||
```python
|
||||
def set_freqai_targets(self, dataframe: DataFrame, metadata: Dict, **kwargs) -> DataFrame:
|
||||
def set_freqai_targets(self, dataframe: DataFrame, metadata: dict, **kwargs) -> DataFrame:
|
||||
self.freqai.class_names = ["down", "up"]
|
||||
dataframe['&s-up_or_down'] = np.where(dataframe["close"].shift(-100) >
|
||||
dataframe["close"], 'up', 'down')
|
||||
|
||||
@@ -181,7 +181,7 @@ You can ask for each of the defined features to be included also for informative
|
||||
In total, the number of features the user of the presented example strategy has created is: length of `include_timeframes` * no. features in `feature_engineering_expand_*()` * length of `include_corr_pairlist` * no. `include_shifted_candles` * length of `indicator_periods_candles`
|
||||
$= 3 * 3 * 3 * 2 * 2 = 108$.
|
||||
|
||||
!!! note "Learn more about creative feature engineering"
|
||||
!!! note "Learn more about creative feature engineering"
|
||||
Check out our [medium article](https://emergentmethods.medium.com/freqai-from-price-to-prediction-6fadac18b665) geared toward helping users learn how to creatively engineer features.
|
||||
|
||||
### Gain finer control over `feature_engineering_*` functions with `metadata`
|
||||
@@ -310,7 +310,7 @@ class MyCoolTransform(BaseTransform):
|
||||
|
||||
If you have created your own custom `IFreqaiModel` with a custom `train()`/`predict()` function, *and* you still rely on `data_cleaning_train/predict()`, then you will need to migrate to the new pipeline. If your model does *not* rely on `data_cleaning_train/predict()`, then you do not need to worry about this migration.
|
||||
|
||||
More details about the migration can be found [here](strategy_migration.md#freqai---new-data-pipeline).
|
||||
More details about the migration can be found [here](strategy_migration.md#freqai-new-data-pipeline).
|
||||
|
||||
## Outlier detection
|
||||
|
||||
|
||||
@@ -22,6 +22,7 @@ Mandatory parameters are marked as **Required** and have to be set in one of the
|
||||
| `write_metrics_to_disk` | Collect train timings, inference timings and cpu usage in json file. <br> **Datatype:** Boolean. <br> Default: `False`
|
||||
| `data_kitchen_thread_count` | <br> Designate the number of threads you want to use for data processing (outlier methods, normalization, etc.). This has no impact on the number of threads used for training. If user does not set it (default), FreqAI will use max number of threads - 2 (leaving 1 physical core available for Freqtrade bot and FreqUI) <br> **Datatype:** Positive integer.
|
||||
| `activate_tensorboard` | <br> Indicate whether or not to activate tensorboard for the tensorboard enabled modules (currently Reinforcment Learning, XGBoost, Catboost, and PyTorch). Tensorboard needs Torch installed, which means you will need the torch/RL docker image or you need to answer "yes" to the install question about whether or not you wish to install Torch. <br> **Datatype:** Boolean. <br> Default: `True`.
|
||||
| `wait_for_training_iteration_on_reload` | <br> When using /reload or ctrl-c, wait for the current training iteration to finish before completing graceful shutdown. If set to `False`, FreqAI will break the current training iteration, allowing you to shutdown gracefully more quickly, but you will lose your current training iteration. <br> **Datatype:** Boolean. <br> Default: `True`.
|
||||
|
||||
### Feature parameters
|
||||
|
||||
|
||||
@@ -73,23 +73,26 @@ Backtesting mode requires [downloading the necessary data](#downloading-data-to-
|
||||
|
||||
---
|
||||
|
||||
### Saving prediction data
|
||||
### Saving backtesting prediction data
|
||||
|
||||
To allow for tweaking your strategy (**not** the features!), FreqAI will automatically save the predictions during backtesting so that they can be reused for future backtests and live runs using the same `identifier` model. This provides a performance enhancement geared towards enabling **high-level hyperopting** of entry/exit criteria.
|
||||
|
||||
An additional directory called `backtesting_predictions`, which contains all the predictions stored in `hdf` format, will be created in the `unique-id` folder.
|
||||
An additional directory called `backtesting_predictions`, which contains all the predictions stored in `feather` format, will be created in the `unique-id` folder.
|
||||
|
||||
To change your **features**, you **must** set a new `identifier` in the config to signal to FreqAI to train new models.
|
||||
|
||||
To save the models generated during a particular backtest so that you can start a live deployment from one of them instead of training a new model, you must set `save_backtest_models` to `True` in the config.
|
||||
|
||||
!!! Note
|
||||
To ensure that the model can be reused, freqAI will call your strategy with a dataframe of length 1.
|
||||
If your strategy requires more data than this to generate the same features, you can't reuse backtest predictions for live deployment and need to update your `identifier` for each new backtest.
|
||||
|
||||
### Backtest live collected predictions
|
||||
|
||||
FreqAI allow you to reuse live historic predictions through the backtest parameter `--freqai-backtest-live-models`. This can be useful when you want to reuse predictions generated in dry/run for comparison or other study.
|
||||
|
||||
The `--timerange` parameter must not be informed, as it will be automatically calculated through the data in the historic predictions file.
|
||||
|
||||
|
||||
### Downloading data to cover the full backtest period
|
||||
|
||||
For live/dry deployments, FreqAI will download the necessary data automatically. However, to use backtesting functionality, you need to download the necessary data using `download-data` (details [here](data-download.md#data-downloading)). You need to pay careful attention to understanding how much *additional* data needs to be downloaded to ensure that there is a sufficient amount of training data *before* the start of the backtesting time range. The amount of additional data can be roughly estimated by moving the start date of the time range backwards by `train_period_days` and the `startup_candle_count` (see the [parameter table](freqai-parameter-table.md) for detailed descriptions of these parameters) from the beginning of the desired backtesting time range.
|
||||
|
||||
@@ -18,7 +18,7 @@ Features include:
|
||||
* **Extensibility** - The generalized and robust architecture allows for incorporating any [machine learning library/method](freqai-configuration.md#using-different-prediction-models) available in Python. Eight examples are currently available, including classifiers, regressors, and a convolutional neural network
|
||||
* **Smart outlier removal** - Remove outliers from training and prediction data sets using a variety of [outlier detection techniques](freqai-feature-engineering.md#outlier-detection)
|
||||
* **Crash resilience** - Store trained models to disk to make reloading from a crash fast and easy, and [purge obsolete files](freqai-running.md#purging-old-model-data) for sustained dry/live runs
|
||||
* **Automatic data normalization** - [Normalize the data](freqai-feature-engineering.md#feature-normalization) in a smart and statistically safe way
|
||||
* **Automatic data normalization** - [Normalize the data](freqai-feature-engineering.md#building-the-data-pipeline) in a smart and statistically safe way
|
||||
* **Automatic data download** - Compute timeranges for data downloads and update historic data (in live deployments)
|
||||
* **Cleaning of incoming data** - Handle NaNs safely before training and model inferencing
|
||||
* **Dimensionality reduction** - Reduce the size of the training data via [Principal Component Analysis](freqai-feature-engineering.md#data-dimensionality-reduction-with-principal-component-analysis)
|
||||
@@ -76,14 +76,14 @@ pip install -r requirements-freqai.txt
|
||||
|
||||
### Usage with docker
|
||||
|
||||
If you are using docker, a dedicated tag with FreqAI dependencies is available as `:freqai`. As such - you can replace the image line in your docker compose file with `image: freqtradeorg/freqtrade:develop_freqai`. This image contains the regular FreqAI dependencies. Similar to native installs, Catboost will not be available on ARM based devices. If you would like to use PyTorch or Reinforcement learning, you should use the torch or RL tags, `image: freqtradeorg/freqtrade:develop_freqaitorch`, `image: freqtradeorg/freqtrade:develop_freqairl`.
|
||||
If you are using docker, a dedicated tag with FreqAI dependencies is available as `:freqai`. As such - you can replace the image line in your docker compose file with `image: freqtradeorg/freqtrade:stable_freqai`. This image contains the regular FreqAI dependencies. Similar to native installs, Catboost will not be available on ARM based devices. If you would like to use PyTorch or Reinforcement learning, you should use the torch or RL tags, `image: freqtradeorg/freqtrade:stable_freqaitorch`, `image: freqtradeorg/freqtrade:stable_freqairl`.
|
||||
|
||||
!!! note "docker-compose-freqai.yml"
|
||||
We do provide an explicit docker-compose file for this in `docker/docker-compose-freqai.yml` - which can be used via `docker compose -f docker/docker-compose-freqai.yml run ...` - or can be copied to replace the original docker file. This docker-compose file also contains a (disabled) section to enable GPU resources within docker containers. This obviously assumes the system has GPU resources available.
|
||||
We do provide an explicit docker-compose file for this in `docker/docker-compose-freqai.yml` - which can be used via `docker compose -f docker/docker-compose-freqai.yml run ...` - or can be copied to replace the original docker file. This docker-compose file also contains a (disabled) section to enable GPU resources within docker containers. This obviously assumes the system has GPU resources available.
|
||||
|
||||
### FreqAI position in open-source machine learning landscape
|
||||
|
||||
Forecasting chaotic time-series based systems, such as equity/cryptocurrency markets, requires a broad set of tools geared toward testing a wide range of hypotheses. Fortunately, a recent maturation of robust machine learning libraries (e.g. `scikit-learn`) has opened up a wide range of research possibilities. Scientists from a diverse range of fields can now easily prototype their studies on an abundance of established machine learning algorithms. Similarly, these user-friendly libraries enable "citzen scientists" to use their basic Python skills for data exploration. However, leveraging these machine learning libraries on historical and live chaotic data sources can be logistically difficult and expensive. Additionally, robust data collection, storage, and handling presents a disparate challenge. [`FreqAI`](#freqai) aims to provide a generalized and extensible open-sourced framework geared toward live deployments of adaptive modeling for market forecasting. The `FreqAI` framework is effectively a sandbox for the rich world of open-source machine learning libraries. Inside the `FreqAI` sandbox, users find they can combine a wide variety of third-party libraries to test creative hypotheses on a free live 24/7 chaotic data source - cryptocurrency exchange data.
|
||||
Forecasting chaotic time-series based systems, such as equity/cryptocurrency markets, requires a broad set of tools geared toward testing a wide range of hypotheses. Fortunately, a recent maturation of robust machine learning libraries (e.g. `scikit-learn`) has opened up a wide range of research possibilities. Scientists from a diverse range of fields can now easily prototype their studies on an abundance of established machine learning algorithms. Similarly, these user-friendly libraries enable "citizen scientists" to use their basic Python skills for data exploration. However, leveraging these machine learning libraries on historical and live chaotic data sources can be logistically difficult and expensive. Additionally, robust data collection, storage, and handling presents a disparate challenge. [`FreqAI`](#freqai) aims to provide a generalized and extensible open-sourced framework geared toward live deployments of adaptive modeling for market forecasting. The `FreqAI` framework is effectively a sandbox for the rich world of open-source machine learning libraries. Inside the `FreqAI` sandbox, users find they can combine a wide variety of third-party libraries to test creative hypotheses on a free live 24/7 chaotic data source - cryptocurrency exchange data.
|
||||
|
||||
### Citing FreqAI
|
||||
|
||||
|
||||
183
docs/hyperopt.md
183
docs/hyperopt.md
@@ -1,10 +1,10 @@
|
||||
# Hyperopt
|
||||
|
||||
This page explains how to tune your strategy by finding the optimal
|
||||
parameters, a process called hyperparameter optimization. The bot uses algorithms included in the `scikit-optimize` package to accomplish this.
|
||||
parameters, a process called hyperparameter optimization. The bot uses algorithms included in the `optuna` package to accomplish this.
|
||||
The search will burn all your CPU cores, make your laptop sound like a fighter jet and still take a long time.
|
||||
|
||||
In general, the search for best parameters starts with a few random combinations (see [below](#reproducible-results) for more details) and then uses Bayesian search with a ML regressor algorithm (currently ExtraTreesRegressor) to quickly find a combination of parameters in the search hyperspace that minimizes the value of the [loss function](#loss-functions).
|
||||
In general, the search for best parameters starts with a few random combinations (see [below](#reproducible-results) for more details) and then uses one of optuna's sampler algorithms (currently NSGAIIISampler) to quickly find a combination of parameters in the search hyperspace that minimizes the value of the [loss function](#loss-functions).
|
||||
|
||||
Hyperopt requires historic data to be available, just as backtesting does (hyperopt runs backtesting many times with different parameters).
|
||||
To learn how to get data for the pairs and exchange you're interested in, head over to the [Data Downloading](data-download.md) section of the documentation.
|
||||
@@ -36,130 +36,7 @@ pip install -r requirements-hyperopt.txt
|
||||
|
||||
## Hyperopt command reference
|
||||
|
||||
```
|
||||
usage: freqtrade hyperopt [-h] [-v] [--logfile FILE] [-V] [-c PATH] [-d PATH]
|
||||
[--userdir PATH] [-s NAME] [--strategy-path PATH]
|
||||
[--recursive-strategy-search] [--freqaimodel NAME]
|
||||
[--freqaimodel-path PATH] [-i TIMEFRAME]
|
||||
[--timerange TIMERANGE]
|
||||
[--data-format-ohlcv {json,jsongz,hdf5}]
|
||||
[--max-open-trades INT]
|
||||
[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
|
||||
[-p PAIRS [PAIRS ...]] [--hyperopt-path PATH]
|
||||
[--eps] [--dmmp] [--enable-protections]
|
||||
[--dry-run-wallet DRY_RUN_WALLET]
|
||||
[--timeframe-detail TIMEFRAME_DETAIL] [-e INT]
|
||||
[--spaces {all,buy,sell,roi,stoploss,trailing,protection,trades,default} [{all,buy,sell,roi,stoploss,trailing,protection,trades,default} ...]]
|
||||
[--print-all] [--no-color] [--print-json] [-j JOBS]
|
||||
[--random-state INT] [--min-trades INT]
|
||||
[--hyperopt-loss NAME] [--disable-param-export]
|
||||
[--ignore-missing-spaces] [--analyze-per-epoch]
|
||||
|
||||
optional arguments:
|
||||
-h, --help show this help message and exit
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME
|
||||
Specify timeframe (`1m`, `5m`, `30m`, `1h`, `1d`).
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--data-format-ohlcv {json,jsongz,hdf5}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `json`).
|
||||
--max-open-trades INT
|
||||
Override the value of the `max_open_trades`
|
||||
configuration setting.
|
||||
--stake-amount STAKE_AMOUNT
|
||||
Override the value of the `stake_amount` configuration
|
||||
setting.
|
||||
--fee FLOAT Specify fee ratio. Will be applied twice (on trade
|
||||
entry and exit).
|
||||
-p PAIRS [PAIRS ...], --pairs PAIRS [PAIRS ...]
|
||||
Limit command to these pairs. Pairs are space-
|
||||
separated.
|
||||
--hyperopt-path PATH Specify additional lookup path for Hyperopt Loss
|
||||
functions.
|
||||
--eps, --enable-position-stacking
|
||||
Allow buying the same pair multiple times (position
|
||||
stacking).
|
||||
--dmmp, --disable-max-market-positions
|
||||
Disable applying `max_open_trades` during backtest
|
||||
(same as setting `max_open_trades` to a very high
|
||||
number).
|
||||
--enable-protections, --enableprotections
|
||||
Enable protections for backtesting.Will slow
|
||||
backtesting down by a considerable amount, but will
|
||||
include configured protections
|
||||
--dry-run-wallet DRY_RUN_WALLET, --starting-balance DRY_RUN_WALLET
|
||||
Starting balance, used for backtesting / hyperopt and
|
||||
dry-runs.
|
||||
--timeframe-detail TIMEFRAME_DETAIL
|
||||
Specify detail timeframe for backtesting (`1m`, `5m`,
|
||||
`30m`, `1h`, `1d`).
|
||||
-e INT, --epochs INT Specify number of epochs (default: 100).
|
||||
--spaces {all,buy,sell,roi,stoploss,trailing,protection,trades,default} [{all,buy,sell,roi,stoploss,trailing,protection,trades,default} ...]
|
||||
Specify which parameters to hyperopt. Space-separated
|
||||
list.
|
||||
--print-all Print all results, not only the best ones.
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--print-json Print output in JSON format.
|
||||
-j JOBS, --job-workers JOBS
|
||||
The number of concurrently running jobs for
|
||||
hyperoptimization (hyperopt worker processes). If -1
|
||||
(default), all CPUs are used, for -2, all CPUs but one
|
||||
are used, etc. If 1 is given, no parallel computing
|
||||
code is used at all.
|
||||
--random-state INT Set random state to some positive integer for
|
||||
reproducible hyperopt results.
|
||||
--min-trades INT Set minimal desired number of trades for evaluations
|
||||
in the hyperopt optimization path (default: 1).
|
||||
--hyperopt-loss NAME, --hyperoptloss NAME
|
||||
Specify the class name of the hyperopt loss function
|
||||
class (IHyperOptLoss). Different functions can
|
||||
generate completely different results, since the
|
||||
target for optimization is different. Built-in
|
||||
Hyperopt-loss-functions are:
|
||||
ShortTradeDurHyperOptLoss, OnlyProfitHyperOptLoss,
|
||||
SharpeHyperOptLoss, SharpeHyperOptLossDaily,
|
||||
SortinoHyperOptLoss, SortinoHyperOptLossDaily,
|
||||
CalmarHyperOptLoss, MaxDrawDownHyperOptLoss,
|
||||
MaxDrawDownRelativeHyperOptLoss,
|
||||
ProfitDrawDownHyperOptLoss
|
||||
--disable-param-export
|
||||
Disable automatic hyperopt parameter export.
|
||||
--ignore-missing-spaces, --ignore-unparameterized-spaces
|
||||
Suppress errors for any requested Hyperopt spaces that
|
||||
do not contain any parameters.
|
||||
--analyze-per-epoch Run populate_indicators once per epoch.
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
--recursive-strategy-search
|
||||
Recursively search for a strategy in the strategies
|
||||
folder.
|
||||
--freqaimodel NAME Specify a custom freqaimodels.
|
||||
--freqaimodel-path PATH
|
||||
Specify additional lookup path for freqaimodels.
|
||||
|
||||
```
|
||||
--8<-- "commands/hyperopt.md"
|
||||
|
||||
### Hyperopt checklist
|
||||
|
||||
@@ -445,7 +322,6 @@ While this strategy is most likely too simple to provide consistent profit, it s
|
||||
|
||||
Whether you are using `.range` functionality or the alternatives above, you should try to use space ranges as small as possible since this will improve CPU/RAM usage.
|
||||
|
||||
|
||||
## Optimizing protections
|
||||
|
||||
Freqtrade can also optimize protections. How you optimize protections is up to you, and the following should be considered as example only.
|
||||
@@ -589,14 +465,16 @@ Currently, the following loss functions are builtin:
|
||||
|
||||
* `ShortTradeDurHyperOptLoss` - (default legacy Freqtrade hyperoptimization loss function) - Mostly for short trade duration and avoiding losses.
|
||||
* `OnlyProfitHyperOptLoss` - takes only amount of profit into consideration.
|
||||
* `SharpeHyperOptLoss` - optimizes Sharpe Ratio calculated on trade returns relative to standard deviation.
|
||||
* `SharpeHyperOptLossDaily` - optimizes Sharpe Ratio calculated on **daily** trade returns relative to standard deviation.
|
||||
* `SortinoHyperOptLoss` - optimizes Sortino Ratio calculated on trade returns relative to **downside** standard deviation.
|
||||
* `SharpeHyperOptLoss` - Optimizes Sharpe Ratio calculated on trade returns relative to standard deviation.
|
||||
* `SharpeHyperOptLossDaily` - Optimizes Sharpe Ratio calculated on **daily** trade returns relative to standard deviation.
|
||||
* `SortinoHyperOptLoss` - Optimizes Sortino Ratio calculated on trade returns relative to **downside** standard deviation.
|
||||
* `SortinoHyperOptLossDaily` - optimizes Sortino Ratio calculated on **daily** trade returns relative to **downside** standard deviation.
|
||||
* `MaxDrawDownHyperOptLoss` - Optimizes Maximum absolute drawdown.
|
||||
* `MaxDrawDownRelativeHyperOptLoss` - Optimizes both maximum absolute drawdown while also adjusting for maximum relative drawdown.
|
||||
* `MaxDrawDownPerPairHyperOptLoss` - Calculates the profit/drawdown ratio per pair and returns the worst result as objective, forcing hyperopt to optimize the parameters for all pairs in the pairlist. This way, we prevent one or more pairs with good results from inflating the metrics, while the pairs with poor results are not represented and therefore not optimized.
|
||||
* `CalmarHyperOptLoss` - Optimizes Calmar Ratio calculated on trade returns relative to max drawdown.
|
||||
* `ProfitDrawDownHyperOptLoss` - Optimizes by max Profit & min Drawdown objective. `DRAWDOWN_MULT` variable within the hyperoptloss file can be adjusted to be stricter or more flexible on drawdown purposes.
|
||||
* `MultiMetricHyperOptLoss` - Optimizes by several key metrics to achieve balanced performance. The primary focus is on maximizing Profit and minimizing Drawdown, while also considering additional metrics such as Profit Factor, Expectancy Ratio and Winrate. Moreover, it applies a penalty for epochs with a low number of trades, encouraging strategies with adequate trade frequency.
|
||||
|
||||
Creation of a custom loss function is covered in the [Advanced Hyperopt](advanced-hyperopt.md) part of the documentation.
|
||||
|
||||
@@ -612,6 +490,8 @@ freqtrade hyperopt --config config.json --hyperopt-loss <hyperoptlossname> --str
|
||||
```
|
||||
|
||||
The `-e` option will set how many evaluations hyperopt will do. Since hyperopt uses Bayesian search, running too many epochs at once may not produce greater results. Experience has shown that best results are usually not improving much after 500-1000 epochs.
|
||||
The `--early-stop` option will set after how many epochs with no improvements hyperopt will stop. A good value is 20-30% of the total epochs. Any value greater than 0 and lower than 20 it will be replaced by 20. Early stop is by default disabled (`--early-stop=0`)
|
||||
|
||||
Doing multiple runs (executions) with a few 1000 epochs and different random state will most likely produce different results.
|
||||
|
||||
The `--spaces all` option determines that all possible parameters should be optimized. Possibilities are listed below.
|
||||
@@ -654,7 +534,7 @@ Legal values are:
|
||||
* `trailing`: search for the best trailing stop values
|
||||
* `trades`: search for the best max open trades values
|
||||
* `protection`: search for the best protection parameters (read the [protections section](#optimizing-protections) on how to properly define these)
|
||||
* `default`: `all` except `trailing` and `protection`
|
||||
* `default`: `all` except `trailing`, `trades` and `protection`
|
||||
* space-separated list of any of the above values for example `--spaces roi stoploss`
|
||||
|
||||
The default Hyperopt Search Space, used when no `--space` command line option is specified, does not include the `trailing` hyperspace. We recommend you to run optimization for the `trailing` hyperspace separately, when the best parameters for other hyperspaces were found, validated and pasted into your custom strategy.
|
||||
@@ -867,18 +747,15 @@ You can use the `--print-all` command line option if you would like to see all r
|
||||
|
||||
## Position stacking and disabling max market positions
|
||||
|
||||
In some situations, you may need to run Hyperopt (and Backtesting) with the
|
||||
`--eps`/`--enable-position-staking` and `--dmmp`/`--disable-max-market-positions` arguments.
|
||||
In some situations, you may need to run Hyperopt (and Backtesting) with the `--eps`/`--enable-position-staking` argument, or you may need to set `max_open_trades` to a very high number to disable the limit on the number of open trades.
|
||||
|
||||
By default, hyperopt emulates the behavior of the Freqtrade Live Run/Dry Run, where only one
|
||||
open trade is allowed for every traded pair. The total number of trades open for all pairs
|
||||
open trade per pair is allowed. The total number of trades open for all pairs
|
||||
is also limited by the `max_open_trades` setting. During Hyperopt/Backtesting this may lead to
|
||||
some potential trades to be hidden (or masked) by previously open trades.
|
||||
potential trades being hidden (or masked) by already open trades.
|
||||
|
||||
The `--eps`/`--enable-position-stacking` argument allows emulation of buying the same pair multiple times,
|
||||
while `--dmmp`/`--disable-max-market-positions` disables applying `max_open_trades`
|
||||
during Hyperopt/Backtesting (which is equal to setting `max_open_trades` to a very high
|
||||
number).
|
||||
The `--eps`/`--enable-position-stacking` argument allows emulation of buying the same pair multiple times.
|
||||
Using `--max-open-trades` with a very high number will disable the limit on the number of open trades.
|
||||
|
||||
!!! Note
|
||||
Dry/live runs will **NOT** use position stacking - therefore it does make sense to also validate the strategy without this as it's closer to reality.
|
||||
@@ -919,13 +796,39 @@ Your epochs should therefore be aligned to the possible values - or you should b
|
||||
|
||||
After you run Hyperopt for the desired amount of epochs, you can later list all results for analysis, select only best or profitable once, and show the details for any of the epochs previously evaluated. This can be done with the `hyperopt-list` and `hyperopt-show` sub-commands. The usage of these sub-commands is described in the [Utils](utils.md#list-hyperopt-results) chapter.
|
||||
|
||||
## Output debug messages from your strategy
|
||||
|
||||
If you want to output debug messages from your strategy, you can use the `logging` module. By default, Freqtrade will output all messages with a level of `INFO` or higher.
|
||||
|
||||
|
||||
``` python
|
||||
import logging
|
||||
|
||||
|
||||
logger = logging.getLogger(__name__)
|
||||
|
||||
|
||||
class MyAwesomeStrategy(IStrategy):
|
||||
...
|
||||
|
||||
def populate_entry_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame:
|
||||
logger.info("This is a debug message")
|
||||
...
|
||||
|
||||
```
|
||||
|
||||
!!! Note "using print"
|
||||
Messages printed via `print()` will not be shown in the hyperopt output unless parallelism is disabled (`-j 1`).
|
||||
It is recommended to use the `logging` module instead.
|
||||
|
||||
## Validate backtesting results
|
||||
|
||||
Once the optimized strategy has been implemented into your strategy, you should backtest this strategy to make sure everything is working as expected.
|
||||
|
||||
To achieve same the results (number of trades, their durations, profit, etc.) as during Hyperopt, please use the same configuration and parameters (timerange, timeframe, ...) used for hyperopt `--dmmp`/`--disable-max-market-positions` and `--eps`/`--enable-position-stacking` for Backtesting.
|
||||
To achieve same the results (number of trades, their durations, profit, etc.) as during Hyperopt, please use the same configuration and parameters (timerange, timeframe, ...) used for hyperopt for Backtesting.
|
||||
|
||||
### Why do my backtest results not match my hyperopt results?
|
||||
|
||||
Should results not match, check the following factors:
|
||||
|
||||
* You may have added parameters to hyperopt in `populate_indicators()` where they will be calculated only once **for all epochs**. If you are, for example, trying to optimise multiple SMA timeperiod values, the hyperoptable timeperiod parameter should be placed in `populate_entry_trend()` which is calculated every epoch. See [Optimizing an indicator parameter](https://www.freqtrade.io/en/stable/hyperopt/#optimizing-an-indicator-parameter).
|
||||
|
||||
@@ -2,11 +2,11 @@
|
||||
|
||||
Pairlist Handlers define the list of pairs (pairlist) that the bot should trade. They are configured in the `pairlists` section of the configuration settings.
|
||||
|
||||
In your configuration, you can use Static Pairlist (defined by the [`StaticPairList`](#static-pair-list) Pairlist Handler) and Dynamic Pairlist (defined by the [`VolumePairList`](#volume-pair-list) Pairlist Handler).
|
||||
In your configuration, you can use Static Pairlist (defined by the [`StaticPairList`](#static-pair-list) Pairlist Handler) and Dynamic Pairlist (defined by the [`VolumePairList`](#volume-pair-list) and [`PercentChangePairList`](#percent-change-pair-list) Pairlist Handlers).
|
||||
|
||||
Additionally, [`AgeFilter`](#agefilter), [`PrecisionFilter`](#precisionfilter), [`PriceFilter`](#pricefilter), [`ShuffleFilter`](#shufflefilter), [`SpreadFilter`](#spreadfilter) and [`VolatilityFilter`](#volatilityfilter) act as Pairlist Filters, removing certain pairs and/or moving their positions in the pairlist.
|
||||
|
||||
If multiple Pairlist Handlers are used, they are chained and a combination of all Pairlist Handlers forms the resulting pairlist the bot uses for trading and backtesting. Pairlist Handlers are executed in the sequence they are configured. You can define either `StaticPairList`, `VolumePairList`, `ProducerPairList`, `RemotePairList` or `MarketCapPairList` as the starting Pairlist Handler.
|
||||
If multiple Pairlist Handlers are used, they are chained and a combination of all Pairlist Handlers forms the resulting pairlist the bot uses for trading and backtesting. Pairlist Handlers are executed in the sequence they are configured. You can define either `StaticPairList`, `VolumePairList`, `ProducerPairList`, `RemotePairList`, `MarketCapPairList` or `PercentChangePairList` as the starting Pairlist Handler.
|
||||
|
||||
Inactive markets are always removed from the resulting pairlist. Explicitly blacklisted pairs (those in the `pair_blacklist` configuration setting) are also always removed from the resulting pairlist.
|
||||
|
||||
@@ -22,6 +22,7 @@ You may also use something like `.*DOWN/BTC` or `.*UP/BTC` to exclude leveraged
|
||||
|
||||
* [`StaticPairList`](#static-pair-list) (default, if not configured differently)
|
||||
* [`VolumePairList`](#volume-pair-list)
|
||||
* [`PercentChangePairList`](#percent-change-pair-list)
|
||||
* [`ProducerPairList`](#producerpairlist)
|
||||
* [`RemotePairList`](#remotepairlist)
|
||||
* [`MarketCapPairList`](#marketcappairlist)
|
||||
@@ -43,9 +44,24 @@ You may also use something like `.*DOWN/BTC` or `.*UP/BTC` to exclude leveraged
|
||||
|
||||
By default, the `StaticPairList` method is used, which uses a statically defined pair whitelist from the configuration. The pairlist also supports wildcards (in regex-style) - so `.*/BTC` will include all pairs with BTC as a stake.
|
||||
|
||||
It uses configuration from `exchange.pair_whitelist` and `exchange.pair_blacklist`.
|
||||
It uses configuration from `exchange.pair_whitelist` and `exchange.pair_blacklist`, which in the below example, will trade BTC/USDT and ETH/USDT - and will prevent BNB/USDT trading.
|
||||
|
||||
Both `pair_*list` parameters support regex - so values like `.*/USDT` would enable trading all pairs that are not in the blacklist.
|
||||
|
||||
```json
|
||||
"exchange": {
|
||||
"name": "...",
|
||||
// ...
|
||||
"pair_whitelist": [
|
||||
"BTC/USDT",
|
||||
"ETH/USDT",
|
||||
// ...
|
||||
],
|
||||
"pair_blacklist": [
|
||||
"BNB/USDT",
|
||||
// ...
|
||||
]
|
||||
},
|
||||
"pairlists": [
|
||||
{"method": "StaticPairList"}
|
||||
],
|
||||
@@ -54,7 +70,6 @@ It uses configuration from `exchange.pair_whitelist` and `exchange.pair_blacklis
|
||||
By default, only currently enabled pairs are allowed.
|
||||
To skip pair validation against active markets, set `"allow_inactive": true` within the `StaticPairList` configuration.
|
||||
This can be useful for backtesting expired pairs (like quarterly spot-markets).
|
||||
This option must be configured along with `exchange.skip_pair_validation` in the exchange configuration.
|
||||
|
||||
When used in a "follow-up" position (e.g. after VolumePairlist), all pairs in `'pair_whitelist'` will be added to the end of the pairlist.
|
||||
|
||||
@@ -152,6 +167,89 @@ More sophisticated approach can be used, by using `lookback_timeframe` for candl
|
||||
!!! Note
|
||||
`VolumePairList` does not support backtesting mode.
|
||||
|
||||
#### Percent Change Pair List
|
||||
|
||||
`PercentChangePairList` filters and sorts pairs based on the percentage change in their price over the last 24 hours or any defined timeframe as part of advanced options. This allows traders to focus on assets that have experienced significant price movements, either positive or negative.
|
||||
|
||||
**Configuration Options**
|
||||
|
||||
* `number_assets`: Specifies the number of top pairs to select based on the 24-hour percentage change.
|
||||
* `min_value`: Sets a minimum percentage change threshold. Pairs with a percentage change below this value will be filtered out.
|
||||
* `max_value`: Sets a maximum percentage change threshold. Pairs with a percentage change above this value will be filtered out.
|
||||
* `sort_direction`: Specifies the order in which pairs are sorted based on their percentage change. Accepts two values: `asc` for ascending order and `desc` for descending order.
|
||||
* `refresh_period`: Defines the interval (in seconds) at which the pairlist will be refreshed. The default is 1800 seconds (30 minutes).
|
||||
* `lookback_days`: Number of days to look back. When `lookback_days` is selected, the `lookback_timeframe` is defaulted to 1 day.
|
||||
* `lookback_timeframe`: Timeframe to use for the lookback period.
|
||||
* `lookback_period`: Number of periods to look back at.
|
||||
|
||||
When PercentChangePairList is used after other Pairlist Handlers, it will operate on the outputs of those handlers. If it is the leading Pairlist Handler, it will select pairs from all available markets with the specified stake currency.
|
||||
|
||||
`PercentChangePairList` uses ticker data from the exchange, provided via the ccxt library:
|
||||
The percentage change is calculated as the change in price over the last 24 hours.
|
||||
|
||||
??? Note "Unsupported exchanges"
|
||||
On some exchanges (like HTX), regular PercentChangePairList does not work as the api does not natively provide 24h percent change in price. This can be worked around by using candle data to calculate the percentage change. To roughly simulate 24h percent change, you can use the following configuration. Please note that these pairlists will only refresh once per day.
|
||||
```json
|
||||
"pairlists": [
|
||||
{
|
||||
"method": "PercentChangePairList",
|
||||
"number_assets": 20,
|
||||
"min_value": 0,
|
||||
"refresh_period": 86400,
|
||||
"lookback_days": 1
|
||||
}
|
||||
],
|
||||
```
|
||||
|
||||
**Example Configuration to Read from Ticker**
|
||||
|
||||
```json
|
||||
"pairlists": [
|
||||
{
|
||||
"method": "PercentChangePairList",
|
||||
"number_assets": 15,
|
||||
"min_value": -10,
|
||||
"max_value": 50
|
||||
}
|
||||
],
|
||||
```
|
||||
|
||||
In this configuration:
|
||||
|
||||
1. The top 15 pairs are selected based on the highest percentage change in price over the last 24 hours.
|
||||
2. Only pairs with a percentage change between -10% and 50% are considered.
|
||||
|
||||
**Example Configuration to Read from Candles**
|
||||
|
||||
```json
|
||||
"pairlists": [
|
||||
{
|
||||
"method": "PercentChangePairList",
|
||||
"number_assets": 15,
|
||||
"sort_key": "percentage",
|
||||
"min_value": 0,
|
||||
"refresh_period": 3600,
|
||||
"lookback_timeframe": "1h",
|
||||
"lookback_period": 72
|
||||
}
|
||||
],
|
||||
```
|
||||
|
||||
This example builds the percent change pairs based on a rolling period of 3 days of 1-hour candles by using `lookback_timeframe` for candle size and `lookback_period` which specifies the number of candles.
|
||||
|
||||
The percent change in price is calculated using the following formula, which expresses the percentage difference between the current candle's close price and the previous candle's close price, as defined by the specified timeframe and lookback period:
|
||||
|
||||
$$ Percent Change = (\frac{Current Close - Previous Close}{Previous Close}) * 100 $$
|
||||
|
||||
!!! Warning "Range look back and refresh period"
|
||||
When used in conjunction with `lookback_days` and `lookback_timeframe` the `refresh_period` can not be smaller than the candle size in seconds. As this will result in unnecessary requests to the exchanges API.
|
||||
|
||||
!!! Warning "Performance implications when using lookback range"
|
||||
If used in first position in combination with lookback, the computation of the range-based percent change can be time and resource consuming, as it downloads candles for all tradable pairs. Hence it's highly advised to use the standard approach with `PercentChangePairList` to narrow the pairlist down for further percent-change calculation.
|
||||
|
||||
!!! Note "Backtesting"
|
||||
`PercentChangePairList` does not support backtesting mode.
|
||||
|
||||
#### ProducerPairList
|
||||
|
||||
With `ProducerPairList`, you can reuse the pairlist from a [Producer](producer-consumer.md) without explicitly defining the pairlist on each consumer.
|
||||
@@ -269,7 +367,7 @@ The optional `bearer_token` will be included in the requests Authorization Heade
|
||||
|
||||
#### MarketCapPairList
|
||||
|
||||
`MarketCapPairList` employs sorting/filtering of pairs by their marketcap rank based of CoinGecko. It will only recognize coins up to the coin placed at rank 250. The returned pairlist will be sorted based of their marketcap ranks.
|
||||
`MarketCapPairList` employs sorting/filtering of pairs by their marketcap rank based of CoinGecko. The returned pairlist will be sorted based of their marketcap ranks.
|
||||
|
||||
```json
|
||||
"pairlists": [
|
||||
@@ -277,14 +375,25 @@ The optional `bearer_token` will be included in the requests Authorization Heade
|
||||
"method": "MarketCapPairList",
|
||||
"number_assets": 20,
|
||||
"max_rank": 50,
|
||||
"refresh_period": 86400
|
||||
"refresh_period": 86400,
|
||||
"categories": ["layer-1"]
|
||||
}
|
||||
]
|
||||
```
|
||||
|
||||
`number_assets` defines the maximum number of pairs returned by the pairlist. `max_rank` will determine the maximum rank used in creating/filtering the pairlist. It's expected that some coins within the top `max_rank` marketcap will not be included in the resulting pairlist since not all pairs will have active trading pairs in your preferred market/stake/exchange combination.
|
||||
`number_assets` defines the maximum number of pairs returned by the pairlist. `max_rank` will determine the maximum rank used in creating/filtering the pairlist. It's expected that some coins within the top `max_rank` marketcap will not be included in the resulting pairlist since not all pairs will have active trading pairs in your preferred market/stake/exchange combination.
|
||||
While using a `max_rank` bigger than 250 is supported, it's not recommended, as it'll cause multiple API calls to CoinGecko, which can lead to rate limit issues.
|
||||
|
||||
`refresh_period` setting defines the period (in seconds) at which the marketcap rank data will be refreshed. Defaults to 86,400s (1 day). The pairlist cache (`refresh_period`) is applicable on both generating pairlists (first position in the list) and filtering instances (not the first position in the list).
|
||||
The `refresh_period` setting defines the interval (in seconds) at which the marketcap rank data will be refreshed. The default is 86,400 seconds (1 day). The pairlist cache (`refresh_period`) applies to both generating pairlists (when in the first position in the list) and filtering instances (when not in the first position in the list).
|
||||
|
||||
The `categories` setting specifies the [coingecko categories](https://www.coingecko.com/en/categories) from which to select coins from. The default is an empty list `[]`, meaning no category filtering is applied.
|
||||
If an incorrect category string is chosen, the plugin will print the available categories from CoinGecko and fail. The category should be the ID of the category, for example, for `https://www.coingecko.com/en/categories/layer-1`, the category ID would be `layer-1`. You can pass multiple categories such as `["layer-1", "meme-token"]` to select from several categories.
|
||||
|
||||
!!! Warning "Many categories"
|
||||
Each added category corresponds to one API call to CoinGecko. The more categories you add, the longer the pairlist generation will take, potentially causing rate limit issues.
|
||||
|
||||
!!! Danger "Duplicate symbols in coingecko"
|
||||
Coingecko often has duplicate symbols, where the same symbol is used for different coins. Freqtrade will use the symbol as is and try to search for it on the exchange. If the symbol exists - it will be used. Freqtrade will however not check if the _intended_ symbol is the one coingecko meant. This can sometimes lead to unexpected results, especially on low volume coins or with meme coin categories.
|
||||
|
||||
#### AgeFilter
|
||||
|
||||
@@ -373,7 +482,7 @@ Filters low-value coins which would not allow setting stoplosses.
|
||||
|
||||
Namely, pairs are blacklisted if a variance of one percent or more in the stop price would be caused by precision rounding on the exchange, i.e. `rounded(stop_price) <= rounded(stop_price * 0.99)`. The idea is to avoid coins with a value VERY close to their lower trading boundary, not allowing setting of proper stoploss.
|
||||
|
||||
!!! Tip "PerformanceFilter is pointless for futures trading"
|
||||
!!! Tip "PrecisionFilter is pointless for futures trading"
|
||||
The above does not apply to shorts. And for longs, in theory the trade will be liquidated first.
|
||||
|
||||
!!! Warning "Backtesting"
|
||||
|
||||
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Reference in New Issue
Block a user