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Merge branch 'main' of github.com:microsoft/qlib into patch-1
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SunsetWolf committed May 29, 2024
2 parents daf28cd + 907c888 commit 0ccaafa
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7 changes: 6 additions & 1 deletion .readthedocs.yml → .readthedocs.yaml
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Expand Up @@ -5,6 +5,12 @@
# Required
version: 2

# Set the version of Python and other tools you might need
build:
os: ubuntu-22.04
tools:
python: "3.7"

# Build documentation in the docs/ directory with Sphinx
sphinx:
configuration: docs/conf.py
Expand All @@ -14,7 +20,6 @@ formats: all

# Optionally set the version of Python and requirements required to build your docs
python:
version: 3.7
install:
- requirements: docs/requirements.txt
- method: pip
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14 changes: 14 additions & 0 deletions README.md
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Expand Up @@ -175,6 +175,20 @@ Also, users can install the latest dev version ``Qlib`` by the source code accor
**Tips for Mac**: If you are using Mac with M1, you might encounter issues in building the wheel for LightGBM, which is due to missing dependencies from OpenMP. To solve the problem, install openmp first with ``brew install libomp`` and then run ``pip install .`` to build it successfully.
## Data Preparation
❗ Due to more restrict data security policy. The offical dataset is disabled temporarily. You can try [this data source](https://github.com/chenditc/investment_data/releases) contributed by the community.
Here is an example to download the data updated on 20220720.
```bash
wget https://github.com/chenditc/investment_data/releases/download/20220720/qlib_bin.tar.gz
mkdir -p ~/.qlib/qlib_data/cn_data
tar -zxvf qlib_bin.tar.gz -C ~/.qlib/qlib_data/cn_data --strip-components=2
rm -f qlib_bin.tar.gz
```
The official dataset below will resume in short future.
----
Load and prepare data by running the following code:
### Get with module
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1 change: 1 addition & 0 deletions docs/requirements.txt
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Expand Up @@ -5,3 +5,4 @@ scipy
scikit-learn
pandas
tianshou
sphinx_rtd_theme
5 changes: 3 additions & 2 deletions examples/orderbook_data/README.md
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Expand Up @@ -16,7 +16,7 @@ Current version of script with default value tries to connect localhost **via de

Run following command to install necessary libraries
```
pip install pytest coverage
pip install pytest coverage gdown
pip install arctic # NOTE: pip may fail to resolve the right package dependency !!! Please make sure the dependency are satisfied.
```

Expand All @@ -27,7 +27,8 @@ pip install arctic # NOTE: pip may fail to resolve the right package dependency
2. Please follow following steps to download example data
```bash
cd examples/orderbook_data/
python ../../scripts/get_data.py download_data --target_dir . --file_name highfreq_orderbook_example_data.zip
gdown https://drive.google.com/uc?id=15nZF7tFT_eKVZAcMFL1qPS4jGyJflH7e # Proxies may be necessary here.
python ../../scripts/get_data.py _unzip --file_path highfreq_orderbook_example_data.zip --target_dir .
```

3. Please import the example data to your mongo db
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2 changes: 1 addition & 1 deletion qlib/__init__.py
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Expand Up @@ -2,7 +2,7 @@
# Licensed under the MIT License.
from pathlib import Path

__version__ = "0.9.4.99"
__version__ = "0.9.5.99"
__version__bak = __version__ # This version is backup for QlibConfig.reset_qlib_version
import os
from typing import Union
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2 changes: 1 addition & 1 deletion qlib/data/client.py
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Expand Up @@ -35,7 +35,7 @@ def __init__(self, host, port):
def connect_server(self):
"""Connect to server."""
try:
self.sio.connect("ws://" + self.server_host + ":" + str(self.server_port))
self.sio.connect(f"ws://{self.server_host}:{self.server_port}")
except socketio.exceptions.ConnectionError:
self.logger.error("Cannot connect to server - check your network or server status")

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1 change: 0 additions & 1 deletion qlib/data/data.py
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Expand Up @@ -536,7 +536,6 @@ def get_column_names(fields):
"""
if len(fields) == 0:
raise ValueError("fields cannot be empty")
fields = fields.copy()
column_names = [str(f) for f in fields]
return column_names

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68 changes: 44 additions & 24 deletions qlib/tests/data.py
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Expand Up @@ -12,15 +12,11 @@
from tqdm import tqdm
from pathlib import Path
from loguru import logger
from cryptography.fernet import Fernet
from qlib.utils import exists_qlib_data


class GetData:
REMOTE_URL = "https://qlibpublic.blob.core.windows.net/data/default/stock_data"
# "?" is not included in the token.
TOKEN = b"gAAAAABkmDhojHc0VSCDdNK1MqmRzNLeDFXe5hy8obHpa6SDQh4de6nW5gtzuD-fa6O_WZb0yyqYOL7ndOfJX_751W3xN5YB4-n-P22jK-t6ucoZqhT70KPD0Lf0_P328QPJVZ1gDnjIdjhi2YLOcP4BFTHLNYO0mvzszR8TKm9iT5AKRvuysWnpi8bbYwGU9zAcJK3x9EPL43hOGtxliFHcPNGMBoJW4g_ercdhi0-Qgv5_JLsV-29_MV-_AhuaYvJuN2dEywBy"
KEY = "EYcA8cgorA8X9OhyMwVfuFxn_1W3jGk6jCbs3L2oPoA="
REMOTE_URL = "https://github.com/SunsetWolf/qlib_dataset/releases/download"

def __init__(self, delete_zip_file=False):
"""
Expand All @@ -33,9 +29,45 @@ def __init__(self, delete_zip_file=False):
self.delete_zip_file = delete_zip_file

def merge_remote_url(self, file_name: str):
fernet = Fernet(self.KEY)
token = fernet.decrypt(self.TOKEN).decode()
return f"{self.REMOTE_URL}/{file_name}?{token}"
"""
Generate download links.
Parameters
----------
file_name: str
The name of the file to be downloaded.
The file name can be accompanied by a version number, (e.g.: v2/qlib_data_simple_cn_1d_latest.zip),
if no version number is attached, it will be downloaded from v0 by default.
"""
return f"{self.REMOTE_URL}/{file_name}" if "/" in file_name else f"{self.REMOTE_URL}/v0/{file_name}"

def download(self, url: str, target_path: [Path, str]):
"""
Download a file from the specified url.
Parameters
----------
url: str
The url of the data.
target_path: str
The location where the data is saved, including the file name.
"""
file_name = str(target_path).rsplit("/", maxsplit=1)[-1]
resp = requests.get(url, stream=True, timeout=60)
resp.raise_for_status()
if resp.status_code != 200:
raise requests.exceptions.HTTPError()

chunk_size = 1024
logger.warning(
f"The data for the example is collected from Yahoo Finance. Please be aware that the quality of the data might not be perfect. (You can refer to the original data source: https://finance.yahoo.com/lookup.)"
)
logger.info(f"{os.path.basename(file_name)} downloading......")
with tqdm(total=int(resp.headers.get("Content-Length", 0))) as p_bar:
with target_path.open("wb") as fp:
for chunk in resp.iter_content(chunk_size=chunk_size):
fp.write(chunk)
p_bar.update(chunk_size)

def download_data(self, file_name: str, target_dir: [Path, str], delete_old: bool = True):
"""
Expand Down Expand Up @@ -70,21 +102,7 @@ def download_data(self, file_name: str, target_dir: [Path, str], delete_old: boo
target_path = target_dir.joinpath(_target_file_name)

url = self.merge_remote_url(file_name)
resp = requests.get(url, stream=True, timeout=60)
resp.raise_for_status()
if resp.status_code != 200:
raise requests.exceptions.HTTPError()

chunk_size = 1024
logger.warning(
f"The data for the example is collected from Yahoo Finance. Please be aware that the quality of the data might not be perfect. (You can refer to the original data source: https://finance.yahoo.com/lookup.)"
)
logger.info(f"{os.path.basename(file_name)} downloading......")
with tqdm(total=int(resp.headers.get("Content-Length", 0))) as p_bar:
with target_path.open("wb") as fp:
for chunk in resp.iter_content(chunk_size=chunk_size):
fp.write(chunk)
p_bar.update(chunk_size)
self.download(url=url, target_path=target_path)

self._unzip(target_path, target_dir, delete_old)
if self.delete_zip_file:
Expand All @@ -99,7 +117,9 @@ def check_dataset(self, file_name: str):
return status

@staticmethod
def _unzip(file_path: Path, target_dir: Path, delete_old: bool = True):
def _unzip(file_path: [Path, str], target_dir: [Path, str], delete_old: bool = True):
file_path = Path(file_path)
target_dir = Path(target_dir)
if delete_old:
logger.warning(
f"will delete the old qlib data directory(features, instruments, calendars, features_cache, dataset_cache): {target_dir}"
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2 changes: 2 additions & 0 deletions scripts/data_collector/cn_index/requirements.txt
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Expand Up @@ -5,3 +5,5 @@ pandas
lxml
loguru
tqdm
yahooquery
openpyxl

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