hanjpk
commented
1 month ago any updates? i cant install it too
Open pdewangan1977 opened 8 months ago
hanjpk
commented
1 month ago any updates? i cant install it too
EQTransformer via Google Colab
Author: Hao Mai
Date created: 2021/11/14
Last modified: 2021/11/14
Description
EQTransformer is an AI-based earthquake signal detector and phase (P&S) picker based on a deep neural network with an attention mechanism. It has a hierarchical architecture specifically designed for earthquake signals. EQTransformer has been trained on global seismic data and can perform detection and arrival time picking simultaneously and efficiently. In addition to the prediction probabilities, it can also provide estimated model uncertainties.
The EQTransformer python 3 package includes modules for downloading continuous seismic data, preprocessing, performing earthquake signal detection, and phase (P & S) picking using pre-trained models, building and testing new models, and performing a simple phase association.
Developer: S. Mostafa Mousavi
Reference:
Mousavi, S.M., Ellsworth, W.L., Zhu, W., Chuang, L, Y., and Beroza, G, C. Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking. Nat Commun 11, 3952 (2020). https://doi.org/10.1038/s41467-020-17591-w
Installation from Source
The sources for EQTransformer can be downloaded from the Github repo.
Prerequisite package: ObsPy
When ObsPy installed, restart the runtime.
Menu -> Runtime -> Restart Runtime
!pip install obspy
Clone the public repository:
! git clone https://github.com/smousavi05/EQTransformer
Once you have a copy of the source, you can cd to EQTransformer directory
%cd EQTransformer
Rewrite
setup.py:Install
Need Restart Runtime again when this cell running is done.
Menu -> Runtime -> Restart Runtime
!pip install -e .
Error !!
Obtaining file:///content/EQTransformer Preparing metadata (setup.py) ... done Collecting pytest==7.1.2 (from EQTransformer==0.1.61) Downloading pytest-7.1.2-py3-none-any.whl (297 kB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 297.0/297.0 kB 6.3 MB/s eta 0:00:00 Collecting numpy==1.19.2 (from EQTransformer==0.1.61) Downloading numpy-1.19.2.zip (7.3 MB) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 7.3/7.3 MB 71.8 MB/s eta 0:00:00 Installing build dependencies ... done Getting requirements to build wheel ... done error: subprocess-exited-with-error
× Preparing metadata (pyproject.toml) did not run successfully. │ exit code: 1 ╰─> See above for output.
note: This error originates from a subprocess, and is likely not a problem with pip. Preparing metadata (pyproject.toml) ... error error: metadata-generation-failed
× Encountered error while generating package metadata. ╰─> See above for output.
note: This is an issue with the package mentioned above, not pip. hint: See above for details.