TGTSF

KO | EN

gitlite — search

#hacktoberfest #typescript #llm #go #golang #machine-learning #rust #deep-learning #docker #macos #awesome #kubernetes #vue #mcp

(★ 45)

Official implementation of TGTSF in "Beyond Trend and Periodicity: Guiding Time Series Forecasting with Textual Cues"

TGTSF 최신버젼 다운로드

최종 버전 다운로드 (.zip)

// repository documentation

Was this content helpful?

★ 0 (0 ratings)

# TGTSF: Text Guided Time Series Forecasting

The main model is TGTSF_torch. Other versions are deprecated.

We will update the paper on arxiv from time to time. Keep updated here: https://arxiv.org/abs/2405.13522

Check out our new time series forecasting pipeline: [Code](https://github.com/VEWOXIC/Universal-Cross-Modal-Time-Series-Forecasting-Pipeline). A DLinear-like framework that support multiple features such as multimodal dataset support, better model/dataset/task management, more readable data pipeline and torch-lightning capatability! TGTSF is included!

## Dataset Preparation

### Toy Dataset

- We have upload the toy dataset together with its generation scripts. You can use it to create your own dataset. The pre-embedding scripts are also included. Please do pre-embedding before training.

### Weather-Captioned Dataset

- Weather-captioned dataset is uploaded, including the time series of 10 years, all pre-embeddings files for the captions and hashtables for indexing the embeddings. 
- We put the pre-embeddings as tarball and storage them on github with git-lfs. You may need to:
  1. Install git-lfs with `sudo apt-get install git-lfs` or `brew install git-lfs`
  2. Run `git lfs install` in the repository
  3. Run `git lfs pull` to download the pre-embedding files.
  4. Unzip the tarball with `tar -xvf embeddings.tar`
  5. We break the embeddings for weather-large into several parts due to the 2GB file size limit of GITHUB. You need to merge them with `cat openai_caption_emb_large_part_*.tar > openai_caption_emb_large.tar` and then untar it.
- We also upload all the scripts to generate such a dataset, including rawdata, captioning, pre-embedding, and indexing as a seperate repository. You can find it here: [Weather Captioned Dataset](https://github.com/VEWOXIC/Weather-Captioned)

⚠ If you have trouble in downloading the pre-embedding files with git-lfs, we also provide google drive links for the pre-embedding files. [Click Here](https://drive.google.com/drive/folders/1feNhuijyls5DtxkeDjoKM0lISEF-UaPf?usp=sharing)

You can use `gdown` to download the files from google drive.

## Run the Model

Run scripts in the ./scripts folder.

Use visualize.ipynb to visualize the results. We may upload the checkpoint we trained later.

TGTSF

TGTSF 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

TGTSF

TGTSF 최신버젼 다운로드

오늘의 추천 프로젝트

Was this content helpful?

Recent Feedback

Download README