Time Series Forecasting
Transformers
Safetensors
TimesFM
timebraid
text-generation
time-series
time-series-understanding
forecasting
multimodal
qwen3
custom_code
Instructions to use XinyueWangg/TimeBraid-2.5B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use XinyueWangg/TimeBraid-2.5B with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("XinyueWangg/TimeBraid-2.5B", trust_remote_code=True, device_map="auto") - TimesFM
How to use XinyueWangg/TimeBraid-2.5B with TimesFM:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
Download timebraid/model/__init__.py from XinyueWangg/TimeBraid-2.5B: direct link, hf CLI and curl.
- Browser
- Download file 910 Bytes
-
https://huggingface.co/XinyueWangg/TimeBraid-2.5B/resolve/main/timebraid/model/__init__.py
- Command line
-
hf download hf://XinyueWangg/TimeBraid-2.5B/timebraid/model/__init__.py
-
curl -L -o __init__.py https://huggingface.co/XinyueWangg/TimeBraid-2.5B/resolve/main/timebraid/model/__init__.py
910 Bytes
| """TimeBraid model core.""" | |
| from .loading import ( | |
| LoadedTimeBraid, | |
| ValidatedTimeBraidCheckpointSource, | |
| load_timebraid_checkpoint, | |
| load_timebraid_tokenizer, | |
| validate_timebraid_canonical_artifact, | |
| validate_timebraid_checkpoint_source, | |
| validate_timebraid_model, | |
| ) | |
| from .mot import TimeBraidGenerateOutput | |
| from .timebraid import ( | |
| TimeBraid, | |
| TimeBraidConfig, | |
| TimeBraidLossBreakdown, | |
| TimeBraidOutput, | |
| register_timebraid_auto_classes, | |
| ) | |
| __all__ = [ | |
| "TimeBraid", | |
| "TimeBraidConfig", | |
| "TimeBraidGenerateOutput", | |
| "TimeBraidLossBreakdown", | |
| "TimeBraidOutput", | |
| "LoadedTimeBraid", | |
| "ValidatedTimeBraidCheckpointSource", | |
| "register_timebraid_auto_classes", | |
| "load_timebraid_checkpoint", | |
| "load_timebraid_tokenizer", | |
| "validate_timebraid_canonical_artifact", | |
| "validate_timebraid_model", | |
| "validate_timebraid_checkpoint_source", | |
| ] | |