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  - pytorch_model_hub_mixin
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  ---
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  ## Website
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  <https://gsfm.maayanlab.cloud/>
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  ## Usage
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  ```bash
 
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  GIT_LFS_SKIP_SMUDGE=1 pip install git+https://huggingface.co/maayanlab/gsfm
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  ```
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  import torch
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  from gsfm import Vocab, GSFM
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  vocab = Vocab.from_pretrained('maayanlab/gsfm')
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  model = GSFM.from_pretrained('maayanlab/gsfm')
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  - pytorch_model_hub_mixin
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  ---
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+ # GSFM
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+
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+ Trained on millions of gene sets automatically extracted from literature and raw RNA-seq data, GSFM learns to recover held-out genes from gene sets. The resulting model exhibits state of the art performance on gene function prediction.
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  ## Website
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  <https://gsfm.maayanlab.cloud/>
 
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  ## Usage
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  ```bash
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+ # install gsfm python library from its source on huggingface
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  GIT_LFS_SKIP_SMUDGE=1 pip install git+https://huggingface.co/maayanlab/gsfm
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  ```
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  import torch
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  from gsfm import Vocab, GSFM
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+ # load gsfm vocabulary and model weights
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  vocab = Vocab.from_pretrained('maayanlab/gsfm')
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  model = GSFM.from_pretrained('maayanlab/gsfm')
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