Geneformer / examples

Commit History

add option for hyperparameter tuning to cc.validate
4bddd45

Christina Theodoris commited on

update examples for predict_eval and handle roc for 2 cell classes
eeba323

Christina Theodoris commited on

Add classifier module and examples
9e9cca9

Christina Theodoris commited on

Add functions for extracting gene embeddings, move state_embs_dict outside isp, fix bugs in isp
2f25aea

Christina Theodoris commited on

Add option to output embs as tensor
624349c

Christina Theodoris commited on

Fixed error with perturbing individual genes and updated ways to specify cell_states_to_model (#146)
9169bfd

ctheodoris davidjwen commited on

Rename heatmap legend to be correct label
badcca6

Christina Theodoris commited on

Add function to extract and plot cell embeddings
d154fee

Christina Theodoris commited on

Update isp to allow modeling single perturbation in multiple cells as batches
acd253c

Christina Theodoris commited on

Change list of individual IDs to set to ensure unique before subsetting into train/valid/test sets
45b9d69

Christina Theodoris commited on

Add note to recommend tuning hyperparameters for downstream applications
98ce6d7

Christina Theodoris commited on

Add instructions to convert gene annotations w/ Ensembl Biomart
77eb432

Christina Theodoris commited on

Remove unused evalset variable from cell classification example
879a878

Christina Theodoris commited on

Update links including unsorted example lengths file
f0b6641

Christina Theodoris commited on

Add uniform max len for padding for predictions
67f674c

Christina Theodoris commited on

Add example code for obtaining non-zero median digests
67b7f01

Christina Theodoris commited on

Add further explanation regarding input file format for transcriptome tokenizer
c34ead6

Christina Theodoris commited on

Update instructions in tokenizing example to clarify requirement for Ensembl ID
d468697

Christina Theodoris commited on

Update instructions in tokenizing example to clarify requirement for Ensembl ID
e606e1c

Christina Theodoris commited on

Add further explanation to tokenizer example script and updated tokenizer to match loompy raised error
78dd83b

Christina Theodoris commited on

Move example input files to dataset repository to include example datasets for fine-tuning
875ef33

Christina Theodoris commited on

Add example for tokenizing .loom dataset
f89f796

Christina Theodoris commited on

Update gene classification example to create directory after training arguments are defined
ebe5ee8

Christina Theodoris commited on

Subclass collator for cell classification
402ba9b

Christina Theodoris commited on

Update pretrainer for transformers==4.28.0
b925dcc

Christina Theodoris commited on

Add example input labels for distinguishing bivalent promoters.
996d3e5

Christina Theodoris commited on

Add in silico perturbation example notebook.
1c2f864

Christina Theodoris commited on

Add example input files for gene classification of TF dosage sensitivity
0710c44

Christina Theodoris commited on

Add example for hyperparameter optimization for disease classifier
79a0c41

Christina Theodoris commited on

Add data collator for gene classification and example for gene classification
edacd12

Christina Theodoris commited on

Add data collator for cell classification and example for cell classification
088ea6e

Christina Theodoris commited on

Add Geneformer trainer and pretraining example
bcc03e8

Christina Theodoris commited on