SURE: SUccinct REpresentation of cells

SURE implements a discrete latent state model with normalizing flow encoder for exact estimation of cellular populations.

Installation

  1. Create a virtual environment
conda create -n SURE python=3.10 scipy numpy pandas scikit-learn && conda activate SURE
  1. Install PyTorch following the official instruction.
pip3 install torch torchvision --index-url https://download.pytorch.org/whl/cu126
  1. Install SURE
pip3 install SURE-tools

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (4.18.25)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for ZengFLab from gravatar.com ZengFLab

Credits

Author: Feng Zeng

License

MIT License

Requires

Python >=3.10

Classifiers

Report project as malware

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

sure_tools-4.14.10.tar.gz (91.7 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

sure_tools-4.14.10-py3-none-any.whl (98.6 kB view details)

Uploaded Python 3

File details

Details for the file sure_tools-4.14.10.tar.gz.

File metadata

  • Download URL: sure_tools-4.14.10.tar.gz
  • Upload date:
  • Size: 91.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.10.18

File hashes

Hashes for sure_tools-4.14.10.tar.gz
Algorithm Hash digest
SHA256 af1f16c9fac2b5ca61988cf77d444267078ccd0aef4bb588bcdd00e2ecc69ecd
MD5 11c87f9861cecf724679a0e1da712a52
BLAKE2b-256 d526832ed5f527b8d46cb02f39c6b746dcf563dae7464521bcb85b7b87ceae9b

See more details on using hashes here.

File details

Details for the file sure_tools-4.14.10-py3-none-any.whl.

File metadata

  • Download URL: sure_tools-4.14.10-py3-none-any.whl
  • Upload date:
  • Size: 98.6 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.10.18

File hashes

Hashes for sure_tools-4.14.10-py3-none-any.whl
Algorithm Hash digest
SHA256 3cee992ebbd45ad52ebef19deb671a44416301af0c0809677c4bfa143c24194e
MD5 ff9c90ab53204b49958fff07cb79b310
BLAKE2b-256 0386442faf58ba0a6d00d3d386f04f68f7722bede1d9e8beac580b5fa84a0174

See more details on using hashes here.

Release history Release notifications | RSS feed

4.18.25

2 files

4.18.24

2 files

4.18.23

2 files

4.18.22

2 files

4.18.21

2 files

4.18.20

2 files

4.18.19

2 files

4.18.18

2 files

4.18.17

2 files

4.18.16

2 files

4.18.15

2 files

4.18.14

2 files

4.18.13

2 files

4.18.12

2 files

4.18.11

2 files

4.18.10

2 files

4.18.9

2 files

4.18.8

2 files

4.18.7

2 files

4.18.6

2 files

4.18.5

2 files

4.18.4

2 files

4.18.3

2 files

4.18.2

2 files

4.18.1

2 files

4.18.0

2 files

4.17.7

2 files

4.17.6

2 files

4.17.5

2 files

4.17.4

2 files

4.17.3

2 files

4.17.2

2 files

4.17.1

2 files

4.17.0

2 files

4.16.0

2 files

4.15.0

2 files

4.14.47

2 files

4.14.46

2 files

4.14.45

2 files

4.14.44

2 files

4.14.43

2 files

4.14.42

2 files

4.14.41

2 files

4.14.40

2 files

4.14.39

2 files

4.14.38

2 files

4.14.36

2 files

4.14.35

2 files

4.14.34

2 files

4.14.33

2 files

4.14.32

2 files

4.14.31

2 files

4.14.30

2 files

4.14.29

2 files

4.14.28

2 files

4.14.27

2 files

4.14.26

2 files

4.14.25

2 files

4.14.24

2 files

4.14.23

2 files

4.14.22

2 files

4.14.21

2 files

4.14.20

2 files

4.14.19

2 files

4.14.18

2 files

4.14.17

2 files

4.14.16

2 files

4.14.15

2 files

4.14.14

2 files

4.14.13

2 files

4.14.12

2 files

4.14.11

2 files

This release

4.14.10 This release

2 files

4.14.9

2 files

4.14.8

2 files

4.14.7

2 files

4.14.6

2 files

4.14.5

2 files

4.14.4

2 files

4.14.3

2 files

4.14.2

2 files

4.14.1

2 files

4.14.0

2 files

4.13.3

2 files

4.13.2

2 files

4.13.1

2 files

4.13.0

2 files

4.12.0

2 files

4.11.5

2 files

4.11.4

2 files

4.11.1

2 files

4.11.0

2 files

4.10.10

2 files

4.10.9

2 files

4.10.8

2 files

4.10.7

2 files

4.10.6

2 files

4.10.5

2 files

4.10.4

2 files

4.10.3

2 files

4.10.2

2 files

4.10.1

2 files

4.10.0

2 files

4.9.7

2 files

4.9.6

2 files

4.9.5

2 files

4.9.4

2 files

4.9.3

2 files

4.9.2

2 files

4.9.1

2 files

4.9.0

2 files

4.8.10

2 files

4.8.9

2 files

4.8.8

2 files

4.8.7

2 files

4.8.6

2 files

4.8.5

2 files

4.8.4

2 files

4.8.3

2 files

4.8.2

2 files

4.8.1

2 files

4.8.0

2 files

4.7.8

2 files

4.7.7

2 files

4.7.6

2 files

4.7.5

2 files

4.7.4

2 files

4.7.3

2 files

4.7.2

2 files

4.7.1

2 files

4.7.0

2 files

4.6.10

2 files

4.6.9

2 files

4.6.8

2 files

4.6.7

2 files

4.6.6

2 files

4.6.5

2 files

4.6.4

2 files

4.6.3

2 files

4.6.2

2 files

4.6.1

2 files

4.6.0

2 files

4.5.18

2 files

4.5.17

2 files

4.5.16

2 files

4.5.15

2 files

4.5.14

2 files

4.5.13

2 files

4.5.12

2 files

4.5.11

2 files

4.5.10

2 files

4.5.9

2 files

4.5.8

2 files

4.5.7

2 files

4.5.6

2 files

4.5.5

2 files

4.5.4

2 files

4.5.3

2 files

4.5.2

2 files

4.5.1

2 files

4.5.0

2 files

4.4.10

2 files

4.4.9

2 files

4.4.8

2 files

4.4.7

2 files

4.4.6

2 files

4.4.5

2 files

4.4.4

2 files

4.4.3

2 files

4.4.2

2 files

4.4.1

2 files

4.4.0

2 files

4.3.0

2 files

4.2.6

2 files

4.2.5

2 files

4.2.4

2 files

4.2.3

2 files

4.2.2

2 files

4.2.1

2 files

4.2.0

2 files

4.1.1

2 files

4.1.0

2 files

4.0.30

2 files

4.0.29

2 files

4.0.28

2 files

4.0.27

2 files

4.0.26

2 files

4.0.25

2 files

4.0.24

2 files

4.0.23

2 files

4.0.22

2 files

4.0.21

2 files

4.0.20

2 files

4.0.19

2 files

4.0.18

2 files

4.0.17

2 files

4.0.16

2 files

4.0.15

2 files

4.0.14

2 files

4.0.13

2 files

4.0.12

2 files

4.0.11

2 files

4.0.10

2 files

4.0.9

2 files

4.0.8

2 files

4.0.7

2 files

4.0.6

2 files

4.0.5

2 files

4.0.4

2 files

4.0.3

2 files

4.0.2

2 files

4.0.1

2 files

4.0.0

2 files

3.7.4

2 files

3.7.3

2 files

3.7.2

2 files

3.7.1

2 files

3.7.0

2 files

3.6.14

2 files

3.6.13

2 files

3.6.12

2 files

3.6.11

2 files

3.6.10

2 files

3.6.9

2 files

3.6.8

2 files

3.6.7

2 files

3.6.6

2 files

3.6.5

2 files

3.6.4

2 files

3.6.3

2 files

3.6.2

2 files

3.6.1

2 files

3.6.0

2 files

3.5.27

2 files

3.5.26

2 files

3.5.25

2 files

3.5.24

2 files

3.5.23

2 files

3.5.22

2 files

3.5.21

2 files

3.5.20

2 files

3.5.19

2 files

3.5.18

2 files

3.5.17

2 files

3.5.16

2 files

3.5.15

2 files

3.5.14

2 files

3.5.13

2 files

3.5.12

2 files

3.5.11

2 files

3.5.10

2 files

3.5.9

2 files

3.5.8

2 files

3.5.7

2 files

3.5.6

2 files

3.5.5

2 files

3.5.4

2 files

3.5.3

2 files

3.5.2

2 files

3.5.1

2 files

3.5.0

2 files

3.4.29

2 files

3.4.28

2 files

3.4.27

2 files

3.4.26

2 files

3.4.25

2 files

3.4.24

2 files

3.4.23

2 files

3.4.22

2 files

3.4.21

2 files

3.4.20

2 files

3.4.19

2 files

3.4.18

2 files

3.4.17

2 files

3.4.16

2 files

3.4.15

2 files

3.4.14

2 files

3.4.13

2 files

3.4.12

2 files

3.4.10

1 file

3.4.9

2 files

3.4.8

2 files

3.4.7

2 files

3.4.6

2 files

3.4.5

2 files

3.4.4

2 files

3.4.3

2 files

3.4.2

2 files

3.4.1

2 files

3.4.0

2 files

3.3.37

2 files

3.3.36

2 files

3.3.35

2 files

3.3.34

2 files

3.3.33

2 files

3.3.32

2 files

3.3.31

2 files

3.3.30

2 files

3.3.29

2 files

3.3.28

2 files

3.3.27

2 files

3.3.26

2 files

3.3.25

2 files

3.3.24

2 files

3.3.23

2 files

3.3.22

2 files

3.3.21

2 files

3.3.20

2 files

3.3.19

2 files

3.3.18

2 files

3.3.17

2 files

3.3.16

2 files

3.3.15

2 files

3.3.14

2 files

3.3.13

2 files

3.3.12

2 files

3.3.11

2 files

3.3.10

2 files

3.3.9

2 files

3.3.8

2 files

3.3.7

2 files

3.3.6

2 files

3.3.5

2 files

3.3.4

2 files

3.3.3

2 files

3.3.2

2 files

3.3.1

2 files

3.3.0

2 files

3.2.41

2 files

3.2.40

2 files

3.2.39

2 files

3.2.38

2 files

3.2.37

2 files

3.2.36

2 files

3.2.35

2 files

3.2.34

2 files

3.2.33

2 files

3.2.32

2 files

3.2.31

2 files

3.2.30

2 files

3.2.29

2 files

3.2.28

2 files

3.2.27

2 files

3.2.26

2 files

3.2.25

2 files

3.2.24

2 files

3.2.23

2 files

3.2.22

2 files

3.2.21

2 files

3.2.20

2 files

3.2.19

2 files

3.2.18

2 files

3.2.17

2 files

3.2.16

2 files

3.2.15

2 files

3.2.14

2 files

3.2.13

2 files

3.2.12

2 files

3.2.11

2 files

3.2.10

2 files

3.2.9

2 files

3.2.8

2 files

3.2.7

2 files

3.2.6

2 files

3.2.5

2 files

3.2.4

2 files

3.2.3

2 files

3.2.2

2 files

3.2.1

2 files

3.2.0

2 files

3.1.9

2 files

3.1.8

2 files

3.1.7

2 files

3.1.6

2 files

3.1.5

2 files

3.1.4

2 files

3.1.3

2 files

3.1.2

2 files

3.1.1

2 files

3.1.0

2 files

3.0.10

2 files

3.0.9

2 files

3.0.8

2 files

3.0.7

2 files

3.0.6

2 files

3.0.5

2 files

3.0.4

2 files

3.0.3

2 files

3.0.2

2 files

3.0.1

2 files

3.0.0

2 files

2.4.104

2 files

2.4.103

2 files

2.4.102

2 files

2.4.101

2 files

2.4.100

2 files

2.4.99

2 files

2.4.98

2 files

2.4.97

2 files

2.4.96

2 files

2.4.95

2 files

2.4.94

2 files

2.4.93

2 files

2.4.92

2 files

2.4.91

2 files

2.4.90

2 files

2.4.89

2 files

2.4.88

2 files

2.4.87

2 files

2.4.86

2 files

2.4.85

2 files

2.4.84

2 files

2.4.83

2 files

2.4.82

2 files

2.4.81

2 files

2.4.80

2 files

2.4.79

2 files

2.4.78

2 files

2.4.77

2 files

2.4.76

2 files

2.4.75

2 files

2.4.74

2 files

2.4.73

2 files

2.4.72

2 files

2.4.71

2 files

2.4.70

2 files

2.4.69

2 files

2.4.68

2 files

2.4.67

2 files

2.4.66

2 files

2.4.65

2 files

2.4.64

2 files

2.4.63

2 files

2.4.60

2 files

2.4.59

2 files

2.4.58

2 files

2.4.57

2 files

2.4.56

2 files

2.4.55

2 files

2.4.54

2 files

2.4.53

2 files

2.4.52

2 files

2.4.51

2 files

2.4.50

2 files

2.4.49

2 files

2.4.48

2 files

2.4.47

2 files

2.4.45

2 files

2.4.44

2 files

2.4.43

2 files

2.4.42

2 files

2.4.41

2 files

2.4.40

2 files

2.4.39

2 files

2.4.38

2 files

2.4.37

2 files

2.4.36

2 files

2.4.35

2 files

2.4.34

2 files

2.4.33

2 files

2.4.32

2 files

2.4.31

2 files

2.4.29

2 files

2.4.28

2 files

2.4.25

2 files

2.4.24

2 files

2.4.23

2 files

2.4.22

2 files

2.4.21

2 files

2.4.20

2 files

2.4.19

2 files

2.4.18

2 files

2.4.17

2 files

2.4.16

2 files

2.4.15

2 files

2.4.14

2 files

2.4.13

2 files

2.4.12

2 files

2.4.11

2 files

2.4.10

2 files

2.4.9

2 files

2.4.8

2 files

2.4.7

2 files

2.4.6

2 files

2.4.5

2 files

2.4.4

2 files

2.4.3

2 files

2.4.2

2 files

2.4.1

2 files

2.4.0

2 files

2.3.2

2 files

2.3.1

2 files

2.3.0

2 files

2.2.28

2 files

2.2.27

2 files

2.2.26

2 files

2.2.25

2 files

2.2.24

2 files

2.2.23

2 files

2.2.21

2 files

2.2.20

2 files

2.2.19

2 files

2.2.18

2 files

2.2.17

2 files

2.2.16

2 files

2.2.15

2 files

2.2.14

2 files

2.2.13

2 files

2.2.12

2 files

2.2.11

2 files

2.2.10

2 files

2.2.9

2 files

2.2.8

2 files

2.2.7

2 files

2.2.6

2 files

2.2.5

2 files

2.2.4

2 files

2.2.3

2 files

2.2.2

2 files

2.2.1

2 files

2.2.0

2 files

2.1.92

2 files

2.1.91

2 files

2.1.90

2 files

2.1.89

2 files

2.1.88

2 files

2.1.87

2 files

2.1.86

2 files

2.1.85

2 files

2.1.84

2 files

2.1.83

2 files

2.1.82

2 files

2.1.81

2 files

2.1.80

2 files

2.1.79

2 files

2.1.78

2 files

2.1.77

2 files

2.1.76

2 files

2.1.74

2 files

2.1.73

2 files

2.1.71

2 files

2.1.70

2 files

2.1.69

2 files

2.1.68

2 files

2.1.67

2 files

2.1.66

2 files

2.1.65

2 files

2.1.64

2 files

2.1.63

2 files

2.1.62

2 files

2.1.61

2 files

2.1.60

2 files

2.1.59

2 files

2.1.58

2 files

2.1.57

2 files

2.1.56

2 files

2.1.55

2 files

2.1.54

2 files

2.1.53

2 files

2.1.52

2 files

2.1.51

2 files

2.1.50

2 files

2.1.49

2 files

2.1.48

2 files

2.1.47

2 files

2.1.46

2 files

2.1.45

2 files

2.1.44

2 files

2.1.43

2 files

2.1.42

2 files

2.1.41

2 files

2.1.40

2 files

2.1.39

2 files

2.1.38

2 files

2.1.37

2 files

2.1.36

2 files

2.1.35

2 files

2.1.34

2 files

2.1.33

2 files

2.1.32

2 files

2.1.31

2 files

2.1.30

2 files

2.1.29

2 files

2.1.28

2 files

2.1.27

2 files

2.1.26

2 files

2.1.25

2 files

2.1.24

2 files

2.1.22

2 files

2.1.21

2 files

2.1.20

2 files

2.1.19

2 files

2.1.18

2 files

2.1.17

2 files

2.1.16

2 files

2.1.15

2 files

2.1.14

2 files

2.1.13

2 files

2.1.12

2 files

2.1.11

2 files

2.1.10

2 files

2.1.9

2 files

2.1.8

2 files

2.1.7

2 files

2.1.6

2 files

2.1.5

2 files

2.1.4

2 files

2.1.3

2 files

2.1.2

2 files

2.1.1

2 files

2.1.0

2 files

2.0.10

2 files

2.0.9

2 files

2.0.8

2 files

2.0.7

2 files

2.0.6

2 files

2.0.5

2 files

2.0.4

2 files

2.0.3

2 files

2.0.2

2 files

2.0.1

2 files

1.0.10

2 files

1.0.9

2 files

1.0.8

2 files

1.0.7

2 files

1.0.6

2 files

1.0.5

2 files

1.0.4

2 files

1.0.3

2 files

1.0.2

2 files

1.0.1

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page