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-4.14.25.tar.gz (92.0 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-4.14.25-py3-none-any.whl (98.9 kB view details)

Uploaded Python 3

File details

Details for the file sure_tools-4.14.25.tar.gz.

File metadata

  • Download URL: sure_tools-4.14.25.tar.gz
  • Upload date:
  • Size: 92.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.10.18

File hashes

Hashes for sure_tools-4.14.25.tar.gz
Algorithm Hash digest
SHA256 5f0bfc89ea842220959da82be534ed4bb31df13ab322e2270c751c6640ef0a90
MD5 f70beec380f39e8d31f38e962db9e788
BLAKE2b-256 52790a15c1ebbc15693d5f35db4fdc891ec2a9be3074b0fd023cb6bbeb999954

See more details on using hashes here.

File details

Details for the file sure_tools-4.14.25-py3-none-any.whl.

File metadata

  • Download URL: sure_tools-4.14.25-py3-none-any.whl
  • Upload date:
  • Size: 98.9 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-4.14.25-py3-none-any.whl
Algorithm Hash digest
SHA256 692153f2783b34683dc87a6b75463afdad2401b6b82b5bb22b3b22956c62ed57
MD5 7a9cb70faa0bb8e0fce6a54fa0c6aac8
BLAKE2b-256 e021dde5549051c2949fb603a9716302c43bb5364daa51aa65a7275fe564c3c1

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

This release

4.14.25 This release

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

4.14.10

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