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 (4.18.37)

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

Metadata

Project links

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (4.18.37)

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

Release files for SURE-tools 4.18.26

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for SURE-tools 4.18.26
File Size Uploaded
sure_tools-4.18.26.tar.gz 110.9 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for SURE-tools 4.18.26
File Interpreter ABI Platform
sure_tools-4.18.26-py3-none-any.whl 129.3 kB Python 3 none any Details

Total release size: 240.2 kB

Release files / sure_tools-4.18.26.tar.gz

Download URL sure_tools-4.18.26.tar.gz
Size 110.9 kB
Tags Source
SHA-256 checksum
How to use checksums 		29d770810c185fc064a246e0439951a9dcdc64547fd2c1915c32474b5ae797ca
BLAKE2b-256 checksum
How to use checksums 		7433dab8bcb02e1b34c8f8971f0ec9d814fcc3823f60f93e4c4e9bc2a2bf7571
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.18

Release files / sure_tools-4.18.26-py3-none-any.whl

Download URL sure_tools-4.18.26-py3-none-any.whl
Size 129.3 kB
Tags Python 3
SHA-256 checksum
How to use checksums 		166fab5f9d3002effd673b362624e1b7fe447e3ce5c0410a753f32cbc441290c
BLAKE2b-256 checksum
How to use checksums 		8ff110ff81885074959b45440b05f47f9c3292ba6683298d2a8148d84008aa3b
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing? 		No
Uploaded via twine/7.0.0 CPython/3.10.18

Release history Release notifications | RSS feed

4.18.37

2 release files

4.18.36

2 release files

4.18.35

2 release files

4.18.34

2 release files

4.18.33

2 release files

4.18.32

2 release files

4.18.31

2 release files

4.18.30

2 release files

4.18.29

2 release files

4.18.28

2 release files

4.18.27

2 release files

This release

4.18.26 This release

2 release files

4.18.25

2 release files

4.18.24

2 release files

4.18.23

2 release files

4.18.22

2 release files

4.18.21

2 release files

4.18.20

2 release files

4.18.19

2 release files

4.18.18

2 release files

4.18.17

2 release files

4.18.16

2 release files

4.18.15

2 release files

4.18.14

2 release files

4.18.13

2 release files

4.18.12

2 release files

4.18.11

2 release files

4.18.10

2 release files

4.18.9

2 release files

4.18.8

2 release files

4.18.7

2 release files

4.18.6

2 release files

4.18.5

2 release files

4.18.4

2 release files

4.18.3

2 release files

4.18.2

2 release files

4.18.1

2 release files

4.18.0

2 release files

4.17.7

2 release files

4.17.6

2 release files

4.17.5

2 release files

4.17.4

2 release files

4.17.3

2 release files

4.17.2

2 release files

4.17.1

2 release files

4.17.0

2 release files

4.16.0

2 release files

4.15.0

2 release files

4.14.47

2 release files

4.14.46

2 release files

4.14.45

2 release files

4.14.44

2 release files

4.14.43

2 release files

4.14.42

2 release files

4.14.41

2 release files

4.14.40

2 release files

4.14.39

2 release files

4.14.38

2 release files

4.14.36

2 release files

4.14.35

2 release files

4.14.34

2 release files

4.14.33

2 release files

4.14.32

2 release files

4.14.31

2 release files

4.14.30

2 release files

4.14.29

2 release files

4.14.28

2 release files

4.14.27

2 release files

4.14.26

2 release files

4.14.25

2 release files

4.14.24

2 release files

4.14.23

2 release files

4.14.22

2 release files

4.14.21

2 release files

4.14.20

2 release files

4.14.19

2 release files

4.14.18

2 release files

4.14.17

2 release files

4.14.16

2 release files

4.14.15

2 release files

4.14.14

2 release files

4.14.13

2 release files

4.14.12

2 release files

4.14.11

2 release files

4.14.10

2 release files

4.14.9

2 release files

4.14.8

2 release files

4.14.7

2 release files

4.14.6

2 release files

4.14.5

2 release files

4.14.4

2 release files

4.14.3

2 release files

4.14.2

2 release files

4.14.1

2 release files

4.14.0

2 release files

4.13.3

2 release files

4.13.2

2 release files

4.13.1

2 release files

4.13.0

2 release files

4.12.0

2 release files

4.11.5

2 release files

4.11.4

2 release files

4.11.1

2 release files

4.11.0

2 release files

4.10.10

2 release files

4.10.9

2 release files

4.10.8

2 release files

4.10.7

2 release files

4.10.6

2 release files

4.10.5

2 release files

4.10.4

2 release files

4.10.3

2 release files

4.10.2

2 release files

4.10.1

2 release files

4.10.0

2 release files

4.9.7

2 release files

4.9.6

2 release files

4.9.5

2 release files

4.9.4

2 release files

4.9.3

2 release files

4.9.2

2 release files

4.9.1

2 release files

4.9.0

2 release files

4.8.10

2 release files

4.8.9

2 release files

4.8.8

2 release files

4.8.7

2 release files

4.8.6

2 release files

4.8.5

2 release files

4.8.4

2 release files

4.8.3

2 release files

4.8.2

2 release files

4.8.1

2 release files

4.8.0

2 release files

4.7.8

2 release files

4.7.7

2 release files

4.7.6

2 release files

4.7.5

2 release files

4.7.4

2 release files

4.7.3

2 release files

4.7.2

2 release files

4.7.1

2 release files

4.7.0

2 release files

4.6.10

2 release files

4.6.9

2 release files

4.6.8

2 release files

4.6.7

2 release files

4.6.6

2 release files

4.6.5

2 release files

4.6.4

2 release files

4.6.3

2 release files

4.6.2

2 release files

4.6.1

2 release files

4.6.0

2 release files

4.5.18

2 release files

4.5.17

2 release files

4.5.16

2 release files

4.5.15

2 release files

4.5.14

2 release files

4.5.13

2 release files

4.5.12

2 release files

4.5.11

2 release files

4.5.10

2 release files

4.5.9

2 release files

4.5.8

2 release files

4.5.7

2 release files

4.5.6

2 release files

4.5.5

2 release files

4.5.4

2 release files

4.5.3

2 release files

4.5.2

2 release files

4.5.1

2 release files

4.5.0

2 release files

4.4.10

2 release files

4.4.9

2 release files

4.4.8

2 release files

4.4.7

2 release files

4.4.6

2 release files

4.4.5

2 release files

4.4.4

2 release files

4.4.3

2 release files

4.4.2

2 release files

4.4.1

2 release files

4.4.0

2 release files

4.3.0

2 release files

4.2.6

2 release files

4.2.5

2 release files

4.2.4

2 release files

4.2.3

2 release files

4.2.2

2 release files

4.2.1

2 release files

4.2.0

2 release files

4.1.1

2 release files

4.1.0

2 release files

4.0.30

2 release files

4.0.29

2 release files

4.0.28

2 release files

4.0.27

2 release files

4.0.26

2 release files

4.0.25

2 release files

4.0.24

2 release files

4.0.23

2 release files

4.0.22

2 release files

4.0.21

2 release files

4.0.20

2 release files

4.0.19

2 release files

4.0.18

2 release files

4.0.17

2 release files

4.0.16

2 release files

4.0.15

2 release files

4.0.14

2 release files

4.0.13

2 release files

4.0.12

2 release files

4.0.11

2 release files

4.0.10

2 release files

4.0.9

2 release files

4.0.8

2 release files

4.0.7

2 release files

4.0.6

2 release files

4.0.5

2 release files

4.0.4

2 release files

4.0.3

2 release files

4.0.2

2 release files

4.0.1

2 release files

4.0.0

2 release files

3.7.4

2 release files

3.7.3

2 release files

3.7.2

2 release files

3.7.1

2 release files

3.7.0

2 release files

3.6.14

2 release files

3.6.13

2 release files

3.6.12

2 release files

3.6.11

2 release files

3.6.10

2 release files

3.6.9

2 release files

3.6.8

2 release files

3.6.7

2 release files

3.6.6

2 release files

3.6.5

2 release files

3.6.4

2 release files

3.6.3

2 release files

3.6.2

2 release files

3.6.1

2 release files

3.6.0

2 release files

3.5.27

2 release files

3.5.26

2 release files

3.5.25

2 release files

3.5.24

2 release files

3.5.23

2 release files

3.5.22

2 release files

3.5.21

2 release files

3.5.20

2 release files

3.5.19

2 release files

3.5.18

2 release files

3.5.17

2 release files

3.5.16

2 release files

3.5.15

2 release files

3.5.14

2 release files

3.5.13

2 release files

3.5.12

2 release files

3.5.11

2 release files

3.5.10

2 release files

3.5.9

2 release files

3.5.8

2 release files

3.5.7

2 release files

3.5.6

2 release files

3.5.5

2 release files

3.5.4

2 release files

3.5.3

2 release files

3.5.2

2 release files

3.5.1

2 release files

3.5.0

2 release files

3.4.29

2 release files

3.4.28

2 release files

3.4.27

2 release files

3.4.26

2 release files

3.4.25

2 release files

3.4.24

2 release files

3.4.23

2 release files

3.4.22

2 release files

3.4.21

2 release files

3.4.20

2 release files

3.4.19

2 release files

3.4.18

2 release files

3.4.17

2 release files

3.4.16

2 release files

3.4.15

2 release files

3.4.14

2 release files

3.4.13

2 release files

3.4.12

2 release files

3.4.10

1 release file

3.4.9

2 release files

3.4.8

2 release files

3.4.7

2 release files

3.4.6

2 release files

3.4.5

2 release files

3.4.4

2 release files

3.4.3

2 release files

3.4.2

2 release files

3.4.1

2 release files

3.4.0

2 release files

3.3.37

2 release files

3.3.36

2 release files

3.3.35

2 release files

3.3.34

2 release files

3.3.33

2 release files

3.3.32

2 release files

3.3.31

2 release files

3.3.30

2 release files

3.3.29

2 release files

3.3.28

2 release files

3.3.27

2 release files

3.3.26

2 release files

3.3.25

2 release files

3.3.24

2 release files

3.3.23

2 release files

3.3.22

2 release files

3.3.21

2 release files

3.3.20

2 release files

3.3.19

2 release files

3.3.18

2 release files

3.3.17

2 release files

3.3.16

2 release files

3.3.15

2 release files

3.3.14

2 release files

3.3.13

2 release files

3.3.12

2 release files

3.3.11

2 release files

3.3.10

2 release files

3.3.9

2 release files

3.3.8

2 release files

3.3.7

2 release files

3.3.6

2 release files

3.3.5

2 release files

3.3.4

2 release files

3.3.3

2 release files

3.3.2

2 release files

3.3.1

2 release files

3.3.0

2 release files

3.2.41

2 release files

3.2.40

2 release files

3.2.39

2 release files

3.2.38

2 release files

3.2.37

2 release files

3.2.36

2 release files

3.2.35

2 release files

3.2.34

2 release files

3.2.33

2 release files

3.2.32

2 release files

3.2.31

2 release files

3.2.30

2 release files

3.2.29

2 release files

3.2.28

2 release files

3.2.27

2 release files

3.2.26

2 release files

3.2.25

2 release files

3.2.24

2 release files

3.2.23

2 release files

3.2.22

2 release files

3.2.21

2 release files

3.2.20

2 release files

3.2.19

2 release files

3.2.18

2 release files

3.2.17

2 release files

3.2.16

2 release files

3.2.15

2 release files

3.2.14

2 release files

3.2.13

2 release files

3.2.12

2 release files

3.2.11

2 release files

3.2.10

2 release files

3.2.9

2 release files

3.2.8

2 release files

3.2.7

2 release files

3.2.6

2 release files

3.2.5

2 release files

3.2.4

2 release files

3.2.3

2 release files

3.2.2

2 release files

3.2.1

2 release files

3.2.0

2 release files

3.1.9

2 release files

3.1.8

2 release files

3.1.7

2 release files

3.1.6

2 release files

3.1.5

2 release files

3.1.4

2 release files

3.1.3

2 release files

3.1.2

2 release files

3.1.1

2 release files

3.1.0

2 release files

3.0.10

2 release files

3.0.9

2 release files

3.0.8

2 release files

3.0.7

2 release files

3.0.6

2 release files

3.0.5

2 release files

3.0.4

2 release files

3.0.3

2 release files

3.0.2

2 release files

3.0.1

2 release files

3.0.0

2 release files

2.4.104

2 release files

2.4.103

2 release files

2.4.102

2 release files

2.4.101

2 release files

2.4.100

2 release files

2.4.99

2 release files

2.4.98

2 release files

2.4.97

2 release files

2.4.96

2 release files

2.4.95

2 release files

2.4.94

2 release files

2.4.93

2 release files

2.4.92

2 release files

2.4.91

2 release files

2.4.90

2 release files

2.4.89

2 release files

2.4.88

2 release files

2.4.87

2 release files

2.4.86

2 release files

2.4.85

2 release files

2.4.84

2 release files

2.4.83

2 release files

2.4.82

2 release files

2.4.81

2 release files

2.4.80

2 release files

2.4.79

2 release files

2.4.78

2 release files

2.4.77

2 release files

2.4.76

2 release files

2.4.75

2 release files

2.4.74

2 release files

2.4.73

2 release files

2.4.72

2 release files

2.4.71

2 release files

2.4.70

2 release files

2.4.69

2 release files

2.4.68

2 release files

2.4.67

2 release files

2.4.66

2 release files

2.4.65

2 release files

2.4.64

2 release files

2.4.63

2 release files

2.4.60

2 release files

2.4.59

2 release files

2.4.58

2 release files

2.4.57

2 release files

2.4.56

2 release files

2.4.55

2 release files

2.4.54

2 release files

2.4.53

2 release files

2.4.52

2 release files

2.4.51

2 release files

2.4.50

2 release files

2.4.49

2 release files

2.4.48

2 release files

2.4.47

2 release files

2.4.45

2 release files

2.4.44

2 release files

2.4.43

2 release files

2.4.42

2 release files

2.4.41

2 release files

2.4.40

2 release files

2.4.39

2 release files

2.4.38

2 release files

2.4.37

2 release files

2.4.36

2 release files

2.4.35

2 release files

2.4.34

2 release files

2.4.33

2 release files

2.4.32

2 release files

2.4.31

2 release files

2.4.29

2 release files

2.4.28

2 release files

2.4.25

2 release files

2.4.24

2 release files

2.4.23

2 release files

2.4.22

2 release files

2.4.21

2 release files

2.4.20

2 release files

2.4.19

2 release files

2.4.18

2 release files

2.4.17

2 release files

2.4.16

2 release files

2.4.15

2 release files

2.4.14

2 release files

2.4.13

2 release files

2.4.12

2 release files

2.4.11

2 release files

2.4.10

2 release files

2.4.9

2 release files

2.4.8

2 release files

2.4.7

2 release files

2.4.6

2 release files

2.4.5

2 release files

2.4.4

2 release files

2.4.3

2 release files

2.4.2

2 release files

2.4.1

2 release files

2.4.0

2 release files

2.3.2

2 release files

2.3.1

2 release files

2.3.0

2 release files

2.2.28

2 release files

2.2.27

2 release files

2.2.26

2 release files

2.2.25

2 release files

2.2.24

2 release files

2.2.23

2 release files

2.2.21

2 release files

2.2.20

2 release files

2.2.19

2 release files

2.2.18

2 release files

2.2.17

2 release files

2.2.16

2 release files

2.2.15

2 release files

2.2.14

2 release files

2.2.13

2 release files

2.2.12

2 release files

2.2.11

2 release files

2.2.10

2 release files

2.2.9

2 release files

2.2.8

2 release files

2.2.7

2 release files

2.2.6

2 release files

2.2.5

2 release files

2.2.4

2 release files

2.2.3

2 release files

2.2.2

2 release files

2.2.1

2 release files

2.2.0

2 release files

2.1.92

2 release files

2.1.91

2 release files

2.1.90

2 release files

2.1.89

2 release files

2.1.88

2 release files

2.1.87

2 release files

2.1.86

2 release files

2.1.85

2 release files

2.1.84

2 release files

2.1.83

2 release files

2.1.82

2 release files

2.1.81

2 release files

2.1.80

2 release files

2.1.79

2 release files

2.1.78

2 release files

2.1.77

2 release files

2.1.76

2 release files

2.1.74

2 release files

2.1.73

2 release files

2.1.71

2 release files

2.1.70

2 release files

2.1.69

2 release files

2.1.68

2 release files

2.1.67

2 release files

2.1.66

2 release files

2.1.65

2 release files

2.1.64

2 release files

2.1.63

2 release files

2.1.62

2 release files

2.1.61

2 release files

2.1.60

2 release files

2.1.59

2 release files

2.1.58

2 release files

2.1.57

2 release files

2.1.56

2 release files

2.1.55

2 release files

2.1.54

2 release files

2.1.53

2 release files

2.1.52

2 release files

2.1.51

2 release files

2.1.50

2 release files

2.1.49

2 release files

2.1.48

2 release files

2.1.47

2 release files

2.1.46

2 release files

2.1.45

2 release files

2.1.44

2 release files

2.1.43

2 release files

2.1.42

2 release files

2.1.41

2 release files

2.1.40

2 release files

2.1.39

2 release files

2.1.38

2 release files

2.1.37

2 release files

2.1.36

2 release files

2.1.35

2 release files

2.1.34

2 release files

2.1.33

2 release files

2.1.32

2 release files

2.1.31

2 release files

2.1.30

2 release files

2.1.29

2 release files

2.1.28

2 release files

2.1.27

2 release files

2.1.26

2 release files

2.1.25

2 release files

2.1.24

2 release files

2.1.22

2 release files

2.1.21

2 release files

2.1.20

2 release files

2.1.19

2 release files

2.1.18

2 release files

2.1.17

2 release files

2.1.16

2 release files

2.1.15

2 release files

2.1.14

2 release files

2.1.13

2 release files

2.1.12

2 release files

2.1.11

2 release files

2.1.10

2 release files

2.1.9

2 release files

2.1.8

2 release files

2.1.7

2 release files

2.1.6

2 release files

2.1.5

2 release files

2.1.4

2 release files

2.1.3

2 release files

2.1.2

2 release files

2.1.1

2 release files

2.1.0

2 release files

2.0.10

2 release files

2.0.9

2 release files

2.0.8

2 release files

2.0.7

2 release files

2.0.6

2 release files

2.0.5

2 release files

2.0.4

2 release files

2.0.3

2 release files

2.0.2

2 release files

2.0.1

2 release files

1.0.10

2 release files

1.0.9

2 release files

1.0.8

2 release files

1.0.7

2 release files

1.0.6

2 release files

1.0.5

2 release files

1.0.4

2 release files

1.0.3

2 release files

1.0.2

2 release files

1.0.1

2 release 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