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:
Latest release

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:
Latest release

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 4.18.37

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 4.18.37
File Size Uploaded
sure_tools-4.18.37.tar.gz 111.3 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for SURE-tools 4.18.37
File Interpreter ABI Platform
sure_tools-4.18.37-py3-none-any.whl 129.6 kB Python 3 none any Details

Total release size: 241.0 kB

Release files / sure_tools-4.18.37.tar.gz

Download URL sure_tools-4.18.37.tar.gz
Size 111.3 kB
Tags Source
SHA-256 checksum
How to use checksums 		0b070ba02f189ab545e57e4f142053c0725e043b24ab532cf7a192963b923847
BLAKE2b-256 checksum
How to use checksums 		3d4da1cbd32daafaa8359a55222c94b7c21d0a58470b5ba306e4e8a3cfcc60f4
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-4.18.37-py3-none-any.whl

Download URL sure_tools-4.18.37-py3-none-any.whl
Size 129.6 kB
Tags Python 3
SHA-256 checksum
How to use checksums 		b6da9887dbb1534df84e46e139e9807a33bfeeeb105c64c5376c8ad092698de6
BLAKE2b-256 checksum
How to use checksums 		4b7837d45bc0b4adbfe8eb94db373251ed37980841d0ee817a355fb21d24a17a
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

This release

4.18.37 This release

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

4.18.26

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