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-4.14.5.tar.gz (91.9 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-4.14.5-py3-none-any.whl (98.7 kB view details)

Uploaded Python 3

File details

Details for the file sure_tools-4.14.5.tar.gz.

File metadata

  • Download URL: sure_tools-4.14.5.tar.gz
  • Upload date:
  • Size: 91.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.10.18

File hashes

Hashes for sure_tools-4.14.5.tar.gz
Algorithm Hash digest
SHA256 ed14dba5d1ee8bb0b76bb00e6e2406f358850843e8583c3047a18035130a4311
MD5 79407d229bf3aa73c0f03ff739d1a3ec
BLAKE2b-256 87d007b7732d92ca2d97c6bdcb38246751071f42bb596112406b349dbe61dbd7

See more details on using hashes here.

File details

Details for the file sure_tools-4.14.5-py3-none-any.whl.

File metadata

  • Download URL: sure_tools-4.14.5-py3-none-any.whl
  • Upload date:
  • Size: 98.7 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-4.14.5-py3-none-any.whl
Algorithm Hash digest
SHA256 9f6dc94e7f6461910815eb3be35a60f2071fd52bb0a0fe228c0ad16eb9dd0c51
MD5 65c484f116b7d87e358bbf0e864d5490
BLAKE2b-256 403f6a1cda874433b3e583196770dff50aec0214cc92721a7b31239b0c044dcc

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

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

This release

4.14.5 This release

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