You can use boolean logic (e.g. AND/OR/NOT) for complex search queries. For more help and examples, see the search documentation.
Search by package name:
my-package
(implicit)
name:my-package
(explicit)
Search by package filename:
filename:my-package.ext
Search by package tag:
tag:latest
Search by package version:
version:1.0.0
prerelease:true
(prereleases)
prerelease:false
(no prereleases)
Search by package architecture:
architecture:x86_64
Search by package distribution:
distribution:el
Search by package license:
license:MIT
Search by package format:
format:deb
Search by package status:
status:in_progress
Search by package file checksum:
checksum:5afba
Search by package security status:
severity:critical
Search by package vulnerabilities:
vulnerabilities:>1
vulnerabilities:<1000
Search by # of package downloads:
downloads:>8
downloads:<100
Search by package type:
type:binary
type:source
Search by package size (bytes):
size:>50000
size:<10000
Search by dependency name/version:
dependency:log4j
dependency:log4j=1.0.0
dependency:log4j>1.0.0
Search by uploaded date:
uploaded:>"1 day ago"
uploaded:<"August 14, 2022 EST"
Search by entitlement token (identifier):
entitlement:3lKPVJPosCsY
Search by policy violation:
policy_violated:true
deny_policy_violated:true
license_policy_violated:true
vulnerability_policy_violated:true
Search by repository:
repository:repo-name
Search queries for all Debian-specific (and related) package types
Search by component:
deb_component:unstable
Search queries for all Maven-specific (and related) package types
Search by group ID:
maven_group_id:org.apache
Search queries for all Docker-specific (and related) package types
Search by image digest:
docker_image_digest:sha256:7c5..6d4
(full hashref only)
Search by layer digest:
docker_layer_digest:sha256:4c4..ae4
(full hashref only)
Field type modifiers (depending on the type, you can influence behaviour)
For all queries, you can use:
~foo
for negation
For string queries, you can use:
^foo
to anchor to start of term
foo$
to anchor to end of term
foo*bar
for fuzzy matching
For number/date or version queries, you can use:
>foo
for values greater than
>=foo
for values greater / equal
<foo
for values less than
<=foo
for values less / equal
Need a secure and centralised artifact repository to deliver Alpine,
Cargo,
CocoaPods,
Composer,
Conan,
Conda,
CRAN,
Dart,
Debian,
Docker,
Go,
Helm,
Hex,
LuaRocks,
Maven,
npm,
NuGet,
P2,
Python,
RedHat,
Ruby,
Swift,
Terraform,
Vagrant,
Raw & More packages?
Cloudsmith is the new standard in Package / Artifact Management and Software Distribution.
With support for all major package formats, you can trust us to manage your software supply chain.

python3-lmfit
0.9.11+dfsg-2
One-liner (summary)
Description
The principal advantage of using Parameters instead of simple variables is that the objective function does not have to be rewritten to reflect every change of what is varied in the fit, or what relationships or constraints are placed on the Parameters. This means a scientific programmer can write a general model that encapsulates the phenomenon to be optimized, and then allow user of that model to change what is varied and fixed, what range of values is acceptable for Parameters, and what constraints are placed on the model. The ease with which the model can be changed also allows one to easily test the significance of certain Parameters in a fitting model.
The lmfit package allows a choice of several optimization methods available from scipy.optimize. The default, and by far best tested optimization method used is the Levenberg-Marquardt algorithm from MINPACK-1 as implemented in scipy.optimize.leastsq. This method is by far the most tested and best support method in lmfit, and much of this document assumes this algorithm is used unless explicitly stated. An important point for many scientific analysis is that this is only method that automatically estimates uncertainties and correlations between fitted variables from the covariance matrix calculated during the fit.
A few other optimization routines are also supported, including Nelder-Mead simplex downhill, Powell's method, COBYLA, Sequential Least Squares methods as implemented in scipy.optimize.fmin, and several others from scipy.optimize. In their native form, some of these methods setting allow upper or lower bounds on parameter variables, or adding constraints on fitted variables. By using Parameter objects, lmfit allows bounds and constraints for all of these methods, and makes it easy to swap between methods without hanging the objective function or set of Parameters.
Finally, because the approach derived from MINPACK-1 usin the covariance matrix to determine uncertainties is sometimes questioned (and sometimes rightly so), lmfit supports methods to do a brute force search of the confidence intervals and correlations for sets of parameters.
This is the Python 3 version of the package.
Status | Completed |
---|---|
Checksum (MD5) | e342b753f48ed86262bd04b474118c0b |
Checksum (SHA-1) | 6807a97787dc0e5529a600ca521f5835609690b4 |
Checksum (SHA-256) | aab7d3ce7e94ca6b6e7071acfce369a2139416b4045f8646878a3702689650bb |
Checksum (SHA-512) | c41793b062b64378c964b20fb64029db63949ceff77dd480cf6722e2db6b65e9f7… |
GPG Signature | |
GPG Fingerprint | c0a114330029b468b1146f70c334efcb2c4f9be3 |
Distribution | debian/buster - Debian - 10 (Buster) |
Storage Region | Dublin, Ireland |
Type | Binary (contains binaries and binary artifacts) |
Uploaded At | 3 months, 1 week ago |
Uploaded By |
![]() |
Slug Id | python3-lmfit_0911dfsg-2_alldeb-athd |
Unique Id | uvUtzAA2gGdn |
Version (Raw) | 0.9.11+dfsg-2 |
Version (Parsed) |
|
extended metadata | |
Homepage | http://lmfit.github.io/lmfit-py/ |
Installed Size | 507.0 KB |
Maintainer | Debian Science Maintainers <debian-science-maintainers@lists.alioth.debian.org> |
Priority | optional |
Section | python |
Source | lmfit-py |
pkg | python3-lmfit_0.9.11+dfsg-2_all… |
0
95.7 KB |
md5 | sha1 | sha256 | sha512 |
This package has 84 files/directories.
Dependencies
7
Checksum (md5)
15e09eb6c24756c74f9a9e3d53c66443
Depends
|
python3-asteval | |
Depends
|
python3-numpy | |
Depends
|
python3-scipy | |
Depends
|
python3-six | >>1.10 |
Depends
|
python3-uncertainties | >=3.0.2.github~ |
Depends
|
python3:any | |
Suggests
|
python-lmfit-doc |
You can embed a badge in another website that shows this or the latest version of this package.
To embed the badge for this specific package version, use the following:
[](https://cloudsmith.io/~ultimaker/repos/debian-backup/packages/detail/deb/python3-lmfit/0.9.11+dfsg-2/a=all;xc=main;d=debian%252Fbuster;t=binary/)
|This version of 'python3-lmfit' @ Cloudsmith|
.. |This version of 'python3-lmfit' @ Cloudsmith| image:: https://api.cloudsmith.com/v1/badges/version/ultimaker/debian-backup/deb/python3-lmfit/0.9.11+dfsg-2/a=all;xc=main;d=debian%252Fbuster;t=binary/?render=true
:target: https://cloudsmith.io/~ultimaker/repos/debian-backup/packages/detail/deb/python3-lmfit/0.9.11+dfsg-2/a=all;xc=main;d=debian%252Fbuster;t=binary/
image::https://api.cloudsmith.com/v1/badges/version/ultimaker/debian-backup/deb/python3-lmfit/0.9.11+dfsg-2/a=all;xc=main;d=debian%252Fbuster;t=binary/?render=true[link="https://cloudsmith.io/~ultimaker/repos/debian-backup/packages/detail/deb/python3-lmfit/0.9.11+dfsg-2/a=all;xc=main;d=debian%252Fbuster;t=binary/",title="This version of 'python3-lmfit' @ Cloudsmith"]
<a href="https://cloudsmith.io/~ultimaker/repos/debian-backup/packages/detail/deb/python3-lmfit/0.9.11+dfsg-2/a=all;xc=main;d=debian%252Fbuster;t=binary/"><img src="https://api.cloudsmith.com/v1/badges/version/ultimaker/debian-backup/deb/python3-lmfit/0.9.11+dfsg-2/a=all;xc=main;d=debian%252Fbuster;t=binary/?render=true" alt="This version of 'python3-lmfit' @ Cloudsmith" /></a>
rendered as:
To embed the badge for the latest package version, use the following:
[](https://cloudsmith.io/~ultimaker/repos/debian-backup/packages/detail/deb/python3-lmfit/latest/a=all;xc=main;d=debian%252Fbuster;t=binary/)
|Latest version of 'python3-lmfit' @ Cloudsmith|
.. |Latest version of 'python3-lmfit' @ Cloudsmith| image:: https://api.cloudsmith.com/v1/badges/version/ultimaker/debian-backup/deb/python3-lmfit/latest/a=all;xc=main;d=debian%252Fbuster;t=binary/?render=true&show_latest=true
:target: https://cloudsmith.io/~ultimaker/repos/debian-backup/packages/detail/deb/python3-lmfit/latest/a=all;xc=main;d=debian%252Fbuster;t=binary/
image::https://api.cloudsmith.com/v1/badges/version/ultimaker/debian-backup/deb/python3-lmfit/latest/a=all;xc=main;d=debian%252Fbuster;t=binary/?render=true&show_latest=true[link="https://cloudsmith.io/~ultimaker/repos/debian-backup/packages/detail/deb/python3-lmfit/latest/a=all;xc=main;d=debian%252Fbuster;t=binary/",title="Latest version of 'python3-lmfit' @ Cloudsmith"]
<a href="https://cloudsmith.io/~ultimaker/repos/debian-backup/packages/detail/deb/python3-lmfit/latest/a=all;xc=main;d=debian%252Fbuster;t=binary/"><img src="https://api.cloudsmith.com/v1/badges/version/ultimaker/debian-backup/deb/python3-lmfit/latest/a=all;xc=main;d=debian%252Fbuster;t=binary/?render=true&show_latest=true" alt="Latest version of 'python3-lmfit' @ Cloudsmith" /></a>
rendered as:
These instructions assume you have setup the repository first (or read it).
To install/use python3-lmfit @ version 0.9.11+dfsg-2 ...
To install packages, you can quickly setup the repository automatically (recommended):
curl -1sLf \
'https://dl.cloudsmith.io/public/ultimaker/debian-backup/setup.deb.sh' \
| sudo -E bash
If you need to force a specific distribution, release/version, architecture, or component (if supported), you can also do that (e.g. if your system is compatible but not identical):
curl -1sLf \
'https://dl.cloudsmith.io/public/ultimaker/debian-backup/setup.deb.sh' \
| sudo -E distro=debian codename=buster arch=ARCH component=COMPONENT bash
or ... you can manually configure it yourself before installing packages:
apt-get install -y debian-keyring # debian only
apt-get install -y debian-archive-keyring # debian only
apt-get install -y apt-transport-https
# For Debian Stretch, Ubuntu 16.04 and later
keyring_location=/usr/share/keyrings/ultimaker-debian-backup-archive-keyring.gpg
# For Debian Jessie, Ubuntu 15.10 and earlier
keyring_location=/etc/apt/trusted.gpg.d/ultimaker-debian-backup.gpg
curl -1sLf 'https://dl.cloudsmith.io/public/ultimaker/debian-backup/gpg.C334EFCB2C4F9BE3.key' | gpg --dearmor >> ${keyring_location}
curl -1sLf 'https://dl.cloudsmith.io/public/ultimaker/debian-backup/config.deb.txt?distro=debian&codename=buster&component=main' > /etc/apt/sources.list.d/ultimaker-debian-backup.list
sudo chmod 644 ${keyring_location}
sudo chmod 644 /etc/apt/sources.list.d/ultimaker-debian-backup.list
apt-get update
sudo apt-get install python3-lmfit=0.9.11+dfsg-2