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40a33ecf13
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.gitignore
vendored
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.gitignore
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|||||||
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__pycache__/
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||||||
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*.pyc
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||||||
1
.python-version
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1
.python-version
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|||||||
|
3.13
|
||||||
595
LICENSE.md
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595
LICENSE.md
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|
|||||||
|
GNU General Public License
|
||||||
|
==========================
|
||||||
|
|
||||||
|
_Version 3, 29 June 2007_
|
||||||
|
_Copyright © 2007 Free Software Foundation, Inc. <<http://fsf.org/>>_
|
||||||
|
|
||||||
|
Everyone is permitted to copy and distribute verbatim copies of this license
|
||||||
|
document, but changing it is not allowed.
|
||||||
|
|
||||||
|
## Preamble
|
||||||
|
|
||||||
|
The GNU General Public License is a free, copyleft license for software and other
|
||||||
|
kinds of works.
|
||||||
|
|
||||||
|
The licenses for most software and other practical works are designed to take away
|
||||||
|
your freedom to share and change the works. By contrast, the GNU General Public
|
||||||
|
License is intended to guarantee your freedom to share and change all versions of a
|
||||||
|
program--to make sure it remains free software for all its users. We, the Free
|
||||||
|
Software Foundation, use the GNU General Public License for most of our software; it
|
||||||
|
applies also to any other work released this way by its authors. You can apply it to
|
||||||
|
your programs, too.
|
||||||
|
|
||||||
|
When we speak of free software, we are referring to freedom, not price. Our General
|
||||||
|
Public Licenses are designed to make sure that you have the freedom to distribute
|
||||||
|
copies of free software (and charge for them if you wish), that you receive source
|
||||||
|
code or can get it if you want it, that you can change the software or use pieces of
|
||||||
|
it in new free programs, and that you know you can do these things.
|
||||||
|
|
||||||
|
To protect your rights, we need to prevent others from denying you these rights or
|
||||||
|
asking you to surrender the rights. Therefore, you have certain responsibilities if
|
||||||
|
you distribute copies of the software, or if you modify it: responsibilities to
|
||||||
|
respect the freedom of others.
|
||||||
|
|
||||||
|
For example, if you distribute copies of such a program, whether gratis or for a fee,
|
||||||
|
you must pass on to the recipients the same freedoms that you received. You must make
|
||||||
|
sure that they, too, receive or can get the source code. And you must show them these
|
||||||
|
terms so they know their rights.
|
||||||
|
|
||||||
|
Developers that use the GNU GPL protect your rights with two steps: **(1)** assert
|
||||||
|
copyright on the software, and **(2)** offer you this License giving you legal permission
|
||||||
|
to copy, distribute and/or modify it.
|
||||||
|
|
||||||
|
For the developers' and authors' protection, the GPL clearly explains that there is
|
||||||
|
no warranty for this free software. For both users' and authors' sake, the GPL
|
||||||
|
requires that modified versions be marked as changed, so that their problems will not
|
||||||
|
be attributed erroneously to authors of previous versions.
|
||||||
|
|
||||||
|
Some devices are designed to deny users access to install or run modified versions of
|
||||||
|
the software inside them, although the manufacturer can do so. This is fundamentally
|
||||||
|
incompatible with the aim of protecting users' freedom to change the software. The
|
||||||
|
systematic pattern of such abuse occurs in the area of products for individuals to
|
||||||
|
use, which is precisely where it is most unacceptable. Therefore, we have designed
|
||||||
|
this version of the GPL to prohibit the practice for those products. If such problems
|
||||||
|
arise substantially in other domains, we stand ready to extend this provision to
|
||||||
|
those domains in future versions of the GPL, as needed to protect the freedom of
|
||||||
|
users.
|
||||||
|
|
||||||
|
Finally, every program is threatened constantly by software patents. States should
|
||||||
|
not allow patents to restrict development and use of software on general-purpose
|
||||||
|
computers, but in those that do, we wish to avoid the special danger that patents
|
||||||
|
applied to a free program could make it effectively proprietary. To prevent this, the
|
||||||
|
GPL assures that patents cannot be used to render the program non-free.
|
||||||
|
|
||||||
|
The precise terms and conditions for copying, distribution and modification follow.
|
||||||
|
|
||||||
|
## TERMS AND CONDITIONS
|
||||||
|
|
||||||
|
### 0. Definitions
|
||||||
|
|
||||||
|
“This License” refers to version 3 of the GNU General Public License.
|
||||||
|
|
||||||
|
“Copyright” also means copyright-like laws that apply to other kinds of
|
||||||
|
works, such as semiconductor masks.
|
||||||
|
|
||||||
|
“The Program” refers to any copyrightable work licensed under this
|
||||||
|
License. Each licensee is addressed as “you”. “Licensees” and
|
||||||
|
“recipients” may be individuals or organizations.
|
||||||
|
|
||||||
|
To “modify” a work means to copy from or adapt all or part of the work in
|
||||||
|
a fashion requiring copyright permission, other than the making of an exact copy. The
|
||||||
|
resulting work is called a “modified version” of the earlier work or a
|
||||||
|
work “based on” the earlier work.
|
||||||
|
|
||||||
|
A “covered work” means either the unmodified Program or a work based on
|
||||||
|
the Program.
|
||||||
|
|
||||||
|
To “propagate” a work means to do anything with it that, without
|
||||||
|
permission, would make you directly or secondarily liable for infringement under
|
||||||
|
applicable copyright law, except executing it on a computer or modifying a private
|
||||||
|
copy. Propagation includes copying, distribution (with or without modification),
|
||||||
|
making available to the public, and in some countries other activities as well.
|
||||||
|
|
||||||
|
To “convey” a work means any kind of propagation that enables other
|
||||||
|
parties to make or receive copies. Mere interaction with a user through a computer
|
||||||
|
network, with no transfer of a copy, is not conveying.
|
||||||
|
|
||||||
|
An interactive user interface displays “Appropriate Legal Notices” to the
|
||||||
|
extent that it includes a convenient and prominently visible feature that **(1)**
|
||||||
|
displays an appropriate copyright notice, and **(2)** tells the user that there is no
|
||||||
|
warranty for the work (except to the extent that warranties are provided), that
|
||||||
|
licensees may convey the work under this License, and how to view a copy of this
|
||||||
|
License. If the interface presents a list of user commands or options, such as a
|
||||||
|
menu, a prominent item in the list meets this criterion.
|
||||||
|
|
||||||
|
### 1. Source Code
|
||||||
|
|
||||||
|
The “source code” for a work means the preferred form of the work for
|
||||||
|
making modifications to it. “Object code” means any non-source form of a
|
||||||
|
work.
|
||||||
|
|
||||||
|
A “Standard Interface” means an interface that either is an official
|
||||||
|
standard defined by a recognized standards body, or, in the case of interfaces
|
||||||
|
specified for a particular programming language, one that is widely used among
|
||||||
|
developers working in that language.
|
||||||
|
|
||||||
|
The “System Libraries” of an executable work include anything, other than
|
||||||
|
the work as a whole, that **(a)** is included in the normal form of packaging a Major
|
||||||
|
Component, but which is not part of that Major Component, and **(b)** serves only to
|
||||||
|
enable use of the work with that Major Component, or to implement a Standard
|
||||||
|
Interface for which an implementation is available to the public in source code form.
|
||||||
|
A “Major Component”, in this context, means a major essential component
|
||||||
|
(kernel, window system, and so on) of the specific operating system (if any) on which
|
||||||
|
the executable work runs, or a compiler used to produce the work, or an object code
|
||||||
|
interpreter used to run it.
|
||||||
|
|
||||||
|
The “Corresponding Source” for a work in object code form means all the
|
||||||
|
source code needed to generate, install, and (for an executable work) run the object
|
||||||
|
code and to modify the work, including scripts to control those activities. However,
|
||||||
|
it does not include the work's System Libraries, or general-purpose tools or
|
||||||
|
generally available free programs which are used unmodified in performing those
|
||||||
|
activities but which are not part of the work. For example, Corresponding Source
|
||||||
|
includes interface definition files associated with source files for the work, and
|
||||||
|
the source code for shared libraries and dynamically linked subprograms that the work
|
||||||
|
is specifically designed to require, such as by intimate data communication or
|
||||||
|
control flow between those subprograms and other parts of the work.
|
||||||
|
|
||||||
|
The Corresponding Source need not include anything that users can regenerate
|
||||||
|
automatically from other parts of the Corresponding Source.
|
||||||
|
|
||||||
|
The Corresponding Source for a work in source code form is that same work.
|
||||||
|
|
||||||
|
### 2. Basic Permissions
|
||||||
|
|
||||||
|
All rights granted under this License are granted for the term of copyright on the
|
||||||
|
Program, and are irrevocable provided the stated conditions are met. This License
|
||||||
|
explicitly affirms your unlimited permission to run the unmodified Program. The
|
||||||
|
output from running a covered work is covered by this License only if the output,
|
||||||
|
given its content, constitutes a covered work. This License acknowledges your rights
|
||||||
|
of fair use or other equivalent, as provided by copyright law.
|
||||||
|
|
||||||
|
You may make, run and propagate covered works that you do not convey, without
|
||||||
|
conditions so long as your license otherwise remains in force. You may convey covered
|
||||||
|
works to others for the sole purpose of having them make modifications exclusively
|
||||||
|
for you, or provide you with facilities for running those works, provided that you
|
||||||
|
comply with the terms of this License in conveying all material for which you do not
|
||||||
|
control copyright. Those thus making or running the covered works for you must do so
|
||||||
|
exclusively on your behalf, under your direction and control, on terms that prohibit
|
||||||
|
them from making any copies of your copyrighted material outside their relationship
|
||||||
|
with you.
|
||||||
|
|
||||||
|
Conveying under any other circumstances is permitted solely under the conditions
|
||||||
|
stated below. Sublicensing is not allowed; section 10 makes it unnecessary.
|
||||||
|
|
||||||
|
### 3. Protecting Users' Legal Rights From Anti-Circumvention Law
|
||||||
|
|
||||||
|
No covered work shall be deemed part of an effective technological measure under any
|
||||||
|
applicable law fulfilling obligations under article 11 of the WIPO copyright treaty
|
||||||
|
adopted on 20 December 1996, or similar laws prohibiting or restricting circumvention
|
||||||
|
of such measures.
|
||||||
|
|
||||||
|
When you convey a covered work, you waive any legal power to forbid circumvention of
|
||||||
|
technological measures to the extent such circumvention is effected by exercising
|
||||||
|
rights under this License with respect to the covered work, and you disclaim any
|
||||||
|
intention to limit operation or modification of the work as a means of enforcing,
|
||||||
|
against the work's users, your or third parties' legal rights to forbid circumvention
|
||||||
|
of technological measures.
|
||||||
|
|
||||||
|
### 4. Conveying Verbatim Copies
|
||||||
|
|
||||||
|
You may convey verbatim copies of the Program's source code as you receive it, in any
|
||||||
|
medium, provided that you conspicuously and appropriately publish on each copy an
|
||||||
|
appropriate copyright notice; keep intact all notices stating that this License and
|
||||||
|
any non-permissive terms added in accord with section 7 apply to the code; keep
|
||||||
|
intact all notices of the absence of any warranty; and give all recipients a copy of
|
||||||
|
this License along with the Program.
|
||||||
|
|
||||||
|
You may charge any price or no price for each copy that you convey, and you may offer
|
||||||
|
support or warranty protection for a fee.
|
||||||
|
|
||||||
|
### 5. Conveying Modified Source Versions
|
||||||
|
|
||||||
|
You may convey a work based on the Program, or the modifications to produce it from
|
||||||
|
the Program, in the form of source code under the terms of section 4, provided that
|
||||||
|
you also meet all of these conditions:
|
||||||
|
|
||||||
|
* **a)** The work must carry prominent notices stating that you modified it, and giving a
|
||||||
|
relevant date.
|
||||||
|
* **b)** The work must carry prominent notices stating that it is released under this
|
||||||
|
License and any conditions added under section 7. This requirement modifies the
|
||||||
|
requirement in section 4 to “keep intact all notices”.
|
||||||
|
* **c)** You must license the entire work, as a whole, under this License to anyone who
|
||||||
|
comes into possession of a copy. This License will therefore apply, along with any
|
||||||
|
applicable section 7 additional terms, to the whole of the work, and all its parts,
|
||||||
|
regardless of how they are packaged. This License gives no permission to license the
|
||||||
|
work in any other way, but it does not invalidate such permission if you have
|
||||||
|
separately received it.
|
||||||
|
* **d)** If the work has interactive user interfaces, each must display Appropriate Legal
|
||||||
|
Notices; however, if the Program has interactive interfaces that do not display
|
||||||
|
Appropriate Legal Notices, your work need not make them do so.
|
||||||
|
|
||||||
|
A compilation of a covered work with other separate and independent works, which are
|
||||||
|
not by their nature extensions of the covered work, and which are not combined with
|
||||||
|
it such as to form a larger program, in or on a volume of a storage or distribution
|
||||||
|
medium, is called an “aggregate” if the compilation and its resulting
|
||||||
|
copyright are not used to limit the access or legal rights of the compilation's users
|
||||||
|
beyond what the individual works permit. Inclusion of a covered work in an aggregate
|
||||||
|
does not cause this License to apply to the other parts of the aggregate.
|
||||||
|
|
||||||
|
### 6. Conveying Non-Source Forms
|
||||||
|
|
||||||
|
You may convey a covered work in object code form under the terms of sections 4 and
|
||||||
|
5, provided that you also convey the machine-readable Corresponding Source under the
|
||||||
|
terms of this License, in one of these ways:
|
||||||
|
|
||||||
|
* **a)** Convey the object code in, or embodied in, a physical product (including a
|
||||||
|
physical distribution medium), accompanied by the Corresponding Source fixed on a
|
||||||
|
durable physical medium customarily used for software interchange.
|
||||||
|
* **b)** Convey the object code in, or embodied in, a physical product (including a
|
||||||
|
physical distribution medium), accompanied by a written offer, valid for at least
|
||||||
|
three years and valid for as long as you offer spare parts or customer support for
|
||||||
|
that product model, to give anyone who possesses the object code either **(1)** a copy of
|
||||||
|
the Corresponding Source for all the software in the product that is covered by this
|
||||||
|
License, on a durable physical medium customarily used for software interchange, for
|
||||||
|
a price no more than your reasonable cost of physically performing this conveying of
|
||||||
|
source, or **(2)** access to copy the Corresponding Source from a network server at no
|
||||||
|
charge.
|
||||||
|
* **c)** Convey individual copies of the object code with a copy of the written offer to
|
||||||
|
provide the Corresponding Source. This alternative is allowed only occasionally and
|
||||||
|
noncommercially, and only if you received the object code with such an offer, in
|
||||||
|
accord with subsection 6b.
|
||||||
|
* **d)** Convey the object code by offering access from a designated place (gratis or for
|
||||||
|
a charge), and offer equivalent access to the Corresponding Source in the same way
|
||||||
|
through the same place at no further charge. You need not require recipients to copy
|
||||||
|
the Corresponding Source along with the object code. If the place to copy the object
|
||||||
|
code is a network server, the Corresponding Source may be on a different server
|
||||||
|
(operated by you or a third party) that supports equivalent copying facilities,
|
||||||
|
provided you maintain clear directions next to the object code saying where to find
|
||||||
|
the Corresponding Source. Regardless of what server hosts the Corresponding Source,
|
||||||
|
you remain obligated to ensure that it is available for as long as needed to satisfy
|
||||||
|
these requirements.
|
||||||
|
* **e)** Convey the object code using peer-to-peer transmission, provided you inform
|
||||||
|
other peers where the object code and Corresponding Source of the work are being
|
||||||
|
offered to the general public at no charge under subsection 6d.
|
||||||
|
|
||||||
|
A separable portion of the object code, whose source code is excluded from the
|
||||||
|
Corresponding Source as a System Library, need not be included in conveying the
|
||||||
|
object code work.
|
||||||
|
|
||||||
|
A “User Product” is either **(1)** a “consumer product”, which
|
||||||
|
means any tangible personal property which is normally used for personal, family, or
|
||||||
|
household purposes, or **(2)** anything designed or sold for incorporation into a
|
||||||
|
dwelling. In determining whether a product is a consumer product, doubtful cases
|
||||||
|
shall be resolved in favor of coverage. For a particular product received by a
|
||||||
|
particular user, “normally used” refers to a typical or common use of
|
||||||
|
that class of product, regardless of the status of the particular user or of the way
|
||||||
|
in which the particular user actually uses, or expects or is expected to use, the
|
||||||
|
product. A product is a consumer product regardless of whether the product has
|
||||||
|
substantial commercial, industrial or non-consumer uses, unless such uses represent
|
||||||
|
the only significant mode of use of the product.
|
||||||
|
|
||||||
|
“Installation Information” for a User Product means any methods,
|
||||||
|
procedures, authorization keys, or other information required to install and execute
|
||||||
|
modified versions of a covered work in that User Product from a modified version of
|
||||||
|
its Corresponding Source. The information must suffice to ensure that the continued
|
||||||
|
functioning of the modified object code is in no case prevented or interfered with
|
||||||
|
solely because modification has been made.
|
||||||
|
|
||||||
|
If you convey an object code work under this section in, or with, or specifically for
|
||||||
|
use in, a User Product, and the conveying occurs as part of a transaction in which
|
||||||
|
the right of possession and use of the User Product is transferred to the recipient
|
||||||
|
in perpetuity or for a fixed term (regardless of how the transaction is
|
||||||
|
characterized), the Corresponding Source conveyed under this section must be
|
||||||
|
accompanied by the Installation Information. But this requirement does not apply if
|
||||||
|
neither you nor any third party retains the ability to install modified object code
|
||||||
|
on the User Product (for example, the work has been installed in ROM).
|
||||||
|
|
||||||
|
The requirement to provide Installation Information does not include a requirement to
|
||||||
|
continue to provide support service, warranty, or updates for a work that has been
|
||||||
|
modified or installed by the recipient, or for the User Product in which it has been
|
||||||
|
modified or installed. Access to a network may be denied when the modification itself
|
||||||
|
materially and adversely affects the operation of the network or violates the rules
|
||||||
|
and protocols for communication across the network.
|
||||||
|
|
||||||
|
Corresponding Source conveyed, and Installation Information provided, in accord with
|
||||||
|
this section must be in a format that is publicly documented (and with an
|
||||||
|
implementation available to the public in source code form), and must require no
|
||||||
|
special password or key for unpacking, reading or copying.
|
||||||
|
|
||||||
|
### 7. Additional Terms
|
||||||
|
|
||||||
|
“Additional permissions” are terms that supplement the terms of this
|
||||||
|
License by making exceptions from one or more of its conditions. Additional
|
||||||
|
permissions that are applicable to the entire Program shall be treated as though they
|
||||||
|
were included in this License, to the extent that they are valid under applicable
|
||||||
|
law. If additional permissions apply only to part of the Program, that part may be
|
||||||
|
used separately under those permissions, but the entire Program remains governed by
|
||||||
|
this License without regard to the additional permissions.
|
||||||
|
|
||||||
|
When you convey a copy of a covered work, you may at your option remove any
|
||||||
|
additional permissions from that copy, or from any part of it. (Additional
|
||||||
|
permissions may be written to require their own removal in certain cases when you
|
||||||
|
modify the work.) You may place additional permissions on material, added by you to a
|
||||||
|
covered work, for which you have or can give appropriate copyright permission.
|
||||||
|
|
||||||
|
Notwithstanding any other provision of this License, for material you add to a
|
||||||
|
covered work, you may (if authorized by the copyright holders of that material)
|
||||||
|
supplement the terms of this License with terms:
|
||||||
|
|
||||||
|
* **a)** Disclaiming warranty or limiting liability differently from the terms of
|
||||||
|
sections 15 and 16 of this License; or
|
||||||
|
* **b)** Requiring preservation of specified reasonable legal notices or author
|
||||||
|
attributions in that material or in the Appropriate Legal Notices displayed by works
|
||||||
|
containing it; or
|
||||||
|
* **c)** Prohibiting misrepresentation of the origin of that material, or requiring that
|
||||||
|
modified versions of such material be marked in reasonable ways as different from the
|
||||||
|
original version; or
|
||||||
|
* **d)** Limiting the use for publicity purposes of names of licensors or authors of the
|
||||||
|
material; or
|
||||||
|
* **e)** Declining to grant rights under trademark law for use of some trade names,
|
||||||
|
trademarks, or service marks; or
|
||||||
|
* **f)** Requiring indemnification of licensors and authors of that material by anyone
|
||||||
|
who conveys the material (or modified versions of it) with contractual assumptions of
|
||||||
|
liability to the recipient, for any liability that these contractual assumptions
|
||||||
|
directly impose on those licensors and authors.
|
||||||
|
|
||||||
|
All other non-permissive additional terms are considered “further
|
||||||
|
restrictions” within the meaning of section 10. If the Program as you received
|
||||||
|
it, or any part of it, contains a notice stating that it is governed by this License
|
||||||
|
along with a term that is a further restriction, you may remove that term. If a
|
||||||
|
license document contains a further restriction but permits relicensing or conveying
|
||||||
|
under this License, you may add to a covered work material governed by the terms of
|
||||||
|
that license document, provided that the further restriction does not survive such
|
||||||
|
relicensing or conveying.
|
||||||
|
|
||||||
|
If you add terms to a covered work in accord with this section, you must place, in
|
||||||
|
the relevant source files, a statement of the additional terms that apply to those
|
||||||
|
files, or a notice indicating where to find the applicable terms.
|
||||||
|
|
||||||
|
Additional terms, permissive or non-permissive, may be stated in the form of a
|
||||||
|
separately written license, or stated as exceptions; the above requirements apply
|
||||||
|
either way.
|
||||||
|
|
||||||
|
### 8. Termination
|
||||||
|
|
||||||
|
You may not propagate or modify a covered work except as expressly provided under
|
||||||
|
this License. Any attempt otherwise to propagate or modify it is void, and will
|
||||||
|
automatically terminate your rights under this License (including any patent licenses
|
||||||
|
granted under the third paragraph of section 11).
|
||||||
|
|
||||||
|
However, if you cease all violation of this License, then your license from a
|
||||||
|
particular copyright holder is reinstated **(a)** provisionally, unless and until the
|
||||||
|
copyright holder explicitly and finally terminates your license, and **(b)** permanently,
|
||||||
|
if the copyright holder fails to notify you of the violation by some reasonable means
|
||||||
|
prior to 60 days after the cessation.
|
||||||
|
|
||||||
|
Moreover, your license from a particular copyright holder is reinstated permanently
|
||||||
|
if the copyright holder notifies you of the violation by some reasonable means, this
|
||||||
|
is the first time you have received notice of violation of this License (for any
|
||||||
|
work) from that copyright holder, and you cure the violation prior to 30 days after
|
||||||
|
your receipt of the notice.
|
||||||
|
|
||||||
|
Termination of your rights under this section does not terminate the licenses of
|
||||||
|
parties who have received copies or rights from you under this License. If your
|
||||||
|
rights have been terminated and not permanently reinstated, you do not qualify to
|
||||||
|
receive new licenses for the same material under section 10.
|
||||||
|
|
||||||
|
### 9. Acceptance Not Required for Having Copies
|
||||||
|
|
||||||
|
You are not required to accept this License in order to receive or run a copy of the
|
||||||
|
Program. Ancillary propagation of a covered work occurring solely as a consequence of
|
||||||
|
using peer-to-peer transmission to receive a copy likewise does not require
|
||||||
|
acceptance. However, nothing other than this License grants you permission to
|
||||||
|
propagate or modify any covered work. These actions infringe copyright if you do not
|
||||||
|
accept this License. Therefore, by modifying or propagating a covered work, you
|
||||||
|
indicate your acceptance of this License to do so.
|
||||||
|
|
||||||
|
### 10. Automatic Licensing of Downstream Recipients
|
||||||
|
|
||||||
|
Each time you convey a covered work, the recipient automatically receives a license
|
||||||
|
from the original licensors, to run, modify and propagate that work, subject to this
|
||||||
|
License. You are not responsible for enforcing compliance by third parties with this
|
||||||
|
License.
|
||||||
|
|
||||||
|
An “entity transaction” is a transaction transferring control of an
|
||||||
|
organization, or substantially all assets of one, or subdividing an organization, or
|
||||||
|
merging organizations. If propagation of a covered work results from an entity
|
||||||
|
transaction, each party to that transaction who receives a copy of the work also
|
||||||
|
receives whatever licenses to the work the party's predecessor in interest had or
|
||||||
|
could give under the previous paragraph, plus a right to possession of the
|
||||||
|
Corresponding Source of the work from the predecessor in interest, if the predecessor
|
||||||
|
has it or can get it with reasonable efforts.
|
||||||
|
|
||||||
|
You may not impose any further restrictions on the exercise of the rights granted or
|
||||||
|
affirmed under this License. For example, you may not impose a license fee, royalty,
|
||||||
|
or other charge for exercise of rights granted under this License, and you may not
|
||||||
|
initiate litigation (including a cross-claim or counterclaim in a lawsuit) alleging
|
||||||
|
that any patent claim is infringed by making, using, selling, offering for sale, or
|
||||||
|
importing the Program or any portion of it.
|
||||||
|
|
||||||
|
### 11. Patents
|
||||||
|
|
||||||
|
A “contributor” is a copyright holder who authorizes use under this
|
||||||
|
License of the Program or a work on which the Program is based. The work thus
|
||||||
|
licensed is called the contributor's “contributor version”.
|
||||||
|
|
||||||
|
A contributor's “essential patent claims” are all patent claims owned or
|
||||||
|
controlled by the contributor, whether already acquired or hereafter acquired, that
|
||||||
|
would be infringed by some manner, permitted by this License, of making, using, or
|
||||||
|
selling its contributor version, but do not include claims that would be infringed
|
||||||
|
only as a consequence of further modification of the contributor version. For
|
||||||
|
purposes of this definition, “control” includes the right to grant patent
|
||||||
|
sublicenses in a manner consistent with the requirements of this License.
|
||||||
|
|
||||||
|
Each contributor grants you a non-exclusive, worldwide, royalty-free patent license
|
||||||
|
under the contributor's essential patent claims, to make, use, sell, offer for sale,
|
||||||
|
import and otherwise run, modify and propagate the contents of its contributor
|
||||||
|
version.
|
||||||
|
|
||||||
|
In the following three paragraphs, a “patent license” is any express
|
||||||
|
agreement or commitment, however denominated, not to enforce a patent (such as an
|
||||||
|
express permission to practice a patent or covenant not to sue for patent
|
||||||
|
infringement). To “grant” such a patent license to a party means to make
|
||||||
|
such an agreement or commitment not to enforce a patent against the party.
|
||||||
|
|
||||||
|
If you convey a covered work, knowingly relying on a patent license, and the
|
||||||
|
Corresponding Source of the work is not available for anyone to copy, free of charge
|
||||||
|
and under the terms of this License, through a publicly available network server or
|
||||||
|
other readily accessible means, then you must either **(1)** cause the Corresponding
|
||||||
|
Source to be so available, or **(2)** arrange to deprive yourself of the benefit of the
|
||||||
|
patent license for this particular work, or **(3)** arrange, in a manner consistent with
|
||||||
|
the requirements of this License, to extend the patent license to downstream
|
||||||
|
recipients. “Knowingly relying” means you have actual knowledge that, but
|
||||||
|
for the patent license, your conveying the covered work in a country, or your
|
||||||
|
recipient's use of the covered work in a country, would infringe one or more
|
||||||
|
identifiable patents in that country that you have reason to believe are valid.
|
||||||
|
|
||||||
|
If, pursuant to or in connection with a single transaction or arrangement, you
|
||||||
|
convey, or propagate by procuring conveyance of, a covered work, and grant a patent
|
||||||
|
license to some of the parties receiving the covered work authorizing them to use,
|
||||||
|
propagate, modify or convey a specific copy of the covered work, then the patent
|
||||||
|
license you grant is automatically extended to all recipients of the covered work and
|
||||||
|
works based on it.
|
||||||
|
|
||||||
|
A patent license is “discriminatory” if it does not include within the
|
||||||
|
scope of its coverage, prohibits the exercise of, or is conditioned on the
|
||||||
|
non-exercise of one or more of the rights that are specifically granted under this
|
||||||
|
License. You may not convey a covered work if you are a party to an arrangement with
|
||||||
|
a third party that is in the business of distributing software, under which you make
|
||||||
|
payment to the third party based on the extent of your activity of conveying the
|
||||||
|
work, and under which the third party grants, to any of the parties who would receive
|
||||||
|
the covered work from you, a discriminatory patent license **(a)** in connection with
|
||||||
|
copies of the covered work conveyed by you (or copies made from those copies), or **(b)**
|
||||||
|
primarily for and in connection with specific products or compilations that contain
|
||||||
|
the covered work, unless you entered into that arrangement, or that patent license
|
||||||
|
was granted, prior to 28 March 2007.
|
||||||
|
|
||||||
|
Nothing in this License shall be construed as excluding or limiting any implied
|
||||||
|
license or other defenses to infringement that may otherwise be available to you
|
||||||
|
under applicable patent law.
|
||||||
|
|
||||||
|
### 12. No Surrender of Others' Freedom
|
||||||
|
|
||||||
|
If conditions are imposed on you (whether by court order, agreement or otherwise)
|
||||||
|
that contradict the conditions of this License, they do not excuse you from the
|
||||||
|
conditions of this License. If you cannot convey a covered work so as to satisfy
|
||||||
|
simultaneously your obligations under this License and any other pertinent
|
||||||
|
obligations, then as a consequence you may not convey it at all. For example, if you
|
||||||
|
agree to terms that obligate you to collect a royalty for further conveying from
|
||||||
|
those to whom you convey the Program, the only way you could satisfy both those terms
|
||||||
|
and this License would be to refrain entirely from conveying the Program.
|
||||||
|
|
||||||
|
### 13. Use with the GNU Affero General Public License
|
||||||
|
|
||||||
|
Notwithstanding any other provision of this License, you have permission to link or
|
||||||
|
combine any covered work with a work licensed under version 3 of the GNU Affero
|
||||||
|
General Public License into a single combined work, and to convey the resulting work.
|
||||||
|
The terms of this License will continue to apply to the part which is the covered
|
||||||
|
work, but the special requirements of the GNU Affero General Public License, section
|
||||||
|
13, concerning interaction through a network will apply to the combination as such.
|
||||||
|
|
||||||
|
### 14. Revised Versions of this License
|
||||||
|
|
||||||
|
The Free Software Foundation may publish revised and/or new versions of the GNU
|
||||||
|
General Public License from time to time. Such new versions will be similar in spirit
|
||||||
|
to the present version, but may differ in detail to address new problems or concerns.
|
||||||
|
|
||||||
|
Each version is given a distinguishing version number. If the Program specifies that
|
||||||
|
a certain numbered version of the GNU General Public License “or any later
|
||||||
|
version” applies to it, you have the option of following the terms and
|
||||||
|
conditions either of that numbered version or of any later version published by the
|
||||||
|
Free Software Foundation. If the Program does not specify a version number of the GNU
|
||||||
|
General Public License, you may choose any version ever published by the Free
|
||||||
|
Software Foundation.
|
||||||
|
|
||||||
|
If the Program specifies that a proxy can decide which future versions of the GNU
|
||||||
|
General Public License can be used, that proxy's public statement of acceptance of a
|
||||||
|
version permanently authorizes you to choose that version for the Program.
|
||||||
|
|
||||||
|
Later license versions may give you additional or different permissions. However, no
|
||||||
|
additional obligations are imposed on any author or copyright holder as a result of
|
||||||
|
your choosing to follow a later version.
|
||||||
|
|
||||||
|
### 15. Disclaimer of Warranty
|
||||||
|
|
||||||
|
THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY APPLICABLE LAW.
|
||||||
|
EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES
|
||||||
|
PROVIDE THE PROGRAM “AS IS” WITHOUT WARRANTY OF ANY KIND, EITHER
|
||||||
|
EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF
|
||||||
|
MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE
|
||||||
|
QUALITY AND PERFORMANCE OF THE PROGRAM IS WITH YOU. SHOULD THE PROGRAM PROVE
|
||||||
|
DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR CORRECTION.
|
||||||
|
|
||||||
|
### 16. Limitation of Liability
|
||||||
|
|
||||||
|
IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING WILL ANY
|
||||||
|
COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS THE PROGRAM AS
|
||||||
|
PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY GENERAL, SPECIAL,
|
||||||
|
INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE USE OR INABILITY TO USE THE
|
||||||
|
PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE
|
||||||
|
OR LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE
|
||||||
|
WITH ANY OTHER PROGRAMS), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE
|
||||||
|
POSSIBILITY OF SUCH DAMAGES.
|
||||||
|
|
||||||
|
### 17. Interpretation of Sections 15 and 16
|
||||||
|
|
||||||
|
If the disclaimer of warranty and limitation of liability provided above cannot be
|
||||||
|
given local legal effect according to their terms, reviewing courts shall apply local
|
||||||
|
law that most closely approximates an absolute waiver of all civil liability in
|
||||||
|
connection with the Program, unless a warranty or assumption of liability accompanies
|
||||||
|
a copy of the Program in return for a fee.
|
||||||
|
|
||||||
|
_END OF TERMS AND CONDITIONS_
|
||||||
|
|
||||||
|
## How to Apply These Terms to Your New Programs
|
||||||
|
|
||||||
|
If you develop a new program, and you want it to be of the greatest possible use to
|
||||||
|
the public, the best way to achieve this is to make it free software which everyone
|
||||||
|
can redistribute and change under these terms.
|
||||||
|
|
||||||
|
To do so, attach the following notices to the program. It is safest to attach them
|
||||||
|
to the start of each source file to most effectively state the exclusion of warranty;
|
||||||
|
and each file should have at least the “copyright” line and a pointer to
|
||||||
|
where the full notice is found.
|
||||||
|
|
||||||
|
<one line to give the program's name and a brief idea of what it does.>
|
||||||
|
Copyright (C) <year> <name of author>
|
||||||
|
|
||||||
|
This program is free software: you can redistribute it and/or modify
|
||||||
|
it under the terms of the GNU General Public License as published by
|
||||||
|
the Free Software Foundation, either version 3 of the License, or
|
||||||
|
(at your option) any later version.
|
||||||
|
|
||||||
|
This program is distributed in the hope that it will be useful,
|
||||||
|
but WITHOUT ANY WARRANTY; without even the implied warranty of
|
||||||
|
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
||||||
|
GNU General Public License for more details.
|
||||||
|
|
||||||
|
You should have received a copy of the GNU General Public License
|
||||||
|
along with this program. If not, see <http://www.gnu.org/licenses/>.
|
||||||
|
|
||||||
|
Also add information on how to contact you by electronic and paper mail.
|
||||||
|
|
||||||
|
If the program does terminal interaction, make it output a short notice like this
|
||||||
|
when it starts in an interactive mode:
|
||||||
|
|
||||||
|
<program> Copyright (C) <year> <name of author>
|
||||||
|
This program comes with ABSOLUTELY NO WARRANTY; for details type 'show w'.
|
||||||
|
This is free software, and you are welcome to redistribute it
|
||||||
|
under certain conditions; type 'show c' for details.
|
||||||
|
|
||||||
|
The hypothetical commands `show w` and `show c` should show the appropriate parts of
|
||||||
|
the General Public License. Of course, your program's commands might be different;
|
||||||
|
for a GUI interface, you would use an “about box”.
|
||||||
|
|
||||||
|
You should also get your employer (if you work as a programmer) or school, if any, to
|
||||||
|
sign a “copyright disclaimer” for the program, if necessary. For more
|
||||||
|
information on this, and how to apply and follow the GNU GPL, see
|
||||||
|
<<http://www.gnu.org/licenses/>>.
|
||||||
|
|
||||||
|
The GNU General Public License does not permit incorporating your program into
|
||||||
|
proprietary programs. If your program is a subroutine library, you may consider it
|
||||||
|
more useful to permit linking proprietary applications with the library. If this is
|
||||||
|
what you want to do, use the GNU Lesser General Public License instead of this
|
||||||
|
License. But first, please read
|
||||||
|
<<http://www.gnu.org/philosophy/why-not-lgpl.html>>.
|
||||||
18
README.md
Normal file
18
README.md
Normal file
@ -0,0 +1,18 @@
|
|||||||
|
# miscplot
|
||||||
|
|
||||||
|
Miscellaneous plots with non-obvious matplotlib implementations.
|
||||||
|
|
||||||
|
|
||||||
|
## Variability chart
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
Scatter- and box-plots organized based on hierarchical labels.
|
||||||
|
|
||||||
|
|
||||||
|
## Wafer map
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
Tiled map with uniform per-tile color.
|
||||||
|
|
||||||
BIN
docs/variability_chart.png
Normal file
BIN
docs/variability_chart.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 276 KiB |
BIN
docs/wafermap.png
Normal file
BIN
docs/wafermap.png
Normal file
Binary file not shown.
|
After Width: | Height: | Size: 18 KiB |
2
miscplot/__init__.py
Normal file
2
miscplot/__init__.py
Normal file
@ -0,0 +1,2 @@
|
|||||||
|
from .variability import variability_plot as variability_plot
|
||||||
|
from .wmap import wafermap as wafermap
|
||||||
328
miscplot/variability.py
Normal file
328
miscplot/variability.py
Normal file
@ -0,0 +1,328 @@
|
|||||||
|
from typing import Sequence, Callable, Any
|
||||||
|
from pathlib import Path
|
||||||
|
import threading
|
||||||
|
import textwrap
|
||||||
|
|
||||||
|
from PyQt6 import QtCore
|
||||||
|
|
||||||
|
import numpy
|
||||||
|
from numpy.typing import NDArray
|
||||||
|
import polars
|
||||||
|
from polars import col
|
||||||
|
from matplotlib import pyplot, gridspec
|
||||||
|
from matplotlib.figure import Figure
|
||||||
|
from matplotlib.axes import Axes
|
||||||
|
|
||||||
|
|
||||||
|
def twrap(text: str, **kwargs) -> str:
|
||||||
|
kwargs.setdefault('width', 15)
|
||||||
|
intxt = text.replace('_', '-')
|
||||||
|
wrapped = textwrap.fill(intxt, **kwargs)
|
||||||
|
return wrapped.replace('-', '_')
|
||||||
|
|
||||||
|
|
||||||
|
def variability_plot(
|
||||||
|
data_table: 'dict | Sequence | NDArray | polars.Series | pandas.DataFrame',
|
||||||
|
data_col: str,
|
||||||
|
groups: Sequence[str],
|
||||||
|
vert_groups: Sequence[str] = (),
|
||||||
|
*,
|
||||||
|
wrap_fn: Callable[[str], str] = twrap,
|
||||||
|
mainplot_ratios: tuple[float, float] = (10, 10),
|
||||||
|
ylim: tuple[float, float] | None = None,
|
||||||
|
dotprops: dict[str, Any] | bool = True,
|
||||||
|
boxprops: dict[str, Any] | bool = True,
|
||||||
|
meanprops: dict[str, Any] | bool = True,
|
||||||
|
) -> tuple[Figure, Axes, list[Axes], list[Axes]]:
|
||||||
|
"""
|
||||||
|
Create a variability plot (categorical box & scatter plot)
|
||||||
|
|
||||||
|
Args:
|
||||||
|
data_table: Dataset to plot. Passed directly to `polars.DataFrame()`.
|
||||||
|
data_col: Column to use for box/scatterplot value.
|
||||||
|
groups: Columns to group by. Coarsest grouping should be first, and will appear
|
||||||
|
furthest from the scatterplot, at the bottom of the figure.
|
||||||
|
vert_groups: Labels for these column names will be rotated (text will run vertically).
|
||||||
|
wrap_fn: Function called to wrap label text (i.e. insert newlines).
|
||||||
|
Default wraps at 15 characters, preferentially on underscores or whitespace.
|
||||||
|
mainplot_ratios: Scale factors setting the size of the main axes, relative to the size
|
||||||
|
of other axes. Default is (10, 10).
|
||||||
|
ylim: Y-limits for the scatter/box plot. Points which fall outside the limits are drawn
|
||||||
|
as red triangles at the edges.
|
||||||
|
dotprops: Passed as kwargs to scatterplot.
|
||||||
|
boxprops: Passed as kwargs to boxplot.
|
||||||
|
meanprops: Passed as kwargs to lineplot of means.
|
||||||
|
|
||||||
|
Returns:
|
||||||
|
figure, data axes, label axes, header axes
|
||||||
|
"""
|
||||||
|
vert_groups = set(vert_groups)
|
||||||
|
|
||||||
|
df = polars.DataFrame(data_table)
|
||||||
|
# zero_bad: bool = True,
|
||||||
|
# if zero_bad:
|
||||||
|
# df.filter(col(data_col) != 0)
|
||||||
|
|
||||||
|
df = df.sort(groups)
|
||||||
|
df_groups = df.select(groups).unique(maintain_order=True).with_row_index(name='x_pos')
|
||||||
|
df = df.join(df_groups, on=groups, maintain_order='left')
|
||||||
|
max_group_length = df.group_by(groups).len().select('len').max()[0, 0]
|
||||||
|
|
||||||
|
label_stack = get_label_stack(df_groups, groups, wrap_fn)
|
||||||
|
size_lists = get_text_sizes(label_stack)
|
||||||
|
|
||||||
|
jitter = 0.2
|
||||||
|
rng = numpy.random.default_rng(seed=0)
|
||||||
|
jitter_offsets = rng.uniform(low=-jitter, high=jitter, size=max_group_length)
|
||||||
|
|
||||||
|
x_lists = []
|
||||||
|
y_lists = []
|
||||||
|
for _labels, gdf in df.group_by(groups, maintain_order=True):
|
||||||
|
x_lists.append(gdf['x_pos'][0] + jitter_offsets[:gdf.height])
|
||||||
|
y_lists.append(gdf[data_col])
|
||||||
|
num_dsets = len(x_lists)
|
||||||
|
x_data = numpy.concatenate(x_lists)
|
||||||
|
y_data = numpy.concatenate(y_lists)
|
||||||
|
|
||||||
|
|
||||||
|
y_ratios = [mainplot_ratios[1]] + get_label_y_ratios(groups, vert_groups, size_lists)
|
||||||
|
|
||||||
|
fig = pyplot.figure()
|
||||||
|
gs = gridspec.GridSpec(
|
||||||
|
nrows = 1 + len(groups),
|
||||||
|
ncols = 2,
|
||||||
|
height_ratios = y_ratios,
|
||||||
|
width_ratios = [mainplot_ratios[0], 1],
|
||||||
|
hspace = 0,
|
||||||
|
wspace = 0.05,
|
||||||
|
#left = 0.07,
|
||||||
|
right = 0.98,
|
||||||
|
)
|
||||||
|
|
||||||
|
ax = fig.add_subplot(gs[0, 0])
|
||||||
|
label_axes = []
|
||||||
|
header_axes = []
|
||||||
|
for ii in range(1, len(groups) + 1):
|
||||||
|
label_axes.append( fig.add_subplot(gs[ii, 0], sharex=ax))
|
||||||
|
header_axes.append(fig.add_subplot(gs[ii, 1]))
|
||||||
|
|
||||||
|
if dotprops:
|
||||||
|
if not isinstance(dotprops, dict):
|
||||||
|
dotprops = {}
|
||||||
|
dotprops.setdefault('alpha', 0.7)
|
||||||
|
dotprops.setdefault('color', 'black')
|
||||||
|
_dotplt = ax.scatter(x_data, y_data, s=numpy.ones_like(y_data), **dotprops)
|
||||||
|
if boxprops:
|
||||||
|
if not isinstance(boxprops, dict):
|
||||||
|
boxprops = {}
|
||||||
|
boxprops.setdefault('showfliers', False)
|
||||||
|
boxprops.setdefault('medianprops', dict(linewidth=3, color='darkred', alpha=0.8))
|
||||||
|
boxprops.setdefault('boxprops', dict(linewidth=0.5, color='black'))
|
||||||
|
_boxplt = ax.boxplot(y_lists, positions=range(num_dsets), **boxprops)
|
||||||
|
if meanprops:
|
||||||
|
means = [yl.mean() for yl in y_lists]
|
||||||
|
xy = [(-0.5, means[0])]
|
||||||
|
for xx, yy in enumerate(means):
|
||||||
|
xy += [(xx - 0.25, yy),
|
||||||
|
(xx + 0.25, yy)]
|
||||||
|
xy += [(xx + 0.5, yy)]
|
||||||
|
xy = numpy.array(xy)
|
||||||
|
|
||||||
|
if not isinstance(meanprops, dict):
|
||||||
|
meanprops = {}
|
||||||
|
meanprops.setdefault('color', 'blue')
|
||||||
|
meanprops.setdefault('alpha', 0.8)
|
||||||
|
meanprops.setdefault('linewidth', 0.5)
|
||||||
|
_meanplt = ax.plot(xy[:, 0], xy[:, 1], **meanprops)
|
||||||
|
|
||||||
|
|
||||||
|
#for xd, yd in zip(x_lists, y_lists, zip=True):
|
||||||
|
# plt = ax.scatter(xd, yd, s=numpy.ones_like(yd), color='black', alpha=0.9)
|
||||||
|
# if boxplot:
|
||||||
|
# boxplt = ax.boxplot(
|
||||||
|
|
||||||
|
if ylim is not None:
|
||||||
|
mask_dn = y_data < ylim[0]
|
||||||
|
mask_up = y_data > ylim[1]
|
||||||
|
if mask_dn.any():
|
||||||
|
ax.scatter(x_data[mask_dn], numpy.full(mask_dn.sum(), ylim[0]), color='red', marker='v')
|
||||||
|
if mask_up.any():
|
||||||
|
ax.scatter(x_data[mask_up], numpy.full(mask_up.sum(), ylim[1]), color='red', marker='^')
|
||||||
|
|
||||||
|
max_x_pos = num_dsets - 1
|
||||||
|
major_xticks = []
|
||||||
|
minor_xticks = []
|
||||||
|
textobjs = []
|
||||||
|
headerobjs = []
|
||||||
|
for ll, level in enumerate(groups):
|
||||||
|
axl = label_axes[-1 - ll]
|
||||||
|
axh = header_axes[-1 - ll]
|
||||||
|
axl.axis('off')
|
||||||
|
axh.axis('off')
|
||||||
|
header_txt = axh.text(0, 0.5, level, ha='left', va='center', fontsize=10, weight='bold')
|
||||||
|
headerobjs.append((axh, header_txt))
|
||||||
|
|
||||||
|
textrefs = dict(axes=[], texts=[], span_fracs=[])
|
||||||
|
for (xmin, xmax, text_value), (xsize, twidth, theight) in zip(label_stack[ll], size_lists[ll], strict=True):
|
||||||
|
text_obj = axl.text(
|
||||||
|
0.5 * (xmin + xmax), 0.5, text_value,
|
||||||
|
ha = 'center', va = 'center',
|
||||||
|
fontsize = 10,
|
||||||
|
rotation = (90 if level in vert_groups else 0),
|
||||||
|
clip_on = True,
|
||||||
|
)
|
||||||
|
|
||||||
|
textrefs['axes'].append(axl)
|
||||||
|
textrefs['texts'].append(text_obj)
|
||||||
|
textrefs['span_fracs'].append(xsize / num_dsets)
|
||||||
|
|
||||||
|
if xmax < max_x_pos:
|
||||||
|
maxpt = xmax + 0.5
|
||||||
|
axl.axvline(maxpt, color='gray', linestyle=':', linewidth=0.5)
|
||||||
|
if ll == len(groups) - 2:
|
||||||
|
major_xticks.append(maxpt)
|
||||||
|
elif ll ==len(groups) - 1:
|
||||||
|
minor_xticks.append(maxpt)
|
||||||
|
else:
|
||||||
|
axl.axline(xy1=(xmin, 0), slope=0, color='gray', linewidth=0.5)
|
||||||
|
axl.axline(xy1=(xmin, 1), slope=0, color='gray', linewidth=0.5, alpha=0.5)
|
||||||
|
axl.set_ylim(0, 1)
|
||||||
|
|
||||||
|
textobjs.append(textrefs)
|
||||||
|
|
||||||
|
ax.set_xlim(-0.5, num_dsets - 0.5)
|
||||||
|
if ylim is not None:
|
||||||
|
ax.set_ylim(ylim)
|
||||||
|
ax.set_xticks(major_xticks, minor=False)
|
||||||
|
ax.set_xticks(minor_xticks, minor=True)
|
||||||
|
ax.set_xticklabels([], minor=False)
|
||||||
|
ax.set_xticklabels([], minor=True)
|
||||||
|
ax.tick_params('x', which='both', bottom=False)
|
||||||
|
ax.grid(alpha=0.2, which='minor')
|
||||||
|
ax.grid(alpha=1, which='major')
|
||||||
|
ax.set_ylabel(data_col)
|
||||||
|
ax.set_title(data_col)
|
||||||
|
|
||||||
|
def resize_labels(event) -> None:
|
||||||
|
# Resize labels
|
||||||
|
margin_frac = 0.9
|
||||||
|
max_fontsize = 12
|
||||||
|
for level in textobjs:
|
||||||
|
ax_sizes = numpy.array([[abox.width, abox.height] for abox in [axl.get_window_extent() for axl in level['axes']]])
|
||||||
|
tx_sizes = numpy.array([[tbox.width, tbox.height] for tbox in [txt.get_window_extent() for txt in level['texts']]])
|
||||||
|
cur_fontsize = level['texts'][0].get_fontsize()
|
||||||
|
ax_sizes[:, 0] *= level['span_fracs']
|
||||||
|
|
||||||
|
scales = margin_frac * ax_sizes / tx_sizes
|
||||||
|
tgt_fontsize = min(cur_fontsize * scales.min(), max_fontsize)
|
||||||
|
for txt in level['texts']:
|
||||||
|
txt.set_fontsize(tgt_fontsize)
|
||||||
|
fig.canvas.draw_idle()
|
||||||
|
|
||||||
|
def resize_headers(event) -> None:
|
||||||
|
# Resize headers
|
||||||
|
margin_frac = 0.9
|
||||||
|
max_fontsize = 12
|
||||||
|
hax_sizes = numpy.array([[abox.width, abox.height] for abox in [axh.get_window_extent() for axh, _ in headerobjs]])
|
||||||
|
htx_sizes = numpy.array([[tbox.width, tbox.height] for tbox in [txh.get_window_extent() for _, txh in headerobjs]])
|
||||||
|
cur_fontsize = headerobjs[0][1].get_fontsize()
|
||||||
|
scales = margin_frac * hax_sizes / htx_sizes
|
||||||
|
tgt_fontsize = min(cur_fontsize * scales.min(), max_fontsize)
|
||||||
|
for _, txt in headerobjs:
|
||||||
|
txt.set_fontsize(tgt_fontsize)
|
||||||
|
fig.canvas.draw_idle()
|
||||||
|
|
||||||
|
fig.canvas.mpl_connect('resize_event', debounce(resize_labels))
|
||||||
|
fig.canvas.mpl_connect('resize_event', debounce(resize_headers))
|
||||||
|
return fig, ax, label_axes, header_axes
|
||||||
|
|
||||||
|
|
||||||
|
|
||||||
|
label_stack_t = list[list[tuple[int, int, str]]]
|
||||||
|
|
||||||
|
def debounce(func: Callable, delay_s: float = 0.05) -> Callable:
|
||||||
|
timer = None
|
||||||
|
def debounced_func(*args, **kwargs) -> None:
|
||||||
|
nonlocal timer
|
||||||
|
if timer is not None:
|
||||||
|
timer.cancel()
|
||||||
|
timer = threading.Timer(delay_s, lambda: func(*args, **kwargs))
|
||||||
|
timer.start()
|
||||||
|
return debounced_func
|
||||||
|
|
||||||
|
|
||||||
|
def get_text_sizes(label_stack: label_stack_t) -> list[NDArray[numpy.float64]]:
|
||||||
|
fig, ax = pyplot.subplots()
|
||||||
|
text_obj = ax.text(0, 0, 'placeholder')
|
||||||
|
renderer = fig.canvas.get_renderer()
|
||||||
|
|
||||||
|
size_lists = []
|
||||||
|
for ll, level in enumerate(label_stack):
|
||||||
|
sizes = []
|
||||||
|
for xmin, xmax, text_value in level:
|
||||||
|
text_obj.set_text(text_value)
|
||||||
|
tbox = text_obj.get_window_extent(renderer=renderer)
|
||||||
|
sizes.append((xmax - xmin + 1, tbox.width, tbox.height))
|
||||||
|
size_lists.append(numpy.array(sizes))
|
||||||
|
pyplot.close(fig)
|
||||||
|
return size_lists
|
||||||
|
|
||||||
|
|
||||||
|
def get_label_stack(df_groups: polars.DataFrame, groups: Sequence[str], wrap_fn: Callable) -> label_stack_t:
|
||||||
|
label_stack = []
|
||||||
|
for ll, level in enumerate(groups):
|
||||||
|
spans = df_groups.group_by(groups[:ll + 1], maintain_order=True).agg(
|
||||||
|
xmin = col('x_pos').min(),
|
||||||
|
xmax = col('x_pos').max(),
|
||||||
|
).with_columns(
|
||||||
|
xspan = col('xmax') - col('xmin') + 1,
|
||||||
|
)
|
||||||
|
|
||||||
|
label_row = []
|
||||||
|
for row in spans.to_dicts():
|
||||||
|
# df row is plot column
|
||||||
|
text_value = wrap_fn(str(row[level]))
|
||||||
|
label_row.append((row['xmin'], row['xmax'], text_value))
|
||||||
|
label_stack.append(label_row)
|
||||||
|
return label_stack
|
||||||
|
|
||||||
|
|
||||||
|
def get_label_y_ratios(groups: Sequence[str], vert_groups: set[str], size_lists: list[NDArray[numpy.float64]]) -> list[float]:
|
||||||
|
grouping_rotated = numpy.array([grouping in vert_groups for grouping in groups], dtype=bool)
|
||||||
|
level_dims = []
|
||||||
|
for sizes, rotated in zip(size_lists, grouping_rotated, strict=True):
|
||||||
|
if rotated:
|
||||||
|
dxy = sizes[:, [2, 1]].copy()
|
||||||
|
else:
|
||||||
|
dxy = sizes[:, [1, 2]].copy()
|
||||||
|
dxy[:, 0] /= sizes[:, 0]
|
||||||
|
level_dims.append(dxy.max(axis=0))
|
||||||
|
scales = numpy.array(level_dims)
|
||||||
|
ratios = (scales.shape[0] * scales[::-1, 1] / scales[:, 1].sum()).tolist()
|
||||||
|
return ratios
|
||||||
|
|
||||||
|
|
||||||
|
def _mk_data(filename: str) -> None:
|
||||||
|
"""
|
||||||
|
Make some dummy data and write it to a csv file
|
||||||
|
"""
|
||||||
|
rows = []
|
||||||
|
rng = numpy.random.default_rng(seed=0)
|
||||||
|
for mm in ('liminal', 'transitive', 'extrinsic'):
|
||||||
|
for dd in ('elevator', 'snare', 'tibetan_foxhole', 'inverse_thresher'):
|
||||||
|
for vv in (('tiny', 'elective', 'baseline') if '_' in dd else ('dormant', 'volatile')):
|
||||||
|
std = rng.uniform(low=.1, high=1, size=1)
|
||||||
|
mean = rng.uniform(low=4, high=6, size=1)
|
||||||
|
for qq in rng.standard_normal(size=100) * std + mean:
|
||||||
|
rows.append(dict(MeasurementType=mm, Device=dd, DeviceVariant=vv, MeasuredValue=qq))
|
||||||
|
df = polars.DataFrame(rows)
|
||||||
|
df.write_csv()
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == '__main__':
|
||||||
|
filename = 'dummy_data.csv'
|
||||||
|
_mk_data(filename)
|
||||||
|
df = polars.read_csv(filename)
|
||||||
|
variability_plot(df, 'MeasuredValue', ['MeasurementType', 'Device', 'DeviceVariant'], vert_groups=['DeviceVariant'], ylim=(3, 7))
|
||||||
|
|
||||||
|
pyplot.show(block=True)
|
||||||
91
miscplot/wmap.py
Normal file
91
miscplot/wmap.py
Normal file
@ -0,0 +1,91 @@
|
|||||||
|
from typing import Any, Callable
|
||||||
|
|
||||||
|
from PyQt6 import QtCore
|
||||||
|
|
||||||
|
from matplotlib.figure import Figure
|
||||||
|
from matplotlib.axes import Axes
|
||||||
|
from matplotlib import pyplot
|
||||||
|
import numpy
|
||||||
|
from numpy.typing import ArrayLike
|
||||||
|
|
||||||
|
|
||||||
|
def wafermap(
|
||||||
|
xyz: ArrayLike,
|
||||||
|
pcoloropts: dict[str, Any] | None = None,
|
||||||
|
zlabel: str = '',
|
||||||
|
xy2sn: Callable[[int, int], str] | None = None,
|
||||||
|
aspect_ratio: float = 1,
|
||||||
|
) -> tuple[Figure, Axes]:
|
||||||
|
"""
|
||||||
|
Wafer map plot
|
||||||
|
|
||||||
|
This is effectively a pcolor plot which does a clearer job showing that data may come
|
||||||
|
from anywhere within a tile, and correctly shows missing data.
|
||||||
|
|
||||||
|
"""
|
||||||
|
fig, ax = pyplot.subplots()
|
||||||
|
|
||||||
|
xs = numpy.arange(numpy.floor(xyz[:, 0].min()) - 1, numpy.floor(xyz[:, 0].max()) + 2.5, 1.0)
|
||||||
|
ys = numpy.arange(numpy.floor(xyz[:, 1].min()) - 1, numpy.floor(xyz[:, 1].max()) + 2.5, 1.0)
|
||||||
|
zs = numpy.full((xs.size, ys.size), numpy.nan)
|
||||||
|
|
||||||
|
xi = numpy.digitize(xyz[:, 0], xs, right=True)
|
||||||
|
yi = numpy.digitize(xyz[:, 1], ys, right=True)
|
||||||
|
|
||||||
|
zs[xi, yi] = xyz[:, 2]
|
||||||
|
xx, yy = numpy.meshgrid(xs, ys, indexing='ij')
|
||||||
|
|
||||||
|
if pcoloropts is None:
|
||||||
|
pcoloropts = {}
|
||||||
|
pcoloropts.setdefault('shading', 'nearest')
|
||||||
|
pcoloropts.setdefault('edgecolors', 'lightgray')
|
||||||
|
pcoloropts.setdefault('cmap', 'inferno')
|
||||||
|
mappable = ax.pcolor(xx * aspect_ratio, yy, zs, **pcoloropts)
|
||||||
|
|
||||||
|
cb = fig.colorbar(mappable, label=zlabel)
|
||||||
|
ax.grid(alpha=0.3)
|
||||||
|
ax.set_axisbelow(True)
|
||||||
|
|
||||||
|
if xy2sn is not None:
|
||||||
|
for xii, yii in numpy.unique((xi, yi), axis=1).T:
|
||||||
|
label = xy2sn(xii, yii)
|
||||||
|
tp = TextPath((xii, yii), label, size=0.2 * aspect_ratio)
|
||||||
|
bbox = tp.get_extents()
|
||||||
|
xform = Affine2D.translate(-bbox.width / 2, -bbox.height / 2)
|
||||||
|
ax.add_patch(PathPatch(xform.transform_path(tp), color='black'))
|
||||||
|
|
||||||
|
# ax.add_patch(pyplot.Circle((0, 0), radius, color='gray', alpha=0.5))
|
||||||
|
|
||||||
|
ax.set_aspect('equal', adjustable='box')
|
||||||
|
return fig, ax
|
||||||
|
|
||||||
|
|
||||||
|
def example() -> None:
|
||||||
|
rng = numpy.random.default_rng(0)
|
||||||
|
ar = 0.5
|
||||||
|
ny = 10
|
||||||
|
x = numpy.arange(ny / ar, dtype=float)
|
||||||
|
y = numpy.arange(ny, dtype=float)
|
||||||
|
x -= x.mean()
|
||||||
|
y -= y.mean()
|
||||||
|
xx, yy = numpy.meshgrid(x, y, indexing='ij')
|
||||||
|
z = numpy.sqrt((xx * ar) **2 + yy ** 2).ravel() + rng.normal(4, 1, x.size * y.size)
|
||||||
|
|
||||||
|
xyz = numpy.transpose((xx.ravel(), yy.ravel(), z))
|
||||||
|
mask = ((xyz[:, 0] * ar) ** 2 + xyz[:, 1] ** 2) < (ny / 2) ** 2
|
||||||
|
xyz = xyz[mask, :]
|
||||||
|
|
||||||
|
inds = rng.choice(xyz.shape[0], int(xyz.shape[0] * 19 / 20))
|
||||||
|
xyz = xyz[inds, :]
|
||||||
|
|
||||||
|
#fig, ax = pyplot.subplots()
|
||||||
|
#ax.tripcolor(xyz[:, 0], xyz[:, 1], xyz[:, 2])
|
||||||
|
#pyplot.show(block=True)
|
||||||
|
|
||||||
|
wafermap(xyz, aspect_ratio=ar, zlabel='radial badness')
|
||||||
|
|
||||||
|
pyplot.show(block=True)
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == '__main__':
|
||||||
|
example()
|
||||||
37
pyproject.toml
Normal file
37
pyproject.toml
Normal file
@ -0,0 +1,37 @@
|
|||||||
|
[project]
|
||||||
|
name = "miscplot"
|
||||||
|
version = "0.1.0"
|
||||||
|
description = "Miscellaneous plots"
|
||||||
|
readme = "README.md"
|
||||||
|
license = { file = "LICENSE.md" }
|
||||||
|
authors = [
|
||||||
|
{ name="Jan Petykiewicz", email="jan@mpxd.net" },
|
||||||
|
]
|
||||||
|
homepage = "https://mpxd.net/code/jan/miscplot"
|
||||||
|
repository = "https://mpxd.net/code/jan/miscplot"
|
||||||
|
requires-python = ">=3.13"
|
||||||
|
dependencies = [
|
||||||
|
"matplotlib>=3.10.7",
|
||||||
|
"numpy>=2.3.4",
|
||||||
|
"polars>=1.35.1",
|
||||||
|
]
|
||||||
|
include = [
|
||||||
|
"LICENSE.md"
|
||||||
|
]
|
||||||
|
dynamic = ["version"]
|
||||||
|
|
||||||
|
|
||||||
|
[dependency-groups]
|
||||||
|
dev = [
|
||||||
|
"pyqt6>=6.10.0",
|
||||||
|
]
|
||||||
|
|
||||||
|
|
||||||
|
[build-system]
|
||||||
|
requires = ["hatchling"]
|
||||||
|
build-backend = "hatchling.build"
|
||||||
|
|
||||||
|
|
||||||
|
[tool.hatch.version]
|
||||||
|
path = "klamath/__init__.py"
|
||||||
|
|
||||||
456
uv.lock
generated
Normal file
456
uv.lock
generated
Normal file
@ -0,0 +1,456 @@
|
|||||||
|
version = 1
|
||||||
|
requires-python = ">=3.13"
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "contourpy"
|
||||||
|
version = "1.3.3"
|
||||||
|
source = { registry = "https://pypi.org/simple" }
|
||||||
|
dependencies = [
|
||||||
|
{ name = "numpy" },
|
||||||
|
]
|
||||||
|
sdist = { url = "https://files.pythonhosted.org/packages/58/01/1253e6698a07380cd31a736d248a3f2a50a7c88779a1813da27503cadc2a/contourpy-1.3.3.tar.gz", hash = "sha256:083e12155b210502d0bca491432bb04d56dc3432f95a979b429f2848c3dbe880", size = 13466174 }
|
||||||
|
wheels = [
|
||||||
|
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||||||
|
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||||||
|
{ url = "https://files.pythonhosted.org/packages/73/23/90e31ceeed1de63058a02cb04b12f2de4b40e3bef5e082a7c18d9c8ae281/contourpy-1.3.3-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:348ac1f5d4f1d66d3322420f01d42e43122f43616e0f194fc1c9f5d830c5b286", size = 334672 },
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||||||
|
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|
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||||||
|
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||||||
|
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||||||
|
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|
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||||||
|
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|
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||||||
|
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|
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||||||
|
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||||||
|
{ url = "https://files.pythonhosted.org/packages/32/1d/a209ec1a3a3452d490f6b14dd92e72280c99ae3d1e73da74f8277d4ee08f/contourpy-1.3.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:4feffb6537d64b84877da813a5c30f1422ea5739566abf0bd18065ac040e120a", size = 1322297 },
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||||||
|
{ url = "https://files.pythonhosted.org/packages/bc/9e/46f0e8ebdd884ca0e8877e46a3f4e633f6c9c8c4f3f6e72be3fe075994aa/contourpy-1.3.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:2b7e9480ffe2b0cd2e787e4df64270e3a0440d9db8dc823312e2c940c167df7e", size = 1391023 },
|
||||||
|
{ url = "https://files.pythonhosted.org/packages/b9/70/f308384a3ae9cd2209e0849f33c913f658d3326900d0ff5d378d6a1422d2/contourpy-1.3.3-cp313-cp313t-win32.whl", hash = "sha256:283edd842a01e3dcd435b1c5116798d661378d83d36d337b8dde1d16a5fc9ba3", size = 196157 },
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||||||
|
{ url = "https://files.pythonhosted.org/packages/b2/dd/880f890a6663b84d9e34a6f88cded89d78f0091e0045a284427cb6b18521/contourpy-1.3.3-cp313-cp313t-win_amd64.whl", hash = "sha256:87acf5963fc2b34825e5b6b048f40e3635dd547f590b04d2ab317c2619ef7ae8", size = 240570 },
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||||||
|
{ url = "https://files.pythonhosted.org/packages/80/99/2adc7d8ffead633234817ef8e9a87115c8a11927a94478f6bb3d3f4d4f7d/contourpy-1.3.3-cp313-cp313t-win_arm64.whl", hash = "sha256:3c30273eb2a55024ff31ba7d052dde990d7d8e5450f4bbb6e913558b3d6c2301", size = 199713 },
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||||||
|
{ url = "https://files.pythonhosted.org/packages/72/8b/4546f3ab60f78c514ffb7d01a0bd743f90de36f0019d1be84d0a708a580a/contourpy-1.3.3-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a", size = 292189 },
|
||||||
|
{ url = "https://files.pythonhosted.org/packages/fd/e1/3542a9cb596cadd76fcef413f19c79216e002623158befe6daa03dbfa88c/contourpy-1.3.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:cbedb772ed74ff5be440fa8eee9bd49f64f6e3fc09436d9c7d8f1c287b121d77", size = 273251 },
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||||||
|
{ url = "https://files.pythonhosted.org/packages/b1/71/f93e1e9471d189f79d0ce2497007731c1e6bf9ef6d1d61b911430c3db4e5/contourpy-1.3.3-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:22e9b1bd7a9b1d652cd77388465dc358dafcd2e217d35552424aa4f996f524f5", size = 335810 },
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||||||
|
{ url = "https://files.pythonhosted.org/packages/91/f9/e35f4c1c93f9275d4e38681a80506b5510e9327350c51f8d4a5a724d178c/contourpy-1.3.3-cp314-cp314-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a22738912262aa3e254e4f3cb079a95a67132fc5a063890e224393596902f5a4", size = 382871 },
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||||||
|
{ url = "https://files.pythonhosted.org/packages/b5/71/47b512f936f66a0a900d81c396a7e60d73419868fba959c61efed7a8ab46/contourpy-1.3.3-cp314-cp314-manylinux_2_26_s390x.manylinux_2_28_s390x.whl", hash = "sha256:afe5a512f31ee6bd7d0dda52ec9864c984ca3d66664444f2d72e0dc4eb832e36", size = 386264 },
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||||||
|
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||||||
|
{ url = "https://files.pythonhosted.org/packages/3e/a6/0b185d4cc480ee494945cde102cb0149ae830b5fa17bf855b95f2e70ad13/contourpy-1.3.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1fd43c3be4c8e5fd6e4f2baeae35ae18176cf2e5cced681cca908addf1cdd53b", size = 1333650 },
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||||||
|
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||||||
|
{ url = "https://files.pythonhosted.org/packages/e2/e2/366af18a6d386f41132a48f033cbd2102e9b0cf6345d35ff0826cd984566/contourpy-1.3.3-cp314-cp314-win32.whl", hash = "sha256:66c8a43a4f7b8df8b71ee1840e4211a3c8d93b214b213f590e18a1beca458f7d", size = 189692 },
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||||||
|
{ url = "https://files.pythonhosted.org/packages/7d/c2/57f54b03d0f22d4044b8afb9ca0e184f8b1afd57b4f735c2fa70883dc601/contourpy-1.3.3-cp314-cp314-win_amd64.whl", hash = "sha256:cf9022ef053f2694e31d630feaacb21ea24224be1c3ad0520b13d844274614fd", size = 232424 },
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||||||
|
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||||||
|
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||||||
|
{ url = "https://files.pythonhosted.org/packages/c3/6c/26a8205f24bca10974e77460de68d3d7c63e282e23782f1239f226fcae6f/contourpy-1.3.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ea37e7b45949df430fe649e5de8351c423430046a2af20b1c1961cae3afcda77", size = 287892 },
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{ url = "https://files.pythonhosted.org/packages/b4/a3/c5ca9f010a44c223f098fccd8b158bb1cb287378a31ac141f04730dc49be/contourpy-1.3.3-cp314-cp314t-manylinux_2_26_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ca658cd1a680a5c9ea96dc61cdbae1e85c8f25849843aa799dfd3cb370ad4fbe", size = 375554 },
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||||||
|
{ url = "https://files.pythonhosted.org/packages/40/52/4c285a6435940ae25d7410a6c36bda5145839bc3f0beb20c707cda18b9d2/contourpy-1.3.3-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b7301b89040075c30e5768810bc96a8e8d78085b47d8be6e4c3f5a0b4ed478a0", size = 352555 },
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{ url = "https://files.pythonhosted.org/packages/e2/91/357e9fcef5d830c3d50503d35e0357818aca3540f78748cc214dfa015d00/pyqt6_sip-13.10.2-cp314-cp314-win_arm64.whl", hash = "sha256:ce33ff1f94960ad4b08035e39fa0c3c9a67070bec39ffe3e435c792721504726", size = 46088 },
|
||||||
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "python-dateutil"
|
||||||
|
version = "2.9.0.post0"
|
||||||
|
source = { registry = "https://pypi.org/simple" }
|
||||||
|
dependencies = [
|
||||||
|
{ name = "six" },
|
||||||
|
]
|
||||||
|
sdist = { url = "https://files.pythonhosted.org/packages/66/c0/0c8b6ad9f17a802ee498c46e004a0eb49bc148f2fd230864601a86dcf6db/python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3", size = 342432 }
|
||||||
|
wheels = [
|
||||||
|
{ url = "https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427", size = 229892 },
|
||||||
|
]
|
||||||
|
|
||||||
|
[[package]]
|
||||||
|
name = "six"
|
||||||
|
version = "1.17.0"
|
||||||
|
source = { registry = "https://pypi.org/simple" }
|
||||||
|
sdist = { url = "https://files.pythonhosted.org/packages/94/e7/b2c673351809dca68a0e064b6af791aa332cf192da575fd474ed7d6f16a2/six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81", size = 34031 }
|
||||||
|
wheels = [
|
||||||
|
{ url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050 },
|
||||||
|
]
|
||||||
Loading…
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Reference in New Issue
Block a user