* update install_setup.md

* update docstrings

* test=document_fix

* test=document_fix

* fix geometry

* update reprod code

* update refined code

* remove float, int int type hint for PEP 484

* update doc and doctest for LinearElasticity

* update success reprod code

* using type-hint with TYPE_CHECKING

* refine constraint code and use 'is not None' instead of implicit boolean opeator

* fix panorama.png

* test=document_fix

…ePaddle#337)

* add DeepHPMs examples and FunctionalLoss/FunctionalMetric class

* fix commit

* fix commit 2

* fix commit 3

* update docs(zh)

)

* Update doc for release/1.0 (PaddlePaddle#356)

* update links README.md and index.md from latest to release/1.0(test=document_fix)

* update install_setup.md

* update docstrings

* Cherry pick panorama (PaddlePaddle#360)

* fix panorama.png

* add mathjax expression for equations and fix some code

* fix LinearElasticity formula

* refine information of ModuleNotFoundError

* test=document_fix

* fix random and create demo

* Reproduce Fig. 2.(a) successfully

* reproduce fig1 (a) and (b) successfully

* reproduce aneurysm case in paper 3.2

* Aneurysm converged

* clean pipe flow code

* add main

* clean code

* using xvaier instead tf net initial params

* muli opt:w

* need shuffle

* refine by review

* add wss formula

* review fix

* delete useless comment

* reformat pipe flow

* merge new NS eqn which thinks of nu as variable

* reformat transform

* recover mlp code

* delete blank line

* fix by reviews

* fix epochs

* delete useless lines

* bug fix

* forget to uncomment train

* fix multi-learnable bug

* fix by reviews

* fix by reviews

* clean activation

* add reference

* fix by reviews

* add hPINNs example

* fix commit1 change eval_loss_fun()

* fix commit2 for penalty method

* fix commit3

* fix commit4

* fix era5_dataset

* fix weight_dict in loss

* add ruff to pre-commit

* refine docstring

* update RAEDME.md

* restore import paddle in ad.py

* add hpinns docs and fix one type hint

* add urls

* fix urls

* fix docs

* fix code

* fix wrong reponame

* enlarge eularbeam epochs

…addle#373)

* automatically switch device to cpu when only cpu is avaiable

* fix link in README.md(test=document_fix)