From 90e6b1e38fa81fa1205a240e3f52f1ec3597dfc8 Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 22 Feb 2024 20:24:24 +0800 Subject: [PATCH 01/14] add examples for minimal finetuna example --- .gitignore | 1 + .../example_finetuna_minimal.py | 54 ++++++++++++++ .../active_learning/ft_config_gemnet_gpu.yml | 73 +++++++++++++++++++ 3 files changed, 128 insertions(+) create mode 100644 examples/active_learning/example_finetuna_minimal.py create mode 100644 examples/active_learning/ft_config_gemnet_gpu.yml diff --git a/.gitignore b/.gitignore index 10eb59c0..43e7f11a 100644 --- a/.gitignore +++ b/.gitignore @@ -782,3 +782,4 @@ examples/ex1-ase/ /*.psp8 /test-1/ /test-2/ +*.pt diff --git a/examples/active_learning/example_finetuna_minimal.py b/examples/active_learning/example_finetuna_minimal.py new file mode 100644 index 00000000..279ebcea --- /dev/null +++ b/examples/active_learning/example_finetuna_minimal.py @@ -0,0 +1,54 @@ +"""A minimal example combining active learning library like Finetuna with SPARC + +usage +First download the checkpoint from the url https://dl.fbaipublicfiles.com/opencatalystproject/models/2021_08/s2ef/gemnet_t_direct_h512_all.pt + +python example_finetuna_minimal.py +""" +import torch +import os +import yaml +from pathlib import Path +from ase.io.trajectory import Trajectory +from ase.optimize import BFGS +from finetuna.ml_potentials.finetuner_ensemble_calc import FinetunerEnsembleCalc +from finetuna.online_learner.online_learner import OnlineLearner +import argparse +from sparc.calculator import SPARC + +from ase.build import molecule + +cpu = not torch.cuda.is_available() +curdir = Path(__file__).parent +config_file = curdir / "ft_config_gemnet_gpu.yml" +with open(config_file, "r") as fd: + configs = yaml.load(fd, Loader=yaml.FullLoader) + +checkpoint = os.environ.get("CHECKPOINT_PATH", None) +if checkpoint is None: + # Use default (relative path) + checkpoint = curdir / configs["ocp"]["checkpoint_path_list"][0] +checkpoint = Path(checkpoint) + +if not checkpoint.is_file(): + raise FileNotFoundError("Cannot found the model checkpoint file!") + +finetuner = configs["finetuner"] +finetuner[0].update(cpu=cpu) +learner = configs["learner"] + +ml_potential = FinetunerEnsembleCalc( + checkpoint_paths=[checkpoint], + mlp_params=finetuner, +) + + +init_molecule = molecule("H2O", pbc=False, cell=[8, 8, 8]) + +sparc_params = {"xc": "pbe", "h": 0.22} +with SPARC(**sparc_params) as parent_calc: + onlinecalc = OnlineLearner(learner, [], ml_potential, parent_calc) + init_molecule.calc = onlinecalc + dyn = BFGS(init_molecule, + maxstep=0.2) + dyn.run(fmax=0.03) diff --git a/examples/active_learning/ft_config_gemnet_gpu.yml b/examples/active_learning/ft_config_gemnet_gpu.yml new file mode 100644 index 00000000..d09deddb --- /dev/null +++ b/examples/active_learning/ft_config_gemnet_gpu.yml @@ -0,0 +1,73 @@ +finetuner: +- cpu: false + optim: + batch_size: 1 + break_below_lr: 1.0e-07 + checkpoint_every: 100000 + eps: 1.0e-08 + eval_every: 1 + factor: 0.9 + force_coefficient: 100 + lr_initial: 0.0003 + max_epochs: 400 + num_workers: 0 + optimizer_params: + eps: 1.0e-08 + weight_decay: 0 + patience: 3 + # print_loss_and_lr: true + scheduler_loss: train + weight_decay: 0 + task: + primary_metric: loss + tuner: + num_threads: 8 + unfreeze_blocks: + - out_blocks.3.seq_forces + - out_blocks.3.scale_rbf_F + - out_blocks.3.dense_rbf_F + - out_blocks.3.out_forces + - out_blocks.2.seq_forces + - out_blocks.2.scale_rbf_F + - out_blocks.2.dense_rbf_F + - out_blocks.2.out_forces + - out_blocks.1.seq_forces + - out_blocks.1.scale_rbf_F + - out_blocks.1.dense_rbf_F + - out_blocks.1.out_forces +learner: + dyn_avg_steps: 15 + dyn_uncertain_tol: 1000000 # Dynamic uncertainty tolerance + # fmax_verify_threshold: 0.03 # Fmax threshold for calling VASP single point calculation + # initial_points_to_keep: [] + # logger: + # pca_quantify: true # Log PCA on wandb + # uncertainty_quantify: false + num_initial_points: 0 # Number of VASP calls at the beginning of the relaxation + partial_fit: true + query_every_n_steps: 30 # K-steps querying strategy: query every 100 steps + stat_uncertain_tol: 1000000 # Static uncertainty tolerance + tolerance_selection: min + # valset_system_id: '1498818' + # wandb_init: + # entity: ulissi-group + # project: project + # group: group + # name: name + # notes: notes + # wandb_log: false # Wandb disabled +# optional_config: +# links: +# traj: /path/to/vasp/reference/traj +ocp: + model_class_list: + - gemnet + checkpoint_path_list: + - "gemnet_t_direct_h512_all.pt" +# relaxation: +# # fmax: 0.03 +# max_parent_calls: null +# maxstep: 0.2 +# replay_method: parent_only +# steps: null +# trajname: oal_relaxation.traj From a1627238c6c8115c74165f13ae4052e88d054716 Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 22 Feb 2024 17:04:07 +0000 Subject: [PATCH 02/14] add simple example with socket + finetuna --- .../example_finetuna_minimal.py | 40 ++++++++++++++++--- .../active_learning/ft_config_gemnet_gpu.yml | 6 +-- sparc/calculator.py | 7 ++-- 3 files changed, 42 insertions(+), 11 deletions(-) diff --git a/examples/active_learning/example_finetuna_minimal.py b/examples/active_learning/example_finetuna_minimal.py index 279ebcea..bb8b5014 100644 --- a/examples/active_learning/example_finetuna_minimal.py +++ b/examples/active_learning/example_finetuna_minimal.py @@ -11,7 +11,10 @@ from pathlib import Path from ase.io.trajectory import Trajectory from ase.optimize import BFGS +from ase.constraints import FixAtoms from finetuna.ml_potentials.finetuner_ensemble_calc import FinetunerEnsembleCalc +import ase +from ase.cluster.cubic import FaceCenteredCubic from finetuna.online_learner.online_learner import OnlineLearner import argparse from sparc.calculator import SPARC @@ -43,12 +46,39 @@ ) -init_molecule = molecule("H2O", pbc=False, cell=[8, 8, 8]) +# init_molecule = molecule("H2O", pbc=False, cell=[8, 8, 8]) +# init_molecule.center() +# init_molecule.rattle() -sparc_params = {"xc": "pbe", "h": 0.22} -with SPARC(**sparc_params) as parent_calc: + +surfaces = [(1, 0, 0), (1, 1, 0), (1, 1, 1)] +layers = [1, 2, 1] +lc = 3.61000 + +# init_atoms = molecule("CH4", pbc=True, cell=[8, 8, 8]) +# init_atoms.constraints = [FixAtoms([0])] +# init_atoms.center() +# init_atoms.rattle(0.05) + +init_atoms = FaceCenteredCubic('Cu', surfaces, layers, latticeconstant=lc) +init_atoms.cell = [12, 12, 12] +init_atoms.center() +init_atoms.pbc = False +init_atoms.rattle(0.05) + + +sparc_params = {"xc": "pbe", "h": 0.13} +# with SPARC(directory="pure_BFGS", **sparc_params) as calc: +# atoms = init_atoms.copy() +# atoms.calc = calc +# dyn = BFGS(atoms, maxstep=0.2, trajectory="pure_bfgs.traj") +# dyn.run(fmax=0.03) + + +with SPARC(directory="online_coldstart", **sparc_params) as parent_calc: + atoms = init_atoms.copy() onlinecalc = OnlineLearner(learner, [], ml_potential, parent_calc) - init_molecule.calc = onlinecalc - dyn = BFGS(init_molecule, + atoms.calc = onlinecalc + dyn = BFGS(atoms, maxstep=0.2) dyn.run(fmax=0.03) diff --git a/examples/active_learning/ft_config_gemnet_gpu.yml b/examples/active_learning/ft_config_gemnet_gpu.yml index d09deddb..e2bafef3 100644 --- a/examples/active_learning/ft_config_gemnet_gpu.yml +++ b/examples/active_learning/ft_config_gemnet_gpu.yml @@ -38,12 +38,12 @@ finetuner: learner: dyn_avg_steps: 15 dyn_uncertain_tol: 1000000 # Dynamic uncertainty tolerance - # fmax_verify_threshold: 0.03 # Fmax threshold for calling VASP single point calculation - # initial_points_to_keep: [] + fmax_verify_threshold: 0.03 # Fmax threshold for calling VASP single point calculation + initial_points_to_keep: [] # logger: # pca_quantify: true # Log PCA on wandb # uncertainty_quantify: false - num_initial_points: 0 # Number of VASP calls at the beginning of the relaxation + num_initial_points: 1 # Number of VASP calls at the beginning of the relaxation partial_fit: true query_every_n_steps: 30 # K-steps querying strategy: query every 100 steps stat_uncertain_tol: 1000000 # Static uncertainty tolerance diff --git a/sparc/calculator.py b/sparc/calculator.py index 6c6efd17..fa540f5d 100644 --- a/sparc/calculator.py +++ b/sparc/calculator.py @@ -276,14 +276,14 @@ def ensure_socket(self): def __enter__(self): """Reset upon entering the context.""" - IOContext.__enter__() + IOContext.__enter__(self) self.reset() self.close() return self def __exit__(self, type, value, traceback): """Exiting the context manager and reset process""" - IOContext.__exit__(type, value, traceback) + IOContext.__exit__(self, type, value, traceback) self.close() return @@ -770,13 +770,14 @@ def execute(self): def close(self, keep_out_socket=False): """Close the socket communication, the SPARC process etc""" + if not self.use_socket: + return if self.in_socket is not None: self.in_socket.close() if (self.out_socket is not None) and (not keep_out_socket): self.out_socket.close() - # import pdb; pdb.set_trace() # In most cases if in_socket is closed, the SPARC process should also exit if self.process: with time_limit(5): From b0466c51f0d99975d45d27f8da37b767ce8d8351 Mon Sep 17 00:00:00 2001 From: Lucas R Timmerman Date: Wed, 28 Feb 2024 10:59:57 -0500 Subject: [PATCH 03/14] Updating requirements to avoid numpy issues --- setup.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/setup.py b/setup.py index 64ad9d27..5f324f89 100644 --- a/setup.py +++ b/setup.py @@ -24,7 +24,7 @@ author_email="alchem0x2a@gmail.com, ben.comer@gatech.edu", url="https://github.com/SPARC-X/SPARC-X-API", packages=find_packages(), - install_requires=["ase>=3.22.0", "numpy>=1.22", "packaging>=20.0", "psutil>=5.0.0"], + install_requires=["ase>=3.22.0", "numpy>=1.23", "packaging>=20.0", "psutil>=5.0.0"], entry_points={ "ase.io": [ "sparc = sparc.io", From e0d04de8e0aa43f842bc29bb624954540899ffbc Mon Sep 17 00:00:00 2001 From: Lucas R Timmerman Date: Thu, 29 Feb 2024 12:39:41 -0500 Subject: [PATCH 04/14] closes #42 --- sparc/calculator.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/sparc/calculator.py b/sparc/calculator.py index fa540f5d..2b6bfec1 100644 --- a/sparc/calculator.py +++ b/sparc/calculator.py @@ -90,7 +90,7 @@ def __init__( sparc_json_file=None, sparc_doc_path=None, check_version=False, - keep_old_files=False, + keep_old_files=True, use_socket=False, socket_params={}, **kwargs, From 45258b9aac438d164cc9911adb6af6e908301068 Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 14 Mar 2024 17:50:39 +0800 Subject: [PATCH 05/14] rebase use smaller mesh size --- examples/active_learning/example_finetuna_minimal.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/examples/active_learning/example_finetuna_minimal.py b/examples/active_learning/example_finetuna_minimal.py index bb8b5014..ab74a70f 100644 --- a/examples/active_learning/example_finetuna_minimal.py +++ b/examples/active_learning/example_finetuna_minimal.py @@ -46,6 +46,7 @@ ) +<<<<<<< HEAD # init_molecule = molecule("H2O", pbc=False, cell=[8, 8, 8]) # init_molecule.center() # init_molecule.rattle() @@ -77,6 +78,14 @@ with SPARC(directory="online_coldstart", **sparc_params) as parent_calc: atoms = init_atoms.copy() +======= +init_molecule = molecule("H2O", pbc=False, cell=[8, 8, 8]) +init_molecule.center() +init_molecule.rattle() + +sparc_params = {"directory": curdir, "xc": "pbe", "h": 0.22} +with SPARC(**sparc_params) as parent_calc: +>>>>>>> f703ec5 (use smaller mesh size) onlinecalc = OnlineLearner(learner, [], ml_potential, parent_calc) atoms.calc = onlinecalc dyn = BFGS(atoms, From 3158ea3d94197144a6de6c6841d2b447f51b0aef Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 14 Mar 2024 17:49:03 +0800 Subject: [PATCH 06/14] add schemes --- .gitignore | 1 + README.md | 7 +- doc/img/scheme_socket_hetero.png | Bin 0 -> 325706 bytes doc/img/scheme_socket_hetero.svg | 1414 +++++++++++++++++++++++++++++ doc/img/scheme_sparc_protocol.png | Bin 0 -> 370588 bytes doc/img/scheme_sparc_protocol.svg | 1141 +++++++++++++++++++++++ 6 files changed, 2562 insertions(+), 1 deletion(-) create mode 100644 doc/img/scheme_socket_hetero.png create mode 100644 doc/img/scheme_socket_hetero.svg create mode 100644 doc/img/scheme_sparc_protocol.png create mode 100644 doc/img/scheme_sparc_protocol.svg diff --git a/.gitignore b/.gitignore index 43e7f11a..cc5cbc82 100644 --- a/.gitignore +++ b/.gitignore @@ -783,3 +783,4 @@ examples/ex1-ase/ /test-1/ /test-2/ *.pt +/README.html diff --git a/README.md b/README.md index bcbdda33..17e70366 100644 --- a/README.md +++ b/README.md @@ -370,7 +370,10 @@ overhead typically associated with file I/O during calculation restarts. This feature is particularly beneficial for tasks involving repetitive operations like structural optimization and saddle point searches, where traditional file-based communication can become a -bottleneck. +bottleneck. The underlying software architecture is shown in the following scheme: +![scheme-sparc-socket](doc/img/scheme_socket_hetero.svg) + + **Requirements**: the SPARC binary must be manually compiled from the source code with [socket @@ -391,6 +394,8 @@ the SPARC C-source code, while the python SPARC-X-API uses a backward-compatible protocol based on i-PI. The dual-mode design is aimed for both low-level and high-level interfacing of the DFT codes, providing the following features: +![scheme-sparc-protocol](doc/img/scheme_sparc_protocol.svg) + 1. **Unified Interface**: A consistent interface for both client and server codes, simplifying user interaction across different modes. 2. **Versatile Operation Modes:** Supports various modes (Local-only, Client, Server) to cater to diverse computational needs. 3. **Seamless Calculation Restart:** Automates the restarting process on the client side, enhancing user convenience. diff --git a/doc/img/scheme_socket_hetero.png b/doc/img/scheme_socket_hetero.png new file mode 100644 index 0000000000000000000000000000000000000000..d48046e0fc82db0e7bd24f561c7ab54d0f8f334a GIT binary patch literal 325706 zcmZ5|1z40_+wA}%f(X(erKE_`oq`}BB~sEL&CoS8DAFY$-69~}IfR0A4BbO_cgNYh z|M~v+JLkDBE(dVtdG_A-zVCIfwKhTT6{H?vJ;8!NAdh6EB|bnPm?sbj+Vq3_;3t?q zEnIC 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Cell,iCell,n,Pos + + + + + Extra routines* + (optional) + + + + GETFORCE + + + + E, F, Virial + + + + raw_results + + + + + STATUS + + + + NEEDINIT + + + + Idx, Init_bytes + + + + INIT + + + + Recv header + + Send message + + Send/Recv binary datai-PI protocol + + Send/Recv pickle objectsSPARC protocol + + SPARCprotocol + + + STATUS + + + + READY + + + + FORCEREADY + + + + + + + + + + + + + + + + + Determinesystem_changes + + + Restartprocess + Restartprocess? + + + + + + + + + Modify SPARCinternal states + + + + + + + + + + + Relay socketmessages + + + + + + Standardi-PI protocol + SPARC protocol + + + + Y + + + + N + + + + + "NEWPROTO" in Init_bytes? + + + + Example python codes + calc = SPARC(**params) + calc.atoms = atomscalc.set(key=value) + + calc.raw_results + calc.results["energy"] + SPARC Client (C binary) + calc.SendParam() + calc.calculate(atoms) + + From 2b225d7bb3cb3ef4643040b1c83c791b5a2c0fe9 Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 14 Mar 2024 17:55:47 +0800 Subject: [PATCH 07/14] svg --> png --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 17e70366..2c979987 100644 --- a/README.md +++ b/README.md @@ -371,7 +371,7 @@ restarts. This feature is particularly beneficial for tasks involving repetitive operations like structural optimization and saddle point searches, where traditional file-based communication can become a bottleneck. The underlying software architecture is shown in the following scheme: -![scheme-sparc-socket](doc/img/scheme_socket_hetero.svg) +![scheme-sparc-socket](doc/img/scheme_socket_hetero.png) @@ -394,7 +394,7 @@ the SPARC C-source code, while the python SPARC-X-API uses a backward-compatible protocol based on i-PI. The dual-mode design is aimed for both low-level and high-level interfacing of the DFT codes, providing the following features: -![scheme-sparc-protocol](doc/img/scheme_sparc_protocol.svg) +![scheme-sparc-protocol](doc/img/scheme_sparc_protocol.png) 1. **Unified Interface**: A consistent interface for both client and server codes, simplifying user interaction across different modes. 2. **Versatile Operation Modes:** Supports various modes (Local-only, Client, Server) to cater to diverse computational needs. From 5f074d4c53a7ef332a63c04b84f198266c14a0a2 Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 14 Mar 2024 21:10:48 +0800 Subject: [PATCH 08/14] update architecture scheme --- README.md | 2 + doc/img/scheme_api_architecture.png | Bin 0 -> 321283 bytes doc/img/scheme_api_architecture.svg | 1848 +++++++++++++++++++++++++++ 3 files changed, 1850 insertions(+) create mode 100644 doc/img/scheme_api_architecture.png create mode 100644 doc/img/scheme_api_architecture.svg diff --git a/README.md b/README.md index 2c979987..4abe77e4 100644 --- a/README.md +++ b/README.md @@ -10,6 +10,8 @@ 2. A JSON API interfacing with SPARC's C-code for parameter validation and conversion 3. A comprehensive calculator interface for SPARC. +![scheme-sparc-api-outlook](doc/img/scheme_api_architecture.png) + ## Installation: diff --git a/doc/img/scheme_api_architecture.png b/doc/img/scheme_api_architecture.png new file mode 100644 index 0000000000000000000000000000000000000000..71b13d69475ba065c1f8f6aa0099763b27a54550 GIT binary patch literal 321283 zcmY&=1yogC7cGb&(n>dqbc1w*q;z+8cc;=wcXxwyHwc&RzJ#=N$0grEzyFQ*9LjK< z8@tw;YtFg0hRVr^AtT@+KtVwvONf6_fP#WAf`WP-1`h{3@h{E-9zead6IXYHf}$sV z`2+1%!0!S)#B~x;b5gW5adOpnFotqz;FO<+$%5DnuHR-|in+Z48(!~n)Bo09TlJ9Y^I zJf(>I9>SETki;VMMVs%4N!%#;2WTO8-mC+>*p!S6ceaR>Mb9yL4a;+h?MJ(l(@oxs zR^AT*XhQHGYW@&DEnHB(DMlE07A${x^7rxIA2M_at{fs%15a+Yn1lkj71@R#kfi^< z;lVWmj?07}ZFH|oS%~`o`_M0Q`bs;=L`f=n|M=5$2m)RpHl3;*2;y{QAu^iImb5AK zcZ9R7Ixd$6lTq3?g~R?_xEEuf$-Epx&>!QJPx&AJj{d~YA$eu--*h+%A|V=HDC_aG zvkD$JDwiX8lA*5^Fv?Y|E-Bxm`;U%EOtU5BD)jHK%eoxLqf`I=*t;^Jz*E8923kZK z^93ZO*{XNqGk#<5RVEipOO1Gw6a2#du9qWj%X{VX-O~S7pZ=;nhkc^fRA+we!r7Y7 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zj~viCLMxy0O0MHP≫rNNnFb%)7T5a$Q{zB?I(od2=yxBGt=xy^zF{Z@T&D^Ga;&#}Ec{M_4IN%a2#9yNIn literal 0 HcmV?d00001 diff --git a/doc/img/scheme_api_architecture.svg b/doc/img/scheme_api_architecture.svg new file mode 100644 index 00000000..f6658601 --- /dev/null +++ b/doc/img/scheme_api_architecture.svg @@ -0,0 +1,1848 @@ + + + +SPARCJSON Schema"CALC_STRESS": { "symbol": "CALC_STRESS", "label": "CALC_STRESS", "type": "integer", "default": 0, "unit": "No unit", "example": "CALC_STRESS: 1", "description": "Flag for calculation ...", "remark": "", "allow_bool_input": true, "default_remark": "0", "description_raw": "Flag for calculation ...", "remark_raw": "%", "category": "stress calculation" },LaTeX DocumentationSPARC (C)SPARC-X-API (Python package sparc)Bohr-Hartree-systemAngström-eV-systemGround truthSparcAPISparcBundleValidatorFile I/OASE-calculator.inpt.out.ion.staticSPARC files bundle• Compatibility check• Parameter validation• Value conversion• SPARC version match From 17c72cc56e6ea8e0a6c9ace14d9246c62238d26d Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 14 Mar 2024 21:21:51 +0800 Subject: [PATCH 09/14] add fig 1 --- README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/README.md b/README.md index 4abe77e4..3acfdf70 100644 --- a/README.md +++ b/README.md @@ -10,7 +10,11 @@ 2. A JSON API interfacing with SPARC's C-code for parameter validation and conversion 3. A comprehensive calculator interface for SPARC. +[Fig. 1]() provides an overlook of the components of `SPARC-X-API`. + ![scheme-sparc-api-outlook](doc/img/scheme_api_architecture.png) +*Fig. 1 Schematic drawing for the architecture of the `SPARC-X-API` package* + ## Installation: From 81a88e58ee4aa23249c8f1536c2842ff57947bcb Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 14 Mar 2024 21:57:46 +0800 Subject: [PATCH 10/14] additional captions --- README.md | 8 ++++++-- 1 file changed, 6 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 3acfdf70..9e5dd8c6 100644 --- a/README.md +++ b/README.md @@ -376,8 +376,11 @@ overhead typically associated with file I/O during calculation restarts. This feature is particularly beneficial for tasks involving repetitive operations like structural optimization and saddle point searches, where traditional file-based communication can become a -bottleneck. The underlying software architecture is shown in the following scheme: +bottleneck. The underlying software architecture is shown in [Fig. 2](): + ![scheme-sparc-socket](doc/img/scheme_socket_hetero.png) +*Fig. 2. Scheme for the operation of SPARC socket communication accross heterogeneous +computational platforms.* @@ -398,9 +401,10 @@ adheres to the [i-PI protocol](https://github.com/i-pi/i-pi) standard. Specifically, we implement the original i-PI protocol within the SPARC C-source code, while the python SPARC-X-API uses a backward-compatible protocol based on i-PI. The dual-mode design is aimed for both low-level and -high-level interfacing of the DFT codes, providing the following features: +high-level interfacing of the DFT codes, providing the following features as shown in [Fig. 3](): ![scheme-sparc-protocol](doc/img/scheme_sparc_protocol.png) +*Fig. 3. Overview of the SPARC protocol as an extension to the standard i-PI protocol.* 1. **Unified Interface**: A consistent interface for both client and server codes, simplifying user interaction across different modes. 2. **Versatile Operation Modes:** Supports various modes (Local-only, Client, Server) to cater to diverse computational needs. From 0068c14105e074e885bf2d72b4799d5a341eff52 Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 21 Mar 2024 16:24:28 +0800 Subject: [PATCH 11/14] update scheme figures --- README.md | 2 + doc/img/scheme-SPARC-socke-modes.svg | 867 ++++++++++++++++++++++++++ doc/img/scheme-SPARC-socket-modes.png | Bin 0 -> 398845 bytes doc/img/scheme_socket_hetero.png | Bin 325706 -> 379673 bytes doc/img/scheme_socket_hetero.svg | 159 +++-- doc/img/scheme_sparc_protocol.png | Bin 370588 -> 389493 bytes doc/img/scheme_sparc_protocol.svg | 168 +++-- 7 files changed, 1092 insertions(+), 104 deletions(-) create mode 100644 doc/img/scheme-SPARC-socke-modes.svg create mode 100644 doc/img/scheme-SPARC-socket-modes.png diff --git a/README.md b/README.md index 9e5dd8c6..3b4a5d64 100644 --- a/README.md +++ b/README.md @@ -411,6 +411,8 @@ high-level interfacing of the DFT codes, providing the following features as sho 3. **Seamless Calculation Restart:** Automates the restarting process on the client side, enhancing user convenience. Based on the user scenarios, the socket communication layer can be accessed via the following approaches: +![scheme-sparc-modes](doc/img/scheme-SPARC-socket-modes.png) +*Fig. 4. Different operational modes of SPARC socket modes 1. **SPARC binary only** diff --git a/doc/img/scheme-SPARC-socke-modes.svg b/doc/img/scheme-SPARC-socke-modes.svg new file mode 100644 index 00000000..45147876 --- /dev/null +++ b/doc/img/scheme-SPARC-socke-modes.svg @@ -0,0 +1,867 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + a + b + c + d + + SPARC binary (client) + SPARC-X-API Server + i-PI-compatible Server + SocketIOCalculator( **parameters) + + + SocketIOCalculator( **parameters) + + SPARC( use_socket=True, **parameters) + python -m sparc.client \ -s $host:$port + mpirun -np $Ncore \sparc -name $fname \ -socket $sname + + + SPARC binary (client) + + Process auto-managedvia$ASE_SPARC_COMMAND + • Manual input generation• Manual process management + INET or UNIXsocket + Computating Platform Boundary + • Same API as SPARC-X-API as file I/O calculator on local file system• Local testing / homogeneous computing platforms + EphemeralUNIX socket + + + Socket-awareSPARC process + + SPARC-X-API client + + + + + + + + i-PI-compatible Server + • Assimilate as a standard i-PI client with i-PI protocol• Pipelining SPARC with external codes (i-PI, PLUMED, etc) + + + + • Client-server communication with SPARC protocol• Production / hybrid-architecture computating platform + + + + SPARC( use_socket=True, socket_params={ port=31415, server_only=True, }, **parameters) + + + python -m sparc.client \ -s $host:$port + + + Socket-awareSPARC process + + SPARC-X-API client + SPARC-X-API Server + + + + + + + + + SPARCProtocol + + i-PIProtocol + + diff --git a/doc/img/scheme-SPARC-socket-modes.png b/doc/img/scheme-SPARC-socket-modes.png new file mode 100644 index 0000000000000000000000000000000000000000..a3e47ede0ea925dbcd4b20cdfaf50a120686e6be GIT binary patch literal 398845 zcmeFZcT`hN_b(pxL9F;h1(j~-gr*2cSE&io0--ml1_Fq55Q6fk0R%J<5D*Ya=nzT> zHDE!}&@@U3p(sj;5Revx5V-Nx=l!kkUB7?tKX=`;7V8|&%%0gZvuDp|e`ZdStSn59 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inkscape:window-height="1022" - inkscape:window-x="222" - inkscape:window-y="930" + inkscape:zoom="0.66314461" + inkscape:cx="358.89608" + inkscape:cy="96.50987" + inkscape:window-width="1440" + inkscape:window-height="872" + inkscape:window-x="113" + inkscape:window-y="64" inkscape:window-maximized="0" - inkscape:current-layer="layer3" + inkscape:current-layer="g52409" showguides="true"> + x="-0.29494848" + y="-0.45653882" + width="1.589897" + height="1.9130776"> Atoms, Params + y="17.322475">atoms, params STATUS + x="68.753212" + y="17.322475">"STATUS" READY + x="69.888268" + y="25.930988">"READY" POSDATA + x="67.800713" + y="17.322475">"POSDATA" Cell,iCell,n,Pos + id="tspan29035">cell,icell,n,pos GETFORCE + x="66.848221" + y="17.322475">"GETFORCE" E, F, Virial + id="tspan30633">E,F,virial STATUS + x="68.753212" + y="17.322475">"STATUS" NEEDINIT + x="67.030769" + y="25.930988">"NEEDINIT" Idx, Init_bytes + y="17.322475">idx, init_bytes INIT + x="70.658211" + y="17.322475">"INIT" Recv header + y="20.927103">Recv header string Send message + y="30.099146">Send message string Send/Recv binary dataSend/Recv binary datai-PI protocol Send/Recv pickle objectsSend/Recv pickle objectsSPARC protocol + + i-PI protocol + + SPARC protocol STATUS + x="68.753212" + y="17.322475">"STATUS" READY + x="69.888268" + y="25.930988">"READY" FORCEREADY + x="65.125778" + y="25.930988">"FORCEREADY" Date: Thu, 21 Mar 2024 16:56:53 +0800 Subject: [PATCH 12/14] Update README.md --- README.md | 50 ++++++++++++++++++++++++++------------------------ 1 file changed, 26 insertions(+), 24 deletions(-) diff --git a/README.md b/README.md index 3b4a5d64..d1dc3419 100644 --- a/README.md +++ b/README.md @@ -7,13 +7,14 @@ `SPARC-X-API` is an [ASE](https://wiki.fysik.dtu.dk/ase/)-compatible Python API for the density functional theory (DFT) code [SPARC](https://github.com/SPARC-X/SPARC). It offers: 1. ASE-compatible I/O format for SPARC files -2. A JSON API interfacing with SPARC's C-code for parameter validation and conversion -3. A comprehensive calculator interface for SPARC. +2. A JSON Schema interfacing with SPARC's C-code for parameter validation and conversion +3. A comprehensive calculator interface for SPARC with socket-communication support. -[Fig. 1]() provides an overlook of the components of `SPARC-X-API`. +[Fig. 1](#fig-1-schematic-drawing-for-the-architecture-of-the-sparc-x-api-package) provides an overlook of the components of `SPARC-X-API` and its relation with the SPARC C-code. + +#### Fig. 1 Schematic drawing for the architecture of the `SPARC-X-API` package ![scheme-sparc-api-outlook](doc/img/scheme_api_architecture.png) -*Fig. 1 Schematic drawing for the architecture of the `SPARC-X-API` package* @@ -212,9 +213,9 @@ To learn more about the JSON schema design, please refer to [Advanced Topics](doc/advanced_topics.md). -### 3. Calculator interface +### 3. Calculator interface (File-IO mode) -`SPARC-X-API` offers a calculator interface that aligns with many +`SPARC-X-API` offers a calculator interface based on file I/O that aligns with many other ASE calculators. If you've worked with ASE modules like `Vasp`, `QuantumEspresso`, or `GPAW`, you'll find this package intuitive, as shown in the following examples: @@ -283,7 +284,7 @@ opt.run(fmax=0.02) ### 4. Command-line tools -`SPARC-X-API` provides a simple command wrapper `sparc-ase` to add +A simple command wrapper `sparc-ase` is provided to add support of SPARC file formats to the `ase` cli tools. Simple replace `ase [subcommand] [args]` with `sparc-ase [subcommand] [args]` to access your SPARC bundle files as you would use for other file @@ -292,9 +293,10 @@ for the visualization of atomistic structures. Depending on the bundle's contents, this could display individual atoms or multiple images. -Below is a screenshot showing the usage of `sparc-ase gui` to visualize a +[Fig. 2](#fig-2-a-screenshot-of-the-sparc-ase-program) is a screenshot showing the usage of `sparc-ase gui` to visualize a short [MD trajectory](tests/outputs/NH3_sort_lbfgs_opt.sparc). +#### Fig 2. A screenshot of the `sparc-ase` program image ### 5. Parameters and units used in `SPARC-X-API` @@ -368,7 +370,7 @@ calc = SPARC(xc="PBE", kpts=(9, 9, 9), h=0.25, directory="sparc-calc.sparc", con *Disclaimer: The socket communication feature in SPARC and SPARC-X-API are experimental and subject to changes until the release of v2.0 SPARC-X-API.* ### Overview -Experienced users can now harness the power of SPARC and SPARC-X-API's +Experienced users can harness the power of SPARC and SPARC-X-API's socket communication layer to build efficient and flexible computational workflows. By integrating a socket communication interface directly into SPARC, users can significantly reduce the @@ -376,11 +378,12 @@ overhead typically associated with file I/O during calculation restarts. This feature is particularly beneficial for tasks involving repetitive operations like structural optimization and saddle point searches, where traditional file-based communication can become a -bottleneck. The underlying software architecture is shown in [Fig. 2](): +bottleneck. The underlying software architecture is shown in [Fig. 3](#fig-3-sparc-electronic-calculations-with-socket-communication-across-hybrid-computing-platforms): + +#### Fig. 3. SPARC electronic calculations with socket communication across hybrid computing platforms ![scheme-sparc-socket](doc/img/scheme_socket_hetero.png) -*Fig. 2. Scheme for the operation of SPARC socket communication accross heterogeneous -computational platforms.* + @@ -401,20 +404,18 @@ adheres to the [i-PI protocol](https://github.com/i-pi/i-pi) standard. Specifically, we implement the original i-PI protocol within the SPARC C-source code, while the python SPARC-X-API uses a backward-compatible protocol based on i-PI. The dual-mode design is aimed for both low-level and -high-level interfacing of the DFT codes, providing the following features as shown in [Fig. 3](): +high-level interfacing of the DFT codes, providing the following features as shown in [Fig. 4](#fig-4-overview-of-the-sparc-protocol-as-an-extension-to-the-standard-i-pi-protocol): +#### Fig. 4. Overview of the SPARC protocol as an extension to the standard i-PI protocol. ![scheme-sparc-protocol](doc/img/scheme_sparc_protocol.png) -*Fig. 3. Overview of the SPARC protocol as an extension to the standard i-PI protocol.* -1. **Unified Interface**: A consistent interface for both client and server codes, simplifying user interaction across different modes. -2. **Versatile Operation Modes:** Supports various modes (Local-only, Client, Server) to cater to diverse computational needs. -3. **Seamless Calculation Restart:** Automates the restarting process on the client side, enhancing user convenience. +Based on the scenarios, the socket communication layer can be accessed via the following approaches as shown in [Fig. 5](#fig-5-different-ways-of-using-sparcs-socket-mode): -Based on the user scenarios, the socket communication layer can be accessed via the following approaches: +#### Fig. 5. Different ways of using SPARC's socket mode. ![scheme-sparc-modes](doc/img/scheme-SPARC-socket-modes.png) -*Fig. 4. Different operational modes of SPARC socket modes -1. **SPARC binary only** + +1. **SPARC binary only** ([Fig. 5](#fig-5-different-ways-of-using-sparcs-socket-mode) **a**) SPARC binary with socket support can be readily coupled with any i-PI compatible socker server, such as `ase.calculators.socketio.SocketIOCalculator`, for example @@ -436,7 +437,7 @@ Based on the user scenarios, the socket communication layer can be accessed via to be run on a single computer system. -2. **Local-only Mode** +2. **Local-only Mode** ([Fig. 5](#fig-5-different-ways-of-using-sparcs-socket-mode) **b**) Ideal for standalone calculations, this mode simulates a conventional calculator while benefiting from socket-based efficiency. @@ -446,7 +447,7 @@ Based on the user scenarios, the socket communication layer can be accessed via ``` For most users we recommend using this mode when performing a calculation on a single HPC node. -3. **Client (Relay) Mode** +3. **Client (Relay) Mode** ([Fig. 5](#fig-5-different-ways-of-using-sparcs-socket-mode) **c**) In this mode, the `sparc.SPARC` calculator servers as a passive client which listens to a remote i-PI-compatible server. When @@ -474,7 +475,7 @@ Based on the user scenarios, the socket communication layer can be accessed via automatically determine if it is necessary to restart the SPARC subprocess. -4. **Server Mode** +4. **Server Mode** ([Fig. 5](#fig-5-different-ways-of-using-sparcs-socket-mode) **d**) Paired with the client mode in (3), SPARC-X-API can be run as a socket server, isolated from the node that performs the @@ -499,7 +500,8 @@ Based on the user scenarios, the socket communication layer can be accessed via ### (In-progress) Controlling SPARC routines from socket interface -Our SPARC socket protocol designs allows bidirectional control of +As shown in [Fig. 4](#fig-4-overview-of-the-sparc-protocol-as-an-extension-to-the-standard-i-pi-protocol), +the SPARC socket protocol designs allows bidirectional control of internal SPARC routines. Local- or server-mode `sparc.SPARC` calculators can communicate with the SPARC binary via functions like `set_params`. This can be useful for applications like on-the-fly From 6f369dd6516d84efea46224848428b6f9bf2f1c9 Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 21 Mar 2024 17:14:34 +0800 Subject: [PATCH 13/14] Update README.md --- README.md | 11 ++++++++++- 1 file changed, 10 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index d1dc3419..cf8e4767 100644 --- a/README.md +++ b/README.md @@ -4,6 +4,15 @@ [![Unit tests](https://github.com/SPARC-X/SPARC-X-API/actions/workflows/installation_test.yml/badge.svg)](https://github.com/SPARC-X/SPARC-X-API/actions/workflows/installation_test.yml) [![JSON-API](https://raw.githubusercontent.com/SPARC-X/SPARC-X-API/badges/badges/api_version.svg)](https://raw.githubusercontent.com/SPARC-X/SPARC-X-API/badges/badges/api_version.svg) +# Table of Contents +- [Installation](#installation) +- [Setting Up Environment](#setting-up-the-environment) +- [Basic Usage](#basic-usage-of-the-python-api) +- [Advanced Usage: Socket Interface](#advanced-usage-sparc-x-api-as-a-socket-interface) +- [Troubleshooting](#troubleshooting) +- [Advanced Topics](#advanced-topics) +- [Support and Contribution](#how-to-contribute) + `SPARC-X-API` is an [ASE](https://wiki.fysik.dtu.dk/ase/)-compatible Python API for the density functional theory (DFT) code [SPARC](https://github.com/SPARC-X/SPARC). It offers: 1. ASE-compatible I/O format for SPARC files @@ -60,7 +69,7 @@ To utilize the API for drive SPARC calculations, please following the [SPARC manual](https://github.com/SPARC-X/SPARC) for compilation and installation of the SPARC DFT code itself. -## Post-installation check +### Post-installation check We recommend the users to run a simple test after installation and setup: From 5654f82ca624aa0bcf7feb290343b15aefc37bca Mon Sep 17 00:00:00 2001 From: "T.Tian" Date: Thu, 21 Mar 2024 17:18:11 +0800 Subject: [PATCH 14/14] update api scheme with socket --- doc/img/scheme_api_architecture.png | Bin 321283 -> 327945 bytes doc/img/scheme_api_architecture.svg | 1197 +-------------------------- 2 files changed, 12 insertions(+), 1185 deletions(-) diff --git a/doc/img/scheme_api_architecture.png b/doc/img/scheme_api_architecture.png index 71b13d69475ba065c1f8f6aa0099763b27a54550..4e57533411d8068b053b88998160508ee2380a4c 100644 GIT binary patch delta 90068 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