support spin #286
support spin #286
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📝 WalkthroughWalkthroughThis pull request introduces multiple formatting improvements across the codebase. Changes include converting single-line argument declarations into multi-line formats, reordering import statements, and adjusting comment spacings. New class constants for deviation metrics are added and integrated into validation checks. Additionally, two new link variables are incorporated into a report method, and a helper function ( Changes
Sequence Diagram(s)sequenceDiagram
participant Caller
participant LmpSpinTaskGroup
participant ReviseByKeys
Caller->>LmpSpinTaskGroup: set_lmp(numb_models, lmp_template_fname, plm_template_fname, revisions)
LmpSpinTaskGroup->>ReviseByKeys: revise_by_keys(lmp_lines, keys, values)
ReviseByKeys-->>LmpSpinTaskGroup: revised lmp_lines
LmpSpinTaskGroup-->>Caller: Proceed with updated lmp_lines
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Actionable comments posted: 0
🧹 Nitpick comments (12)
tests/op/test_run_dp_train.py (1)
657-658: Remove duplicated line.There appears to be a duplicated line that should be removed.
- self.assertDictEqual(jdata, self.expected_init_model_odict_v2_spin)tests/exploration/test_report_trust_levels.py (1)
103-147: Well-structured magnetic force selection test.The test correctly validates that the exploration report handles magnetic force deviation metrics similarly to how it handles force deviation metrics. The test follows the same pattern as existing tests making it consistent and maintainable.
One minor issue: the variable
all_cand_selon line 128 is defined but never used.- all_cand_sel = [(0, 6), (0, 5), (1, 8), (1, 6), (1, 0), (1, 5)]🧰 Tools
🪛 Ruff (0.8.2)
128-128: Local variable
all_cand_selis assigned to but never usedRemove assignment to unused variable
all_cand_sel(F841)
dpgen2/exploration/task/make_task_group_from_config.py (1)
213-218: Avoid using a mutabledictas default argumentUsing a mutable default (
{}) for theArgument("revisions", ...)parameter can lead to unexpected behavior if therevisionsare modified. Consider usingNoneor an immutable fallback to be safe.A possible fix:
-Argument( - "revisions", - dict, - optional=True, - default={}, - doc=doc_revisions, -) +def_revisions_default = {} +Argument( + "revisions", + dict, + optional=True, + default=def_revisions_default, + doc=doc_revisions, +)tests/exploration/test_devi_manager.py (1)
122-139: Remove extraneous 'f' prefixesThe lines at 130 and 136 use 'f' strings without placeholders, triggering lint warnings. Removing the 'f' prefix is recommended.
- f"Error: the number of frames in", + "Error: the number of frames in",🧰 Tools
🪛 Ruff (0.8.2)
130-130: f-string without any placeholders
Remove extraneous
fprefix(F541)
136-136: f-string without any placeholders
Remove extraneous
fprefix(F541)
dpgen2/exploration/task/lmp_spin_task_group.py (2)
2-2: Clean up unused importsThe imports
random,List,lmp_traj_name,plm_output_name, andmake_lmp_inputare unused, which can create confusion and bloat. Consider removing them.-import random ... -from typing import ( - List, - Optional, -) ... -from dpgen2.constants import ( - lmp_traj_name, ... - plm_output_name, -) ... -from .lmp import ( - make_lmp_input, -)Also applies to: 7-7, 14-14, 17-17, 24-24
🧰 Tools
🪛 Ruff (0.8.2)
2-2:
randomimported but unusedRemove unused import:
random(F401)
44-44: Avoid a mutabledictdefault in function signaturesHaving
revisions: dict = {}as a default argument can be risky. Consider setting the default toNone, then initializing it inside the function body to prevent shared state between calls.-def set_lmp( - self, - numb_models: int, - lmp_template_fname: str, - plm_template_fname: Optional[str] = None, - revisions: dict = {}, -) -> None: +def set_lmp( + self, + numb_models: int, + lmp_template_fname: str, + plm_template_fname: Optional[str] = None, + revisions: Optional[dict] = None, +) -> None: + if revisions is None: + revisions = {}🧰 Tools
🪛 Ruff (0.8.2)
44-44: Do not use mutable data structures for argument defaults
Replace with
None; initialize within function(B006)
dpgen2/exploration/render/traj_render_lammps.py (1)
45-52: Handle potential file reading errors.You've introduced an optional
lammps_input_fileparameter and setself.lammps_inputby reading the contents of the file. Consider catching exceptions (e.g.,FileNotFoundError) or validating the file path to avoid runtime errors if the file is missing or unreadable.+ import os if lammps_input_file is not None: + if not os.path.exists(lammps_input_file): + raise FileNotFoundError(f"{lammps_input_file} does not exist.") self.lammps_input = Path(lammps_input_file).read_text() else: self.lammps_input = Nonetests/exploration/test_lmp_spin_task_group.py (4)
9-10: Clean up unused imports.The following imports are flagged as unused by static analysis:
•typing.List
•typing.Set
•numpy
•exploration.context.dpgen2
•unittest.mock.Mock
•unittest.mock.patch
•dpgen2.constants.plm_input_name
•dpgen2.exploration.task.ExplorationStageConsider removing these to keep the file tidy and avoid confusion.
-from typing import ( - List, - Set, -) -import numpy as np -try: - from exploration.context import ( - dpgen2, - ) -except ModuleNotFoundError: - pass -from unittest.mock import ( - Mock, - patch, -) -from dpgen2.constants import ( - plm_input_name, -) -from dpgen2.exploration.task import ( - ExplorationStage, -)Also applies to: 13-13, 17-17, 23-24, 30-30, 33-33
🧰 Tools
🪛 Ruff (0.8.2)
9-9:
typing.Listimported but unusedRemove unused import
(F401)
10-10:
typing.Setimported but unusedRemove unused import
(F401)
15-21: Use contextlib.suppress for clarity.Instead of an empty
try-except ModuleNotFoundError: pass, consider usingcontextlib.suppressto make the intent clearer and reduce code nesting:-import os -import textwrap -import unittest -from pathlib import ( - Path, -) -from typing import ( - List, - Set, -) -try: - from exploration.context import ( - dpgen2, - ) -except ModuleNotFoundError: - pass +import contextlib +with contextlib.suppress(ModuleNotFoundError): + from exploration.context import dpgen2🧰 Tools
🪛 Ruff (0.8.2)
15-21: Use
contextlib.suppress(ModuleNotFoundError)instead oftry-except-pass(SIM105)
17-17:
exploration.context.dpgen2imported but unused; consider usingimportlib.util.find_specto test for availability(F401)
193-193: Use enumerate for loop index.Replacing manual index tracking with
enumeratecan make the loop more readable and less error-prone:- idx = 0 - for cc, ii, jj, kk in itertools.product(...): - ... - idx += 1 + for idx, (cc, ii, jj, kk) in enumerate(itertools.product(...)): + ...🧰 Tools
🪛 Ruff (0.8.2)
193-193: Use
enumerate()for index variableidxinforloop(SIM113)
218-218: Use enumerate for loop index.Same suggestion here: use
enumerateto handle indexing in your loop.🧰 Tools
🪛 Ruff (0.8.2)
218-218: Use
enumerate()for index variableidxinforloop(SIM113)
dpgen2/exploration/report/report_trust_levels_base.py (1)
247-254: Consider using non-Yoda conditionals for better readabilityThe consistency checks use Yoda conditions (
0 == len(...)) which can be rewritten for better readability.- assert 0 == len(accu & cand) - assert 0 == len(accu & fail) - assert 0 == len(cand & fail) + assert len(accu & cand) == 0 + assert len(accu & fail) == 0 + assert len(accu & fail) == 0
📜 Review details
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Review profile: CHILL
Plan: Pro
📒 Files selected for processing (31)
dpgen2/entrypoint/args.py(2 hunks)dpgen2/entrypoint/submit.py(3 hunks)dpgen2/exploration/deviation/deviation_manager.py(3 hunks)dpgen2/exploration/deviation/deviation_std.py(1 hunks)dpgen2/exploration/render/traj_render_lammps.py(3 hunks)dpgen2/exploration/report/report_adaptive_lower.py(13 hunks)dpgen2/exploration/report/report_trust_levels_base.py(9 hunks)dpgen2/exploration/report/report_trust_levels_max.py(1 hunks)dpgen2/exploration/task/__init__.py(1 hunks)dpgen2/exploration/task/lmp_spin_task_group.py(1 hunks)dpgen2/exploration/task/make_task_group_from_config.py(4 hunks)dpgen2/op/run_dp_train.py(3 hunks)tests/exploration/test_devi_manager.py(4 hunks)tests/exploration/test_lmp_spin_task_group.py(1 hunks)tests/exploration/test_report_adaptive_lower.py(2 hunks)tests/exploration/test_report_trust_levels.py(2 hunks)tests/op/test_run_dp_train.py(3 hunks)dpgen2/entrypoint/args.py(1 hunks)dpgen2/entrypoint/submit.py(3 hunks)dpgen2/exploration/render/traj_render_lammps.py(3 hunks)dpgen2/exploration/report/report_adaptive_lower.py(5 hunks)dpgen2/exploration/report/report_trust_levels_base.py(2 hunks)dpgen2/exploration/task/__init__.py(1 hunks)dpgen2/exploration/task/lmp_spin_task_group.py(2 hunks)dpgen2/exploration/task/make_task_group_from_config.py(3 hunks)dpgen2/op/run_dp_train.py(1 hunks)tests/exploration/test_devi_manager.py(2 hunks)tests/exploration/test_lmp_spin_task_group.py(3 hunks)tests/exploration/test_report_adaptive_lower.py(2 hunks)tests/exploration/test_report_trust_levels.py(3 hunks)tests/op/test_run_dp_train.py(3 hunks)
🧰 Additional context used
🪛 Ruff (0.8.2)
dpgen2/exploration/task/__init__.py
17-17: .lmp_template_task_group.LmpTemplateTaskGroup imported but unused; consider removing, adding to __all__, or using a redundant alias
(F401)
17-17: .lmp_template_task_group.LmpTemplateTaskGroup imported but unused; consider removing, adding to __all__, or using a redundant alias
(F401)
dpgen2/entrypoint/submit.py
85-85: dpgen2.exploration.task.LmpTemplateTaskGroup imported but unused
Remove unused import
(F401)
85-85: dpgen2.exploration.task.LmpTemplateTaskGroup imported but unused
Remove unused import
(F401)
dpgen2/exploration/report/report_trust_levels_base.py
255-255: Yoda condition detected
Rewrite as len(accu & cand) == 0
(SIM300)
256-256: Yoda condition detected
Rewrite as len(accu & fail) == 0
(SIM300)
257-257: Yoda condition detected
Rewrite as len(cand & fail) == 0
(SIM300)
255-255: Yoda condition detected
Rewrite as len(accu & cand) == 0
(SIM300)
256-256: Yoda condition detected
Rewrite as len(accu & fail) == 0
(SIM300)
257-257: Yoda condition detected
Rewrite as len(cand & fail) == 0
(SIM300)
dpgen2/exploration/task/lmp_spin_task_group.py
44-44: Do not use mutable data structures for argument defaults
Replace with None; initialize within function
(B006)
2-2: random imported but unused
Remove unused import: random
(F401)
7-7: typing.List imported but unused
Remove unused import: typing.List
(F401)
14-14: dpgen2.constants.lmp_traj_name imported but unused
Remove unused import
(F401)
17-17: dpgen2.constants.plm_output_name imported but unused
Remove unused import
(F401)
24-24: .lmp.make_lmp_input imported but unused
Remove unused import: .lmp.make_lmp_input
(F401)
44-44: Do not use mutable data structures for argument defaults
Replace with None; initialize within function
(B006)
tests/exploration/test_report_trust_levels.py
128-128: Local variable all_cand_sel is assigned to but never used
Remove assignment to unused variable all_cand_sel
(F841)
tests/exploration/test_lmp_spin_task_group.py
9-9: typing.List imported but unused
Remove unused import
(F401)
10-10: typing.Set imported but unused
Remove unused import
(F401)
13-13: numpy imported but unused
Remove unused import: numpy
(F401)
15-21: Use contextlib.suppress(ModuleNotFoundError) instead of try-except-pass
(SIM105)
17-17: exploration.context.dpgen2 imported but unused; consider using importlib.util.find_spec to test for availability
(F401)
23-23: unittest.mock.Mock imported but unused
Remove unused import
(F401)
24-24: unittest.mock.patch imported but unused
Remove unused import
(F401)
30-30: dpgen2.constants.plm_input_name imported but unused
Remove unused import: dpgen2.constants.plm_input_name
(F401)
33-33: dpgen2.exploration.task.ExplorationStage imported but unused
Remove unused import: dpgen2.exploration.task.ExplorationStage
(F401)
193-193: Use enumerate() for index variable idx in for loop
(SIM113)
218-218: Use enumerate() for index variable idx in for loop
(SIM113)
tests/exploration/test_devi_manager.py
130-130: f-string without any placeholders
Remove extraneous f prefix
(F541)
136-136: f-string without any placeholders
Remove extraneous f prefix
(F541)
🔇 Additional comments (44)
dpgen2/exploration/task/__init__.py (1)
16-18:✅ Verification successful
Resolve unused import warning.
The import
LmpTemplateTaskGroupis flagged as unused by static analysis. This import appears to be part of the infrastructure needed for the new spin support functionality since the PR mentions "lmp-spin" is similar to existing "lmp-template".
🏁 Script executed:
#!/bin/bash # Check if LmpTemplateTaskGroup is used elsewhere in the codebase rg "LmpTemplateTaskGroup" --type py | grep -v "__init__.py"Length of output: 2890
Review Verified: Retain 'LmpTemplateTaskGroup' Import
Our verification confirms that the
LmpTemplateTaskGroupimport is indeed used (in tests and core modules such asdpgen2/entrypoint/submit.pyand others). Although static analysis flags it as unused within the package files, its usage in the test suite and its role as part of the public API for the new spin support functionality justify keeping the import. If the static analyzer continues to complain, consider adding an inline suppression comment to document its intentional usage.🧰 Tools
🪛 Ruff (0.8.2)
17-17:
.lmp_template_task_group.LmpTemplateTaskGroupimported but unused; consider removing, adding to__all__, or using a redundant alias(F401)
dpgen2/op/run_dp_train.py (1)
525-525: Simplified documentation string format.The documentation string for the
spinparameter has been simplified from multi-line to single-line format, which is appropriate for this short description.dpgen2/exploration/deviation/deviation_manager.py (3)
22-24: Good addition of magnetic force deviation metrics.These new class constants for magnetic force deviation (MF) align with the PR objective to include magnetic force as a judgment index. They follow the same naming pattern as existing constants.
38-40: Proper validation for new metrics.The new magnetic force deviation constants are correctly added to the validation check in
_check_namemethod.
73-75: Updated documentation to include new metrics.The docstring for the
getmethod is appropriately updated to include the new magnetic force deviation metrics in the list of valid deviation names.dpgen2/entrypoint/args.py (2)
215-215: Clear documentation for new parameter.The documentation string clearly explains the purpose of the new
lammps_input_fileparameter, indicating it will be passed to dpdata to parse LAMMPS dump files in spin jobs.
263-265: Well-implemented parameter addition.The new parameter is correctly implemented as an optional string argument with proper documentation. This addition aligns with the PR objective to add a LAMMPS input file option to support reading spin information.
dpgen2/exploration/deviation/deviation_std.py (1)
68-70: Good addition of magnetic force deviation constants.The addition of these three constants (MAX_DEVI_MF, MIN_DEVI_MF, AVG_DEVI_MF) to the model_devi_names tuple properly extends the validation checks to support magnetic force deviations in the DeviManagerStd class.
dpgen2/exploration/report/report_trust_levels_max.py (2)
112-115: Good addition of magnetic force links.The addition of level_mf_hi_link and level_mf_lo_link variables correctly follows the existing pattern for creating documentation links.
117-117: Documentation properly updated to include magnetic force model deviation.The return statement has been appropriately extended to include references to magnetic force model deviation thresholds, which aligns with the PR objective of including magnetic force as a judgment index.
tests/op/test_run_dp_train.py (3)
90-102: Good addition of spin configuration.The spin configuration is correctly defined with appropriate parameters, including the essential
init_model_start_pref_fmparameter required for magnetic force loss calculation.
181-209: Well-structured expected output dictionary for spin models.The expected output dictionary for spin models is correctly structured with appropriate loss parameters including
start_pref_frandstart_pref_fminstead of juststart_pref_f.
590-653: Good implementation of spin model test.The test method properly validates the spin training configuration by:
- Setting up a test with spin-specific parameters
- Verifying proper script generation with magnetic force loss parameters
- Confirming correct model initialization with the expected parameters
This test appropriately covers the PR objective of supporting spin in the training configuration.
tests/exploration/test_report_trust_levels.py (1)
39-41: Good addition of magnetic force tests.The new test methods are properly added to the existing test suite, ensuring that both random and max selection strategies are tested with magnetic force deviation.
dpgen2/exploration/task/make_task_group_from_config.py (1)
25-27: Skip the false positive about 'unused import'Although the static analysis hints at removing
LmpTemplateTaskGroup, it is indeed referenced within this file (e.g., for"lmp-template"), so please retain it.dpgen2/entrypoint/submit.py (1)
85-85: Newly introducedLmpSpinTaskGrouplooks goodThis addition is used by
"lmp-spin"in the downstream logic and appears functionally consistent.🧰 Tools
🪛 Ruff (0.8.2)
85-85:
dpgen2.exploration.task.LmpTemplateTaskGroupimported but unusedRemove unused import
(F401)
tests/exploration/test_devi_manager.py (4)
34-35: Confirmed test coverage forMIN_DEVI_MFThese new lines accurately verify that
MIN_DEVI_MFdefaults to[None, None], matching expected behavior.
40-41: Post-clear behavior confirmedVerifying that the list is empty after
clear()is a solid addition to ensure reliability.
77-77: Extended coverage withMAX_DEVI_MFAdding this extra assertion broadens test coverage for the new deviation metric.
88-93: Assertion checks for mismatch scenariosThese additional checks help validate error conditions when
model_devi.getis called with incorrect frames, improving robustness.dpgen2/exploration/render/traj_render_lammps.py (3)
82-86: Looks good for managing MF columns.The conditional check for
dd.shape[1] >= 10properly guards against out-of-bounds access when adding magnetic force deviations tomodel_devi.
130-134: Good handling of the optional input file.Writing the LAMMPS input data to
"lammps_input.in"whenself.lammps_inputis notNonealigns well with the newly introducedlammps_input_filelogic. No concerns here.
141-142: Clear inline documentation for spin usage.The inline comment and updated instantiation of
dpdata.Systemwithinput_file=lammps_input_fileillustrate how the spin data is processed. This is consistent with the new spin job requirements.tests/exploration/test_lmp_spin_task_group.py (1)
1-220: Overall test coverage looks solid for spin tasks.This new test suite thoroughly checks the spin template generation and revision logic, helping ensure correctness for different revision parameters and configurations.
🧰 Tools
🪛 Ruff (0.8.2)
9-9:
typing.Listimported but unusedRemove unused import
(F401)
10-10:
typing.Setimported but unusedRemove unused import
(F401)
13-13:
numpyimported but unusedRemove unused import:
numpy(F401)
15-21: Use
contextlib.suppress(ModuleNotFoundError)instead oftry-except-pass(SIM105)
17-17:
exploration.context.dpgen2imported but unused; consider usingimportlib.util.find_specto test for availability(F401)
23-23:
unittest.mock.Mockimported but unusedRemove unused import
(F401)
24-24:
unittest.mock.patchimported but unusedRemove unused import
(F401)
30-30:
dpgen2.constants.plm_input_nameimported but unusedRemove unused import:
dpgen2.constants.plm_input_name(F401)
33-33:
dpgen2.exploration.task.ExplorationStageimported but unusedRemove unused import:
dpgen2.exploration.task.ExplorationStage(F401)
193-193: Use
enumerate()for index variableidxinforloop(SIM113)
218-218: Use
enumerate()for index variableidxinforloop(SIM113)
tests/exploration/test_report_adaptive_lower.py (2)
299-368: Comprehensive test for MF deviation handling.The
test_mfmethod thoroughly verifies how magnetic force deviations are recorded, with sensible checks for candidate, accurate, and failed sets. The convergence logic is also well-covered.
369-439: Good addition of combined V + MF tests.Testing both virial and magnetic force deviation paths in
test_v_mfensures consistent coverage for multi-deviation scenarios, reflecting real usage patterns.dpgen2/exploration/report/report_adaptive_lower.py (7)
30-31: Well-documented MF parameters.Your docstring expansions and parameter definitions for
level_mf_hi,numb_candi_mf, andrate_candi_mfare clear, ensuring users understand how magnetic force fits into the adaptive-lower logic.Also applies to: 35-41, 64-71
90-90: Initialization logic for MF is consistent.Setting
has_mfand defaulting to maximum float values if MF is not provided mirrors the existing pattern for virial. This maintains internal consistency.Also applies to: 93-95, 102-102, 114-118
128-129: Extended printing format for MF.Appending
mf_loandmf_hito the print tuple and spacing arrays is consistent with how forces and virials are handled.Also applies to: 148-154
268-268: Appropriate references to MF in record method.Including MF in the arrays and adding the new column from
DeviManager.MAX_DEVI_MFensures that the final candidate sets properly account for MF.Also applies to: 272-272, 278-278, 281-283, 286-286
308-308: Clear handling of MF candidates and trust levels.Adjusting
level_mf_loand the logic fornumb_candi_mfparallels force/virial blocks. It's good to see consistent checks for empty sets.Also applies to: 313-315, 323-329, 339-344
345-356: Properly flags frames exceeding MF thresholds.The
_record_one_trajmethod integrates MF checks alongside force and virial, systematically marking frames as failed if any exceed the high threshold.Also applies to: 357-364
425-429: MF convergence logic is correctly integrated.Including
level_mf_loin the_sequence_convmethod ensures that the magnetic force trust levels also factor into the ultimate convergence determination.Also applies to: 442-446
dpgen2/exploration/report/report_trust_levels_base.py (11)
34-35: Good implementation of magnetic force level parametersThe addition of magnetic force level parameters (
level_mf_loandlevel_mf_hi) is well-implemented, with proper initialization and a flag to track if both parameters are set. This aligns with the PR objective to include magnetic force as a judgment index.Also applies to: 42-43, 47-47
67-72: Clean extension of the print formatThe conditional logic for including magnetic force levels in the output follows the same pattern as for virial levels, maintaining code consistency.
89-114: Well-documented parameter additionsThe new magnetic force level parameters are properly documented with clear descriptions and follow the same pattern as existing parameters. The formatting of the argument declarations is consistent with the project style.
141-141: Proper integration of magnetic force deviation dataThe magnetic force model deviation data is correctly retrieved and processed using the same pattern as force and virial deviations, ensuring consistent handling across all deviation types.
Also applies to: 150-152
160-162: Consistent parameter updatesThe additional parameters for the
_record_one_trajmethod call correctly pass the magnetic force indexes, maintaining compatibility with the updated method signature.
207-209: Method signature properly extendedThe
_record_one_trajmethod signature has been updated to include parameters for magnetic force indexes, following the same pattern as existing parameters.
220-223: Good error checking for magnetic force dataThe implementation correctly handles the case when magnetic force data is not available, following the same pattern as for virial data.
229-233: Thorough validation of frame countsThe validation of frame counts for magnetic force data ensures data consistency, mirroring the existing validation for virial data.
242-244: Consistent set operations for magnetic forceThe set operations for magnetic force follow the same pattern as for force and virial, maintaining code consistency.
256-258: Clean integration of magnetic force in set operationsThe set operations to determine accurate, failed, and candidate frames now correctly incorporate magnetic force data alongside force and virial data, ensuring comprehensive evaluation.
🧰 Tools
🪛 Ruff (0.8.2)
256-256: Yoda condition detected
Rewrite as
len(accu & fail) == 0(SIM300)
257-257: Yoda condition detected
Rewrite as
len(cand & fail) == 0(SIM300)
329-334: Consistent output formattingThe conditional inclusion of magnetic force levels in the printed output follows the same pattern as for virial levels, maintaining formatting consistency.
Codecov ReportAttention: Patch coverage is
Additional details and impacted files@@ Coverage Diff @@
## master #286 +/- ##
==========================================
+ Coverage 84.32% 84.37% +0.04%
==========================================
Files 104 105 +1
Lines 6030 6195 +165
==========================================
+ Hits 5085 5227 +142
- Misses 945 968 +23 ☔ View full report in Codecov by Sentry. 🚀 New features to boost your workflow:
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let me remove the UT under py3.7 |
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see #287. please merge with master. |
Support the spin job:
For a spin job, most of the contents of the submit config file are same as a normal job, except for:
A lammps template file may be like:
Need replace "SEED" to a random number, the command may be like:"a=$RANDOM && sed -i "s/SEED/$a/g" in.lammps"
Summary by CodeRabbit
New Features
Documentation