forked from lijiext/lammps
fix typo
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@ -356,7 +356,7 @@ to the screen and log file. Note that since the LAMMPS print command
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itself takes a string in quotes as its argument, the Python string
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must be delimited with a different style of quotes.
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The :doc:`Pytnon library <Python_library>` doc page describes the syntax
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The :doc:`Python library <Python_library>` doc page describes the syntax
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for how Python wraps the various functions included in the LAMMPS
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library interface.
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@ -1,498 +0,0 @@
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"LAMMPS WWW Site"_lws - "LAMMPS Documentation"_ld - "LAMMPS Commands"_lc :c
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:link(lws,http://lammps.sandia.gov)
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:link(ld,Manual.html)
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:link(lc,Commands_all.html)
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:line
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python command :h3
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[Syntax:]
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python func keyword args ... :pre
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func = name of Python function :ulb,l
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one or more keyword/args pairs must be appended :l
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keyword = {invoke} or {input} or {return} or {format} or {length} or {file} or {here} or {exists} or {source}
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{invoke} arg = none = invoke the previously defined Python function
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{input} args = N i1 i2 ... iN
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N = # of inputs to function
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i1,...,iN = value, SELF, or LAMMPS variable name
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value = integer number, floating point number, or string
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SELF = reference to LAMMPS itself which can be accessed by Python function
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variable = v_name, where name = name of LAMMPS variable, e.g. v_abc
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{return} arg = varReturn
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varReturn = v_name = LAMMPS variable name which return value of function will be assigned to
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{format} arg = fstring with M characters
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M = N if no return value, where N = # of inputs
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M = N+1 if there is a return value
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fstring = each character (i,f,s,p) corresponds in order to an input or return value
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'i' = integer, 'f' = floating point, 's' = string, 'p' = SELF
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{length} arg = Nlen
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Nlen = max length of string returned from Python function
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{file} arg = filename
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filename = file of Python code, which defines func
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{here} arg = inline
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inline = one or more lines of Python code which defines func
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must be a single argument, typically enclosed between triple quotes
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{exists} arg = none = Python code has been loaded by previous python command
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{source} arg = {filename} or {inline}
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filename = file of Python code which will be executed immediately
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inline = one or more lines of Python code which will be executed immediately
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must be a single argument, typically enclosed between triple quotes
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:pre
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:ule
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[Examples:]
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python pForce input 2 v_x 20.0 return v_f format fff file force.py
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python pForce invoke :pre
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python factorial input 1 myN return v_fac format ii here """
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def factorial(n):
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if n == 1: return n
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return n * factorial(n-1)
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""" :pre
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python loop input 1 SELF return v_value format pf here """
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def loop(lmpptr,N,cut0):
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from lammps import lammps
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lmp = lammps(ptr=lmpptr) :pre
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# loop N times, increasing cutoff each time :pre
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for i in range(N):
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cut = cut0 + i*0.1
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lmp.set_variable("cut",cut) # set a variable in LAMMPS
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lmp.command("pair_style lj/cut $\{cut\}") # LAMMPS commands
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lmp.command("pair_coeff * * 1.0 1.0")
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lmp.command("run 100")
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""" :pre
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[Description:]
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Define a Python function or execute a previously defined function or
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execute some arbitrary python code.
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Arguments, including LAMMPS variables, can be passed to the function
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from the LAMMPS input script and a value returned by the Python
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function to a LAMMPS variable. The Python code for the function can
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be included directly in the input script or in a separate Python file.
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The function can be standard Python code or it can make "callbacks" to
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LAMMPS through its library interface to query or set internal values
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within LAMMPS. This is a powerful mechanism for performing complex
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operations in a LAMMPS input script that are not possible with the
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simple input script and variable syntax which LAMMPS defines. Thus
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your input script can operate more like a true programming language.
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Use of this command requires building LAMMPS with the PYTHON package
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which links to the Python library so that the Python interpreter is
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embedded in LAMMPS. More details about this process are given below.
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There are two ways to invoke a Python function once it has been
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defined. One is using the {invoke} keyword. The other is to assign
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the function to a "python-style variable"_variable.html defined in
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your input script. Whenever the variable is evaluated, it will
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execute the Python function to assign a value to the variable. Note
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that variables can be evaluated in many different ways within LAMMPS.
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They can be substituted for directly in an input script. Or they can
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be passed to various commands as arguments, so that the variable is
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evaluated during a simulation run.
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A broader overview of how Python can be used with LAMMPS is given on
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the "Python"_Python_head.html doc page. There is an examples/python
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directory which illustrates use of the python command.
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:line
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The {func} setting specifies the name of the Python function. The
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code for the function is defined using the {file} or {here} keywords
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as explained below. In case of the {source} keyword, the name of
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the function is ignored.
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If the {invoke} keyword is used, no other keywords can be used, and a
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previous python command must have defined the Python function
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referenced by this command. This invokes the Python function with the
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previously defined arguments and return value processed as explained
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below. You can invoke the function as many times as you wish in your
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input script.
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If the {source} keyword is used, no other keywords can be used.
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The argument can be a filename or a string with python commands,
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either on a single line enclosed in quotes, or as multiple lines
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enclosed in triple quotes. These python commands will be passed
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to the python interpreter and executed immediately without registering
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a python function for future execution.
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The {input} keyword defines how many arguments {N} the Python function
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expects. If it takes no arguments, then the {input} keyword should
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not be used. Each argument can be specified directly as a value,
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e.g. 6 or 3.14159 or abc (a string of characters). The type of each
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argument is specified by the {format} keyword as explained below, so
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that Python will know how to interpret the value. If the word SELF is
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used for an argument it has a special meaning. A pointer is passed to
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the Python function which it converts into a reference to LAMMPS
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itself. This enables the function to call back to LAMMPS through its
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library interface as explained below. This allows the Python function
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to query or set values internal to LAMMPS which can affect the
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subsequent execution of the input script. A LAMMPS variable can also
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be used as an argument, specified as v_name, where "name" is the name
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of the variable. Any style of LAMMPS variable can be used, as defined
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by the "variable"_variable.html command. Each time the Python
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function is invoked, the LAMMPS variable is evaluated and its value is
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passed to the Python function.
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The {return} keyword is only needed if the Python function returns a
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value. The specified {varReturn} must be of the form v_name, where
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"name" is the name of a python-style LAMMPS variable, defined by the
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"variable"_variable.html command. The Python function can return a
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numeric or string value, as specified by the {format} keyword.
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As explained on the "variable"_variable.html doc page, the definition
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of a python-style variable associates a Python function name with the
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variable. This must match the {func} setting for this command. For
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example these two commands would be self-consistent:
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variable foo python myMultiply
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python myMultiply return v_foo format f file funcs.py :pre
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The two commands can appear in either order in the input script so
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long as both are specified before the Python function is invoked for
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the first time.
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The {format} keyword must be used if the {input} or {return} keyword
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is used. It defines an {fstring} with M characters, where M = sum of
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number of inputs and outputs. The order of characters corresponds to
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the N inputs, followed by the return value (if it exists). Each
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character must be one of the following: "i" for integer, "f" for
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floating point, "s" for string, or "p" for SELF. Each character
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defines the type of the corresponding input or output value of the
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Python function and affects the type conversion that is performed
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internally as data is passed back and forth between LAMMPS and Python.
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Note that it is permissible to use a "python-style
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variable"_variable.html in a LAMMPS command that allows for an
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equal-style variable as an argument, but only if the output of the
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Python function is flagged as a numeric value ("i" or "f") via the
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{format} keyword.
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If the {return} keyword is used and the {format} keyword specifies the
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output as a string, then the default maximum length of that string is
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63 characters (64-1 for the string terminator). If you want to return
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a longer string, the {length} keyword can be specified with its {Nlen}
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value set to a larger number (the code allocates space for Nlen+1 to
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include the string terminator). If the Python function generates a
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string longer than the default 63 or the specified {Nlen}, it will be
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truncated.
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:line
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Either the {file}, {here}, or {exists} keyword must be used, but only
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one of them. These keywords specify what Python code to load into the
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Python interpreter. The {file} keyword gives the name of a file,
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which should end with a ".py" suffix, which contains Python code. The
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code will be immediately loaded into and run in the "main" module of
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the Python interpreter. Note that Python code which contains a
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function definition does not "execute" the function when it is run; it
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simply defines the function so that it can be invoked later.
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The {here} keyword does the same thing, except that the Python code
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follows as a single argument to the {here} keyword. This can be done
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using triple quotes as delimiters, as in the examples above. This
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allows Python code to be listed verbatim in your input script, with
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proper indentation, blank lines, and comments, as desired. See the
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"Commands parse"_Commands_parse.html doc page, for an explanation of
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how triple quotes can be used as part of input script syntax.
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The {exists} keyword takes no argument. It means that Python code
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containing the required Python function defined by the {func} setting,
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is assumed to have been previously loaded by another python command.
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Note that the Python code that is loaded and run must contain a
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function with the specified {func} name. To operate properly when
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later invoked, the function code must match the {input} and
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{return} and {format} keywords specified by the python command.
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Otherwise Python will generate an error.
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:line
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This section describes how Python code can be written to work with
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LAMMPS.
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Whether you load Python code from a file or directly from your input
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script, via the {file} and {here} keywords, the code can be identical.
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It must be indented properly as Python requires. It can contain
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comments or blank lines. If the code is in your input script, it
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cannot however contain triple-quoted Python strings, since that will
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conflict with the triple-quote parsing that the LAMMPS input script
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performs.
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All the Python code you specify via one or more python commands is
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loaded into the Python "main" module, i.e. __main__. The code can
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define global variables or statements that are outside of function
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definitions. It can contain multiple functions, only one of which
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matches the {func} setting in the python command. This means you can
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use the {file} keyword once to load several functions, and the
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{exists} keyword thereafter in subsequent python commands to access
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the other functions previously loaded.
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A Python function you define (or more generally, the code you load)
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can import other Python modules or classes, it can make calls to other
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system functions or functions you define, and it can access or modify
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global variables (in the "main" module) which will persist between
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successive function calls. The latter can be useful, for example, to
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prevent a function from being invoke multiple times per timestep by
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different commands in a LAMMPS input script that access the returned
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python-style variable associated with the function. For example,
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consider this function loaded with two global variables defined
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outside the function:
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nsteplast = -1
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nvaluelast = 0 :pre
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def expensive(nstep):
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global nsteplast,nvaluelast
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if nstep == nsteplast: return nvaluelast
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nsteplast = nstep
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# perform complicated calculation
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nvalue = ...
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nvaluelast = nvalue
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return nvalue :pre
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Nsteplast stores the previous timestep the function was invoked
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(passed as an argument to the function). Nvaluelast stores the return
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value computed on the last function invocation. If the function is
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invoked again on the same timestep, the previous value is simply
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returned, without re-computing it. The "global" statement inside the
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Python function allows it to overwrite the global variables.
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Note that if you load Python code multiple times (via multiple python
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commands), you can overwrite previously loaded variables and functions
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if you are not careful. E.g. if the code above were loaded twice, the
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global variables would be re-initialized, which might not be what you
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want. Likewise, if a function with the same name exists in two chunks
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of Python code you load, the function loaded second will override the
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function loaded first.
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It's important to realize that if you are running LAMMPS in parallel,
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each MPI task will load the Python interpreter and execute a local
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copy of the Python function(s) you define. There is no connection
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between the Python interpreters running on different processors.
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This implies three important things.
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First, if you put a print statement in your Python function, you will
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see P copies of the output, when running on P processors. If the
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prints occur at (nearly) the same time, the P copies of the output may
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be mixed together. Welcome to the world of parallel programming and
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debugging.
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Second, if your Python code loads modules that are not pre-loaded by
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the Python library, then it will load the module from disk. This may
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be a bottleneck if 1000s of processors try to load a module at the
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same time. On some large supercomputers, loading of modules from disk
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by Python may be disabled. In this case you would need to pre-build a
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Python library that has the required modules pre-loaded and link
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LAMMPS with that library.
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Third, if your Python code calls back to LAMMPS (discussed in the
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next section) and causes LAMMPS to perform an MPI operation requires
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global communication (e.g. via MPI_Allreduce), such as computing the
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global temperature of the system, then you must insure all your Python
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functions (running independently on different processors) call back to
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LAMMPS. Otherwise the code may hang.
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:line
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Your Python function can "call back" to LAMMPS through its
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library interface, if you use the SELF input to pass Python
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a pointer to LAMMPS. The mechanism for doing this in your
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Python function is as follows:
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def foo(lmpptr,...):
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from lammps import lammps
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lmp = lammps(ptr=lmpptr)
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lmp.command('print "Hello from inside Python"')
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... :pre
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The function definition must include a variable (lmpptr in this case)
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which corresponds to SELF in the python command. The first line of
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the function imports the Python module lammps.py in the python dir of
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the distribution. The second line creates a Python object "lmp" which
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wraps the instance of LAMMPS that called the function. The
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"ptr=lmpptr" argument is what makes that happen. The third line
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invokes the command() function in the LAMMPS library interface. It
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takes a single string argument which is a LAMMPS input script command
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for LAMMPS to execute, the same as if it appeared in your input
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script. In this case, LAMMPS should output
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|
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Hello from inside Python :pre
|
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|
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to the screen and log file. Note that since the LAMMPS print command
|
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itself takes a string in quotes as its argument, the Python string
|
||||
must be delimited with a different style of quotes.
|
||||
|
||||
The "Pytnon library"_Python_library.html doc page describes the syntax
|
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for how Python wraps the various functions included in the LAMMPS
|
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library interface.
|
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|
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A more interesting example is in the examples/python/in.python script
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which loads and runs the following function from examples/python/funcs.py:
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def loop(N,cut0,thresh,lmpptr):
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print "LOOP ARGS",N,cut0,thresh,lmpptr
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from lammps import lammps
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lmp = lammps(ptr=lmpptr)
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natoms = lmp.get_natoms() :pre
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for i in range(N):
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cut = cut0 + i*0.1 :pre
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lmp.set_variable("cut",cut) # set a variable in LAMMPS
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lmp.command("pair_style lj/cut $\{cut\}") # LAMMPS command
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#lmp.command("pair_style lj/cut %d" % cut) # LAMMPS command option :pre
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lmp.command("pair_coeff * * 1.0 1.0") # ditto
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lmp.command("run 10") # ditto
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pe = lmp.extract_compute("thermo_pe",0,0) # extract total PE from LAMMPS
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print "PE",pe/natoms,thresh
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if pe/natoms < thresh: return :pre
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with these input script commands:
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python loop input 4 10 1.0 -4.0 SELF format iffp file funcs.py
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python loop invoke :pre
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This has the effect of looping over a series of 10 short runs (10
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timesteps each) where the pair style cutoff is increased from a value
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of 1.0 in distance units, in increments of 0.1. The looping stops
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when the per-atom potential energy falls below a threshold of -4.0 in
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energy units. More generally, Python can be used to implement a loop
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with complex logic, much more so than can be created using the LAMMPS
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"jump"_jump.html and "if"_if.html commands.
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Several LAMMPS library functions are called from the loop function.
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Get_natoms() returns the number of atoms in the simulation, so that it
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can be used to normalize the potential energy that is returned by
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extract_compute() for the "thermo_pe" compute that is defined by
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default for LAMMPS thermodynamic output. Set_variable() sets the
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value of a string variable defined in LAMMPS. This library function
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is a useful way for a Python function to return multiple values to
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LAMMPS, more than the single value that can be passed back via a
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return statement. This cutoff value in the "cut" variable is then
|
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substituted (by LAMMPS) in the pair_style command that is executed
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next. Alternatively, the "LAMMPS command option" line could be used
|
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in place of the 2 preceding lines, to have Python insert the value
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into the LAMMPS command string.
|
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|
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NOTE: When using the callback mechanism just described, recognize that
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there are some operations you should not attempt because LAMMPS cannot
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execute them correctly. If the Python function is invoked between
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runs in the LAMMPS input script, then it should be OK to invoke any
|
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LAMMPS input script command via the library interface command() or
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file() functions, so long as the command would work if it were
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executed in the LAMMPS input script directly at the same point.
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|
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However, a Python function can also be invoked during a run, whenever
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an associated LAMMPS variable it is assigned to is evaluated. If the
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variable is an input argument to another LAMMPS command (e.g. "fix
|
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setforce"_fix_setforce.html), then the Python function will be invoked
|
||||
inside the class for that command, in one of its methods that is
|
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invoked in the middle of a timestep. You cannot execute arbitrary
|
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input script commands from the Python function (again, via the
|
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command() or file() functions) at that point in the run and expect it
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to work. Other library functions such as those that invoke computes
|
||||
or other variables may have hidden side effects as well. In these
|
||||
cases, LAMMPS has no simple way to check that something illogical is
|
||||
being attempted.
|
||||
|
||||
The same applies to Python functions called during a simulation run at
|
||||
each time step using "fix python/invoke"_fix_python_invoke.html.
|
||||
|
||||
:line
|
||||
|
||||
If you run Python code directly on your workstation, either
|
||||
interactively or by using Python to launch a Python script stored in a
|
||||
file, and your code has an error, you will typically see informative
|
||||
error messages. That is not the case when you run Python code from
|
||||
LAMMPS using an embedded Python interpreter. The code will typically
|
||||
fail silently. LAMMPS will catch some errors but cannot tell you
|
||||
where in the Python code the problem occurred. For example, if the
|
||||
Python code cannot be loaded and run because it has syntax or other
|
||||
logic errors, you may get an error from Python pointing to the
|
||||
offending line, or you may get one of these generic errors from
|
||||
LAMMPS:
|
||||
|
||||
Could not process Python file
|
||||
Could not process Python string :pre
|
||||
|
||||
When the Python function is invoked, if it does not return properly,
|
||||
you will typically get this generic error from LAMMPS:
|
||||
|
||||
Python function evaluation failed :pre
|
||||
|
||||
Here are three suggestions for debugging your Python code while
|
||||
running it under LAMMPS.
|
||||
|
||||
First, don't run it under LAMMPS, at least to start with! Debug it
|
||||
using plain Python. Load and invoke your function, pass it arguments,
|
||||
check return values, etc.
|
||||
|
||||
Second, add Python print statements to the function to check how far
|
||||
it gets and intermediate values it calculates. See the discussion
|
||||
above about printing from Python when running in parallel.
|
||||
|
||||
Third, use Python exception handling. For example, say this statement
|
||||
in your Python function is failing, because you have not initialized the
|
||||
variable foo:
|
||||
|
||||
foo += 1 :pre
|
||||
|
||||
If you put one (or more) statements inside a "try" statement,
|
||||
like this:
|
||||
|
||||
import exceptions
|
||||
print "Inside simple function"
|
||||
try:
|
||||
foo += 1 # one or more statements here
|
||||
except Exception, e:
|
||||
print "FOO error:",e :pre
|
||||
|
||||
then you will get this message printed to the screen:
|
||||
|
||||
FOO error: local variable 'foo' referenced before assignment :pre
|
||||
|
||||
If there is no error in the try statements, then nothing is printed.
|
||||
Either way the function continues on (unless you put a return or
|
||||
sys.exit() in the except clause).
|
||||
|
||||
:line
|
||||
|
||||
[Restrictions:]
|
||||
|
||||
This command is part of the PYTHON package. It is only enabled if
|
||||
LAMMPS was built with that package. See the "Build
|
||||
package"_Build_package.html doc page for more info.
|
||||
|
||||
Building LAMMPS with the PYTHON package will link LAMMPS with the
|
||||
Python library on your system. Settings to enable this are in the
|
||||
lib/python/Makefile.lammps file. See the lib/python/README file for
|
||||
information on those settings.
|
||||
|
||||
If you use Python code which calls back to LAMMPS, via the SELF input
|
||||
argument explained above, there is an extra step required when
|
||||
building LAMMPS. LAMMPS must also be built as a shared library and
|
||||
your Python function must be able to load the Python module in
|
||||
python/lammps.py that wraps the LAMMPS library interface. These are
|
||||
the same steps required to use Python by itself to wrap LAMMPS.
|
||||
Details on these steps are explained on the "Python"_Python_head.html
|
||||
doc page. Note that it is important that the stand-alone LAMMPS
|
||||
executable and the LAMMPS shared library be consistent (built from the
|
||||
same source code files) in order for this to work. If the two have
|
||||
been built at different times using different source files, problems
|
||||
may occur.
|
||||
|
||||
[Related commands:]
|
||||
|
||||
"shell"_shell.html, "variable"_variable.html, "fix
|
||||
python/invoke"_fix_python_invoke.html
|
||||
|
||||
[Default:] none
|
Loading…
Reference in New Issue