stdlib_hashmap_wrappers, and stdlib_hashmaps modulesA hash map (hash table) is a data structure that maps keys to values. It uses a hash function to compute a hash code from the key that serves as an index into a linear array of slots (buckets) from which the desired value can be extracted. Each key ideally maps to a unique slot, but most hash functions are imperfect and can map multiple keys to the same slot resulting in collisions. Hash maps differ in how they deal with such collisions. This document discusses the hash maps in the Fortran Standard Library.
The Fortran Standard Library is distributed under the MIT License. However components of the library should be evaluated as to whether they are compatible with the MIT License. The current hash maps were inspired by an implementation of David Chase. While the code has been greatly modified from his implementation, he has give permission for the unrestricted use of his code.
The Fortran Standard Library provides two modules for the
implementation of simple hash maps. These maps only accept hash
functions with a single argument, the key, and yield a 32 bit
hash code. The modules will need to be modified if it is desired to
use hash functions with a different API. The two modules are:
stdlib_hashmap_wrappers, and stdlib_hashmaps corresponding to the
files: stdlib_hashmap_wrappers.f90, and stdlib_hashmaps.f90
The module stdlib_hashmap_wrappers provides types and procedures for
use by stdlib_hashmaps. It provides an
interface to the 32 bit hash functions of the Standard Library module,
stdlib_hash_32bit, and provides wrappers to some of the
hash functions so that they no longer need to be supplied seeds. It
also defines the key_type derived type. The key_type is used to
define keys that, in turn, are used to identify the data entered into
a hash map.
The module stdlib_hashmaps defines the API for a parent datatype,
hashmap_type and two extensions of that hash map type:
chaining_hashmap_type and open_hashmap_type.
The hashmap_type defines the Application Programmers
Interface (API) for the procedures used by its two extensions. It
explicitly defines five non-overridable procedures. It also defines
the interfaces for eleven deferred procedures. It does not define the
finalization routines for the two extension types, or one routine
provided by the open_hashmap_type.
The chaining_hashmap_type uses separate chaining with linked
lists to deal with hash index collisions. In separate chaining the
colliding indices are handled by using linked lists with their roots
at the hash index. The chaining_hashmap_type procedures are
implemented in the module stdlib_hashmap_chaining corresponding
to the file, stdlib_hashmap_chaining.f90.
The open_hashmap_type
uses linear open addressing to deal with hash index collisions. In
linear open addressing the colliding indices are
handled by searching from the initial hash index in increasing
steps of one (modulo the hash map size) for an open map slot.
The open_hashmap_type procedures are implemented in the submodule
stdlib_hashmap_open corresponding to the file
stdlib_hashmap_open.f90.
The maps use powers of two for their slot sizes, so that the function,
fibonacci_hash, can 
be used to map the hash codes to indices in the map. This is
expected to be more efficient than prime number mapping using a
modulo operation, and reduces the requirement that the hash
function need to do a good job randomizing its lower order bits.
They do require a good randomizing hash method for good performance.
Both adjust the map size to reduce collisions, based on 
the ratio of the number of hash map probes to the number of subroutine 
calls.
Wile the maps make extensive use of pointers internally, a private
finalization subroutine avoids memory leaks.
The maps can take entry keys of type key_type, and other data (also
commonly known as values, as in key value pairs) in any scalar type. 
The maps allow the addition, removal, and lookup of entries, and the
inclusion of data in addition to the entry key.
stdlib_hashmap_wrappers moduleThe stdlib_hashmap_wrappers module provides data types to
represent keys and associated data stored in a module, but is also, a
wrapper for the stdlib_hash_32bit module. It allows
direct access to the stdlib_hash_32bit procedures:
fibonacci_hash, fnv_1_hasher, fnv_1a_hasher; and provides
wrapper functions, seeded_nmhash32_hasher,
seeded_nmhash32x_hasher, and seeded_water_hasher to the hash
functions: nmhash32, nmhash32x, and water_hash, respectively. It
defines an interface, hasher_fun, compatible with the hash functions
that take a non-scalar key. It defines one integer constant used
as a kind value,int_hash. It also defines two types, key_type and
other_type, and associated procedures, for storing and manipulating
keys and their associated data.
stdlib_hashmap_wrappers's constant, int_hashThe constant int_hash is used to define the integer kind value for
the returned hash codes and variables used to access them. It
currently is imported from stdlib_hash_32bit where it has the
value, int32. 
stdlib_hashmap_wrappers' module's derived typesThe stdlib_hashmap_wrappers defines key_type which is intended to
be used for the search keys of hash tables. The tye is opaque.
The current representation is as follows
    type :: key_type
        private
        integer(int8), allocatable :: value(:)
    end type key_type
The module also defines six procedures for those types: copy_key,
equal_keys, free_key, get, set, and one operator, ==,
for use by the hash maps to manipulate or inquire of components of
those types.
stdlib_hashmap_wrappers proceduresThe  stdlib_hashmap_wrappers module provides procedures in
several categories: procedures to manipulate data of the key_type;
and 32 bit hash functions for keys. The procedures in each category 
are listed below. It also provides an operator to compare two key 
type values for equality. 
Procedures to manipulate key_type data:
copy_key( key_in, key_out ) - Copies the contents of the key,
  key_in, to contents of the key, key_out.
get( key, value ) - extracts the contents of key into value,
  an int8 array, int32 array, or character string.
free_key( key ) - frees the memory in key.
set( key, value ) - sets the content of key to value.
  Supported key types are int8 array, int32 array, and character
  string.
Procedures to hash keys to 32 bit integers:
fnv_1_hasher( key ) - hashes a key using the FNV-1 algorithm.
fnv_1a_hasher( key ) - hashes a key using the FNV-1a algorithm.
seeded_nmhash32_hasher( key ) - hashes a key using the nmhash32
  algorithm.
seeded_nmhash32x_hasher( key ) - hashes a key using the nmhash32x
  algorithm.
seeded_water_hasher( key ) - hashes a key using the waterhash
  algorithm.
Operator to compare two key_type values for equality
key1 == key2 - compares key1 with key2 for equalitystdlib_hashmap_wrappers procedurescopy_key - Returns a copy of the keyExperimental
Returns a copy of an input of type key_type.
call copy_key ( old_key, new_key )
Subroutine.
old_key: shall be a scalar expression of type key_type. It
is an intent(in) argument.
new_key: shall be a scalar variable of type key_type. It
is an intent(out) argument.
program example_copy_key
  use stdlib_hashmap_wrappers, only: &
    copy_key, operator(==), key_type, set
  use iso_fortran_env, only: int8
  implicit none
  integer(int8) :: i, value(15)
  type(key_type) :: old_key, new_key
  value = [(i, i=1, 15)]
  call set(old_key, value)
  call copy_key(old_key, new_key)
  print *, "old_key == new_key = ", old_key == new_key
end program example_copy_key
fibonacci_hash - maps an integer to a smaller number of bitsExperimental
fibonacci_hash is just a re-export of the function of the same name
implemented in
stdlib_hash_32bit.
It reduces the value of a 32 bit integer to a smaller number of bits.
fnv_1_hasher- calculates a hash code from a keyExperimental
Calculates a 32 bit hash code from an input of type key_type.
code = fnv_1_hasher ( key )
Pure function
key: Shall be a scalar expression of type key_type.
It is an intent(in) argument.
The result is a scalar integer of kind int32.
The result is a hash code created using the FNV-1 algorithm.
fnv_1_hasher is an implementation of the original FNV-1 hash code of
Glenn Fowler, Landon Curt Noll, and Phong Vo.
This code is relatively fast on short keys, and is small enough that
it will often be retained in the instruction cache if hashing is
intermittent.
As a result it should give good performance for typical hash map
applications.
This code does not pass any of the SMHasher tests, but the resulting
degradation in performance due to its larger number of collisions is
expected to be minor compared to its faster hashing rate.
program example_fnv_1_hasher
  use stdlib_hashmap_wrappers, only: fnv_1_hasher, key_type, set
  use iso_fortran_env, only: int8, int32
  implicit none
  integer(int8), allocatable :: array1(:)
  integer(int32) :: hash
  type(key_type) :: key
  array1 = [5_int8, 4_int8, 3_int8, 1_int8, 10_int8, 4_int8]
  call set(key, array1)
  hash = fnv_1_hasher(key)
  print *, hash
end program example_fnv_1_hasher
fnv_1a_hasher- calculates a hash code from a keyExperimental
Calculates a 32 bit hash code from an input of type key_type.
code = fnv_1a_hasher ( key )
Pure function
key: Shall be a scalar expression of type key_type.
It is an intent(in) argument.
The result is a scalar integer of kind int32.
The result is a hash code created using the FNV-1a algorithm.
fnv_1a_hasher is an implementation of the original FNV-1A hash code
of Glenn Fowler, Landon Curt Noll, and Phong Vo.
This code is relatively fast on short keys, and is small enough that
it will often be retained in the instruction cache if hashing is
intermittent.
As a result it should give good performance for typical hash map
applications.
This code does not pass any of the SMHasher tests, but the resulting
degradation in performance due to its larger number of collisions is
expected to be minor compared to its faster hashing rate.
program example_fnv_1a_hasher
  use stdlib_hashmap_wrappers, only: &
    fnv_1a_hasher, key_type, set
  use iso_fortran_env, only: int8, int32
  implicit none
  integer(int8), allocatable :: array1(:)
  integer(int32) :: hash
  type(key_type) :: key
  array1 = [5_int8, 4_int8, 3_int8, 1_int8, 10_int8, 4_int8]
  call set(key, array1)
  hash = fnv_1a_hasher(key)
  print *, hash
end program example_fnv_1a_hasher
free_key - frees the memory associated with a keyExperimental
Deallocates the memory associated with a variable of type
key_type.
call free_key ( key )
Subroutine.
key: shall be a scalar variable of type key_type. It
is an intent(out) argument.
program example_free_key
  use stdlib_hashmap_wrappers, only: &
    copy_key, free_key, key_type, set
  use iso_fortran_env, only: int8
  implicit none
  integer(int8) :: i, value(15)
  type(key_type) :: old_key, new_key
  value = [(i, i=1, 15)]
  call set(old_key, value)
  call copy_key(old_key, new_key)
  call free_key(old_key)
end program example_free_key
get - extracts the data from a derived typeExperimental
Extracts the data from a key_type and stores it in the
variable value.
call get ( key, value )
Subroutine.
key: shall be a scalar expression of type key_type. It
is an intent(in) argument.
value: shall be an allocatable default character string variable,
or an allocatable vector variable of type integer and kind int8 or 
int32.
program example_get
  use stdlib_hashmap_wrappers, only: &
    get, key_type, set
  use iso_fortran_env, only: int8
  implicit none
  integer(int8), allocatable :: value(:), result(:)
  type(key_type) :: key
  integer(int8) :: i
  allocate (value(1:15))
  do i = 1, 15
    value(i) = i
  end do
  call set(key, value)
  call get(key, result)
  print *, 'RESULT == VALUE = ', all(value == result)
end program example_get
hasher_fun- serves as a function prototype.Experimental
Serves as a prototype for hashing functions with a single, key,
argument of type key_type returning an int32 hash value.
type( hasher_fun ), pointer :: fun_pointer
Pure function prototype
key: Shall be a rank one array expression of type integer(int8).
It is an intent(in) argument.
The result is a scalar integer of kind int32.
The result is a hash code.
hasher_fun is a prototype for defining dummy arguments and function
pointers intended for use as a hash function for the hash maps.
program example_hasher_fun
  use stdlib_hashmap_wrappers, only: fnv_1a_hasher, hasher_fun, set, key_type
  use stdlib_kinds, only: int8, int32
  implicit none
  procedure(hasher_fun), pointer :: hasher_pointer
  integer(int8), allocatable :: array1(:)
  integer(int32) :: hash
  type(key_type) :: key
  hasher_pointer => fnv_1a_hasher
  array1 = [5_int8, 4_int8, 3_int8, 1_int8, 10_int8, 4_int8]
  call set(key, array1)
  hash = hasher_pointer(key)
  print *, hash
end program example_hasher_fun
operator(==) - Compares two keys for equalityExperimental
Returns .true. if two keys are equal, and .false. otherwise. 
test = key1 == key2
Pure operator.
key1: shall be a scalar expression of type key_type. It 
is an intent(in) argument. 
key2: shall be a scalar expression of type key_type. It 
is an intent(in) argument. 
The result is a value of type default logical. 
The result is .true. if the keys are equal, otherwise .falss.. 
program example_equal_keys
  use stdlib_hashmap_wrappers, only: &
    copy_key, operator(==), key_type, set
  use iso_fortran_env, only: int8
  implicit none
  integer(int8) :: i, value(15)
  type(key_type) :: old_key, new_key
  do i = 1, 15
    value(i) = i
  end do
  call set(old_key, value)
  call copy_key(old_key, new_key)
  print *, "old_key == new_key = ", old_key == new_key
end program example_equal_keys
seeded_nmhash32_hasher- calculates a hash code from a keyExperimental
Calculates a 32 bit hash code from an input of type key_type.
code = seeded_nmhash32_hasher ( key )
Pure function
key: Shall be a scalar expression of type key_type.
It is an intent(in) argument.
The result is a scalar integer of kind int32.
The result is a hash code created using the nmhash32 algorithm.
seeded_nmhash32_hasher is a wrapper to the NMHASH32_HASH of the
module stdlib_hash_32bit, which supplies a fixed seed
to the wrapped function. NMHASH32 is an implementation of the
nmhash32 hash code of James Z. M. Gao.
This code has good, but not great, performance on long keys, poorer
performance on short keys.
As a result it should give fair performance for typical hash map
applications.
This code passes the SMHasher tests.
program example_seeded_nmhash32_hasher
  use stdlib_hashmap_wrappers, only: &
    seeded_nmhash32_hasher, key_type, set
  use iso_fortran_env, only: int8, int32
  implicit none
  integer(int8), allocatable :: array1(:)
  integer(int32) :: hash
  type(key_type) :: key
  array1 = [5_int8, 4_int8, 3_int8, 1_int8, 10_int8, 4_int8]
  call set(key, array1)
  hash = seeded_nmhash32_hasher(key)
  print *, hash
end program example_seeded_nmhash32_hasher
seeded_nmhash32x_hasher- calculates a hash code from a keyExperimental
Calculates a 32 bit hash code from an input of type key_type.
code = seeded_nmhash32x_hasher ( key )
Pure function
key: Shall be a scalar expression of type key_type.
It is an intent(in) argument.
The result is a scalar integer of kind int32.
The result is a hash code created using the nmhash32x algorithm.
seeded_nmhash32x_hasher is a wrapper to the nmhash32x_hash of the
module stdlib_hash_32bit, which supplies a fixed seed
to the wrapped function. nmhash32x is an implementation of the
nmhash32x hash code of James Z. M. Gao.
This code has good, but not great, performance on long keys, poorer
performance on short keys.
As a result it should give fair performance for typical hash map
applications.
This code passes the SMHasher tests.
program example_seeded_nmhash32x_hasher
  use stdlib_kinds, only: int8, int32
  use stdlib_hashmap_wrappers, only: &
    seeded_nmhash32x_hasher, key_type, set
  implicit none
  integer(int8), allocatable :: array1(:)
  integer(int32) :: hash
  type(key_type) :: key
  array1 = [5_int8, 4_int8, 3_int8, 1_int8, 10_int8, 4_int8]
  call set(key, array1)
  hash = seeded_nmhash32x_hasher(key)
  print *, hash
end program example_seeded_nmhash32x_hasher
seeded_water_hasher- calculates a hash code from a keyExperimental
Calculates a 32 bit hash code from an input of type key_type.
code = seeded_water_hasher ( key )
Pure function
key: Shall be a scalar expression of type key_type.
It is an intent(in) argument.
The result is a scalar integer of kind int32.
The result is a hash code created using the waterhash algorithm.
seeded_water_hasher is a wrapper to the water_hash of the
module stdlib_hash_32bit, which supplies a fixed seed
to the wrapped function. water_hash is an implementation of the
waterhash hash code of Tommy Ettinger.
This code has excellent performance on long keys, and good performance
on short keys.
As a result it should give reasonable performance for typical hash
table applications.
This code passes the SMHasher tests.
program example_seeded_water_hasher
  use stdlib_hashmap_wrappers, only: &
    seeded_water_hasher, key_type, set
  use iso_fortran_env, only: int8, int32
  implicit none
  integer(int8), allocatable :: array1(:)
  integer(int32) :: hash
  type(key_type) :: key
  array1 = [5_int8, 4_int8, 3_int8, 1_int8, 10_int8, 4_int8]
  call set(key, array1)
  hash = seeded_water_hasher(key)
  print *, hash
end program example_seeded_water_hasher
set - places the data in a derived typeExperimental
Places the data from value in a key_type.
call set ( key, value )
Subroutine.
key: shall be a scalar variable of type key_type. It
is an intent(out) argument.
value: shall be a default character string scalar expression,
or a vector expression of type integerand kind int8 or int32.
It is an intent(in) argument.
Values of types other than a scalar default character or and
int8 or int32 vector can be used as the basis of a key by transferring the
value to an int8 vector.
program example_set
  use stdlib_hashmap_wrappers, only: &
    get, key_type, set
  use iso_fortran_env, only: int8
  implicit none
  integer(int8), allocatable :: value(:), result(:)
  type(key_type) :: key
  integer(int8) :: i
  allocate (value(1:15))
  do i = 1, 15
    value(i) = i
  end do
  call set(key, value)
  call get(key, result)
  print *, 'RESULT == VALUE = ', all(value == result)
end program example_set
stdlib_hashmaps moduleThe stdlib_hashmaps module defines three public data types,
associated procedures and constants that implement two simple hash map
types using separate chaining hashing and open addressing hashing. The
derived type hashmap_type is the parent type to its two
extensions: chaining_hashmap_type and open_hashmap_type.
The extension types provide 
procedures to manipulate the structure of a hash map object:
init, map_entry, rehash, remove, and
set_other_data. They also provide procedures to inquire about
entries in the hash map: get_other_data, and
key_test. Finally they provide procedures to inquire about the
overall structure and performance of the hash map object:calls,
entries, get_other_data, loading, slots, and
total_depth. The module also defines a number of public constants:
probe_factor, load_factor, map_probe_factor, default_bits,
max_bits, int_calls, int_depth, int_index,
int_probes, success, alloc_fault, and array_size_error.
Generic key interfaces for key_test, map_entry, get_other_data,
remove, and set_other_data are povided so that the supported types
of int8 arrays, int32 arrays and character scalars can be used in the
key field as well as the base key type.  So for key_test,
key_key_test specifies key type for the key field, int8_key_test is int8
for the key field and so on.  Procedures other than key_key_test will call
the set function to generate a key type and pass to key_key_test.         
stdlib_hashmaps module's public constantsThe module defines several categories of public constants. Some are used to parameterize the empirical slot expansion code. Others parameterize the slots table size. Some are used to define integer kind values for different applications. Finally, some are used to report errors or success.
The constants probe_factor, and map_probe_factor are used to
parameterize the slot expansion code used to determine when in a
in a procedure call the number 
of slots need to be increased to decrease the search path for an
entry. The constant probe_factor is used to determine when
the ratio of the number of map probes to map calls is too large and 
the slots need expansion. The constant map_probe_factor is used to
determine when inserting a new entry the ratio of the number of map
probes to map calls is too large and the slots need expansion.
The constants default_bits, and
max_bits are used to parameterize the table's slots size. The
default_bits constant defines the default initial number of slots
with a current value of 6 resulting in an initial 2**6 == 64
slots. This may optionally be overridden on hash map creation. The
max_bits parameter sets the maximum table size as 2**max_bits with
a default value for max_bits of 30. The table will not work for a
slots size greater than 2**30.
The constants int_calls, int_depth, int_index, and int_probes
are used to define integer kind values for various contexts. The
number of calls are reported and stored in entities of kind
int_calls. Currently int_calls has the value of int64. The
total depth, the number of inquiries needed to access all elements
of the table, is reported and stored in entities of kind
int_depth. Currently int_depth has the value of int64. The
number of entries in the table, is reported and stored in entities of
kind int_index. Currently int_index has the value of int32.
The number of probes, hash map enquiries, are reported and stored in
entities of kind int_probes. Currently int_probes has the value of
int64.
The constant load_factor is only used by the open_hashmap_type. It
specifies the maximum fraction of the available slots that may be
filled before expansion occurs. The current load_factor = 0.5625 so
the current implementation of open_hashmap_type can only hold a
little more than 2**29 entries.
Finally the error codes success, alloc_fault, and
array_size_error are used to report the error status of certain
procedure calls. The succes code indicates that no problems were
found. The alloc_fault code indicates that a memory allocation
failed. Finally the array_size_error indicates that on table
creation slots_bits is less than default_bits or
greater than max_bits.
stdlib_hashmaps module's derived typesThe stdlib_hashmaps module defines three public derived types and
seven private types used in the implementation of the public
types. The public types are the abstract hashmap_type and its
extensions: chaining_hashmap_type and open_hashmap_type. The three
private derived types, chaining_map_entry_type,
chaining_map_entry_ptr, and chaining_map_entry_pool are used in
the implementation of the chaining_hashmap_type public type. The
four private derived types, open_map_entry_type,
open_map_entry_list, open_map_entry_ptr, and open_map_entry_pool
are used in the implementation of the open_hashmap_type public
type. Each of these types are described below. 
hashmap_type abstract typeThe hashmap_type abstract type serves as the parent type for the two
types chaining_hashmap_type and open_hashmap_type. It defines
eight private components:
call_count - the number of procedure calls on the map;
nbits - the number of bits used to address the slots; 
num_entries - the number of entries in the map;
num_free - the number of entries in the free list of removed 
  entries;
probe_count - the number of map probes since the last resizing or
  initialization;
total_probes - the number of probes of the map up to the last
  resizing or initialization; and
hasher - a pointer to the hash function used by the map.
initialized - track if map has been initialized
It also defines five non-overridable procedures:
calls - returns the number of procedure calls on the map;
entries - returns the number of entries in the map;
map_probes - returns the number of map probes since
  initialization;
num_slots - returns the number of slots in the map; and
slots_bits - returns the number of bits used to address the slots;
and ten deferred procedures:
get_all_keys - gets all the keys contained in a map;
get_other_data - gets the value associated with a key;
init - initializes the hash map;
key_test - returns a logical flag indicating whether the key is 
  defined in the map. 
loading - returns the ratio of the number of entries to the number
  of slots;
map_entry - inserts a key and optionally a corresponding value into
 the map;
rehash - rehashes the map with the provided hash function;
remove - removes the entry associated wit the key;
set_other_data - replaces the value associated with a key;
total_depth - returns the number of probes needed to address all
  the entries in the map;
The type's definition is below:
    type, abstract :: hashmap_type
        private
        integer(int_calls) :: call_count = 0
        integer(int_calls) :: probe_count = 0
        integer(int_calls) :: total_probes = 0
        integer(int_index) :: num_entries = 0
        integer(int_index) :: num_free = 0
        integer(int32)     :: nbits = default_bits
        procedure(hasher_fun), pointer, nopass :: hasher => fnv_1_hasher
    contains
        procedure, non_overridable, pass(map) :: calls
        procedure, non_overridable, pass(map) :: entries
        procedure, non_overridable, pass(map) :: map_probes
        procedure, non_overridable, pass(map) :: num_slots
        procedure, non_overridable, pass(map) :: slots_bits
        procedure(get_all_keys), deferred, pass(map)        :: get_all_keys
        procedure(init_map), deferred, pass(map)            :: init
        procedure(loading), deferred, pass(map)             :: loading
        procedure(rehash_map), deferred, pass(map)          :: rehash
        procedure(total_depth), deferred, pass(map)         :: total_depth
        !! Generic interfaces for key types.
        procedure(key_key_test), deferred, pass(map) :: key_key_test
        procedure, non_overridable, pass(map) :: int8_key_test
        procedure, non_overridable, pass(map) :: int32_key_test
        procedure, non_overridable, pass(map) :: char_key_test
        procedure(key_map_entry), deferred, pass(map) :: key_map_entry
        procedure, non_overridable, pass(map) :: int8_map_entry
        procedure, non_overridable, pass(map) :: int32_map_entry
        procedure, non_overridable, pass(map) :: char_map_entry
        procedure(key_get_other_data), deferred, pass(map)  :: key_get_other_data
        procedure, non_overridable, pass(map) :: int8_get_other_data
        procedure, non_overridable, pass(map) :: int32_get_other_data
        procedure, non_overridable, pass(map) :: char_get_other_data
        procedure(key_remove_entry), deferred, pass(map) :: key_remove_entry
        procedure, non_overridable, pass(map) :: int8_remove_entry
        procedure, non_overridable, pass(map) :: int32_remove_entry
        procedure, non_overridable, pass(map) :: char_remove_entry
        procedure(key_set_other_data), deferred, pass(map)  :: key_set_other_data
        procedure, non_overridable, pass(map) :: int8_set_other_data
        procedure, non_overridable, pass(map) :: int32_set_other_data
        procedure, non_overridable, pass(map) :: char_set_other_data
        generic, public :: key_test => key_key_test, int8_key_test, int32_key_test, char_key_test
        generic, public :: map_entry => key_map_entry, int8_map_entry, int32_map_entry, char_map_entry
        generic, public :: get_other_data => key_get_other_data, int8_get_other_data, int32_get_other_data, char_get_other_data
        generic, public :: remove => key_remove_entry, int8_remove_entry, int32_remove_entry, char_remove_entry
        generic, public :: set_other_data => key_set_other_data, int8_set_other_data, int32_set_other_data, char_set_other_data
    end type hashmap_type
chaining_map_entry_type derived typeEntities of the type chaining_map_entry_type are used to define
a linked list structure that stores the
key, its other data, the hash of the key, and the resulting index into
the inverse table. The type's definition is below:
    type :: chaining_map_entry_type  ! Chaining hash map entry type
        private
        integer(int_hash)   :: hash_val ! Full hash value
        type(key_type)      :: key ! The entry's key
        class(*), allocatable  :: other ! Other entry data
        integer(int_index)  :: index ! Index into inverse table
        type(chaining_map_entry_type), pointer :: &
            next => null() ! Next bucket
    end type chaining_map_entry_type
Currently the int_hash and int_index have the value of int32.
chaining_map_entry_ptr derived typeThe type chaining_map_entry_ptr is used to define the elements of
the hash map that are either empty or link to the linked lists
containing the elements of the table. The type's definition is below:
    type chaining_map_entry_ptr ! Wrapper for a pointer to a chaining
                                ! map entry type object
        type(chaining_map_entry_type), pointer :: target => null()
    end type chaining_map_entry_ptr
chaining_map_entry_pool derived typeThe type chaining_map_entry_pool is used to implement a pool of
allocated chaining_map_entry_type elements to save on allocation
costs. The type's definition is below: 
    type :: chaining_map_entry_pool
    ! Type implementing a pool of allocated
    ! `chaining_map_entry_type` objects
        private
    ! Index of next bucket
        integer(int_index)                          :: next = 0
        type(chaining_map_entry_type), allocatable :: more_map_entries(:)
        type(chaining_map_entry_pool), pointer      :: lastpool => null()
    end type chaining_map_entry_pool
chaining_hashmap_type derived typeThe chaining_hashmap_type derived type extends the hashmap_type to
implements a separate chaining hash map. In addition to the components
of the hashmap_type it provides the four components:
cache - a pool of chaining_map_entry_pool objects used to reduce
allocation costs;
free_list - a free list of map entries;
inverse - an array of chaining_map_entry_ptr bucket lists
(inverses) storing entries at fixed locations once
entered; and
slots - an array of bucket lists serving as the hash map.
It also implements all of the deferred procedures of the
hashmap_type and a finalizer for its maps. The type's definition is
as follows:
    type, extends(hashmap_type) :: chaining_hashmap_type
        private
        type(chaining_map_entry_pool), pointer    :: cache => null()
        type(chaining_map_entry_type), pointer    :: free_list => null()
        type(chaining_map_entry_ptr), allocatable :: inverse(:)
        type(chaining_map_entry_ptr), allocatable :: slots(:)
    contains
        procedure :: get_all_keys => get_all_chaining_keys
        procedure :: key_get_other_data => get_other_chaining_data
        procedure :: init => init_chaining_map
        procedure :: loading => chaining_loading
        procedure :: key_map_entry => map_chain_entry
        procedure :: rehash => rehash_chaining_map
        procedure :: key_remove_entry => remove_chaining_entry
        procedure :: key_set_other_data => set_other_chaining_data
        procedure :: total_depth => total_chaining_depth
        procedure :: key_key_test => chaining_key_test
        final     :: free_chaining_map
    end type chaining_hashmap_type
open_map_entry_type derived typeEntities of the type open_map_entry_type are used to define
a linked list structure that stores the
key, its other data, the hash of the key, and the resulting index into
the inverse table. The type's definition is below:
    type :: open_map_entry_type  ! Open hash map entry type
        private
        integer(int_hash)  :: hash_val ! Full hash value
        type(key_type)     :: key ! The entry's key
        class(*), allocatable  :: other ! Other entry data
        integer(int_index) :: index ! Index into inverse table
    end type open_map_entry_type
Currently int_hash and int_index have the value of int32.
open_map_entry_ptr derived typeThe type open_map_entry_ptr is used to define the elements of
the hash map that are either empty or link to the linked lists
containing the elements of the table. The type's definition is below:
    type open_map_entry_ptr ! Wrapper for a pointer to a open
                            ! map entry type object
        type(open_map_entry_type), pointer :: target => null()
    end type open_map_entry_ptr
open_hashmap_type derived typeThe open_hashmap_type derived type extends the hashmap_type to
implement an open addressing hash map. In addition to the components
of the hashmap_type it provides the four components:
cache - a pool of open_map_entry_pool objects used to reduce
allocation costs;
free_list - a free list of map entries;
index_mask - an and mask used in linear addressing;
inverse - an array of open_map_entry_ptr bucket lists
(inverses) storing entries at fixed locations once
entered; and
slots - an array of bucket lists serving as the hash map.
It also implements all of the deferred procedures of the
hashmap_type and a finalizer for its maps. The type's definition is
as follows:
    type, extends(hashmap_type) :: open_hashmap_type
        private
        integer(int_index) :: index_mask = 2_int_index**default_bits-1
        type(open_map_entry_pool), pointer    :: cache => null()
        type(open_map_entry_list), pointer    :: free_list => null()
        type(open_map_entry_ptr), allocatable  :: inverse(:)
        integer(int_index), allocatable        :: slots(:)
    contains
        procedure :: get_all_keys => get_all_open_keys
        procedure :: key_get_other_data => get_other_open_data
        procedure :: init => init_open_map
        procedure :: loading => open_loading
        procedure :: key_map_entry => map_open_entry
        procedure :: rehash => rehash_open_map
        procedure :: key_remove_entry => remove_open_entry
        procedure :: key_set_other_data => set_other_open_data
        procedure :: total_depth => total_open_depth
        procedure :: key_key_test => open_key_test
        final     :: free_open_map
    end type open_hashmap_type
stdlib_hashmap proceduresThe stdlib_hashmap module provides procedures in
several categories: a procedure to initialize the map; a procedure to
modify the structure of a map; procedures to modify the content of a
map; procedures to report on the content of a map; and procedures
to report on the structure of the map. The procedures in each category
are listed below.
Procedure to initialize a chaining hash map:
map % init( [hasher, slots_bits, status] ) - Routine
  to initialize a chaining hash map.Procedure to modify the structure of a map:
map % rehash( hasher ) - Routine to change the hash function
  for a map.Procedures to modify the content of a map:
map % map_entry( key[, other, conflict] ) - Inserts an entry into the
  hash map.
map % remove( key[, existed] ) - Remove the entry, if any,
  associated with the key.
map % set_other_data( key, other[, exists] ) - Change the value 
associated with the key.
Procedures to report the content of a map:
map % get_all_keys( all_keys ) - Returns all the keys
  contained in the map;
map % get_other_data( key, other[, exists] ) - Returns the value 
  associated with the key;
map % key_test( key, present) - Returns a flag indicating whether
  the key is present in the map.
Procedures to report on the structure of the map:
map % calls() - the number of subroutine calls on the hash map.
map % entries()- the number of entries in a hash map.
map % loading() - the number of entries relative to the number of
  slots in a hash map.
map % map_probes() - the total number of table probes on a hash
  map.
map % slots() - Returns the number of allocated slots in a hash
  map.
map % total_depth() - Returns the total number of one's based
offsets of slot entries from their slot index
stdlib_hashmaps procedurescalls - Returns the number of calls on the hash mapExperimental
Returns the number of procedure calls on a hash map.
value = map % hashmap_type ()
Pure function
map (pass) - shall be an expression of class hashmap_type.
It is an intent(in) argument.
The result will be an integer of kind int_calls.
The result will be the number of procedure calls on the hash map.
program example_calls
  use stdlib_hashmaps, only: chaining_hashmap_type, int_calls
  implicit none
  type(chaining_hashmap_type) :: map
  integer(int_calls) :: initial_calls
  call map%init()
  initial_calls = map%calls()
  print *, "INITIAL_CALLS =  ", initial_calls
end program example_calls
entries - Returns the number of entries in the hash mapExperimental
Returns the number of entries in a hash map.
value = map % hashmap_type ()
Pure function
map (pass)  - shall be an expression of class hashmap_type.
It is an intent(in) argument.
The result will be an integer of kind int_index.
The result will be the number of entries in the hash map.
program example_entries
  use stdlib_hashmaps, only: open_hashmap_type, int_index
  implicit none
  type(open_hashmap_type) :: map
  integer(int_index) :: initial_entries
  call map%init()
  initial_entries = map%entries()
  print *, "INITIAL_ENTRIES =  ", initial_entries
end program example_entries
get_all_keys - Returns all the keys contained in a mapExperimental
Returns all the keys contained in a map.
call map % hashmap_type ( all_keys )
Subroutine
map (pass): shall be a scalar variable of class
  chaining_hashmap_type or open_hashmap_type. It is an
  intent(in) argument. It will be 
  the hash map used to store and access the other data.
all_keys: shall be a rank-1 allocatable array of type key_type. 
  It is an intent(out) argument.
program example_hashmaps_get_all_keys
  use stdlib_kinds, only: int32
  use stdlib_hashmaps, only: chaining_hashmap_type
  use stdlib_hashmap_wrappers, only: get, key_type, set
  implicit none
  type(chaining_hashmap_type) :: map
  type(key_type)   :: key
  type(key_type), allocatable :: keys(:)
  integer(int32) :: i
  character(:), allocatable :: str
  ! adding key-value pairs to the map
  call set(key, "initial key")
  call map%map_entry(key, "value 1")
  call set(key, "second key")
  call map%map_entry(key, "value 2")
  call set(key, "last key")
  call map%map_entry(key, "value 3")
  ! getting all the keys in the map
  call map%get_all_keys(keys)
  print '("Number of keys in the hashmap = ", I0)', size(keys)
  !Number of keys in the hashmap = 3
  do i = 1, size(keys)
    call get( keys(i), str )  
    print '("Value of key ", I0, " = ", A)', i, str
  end do
  !Value of key 1 = initial key
  !Value of key 2 = second key
  !Value of key 3 = last key
end program example_hashmaps_get_all_keys
get_other_data - Returns other data associated with the keyExperimental
Returns the value associated with the key,
value = map % hashmap_type ( key, other [, exists] )
Subroutine
map (pass): shall be a scalar variable of class
  chaining_hashmap_type or open_hashmap_type. It is an
  intent(inout) argument. It will be 
  the hash map used to store and access the other data.
key: shall be a of type key_type scalar, character scalar, int8 array
or int32 array. It is an intent(in) argument.
other: shall be a allocatable unlimited polymorphic scalar.
(class(*), allocatable)  It is an intent(out) argument.
It is the value associated with the key.
exists (optional): shall be a variable of type logical. It is an
intent(out) argument. If .true. an entry with the given key
exists in the map and other is defined. If .false. other is
undefined.
The following is an example of the retrieval of other data
  associated with a key:
program example_get_other_data
  use stdlib_kinds, only: int8, int64
  use stdlib_hashmaps, only: chaining_hashmap_type, int_index
  use stdlib_hashmap_wrappers, only: key_type, set
  implicit none
  logical                     :: conflict
  type(key_type)              :: key
  type(chaining_hashmap_type) :: map
  type dummy_type
    integer                   :: value(4)
  end type dummy_type
  type(dummy_type) :: dummy
  class(*), allocatable       :: data
  integer(int8), allocatable  :: key_array(:)
  integer                     :: int_scalar
  ! Hashmap functions are setup to store scalar value types (other).  Use a dervied
  ! type wrapper to store arrays.
  dummy%value = [4, 3, 2, 1]
  ! Explicitly set key type using set function
  call set(key, [0, 1])
  call map%map_entry(key, dummy, conflict)
  if (.not. conflict) then
    call map%get_other_data(key, data)
  else
    error stop 'Key is already present in the map.'
  end if
  ! Get_other_data returns data as an unlimited polymorphic scalar.  
  ! To use this type in other operations, there must be a select type operation.
  select type (data)
  type is (dummy_type)
    print *, 'Other data % value = ', data%value
  class default
    print *, 'Invalid data type in other'
  end select
! Also can use map_entry and get_other_data generic key interfaces.   
! This is an exmple with integer arrays.  
  call map%map_entry( [2,3], dummy, conflict)
  if (.not. conflict) then
    call map%get_other_data( [2,3], data)
  else
    error stop 'Key is already present in the map.'
  end if
  select type (data)
  type is (dummy_type)
    print *, 'Other data % value = ', data%value
  class default
    print *, 'Invalid data type in other'
  end select
  ! Integer scalar keys need to be passed as an array.   
  int_scalar = 2
  call map%map_entry( [int_scalar], dummy, conflict)
  if (.not. conflict) then
    call map%get_other_data( [int_scalar], data)
  else
    error stop 'Key is already present in the map.'
  end if
  select type (data)
  type is (dummy_type)
    print *, 'Other data % value = ', data%value
  class default
    print *, 'Invalid data type in other'
  end select
  ! Example using character type key interface
  call map%map_entry( 'key_string', dummy, conflict)
  if (.not. conflict) then
    call map%get_other_data( 'key_string', data)
  else
    error stop 'Key is already present in the map.'
  end if
  select type (data)
  type is (dummy_type)
    print *, 'Other data % value = ', data%value
  class default
    print *, 'Invalid data type in other'
  end select
! Transfer to int8 arrays to generate key for unsupported types.  
  key_array = transfer( [0_int64, 1_int64], [0_int8] )
  call map%map_entry( key_array, dummy, conflict)
  if (.not. conflict) then
    call map%get_other_data( key_array, data)
  else
    error stop 'Key is already present in the map.'
  end if
  select type (data)
  type is (dummy_type)
    print *, 'Other data % value = ', data%value
  class default
    print *, 'Invalid data type in other'
  end select
end program example_get_other_data
init - initializes a hash mapExperimental
Initializes a hashmap_type object.
call map % hashmap_type ( [hasher, slots_bits, status ] )
Subroutine
map (pass): shall be a scalar variable of class
  chaining_hashmap_type or open_hashmap_type. It is an
  intent(out) argument. It will 
  be a hash map used to store and access the entries.
hasher: (optional): shall be a procedure with interface hash_fun.
  It is an intent(in) argument. It is the procedure to be used to
  generate the hashes for the table from the keys of the entries. 
  Defaults to fnv_1_hasher if not provided.
slots_bits (optional): shall be a scalar default integer 
  expression. It is an intent(in) argument. The initial number of
  slots in the table will be 2**slots_bits.
slots_bits shall be a positive default integer less than
  max_bits, otherwise processing stops with an informative
  error code.
If slots_bits is absent then the effective value for slots_bits
  is default_bits.
status (optional): shall be a scalar integer variable of kind
int32. It is an intent(out) argument. On return if present it
shall have an error code value.
If map was successfully initialized then status has the value
success.
If allocation of memory for the map arrays fails then status
has the value alloc_fault.
If slot_bits < 6 or slots_bits > max_bits then status
  has the value of array_size_error.
If status is absent, but status would have a value other than
success, then processing stops with an informative stop code.
program example_init
  use stdlib_hashmaps, only: chaining_hashmap_type, open_hashmap_type
  use stdlib_hashmap_wrappers, only: fnv_1_hasher
  implicit none
  type(chaining_hashmap_type) :: map
  logical :: present
  !If default values are used, then init can be typically be skipped as the first map_entry call will initialize the map using default values.  
  call map%map_entry('key', 'value')
  call map%key_test('key', present)
  print *, "Key exists without explicit init call =  ", present
  ! Init can be called to clear all items in a map. 
  call map%init()
  call map%key_test('key', present)
  print *, "Key exists after re-initalization =  ", present
  ! User can optional specify hasher type and slots_bits instead of using default values.  
  ! Number of slots in the hashmap will initially equal 2**slots_bits.   
  ! The hashmap will automatically re-size as needed; however for better performance, a rule of thumb is to size so that number of slots is ~2X expected number of entries.
  ! In this example with slots_bits=10, there will initially be 1024 slots in the map.  
  call map%init(hasher=fnv_1_hasher, slots_bits=10)
  call map%map_entry('key', 'value')
end program example_init
key_test - indicates whether key is presentExperimental
Returns a logical flag indicating whether key is present for an
entry in the map.
call map % hashmap_type ( key, present )
Subroutine.
map (pass): shall be a scalar variable of class
chaining_hashmap_type or open_hashmap_type. 
It is an intent(inout) argument. It is the hash map whose entries
are examined.
key: shall be a of type key_type scalar, character scalar, int8 array
or int32 array. It is an intent(in) argument. It is a key whose 
presence in the map is being examined.
present: shall be a scalar variable of type logical.
It is an intent(out) argument. It is a logical flag where
.true. indicates that an entry with that key is present in the
map and .false. indicates that no such entry is present.
program example_key_test
  use stdlib_kinds, only: int8
  use stdlib_hashmaps, only: chaining_hashmap_type
  use stdlib_hashmap_wrappers, only: key_type, set
  implicit none
  type(chaining_hashmap_type) :: map
  type(key_type) :: key
  logical :: present
  call map%init()
  call set(key, [0_int8, 1_int8])
  call map%key_test(key, present)
  print *, "Initial key of 10 present for empty map =  ", present
end program example_key_test
loading - Returns the ratio of entries to slotsExperimental
Returns the ratio of the number of entries relative to the number of slots in the hash map.
value = map % hashmap_type ( )
Pure function
map (pass) - shall be an expression of class chaining_hashmap_type
or open_hashmap_type. It is an intent(in) argument.
The result will be a default real.
The result will be the ratio of the number of entries relative to the number of slots in the hash map.
program example_loading
  use stdlib_hashmaps, only: open_hashmap_type
  implicit none
  type(open_hashmap_type) :: map
  real :: ratio
  call map%init()
  ratio = map%loading()
  print *, "Initial loading =  ", ratio
end program example_loading
map_entry - inserts an entry into the hash mapExperimental
Inserts an entry into the hash map if it is not already present.
call map % hashmap_type ( key[, other, conflict ] )
Subroutine
map (pass): shall be a scalar variable of class
chaining_hashmap_type or open_hashmap_type. It
is an intent(inout) argument. It is the hash map to receive the
entry.
key: shall be a of type key_type scalar, character scalar, int8 array
or int32 array. It is an intent(in) argument. It is the key for the entry
to be placed in the table.
other (optional): shall be a scalar of any type, including derived types.
It is an intent(in) argument. If present it is the value to be
associated with the key.
conflict (optional): shall be a scalar variable of type
logical. It is an intent(out) argument. If present, a .true.
value indicates that an entry with the value of key already exists
and the entry was not entered into the map, a .false. value indicates
that key was not present in the map and the entry was added to the
map. 
key is already present in map and the conflict argument has been
provided then the presence of other is ignored. If conflict has not 
been provided then it routine will error stop.  program example_map_entry
  use, intrinsic:: iso_fortran_env, only: int8, int64
  use stdlib_hashmaps, only: chaining_hashmap_type
  use stdlib_hashmap_wrappers, only: key_type, set
  implicit none
  type(chaining_hashmap_type) :: map
  type(key_type)      :: key
  logical             :: conflict
  integer             :: int_scalar
  type :: array_data_wrapper
      integer, allocatable :: array(:)
  end type
  type(array_data_wrapper) :: array_example
  ! Initialize hashmap with 2^10 slots.
  ! Hashmap will dynamically increase size if needed.
  call map%init(slots_bits=10)
  ! Explicitly set key using set function
  call set(key, [1, 2, 3])
  call map%map_entry(key, 4, conflict)
  print *, 'CONFLICT = ', conflict
  ! Using map_entry int32 array interface
  call map%map_entry( [4, 5, 6], 4, conflict)
  print *, 'CONFLICT = ', conflict
  ! Integer scalars need to be passed as an array.
  int_scalar = 1
  call map%map_entry( [int_scalar], 4, conflict)
  print *, 'CONFLICT = ', conflict
  ! Using map_entry character interface
  call map%map_entry( 'key_string', 4, conflict)
  print *, 'CONFLICT = ', conflict
  ! Transfer unsupported key types to int8 arrays.
  call map%map_entry( transfer( [1_int64, 2_int64, 3_int64], [0_int8] ), 4, conflict)
  print *, 'CONFLICT = ', conflict
! Keys can be mapped alone without a corresponding value (other) for 'Set' type functionality.
  call map%map_entry( [7, 8, 9], conflict=conflict)
  print *, 'CONFLICT = ', conflict
! Currently only scalar data can be mapped.   
! Arrays will need a wrapper.  
  array_example % array = [1,2,3,4,5]
  call map % map_entry( [10,11,12], array_example, conflict=conflict )
  print *, 'CONFLICT = ', conflict
end program example_map_entry
map_probes - returns the number of hash map probesExperimental
Returns the total number of table probes on the hash map.
result = map % hashmap_type ( )
Pure function
map (pass): shall be a scalar expression of class
hashmap_type. It is an intent(in)
argument. It is the hash map of interest.
The result is a scalar integer of kind int_probes.
The result is the number of probes of map since initialization or
rehashing. 
program example_probes
  use stdlib_hashmaps, only: chaining_hashmap_type
  implicit none
  type(chaining_hashmap_type) :: map
  integer :: nprobes
  call map%init()
  nprobes = map%map_probes()
  print *, "Initial probes =  ", nprobes
end program example_probes
num_slots - returns the number of hash map slots.Experimental
Returns the total number of slots on a hash map
result = map % hashmap_type ( )
Pure function
map: shall be a scalar expression of class
hashmap_type. It is an intent(in) argument. It is the
hash map of interest.
The result is a scalar integer of kind int_index.
The result is the number of slots in map.
program example_num_slots
  use stdlib_hashmaps, only: chaining_hashmap_type, int_index
  implicit none
  type(chaining_hashmap_type) :: map
  integer(int_index) :: initial_slots
  call map%init()
  initial_slots = map%num_slots()
  print *, "Initial slots =  ", initial_slots
end program example_num_slots
rehash - changes the hashing functionExperimental
Changes the hashing function for the map entries to that of hasher.
call map % hashmap_type ( hasher )
Subroutine
map (pass): shall be a scalar variable of class
chaining_hashmap_type or open_hashmap_type.
It is an intent(inout) argument. It is the hash map whose hashing 
method is to be changed.
hasher: shall be a function of interface hasher_fun.
It is the hash method to be used by map.
program example_rehash
  use stdlib_kinds, only: int8
  use stdlib_hashmaps, only: open_hashmap_type
  use stdlib_hashmap_wrappers, only: fnv_1a_hasher, &
                                     key_type, set
  implicit none
  type(open_hashmap_type) :: map
  type(key_type)      :: key
  call map%init(slots_bits=10)
  call set(key, [5_int8, 7_int8, 4_int8, 13_int8])
  call map%map_entry(key, 'A value')
  call map%rehash(fnv_1a_hasher)
end program example_rehash
remove - removes an entry from the hash mapExperimental
Removes an entry from the hash map, map.
call map % hashmap_type ( key[, existed ])
Subroutine
map (pass): shall be a scalar variable of class
chaining_hashmap_type or open_hashmap_type. 
It is an intent(inout) argument. It is the hash map with the element 
to be removed.
key: shall be a of type key_type scalar, character scalar, int8 array
or int32 array. It is an intent(in) argument. It is the key identifying 
the entry to be removed.
existed (optional): shall be a scalar variable of type default
logical. It is an intent(out) argument. If present with the value
.true. the entry existed in the map before removal, if .false. the
entry was not present to be removed and the map is unchanged. If
absent, the procedure returns with no entry with the given key.
program example_remove
  use stdlib_kinds, only: int8, int64
  use stdlib_hashmaps, only: open_hashmap_type
  use stdlib_hashmap_wrappers, only: key_type, set
  implicit none
  type(open_hashmap_type) :: map
  type(key_type)      :: key
  logical             :: existed
  integer             :: int_scalar
  ! Initialize hashmap with 2^10 slots.
  ! Hashmap will dynamically increase size if needed.
  call map%init(slots_bits=10)
  ! Explicitly set key type using set function
  call set(key, [1, 2, 3])
  call map%map_entry(key, 4.0)
  call map%remove(key, existed)
  print *, "Removed key existed = ", existed
  ! Using map_entry and remove int32 generic interface.
  call map%map_entry([1, 2, 3], 4.0)
  call map%remove([1, 2, 3], existed)
  print *, "Removed key existed = ", existed
  ! Integer scalars need to be passed as an array.
  int_scalar = 1
  call map%map_entry( [int_scalar], 4.0)
  call map%remove( [int_scalar], existed)
  print *, "Removed key existed = ", existed
  ! Using map_entry and remove character generic interface.
  call map%map_entry('key_string', 4.0)
  call map%remove('key_string', existed)
  print *, "Removed key existed = ", existed
  ! Use transfer to int8 arrays for unsupported key types.
  call map%map_entry( transfer( [1_int64, 2_int64], [0_int8] ), 4.0)
  call map%remove( transfer( [1_int64,2_int64], [0_int8] ), existed)
  print *, "Removed key existed = ", existed
end program example_remove
set_other_data - replaces the other data for an entryExperimental
Replaces the other data in the map for the entry with the key value,
key.
call map % hashmap_type ( key, other[, exists] )
Subroutine
map (pass): shall be a scalar variable of class
chaining_hashmap_type or open_hashmap_type. It
is an intent(inout) argument. It will be a hash map used to store
and access the entry's data.
key: shall be a of type key_type scalar, character scalar, int8 array
or int32 array. It is an intent(in) argument. It is the key to the 
entry whose other data is to be replaced.
other (optional): shall be a scalar of any type, including derived types.
It is an intent(in) argument. If present it is the value to be
associated with the key.
exists (optional): shall be a scalar variable of type logical.
It is an intent(out) argument. If present with the value
.true. an entry with that key existed in the map and its other
data was replaced.  If exists is .false. the key did
not exist and nothing was done.
key is not already present in map and exists has not 
been provided then the routine will error stop.program example_set_other_data
  use stdlib_kinds, only: int8
  use stdlib_hashmaps, only: open_hashmap_type, chaining_hashmap_type
  use stdlib_hashmap_wrappers, only: key_type, set
  implicit none
  logical :: exists
  type(chaining_hashmap_type) :: map
  class(*), allocatable   :: data
  type(key_type) :: key
  ! Initialize hashmap with 2^10 slots.
  ! Hashmap will dynamically increase size if needed.
  call map%init(slots_bits=10)
  call set(key, [5, 7, 4, 13])
  call map%map_entry(key, 'A value')
  call map%set_other_data(key, 'Another value', exists)
  print *, 'The entry to have its other data replaced exists = ', exists
  call map%get_other_data(key, data, exists)
  print *, 'Get_other_data was successful = ', exists
  ! Hashmaps return an unlimited polymorphic type as other.  
  ! Must be included in a select type operation to do further operations.
  select type (data)
  type is (character(*))
    print *, 'Value is = ', data
  class default
    print *, 'Invalid data type in other'
  end select
end program example_set_other_data
slots_bits - returns the number of bits used to address the hash map slotsExperimental
Returns the total number of bits used to address the hash map slots.
result = map % hashmap_type ( )
Pure function
map (pass): shall be a scalar expression of class
hashmap_type. It is an intent(in) argument. It is the
hash map of interest.
The result is a scalar integer of kind int_index.
The result is the number of bits used in addressing the slots in map.
program example_slots_bits
  use stdlib_hashmaps, only: chaining_hashmap_type
  implicit none
  type(chaining_hashmap_type) :: map
  integer :: bits
  call map%init()
  bits = map%slots_bits()
  print *, "Initial slot bits =  ", bits
end program example_slots_bits
total_depth - returns the total depth of the hash map entriesExperimental
Returns the total number of one's based offsets of slot entries from their slot index for a hash map
result = map % hashmap_type ( )
Pure function
map (pass): shall be a scalar expression of class
hashmap_type. It is an intent(in) argument. It is the
hash map of interest.
The result is a scalar integer of kind int_depth.
The result is the total number of one's based offsets of slot entries from their slot index the map.
program example_total_depth
  use stdlib_hashmaps, only: chaining_hashmap_type, int_depth
  implicit none
  type(chaining_hashmap_type) :: map
  integer(int_depth) :: initial_depth
  call map%init()
  initial_depth = map%total_depth()
  print *, "Initial total depth =  ", initial_depth
end program example_total_depth