ruby : add more APIs (#2518)

* Add test for built package existence

* Add more tests for Whisper::Params

* Add more Whisper::Params attributes

* Add tests for callbacks

* Add progress and abort callback features

* [skip ci] Add prompt usage in README

* Change prompt text in example
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KITAITI Makoto 2024-10-29 02:23:23 +09:00 committed by GitHub
parent fc49ee4479
commit d4bc413505
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6 changed files with 451 additions and 3 deletions

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@ -31,6 +31,7 @@ params.duration = 60_000
params.max_text_tokens = 300 params.max_text_tokens = 300
params.translate = true params.translate = true
params.print_timestamps = false params.print_timestamps = false
params.prompt = "Initial prompt here."
whisper.transcribe("path/to/audio.wav", params) do |whole_text| whisper.transcribe("path/to/audio.wav", params) do |whole_text|
puts whole_text puts whole_text

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@ -107,10 +107,16 @@ void rb_whisper_free(ruby_whisper *rw) {
free(rw); free(rw);
} }
void rb_whisper_callbcack_container_mark(ruby_whisper_callback_container *rwc) {
rb_gc_mark(rwc->user_data);
rb_gc_mark(rwc->callback);
rb_gc_mark(rwc->callbacks);
}
void rb_whisper_params_mark(ruby_whisper_params *rwp) { void rb_whisper_params_mark(ruby_whisper_params *rwp) {
rb_gc_mark(rwp->new_segment_callback_container->user_data); rb_whisper_callbcack_container_mark(rwp->new_segment_callback_container);
rb_gc_mark(rwp->new_segment_callback_container->callback); rb_whisper_callbcack_container_mark(rwp->progress_callback_container);
rb_gc_mark(rwp->new_segment_callback_container->callbacks); rb_whisper_callbcack_container_mark(rwp->abort_callback_container);
} }
void rb_whisper_params_free(ruby_whisper_params *rwp) { void rb_whisper_params_free(ruby_whisper_params *rwp) {
@ -141,6 +147,8 @@ static VALUE ruby_whisper_params_allocate(VALUE klass) {
rwp = ALLOC(ruby_whisper_params); rwp = ALLOC(ruby_whisper_params);
rwp->params = whisper_full_default_params(WHISPER_SAMPLING_GREEDY); rwp->params = whisper_full_default_params(WHISPER_SAMPLING_GREEDY);
rwp->new_segment_callback_container = rb_whisper_callback_container_allocate(); rwp->new_segment_callback_container = rb_whisper_callback_container_allocate();
rwp->progress_callback_container = rb_whisper_callback_container_allocate();
rwp->abort_callback_container = rb_whisper_callback_container_allocate();
return Data_Wrap_Struct(klass, rb_whisper_params_mark, rb_whisper_params_free, rwp); return Data_Wrap_Struct(klass, rb_whisper_params_mark, rb_whisper_params_free, rwp);
} }
@ -316,6 +324,54 @@ static VALUE ruby_whisper_transcribe(int argc, VALUE *argv, VALUE self) {
rwp->params.new_segment_callback_user_data = rwp->new_segment_callback_container; rwp->params.new_segment_callback_user_data = rwp->new_segment_callback_container;
} }
if (!NIL_P(rwp->progress_callback_container->callback) || 0 != RARRAY_LEN(rwp->progress_callback_container->callbacks)) {
rwp->params.progress_callback = [](struct whisper_context *ctx, struct whisper_state * /*state*/, int progress_cur, void *user_data) {
const ruby_whisper_callback_container *container = (ruby_whisper_callback_container *)user_data;
const VALUE progress = INT2NUM(progress_cur);
// Currently, doesn't support state because
// those require to resolve GC-related problems.
if (!NIL_P(container->callback)) {
rb_funcall(container->callback, id_call, 4, *container->context, Qnil, progress, container->user_data);
}
const long callbacks_len = RARRAY_LEN(container->callbacks);
if (0 == callbacks_len) {
return;
}
for (int j = 0; j < callbacks_len; j++) {
VALUE cb = rb_ary_entry(container->callbacks, j);
rb_funcall(cb, id_call, 1, progress);
}
};
rwp->progress_callback_container->context = &self;
rwp->params.progress_callback_user_data = rwp->progress_callback_container;
}
if (!NIL_P(rwp->abort_callback_container->callback) || 0 != RARRAY_LEN(rwp->abort_callback_container->callbacks)) {
rwp->params.abort_callback = [](void * user_data) {
const ruby_whisper_callback_container *container = (ruby_whisper_callback_container *)user_data;
if (!NIL_P(container->callback)) {
VALUE result = rb_funcall(container->callback, id_call, 1, container->user_data);
if (!NIL_P(result) && Qfalse != result) {
return true;
}
}
const long callbacks_len = RARRAY_LEN(container->callbacks);
if (0 == callbacks_len) {
return false;
}
for (int j = 0; j < callbacks_len; j++) {
VALUE cb = rb_ary_entry(container->callbacks, j);
VALUE result = rb_funcall(cb, id_call, 1, container->user_data);
if (!NIL_P(result) && Qfalse != result) {
return true;
}
}
return false;
};
rwp->abort_callback_container->context = &self;
rwp->params.abort_callback_user_data = rwp->abort_callback_container;
}
if (whisper_full_parallel(rw->context, rwp->params, pcmf32.data(), pcmf32.size(), 1) != 0) { if (whisper_full_parallel(rw->context, rwp->params, pcmf32.data(), pcmf32.size(), 1) != 0) {
fprintf(stderr, "failed to process audio\n"); fprintf(stderr, "failed to process audio\n");
return self; return self;
@ -631,6 +687,30 @@ static VALUE ruby_whisper_params_get_split_on_word(VALUE self) {
static VALUE ruby_whisper_params_set_split_on_word(VALUE self, VALUE value) { static VALUE ruby_whisper_params_set_split_on_word(VALUE self, VALUE value) {
BOOL_PARAMS_SETTER(self, split_on_word, value) BOOL_PARAMS_SETTER(self, split_on_word, value)
} }
/*
* Tokens to provide to the whisper decoder as initial prompt
* these are prepended to any existing text context from a previous call
* use whisper_tokenize() to convert text to tokens.
* Maximum of whisper_n_text_ctx()/2 tokens are used (typically 224).
*
* call-seq:
* initial_prompt -> String
*/
static VALUE ruby_whisper_params_get_initial_prompt(VALUE self) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
return rwp->params.initial_prompt == nullptr ? Qnil : rb_str_new2(rwp->params.initial_prompt);
}
/*
* call-seq:
* initial_prompt = prompt -> prompt
*/
static VALUE ruby_whisper_params_set_initial_prompt(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->params.initial_prompt = StringValueCStr(value);
return value;
}
/* /*
* If true, enables diarization. * If true, enables diarization.
* *
@ -725,6 +805,124 @@ static VALUE ruby_whisper_params_set_max_text_tokens(VALUE self, VALUE value) {
rwp->params.n_max_text_ctx = NUM2INT(value); rwp->params.n_max_text_ctx = NUM2INT(value);
return value; return value;
} }
/*
* call-seq:
* temperature -> Float
*/
static VALUE ruby_whisper_params_get_temperature(VALUE self) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
return DBL2NUM(rwp->params.temperature);
}
/*
* call-seq:
* temperature = temp -> temp
*/
static VALUE ruby_whisper_params_set_temperature(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->params.temperature = RFLOAT_VALUE(value);
return value;
}
/*
* See https://github.com/openai/whisper/blob/f82bc59f5ea234d4b97fb2860842ed38519f7e65/whisper/decoding.py#L97
*
* call-seq:
* max_initial_ts -> Flaot
*/
static VALUE ruby_whisper_params_get_max_initial_ts(VALUE self) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
return DBL2NUM(rwp->params.max_initial_ts);
}
/*
* call-seq:
* max_initial_ts = timestamp -> timestamp
*/
static VALUE ruby_whisper_params_set_max_initial_ts(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->params.max_initial_ts = RFLOAT_VALUE(value);
return value;
}
/*
* call-seq:
* length_penalty -> Float
*/
static VALUE ruby_whisper_params_get_length_penalty(VALUE self) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
return DBL2NUM(rwp->params.length_penalty);
}
/*
* call-seq:
* length_penalty = penalty -> penalty
*/
static VALUE ruby_whisper_params_set_length_penalty(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->params.length_penalty = RFLOAT_VALUE(value);
return value;
}
/*
* call-seq:
* temperature_inc -> Float
*/
static VALUE ruby_whisper_params_get_temperature_inc(VALUE self) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
return DBL2NUM(rwp->params.temperature_inc);
}
/*
* call-seq:
* temperature_inc = inc -> inc
*/
static VALUE ruby_whisper_params_set_temperature_inc(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->params.temperature_inc = RFLOAT_VALUE(value);
return value;
}
/*
* Similar to OpenAI's "compression_ratio_threshold"
*
* call-seq:
* entropy_thold -> Float
*/
static VALUE ruby_whisper_params_get_entropy_thold(VALUE self) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
return DBL2NUM(rwp->params.entropy_thold);
}
/*
* call-seq:
* entropy_thold = threshold -> threshold
*/
static VALUE ruby_whisper_params_set_entropy_thold(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->params.entropy_thold = RFLOAT_VALUE(value);
return value;
}
/*
* call-seq:
* logprob_thold -> Float
*/
static VALUE ruby_whisper_params_get_logprob_thold(VALUE self) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
return DBL2NUM(rwp->params.logprob_thold);
}
/*
* call-seq:
* logprob_thold = threshold -> threshold
*/
static VALUE ruby_whisper_params_set_logprob_thold(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->params.logprob_thold = RFLOAT_VALUE(value);
return value;
}
/* /*
* Sets new segment callback, called for every newly generated text segment. * Sets new segment callback, called for every newly generated text segment.
* *
@ -753,6 +951,62 @@ static VALUE ruby_whisper_params_set_new_segment_callback_user_data(VALUE self,
rwp->new_segment_callback_container->user_data = value; rwp->new_segment_callback_container->user_data = value;
return value; return value;
} }
/*
* Sets progress callback, called on each progress update.
*
* params.new_segment_callback = ->(context, _, n_new, user_data) {
* # ...
* }
*
* call-seq:
* progress_callback = callback -> callback
*/
static VALUE ruby_whisper_params_set_progress_callback(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->progress_callback_container->callback = value;
return value;
}
/*
* Sets user data passed to the last argument of progress callback.
*
* call-seq:
* progress_callback_user_data = user_data -> use_data
*/
static VALUE ruby_whisper_params_set_progress_callback_user_data(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->progress_callback_container->user_data = value;
return value;
}
/*
* Sets abort callback, called to check if the process should be aborted.
*
* params.abort_callback = ->(user_data) {
* # ...
* }
*
* call-seq:
* abort_callback = callback -> callback
*/
static VALUE ruby_whisper_params_set_abort_callback(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->abort_callback_container->callback = value;
return value;
}
/*
* Sets user data passed to the last argument of abort callback.
*
* call-seq:
* abort_callback_user_data = user_data -> use_data
*/
static VALUE ruby_whisper_params_set_abort_callback_user_data(VALUE self, VALUE value) {
ruby_whisper_params *rwp;
Data_Get_Struct(self, ruby_whisper_params, rwp);
rwp->abort_callback_container->user_data = value;
return value;
}
// High level API // High level API
@ -835,6 +1089,46 @@ static VALUE ruby_whisper_params_on_new_segment(VALUE self) {
return Qnil; return Qnil;
} }
/*
* Hook called on progress update. Yields each progress Integer between 0 and 100.
*
* whisper.on_progress do |progress|
* # ...
* end
*
* call-seq:
* on_progress {|progress| ... }
*/
static VALUE ruby_whisper_params_on_progress(VALUE self) {
ruby_whisper_params *rws;
Data_Get_Struct(self, ruby_whisper_params, rws);
const VALUE blk = rb_block_proc();
rb_ary_push(rws->progress_callback_container->callbacks, blk);
return Qnil;
}
/*
* Call block to determine whether abort or not. Return +true+ when you want to abort.
*
* params.abort_on do
* if some_condition
* true # abort
* else
* false # continue
* end
* end
*
* call-seq:
* abort_on { ... }
*/
static VALUE ruby_whisper_params_abort_on(VALUE self) {
ruby_whisper_params *rws;
Data_Get_Struct(self, ruby_whisper_params, rws);
const VALUE blk = rb_block_proc();
rb_ary_push(rws->abort_callback_container->callbacks, blk);
return Qnil;
}
/* /*
* Start time in milliseconds. * Start time in milliseconds.
* *
@ -946,6 +1240,8 @@ void Init_whisper() {
rb_define_method(cParams, "token_timestamps=", ruby_whisper_params_set_token_timestamps, 1); rb_define_method(cParams, "token_timestamps=", ruby_whisper_params_set_token_timestamps, 1);
rb_define_method(cParams, "split_on_word", ruby_whisper_params_get_split_on_word, 0); rb_define_method(cParams, "split_on_word", ruby_whisper_params_get_split_on_word, 0);
rb_define_method(cParams, "split_on_word=", ruby_whisper_params_set_split_on_word, 1); rb_define_method(cParams, "split_on_word=", ruby_whisper_params_set_split_on_word, 1);
rb_define_method(cParams, "initial_prompt", ruby_whisper_params_get_initial_prompt, 0);
rb_define_method(cParams, "initial_prompt=", ruby_whisper_params_set_initial_prompt, 1);
rb_define_method(cParams, "diarize", ruby_whisper_params_get_diarize, 0); rb_define_method(cParams, "diarize", ruby_whisper_params_get_diarize, 0);
rb_define_method(cParams, "diarize=", ruby_whisper_params_set_diarize, 1); rb_define_method(cParams, "diarize=", ruby_whisper_params_set_diarize, 1);
@ -956,9 +1252,25 @@ void Init_whisper() {
rb_define_method(cParams, "max_text_tokens", ruby_whisper_params_get_max_text_tokens, 0); rb_define_method(cParams, "max_text_tokens", ruby_whisper_params_get_max_text_tokens, 0);
rb_define_method(cParams, "max_text_tokens=", ruby_whisper_params_set_max_text_tokens, 1); rb_define_method(cParams, "max_text_tokens=", ruby_whisper_params_set_max_text_tokens, 1);
rb_define_method(cParams, "temperature", ruby_whisper_params_get_temperature, 0);
rb_define_method(cParams, "temperature=", ruby_whisper_params_set_temperature, 1);
rb_define_method(cParams, "max_initial_ts", ruby_whisper_params_get_max_initial_ts, 0);
rb_define_method(cParams, "max_initial_ts=", ruby_whisper_params_set_max_initial_ts, 1);
rb_define_method(cParams, "length_penalty", ruby_whisper_params_get_length_penalty, 0);
rb_define_method(cParams, "length_penalty=", ruby_whisper_params_set_length_penalty, 1);
rb_define_method(cParams, "temperature_inc", ruby_whisper_params_get_temperature_inc, 0);
rb_define_method(cParams, "temperature_inc=", ruby_whisper_params_set_temperature_inc, 1);
rb_define_method(cParams, "entropy_thold", ruby_whisper_params_get_entropy_thold, 0);
rb_define_method(cParams, "entropy_thold=", ruby_whisper_params_set_entropy_thold, 1);
rb_define_method(cParams, "logprob_thold", ruby_whisper_params_get_logprob_thold, 0);
rb_define_method(cParams, "logprob_thold=", ruby_whisper_params_set_logprob_thold, 1);
rb_define_method(cParams, "new_segment_callback=", ruby_whisper_params_set_new_segment_callback, 1); rb_define_method(cParams, "new_segment_callback=", ruby_whisper_params_set_new_segment_callback, 1);
rb_define_method(cParams, "new_segment_callback_user_data=", ruby_whisper_params_set_new_segment_callback_user_data, 1); rb_define_method(cParams, "new_segment_callback_user_data=", ruby_whisper_params_set_new_segment_callback_user_data, 1);
rb_define_method(cParams, "progress_callback=", ruby_whisper_params_set_progress_callback, 1);
rb_define_method(cParams, "progress_callback_user_data=", ruby_whisper_params_set_progress_callback_user_data, 1);
rb_define_method(cParams, "abort_callback=", ruby_whisper_params_set_abort_callback, 1);
rb_define_method(cParams, "abort_callback_user_data=", ruby_whisper_params_set_abort_callback_user_data, 1);
// High leve // High leve
cSegment = rb_define_class_under(mWhisper, "Segment", rb_cObject); cSegment = rb_define_class_under(mWhisper, "Segment", rb_cObject);
@ -966,6 +1278,8 @@ void Init_whisper() {
rb_define_alloc_func(cSegment, ruby_whisper_segment_allocate); rb_define_alloc_func(cSegment, ruby_whisper_segment_allocate);
rb_define_method(cContext, "each_segment", ruby_whisper_each_segment, 0); rb_define_method(cContext, "each_segment", ruby_whisper_each_segment, 0);
rb_define_method(cParams, "on_new_segment", ruby_whisper_params_on_new_segment, 0); rb_define_method(cParams, "on_new_segment", ruby_whisper_params_on_new_segment, 0);
rb_define_method(cParams, "on_progress", ruby_whisper_params_on_progress, 0);
rb_define_method(cParams, "abort_on", ruby_whisper_params_abort_on, 0);
rb_define_method(cSegment, "start_time", ruby_whisper_segment_get_start_time, 0); rb_define_method(cSegment, "start_time", ruby_whisper_segment_get_start_time, 0);
rb_define_method(cSegment, "end_time", ruby_whisper_segment_get_end_time, 0); rb_define_method(cSegment, "end_time", ruby_whisper_segment_get_end_time, 0);
rb_define_method(cSegment, "speaker_next_turn?", ruby_whisper_segment_get_speaker_turn_next, 0); rb_define_method(cSegment, "speaker_next_turn?", ruby_whisper_segment_get_speaker_turn_next, 0);

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@ -18,6 +18,8 @@ typedef struct {
struct whisper_full_params params; struct whisper_full_params params;
bool diarize; bool diarize;
ruby_whisper_callback_container *new_segment_callback_container; ruby_whisper_callback_container *new_segment_callback_container;
ruby_whisper_callback_container *progress_callback_container;
ruby_whisper_callback_container *abort_callback_container;
} ruby_whisper_params; } ruby_whisper_params;
#endif #endif

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@ -5,6 +5,7 @@ class TestCallback < Test::Unit::TestCase
TOPDIR = File.expand_path(File.join(File.dirname(__FILE__), '..')) TOPDIR = File.expand_path(File.join(File.dirname(__FILE__), '..'))
def setup def setup
GC.start
@params = Whisper::Params.new @params = Whisper::Params.new
@whisper = Whisper::Context.new(File.join(TOPDIR, '..', '..', 'models', 'ggml-base.en.bin')) @whisper = Whisper::Context.new(File.join(TOPDIR, '..', '..', 'models', 'ggml-base.en.bin'))
@audio = File.join(TOPDIR, '..', '..', 'samples', 'jfk.wav') @audio = File.join(TOPDIR, '..', '..', 'samples', 'jfk.wav')
@ -73,4 +74,90 @@ class TestCallback < Test::Unit::TestCase
assert_same @whisper, @whisper.transcribe(@audio, @params) assert_same @whisper, @whisper.transcribe(@audio, @params)
end end
def test_progress_callback
first = nil
last = nil
@params.progress_callback = ->(context, state, progress, user_data) {
assert_kind_of Integer, progress
assert 0 <= progress && progress <= 100
assert_same @whisper, context
first = progress if first.nil?
last = progress
}
@whisper.transcribe(@audio, @params)
assert_equal 0, first
assert_equal 100, last
end
def test_progress_callback_user_data
udata = Object.new
@params.progress_callback_user_data = udata
@params.progress_callback = ->(context, state, n_new, user_data) {
assert_same udata, user_data
}
@whisper.transcribe(@audio, @params)
end
def test_on_progress
first = nil
last = nil
@params.on_progress do |progress|
assert_kind_of Integer, progress
assert 0 <= progress && progress <= 100
first = progress if first.nil?
last = progress
end
@whisper.transcribe(@audio, @params)
assert_equal 0, first
assert_equal 100, last
end
def test_abort_callback
i = 0
@params.abort_callback = ->(user_data) {
assert_nil user_data
i += 1
return false
}
@whisper.transcribe(@audio, @params)
assert i > 0
end
def test_abort_callback_abort
i = 0
@params.abort_callback = ->(user_data) {
i += 1
return i == 3
}
@whisper.transcribe(@audio, @params)
assert_equal 3, i
end
def test_abort_callback_user_data
udata = Object.new
@params.abort_callback_user_data = udata
yielded = nil
@params.abort_callback = ->(user_data) {
yielded = user_data
}
@whisper.transcribe(@audio, @params)
assert_same udata, yielded
end
def test_abort_on
do_abort = false
aborted_from_callback = false
@params.on_new_segment do |segment|
do_abort = true if segment.text.match? /ask/
end
i = 0
@params.abort_on do
i += 1
do_abort
end
@whisper.transcribe(@audio, @params)
assert i > 0
end
end end

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@ -8,6 +8,7 @@ class TestPackage < Test::Unit::TestCase
Tempfile.create do |file| Tempfile.create do |file|
assert system("gem", "build", "whispercpp.gemspec", "--output", file.to_path.shellescape, exception: true) assert system("gem", "build", "whispercpp.gemspec", "--output", file.to_path.shellescape, exception: true)
assert file.size > 0 assert file.size > 0
assert_path_exist file.to_path
end end
end end

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@ -1,3 +1,4 @@
require 'test/unit'
require 'whisper' require 'whisper'
class TestParams < Test::Unit::TestCase class TestParams < Test::Unit::TestCase
@ -109,4 +110,46 @@ class TestParams < Test::Unit::TestCase
@params.split_on_word = false @params.split_on_word = false
assert !@params.split_on_word assert !@params.split_on_word
end end
def test_initial_prompt
assert_nil @params.initial_prompt
@params.initial_prompt = "You are a polite person."
assert_equal "You are a polite person.", @params.initial_prompt
end
def test_temperature
assert_equal 0.0, @params.temperature
@params.temperature = 0.5
assert_equal 0.5, @params.temperature
end
def test_max_initial_ts
assert_equal 1.0, @params.max_initial_ts
@params.max_initial_ts = 600.0
assert_equal 600.0, @params.max_initial_ts
end
def test_length_penalty
assert_equal -1.0, @params.length_penalty
@params.length_penalty = 0.5
assert_equal 0.5, @params.length_penalty
end
def test_temperature_inc
assert_in_delta 0.2, @params.temperature_inc
@params.temperature_inc = 0.5
assert_in_delta 0.5, @params.temperature_inc
end
def test_entropy_thold
assert_in_delta 2.4, @params.entropy_thold
@params.entropy_thold = 3.0
assert_in_delta 3.0, @params.entropy_thold
end
def test_logprob_thold
assert_in_delta -1.0, @params.logprob_thold
@params.logprob_thold = -0.5
assert_in_delta -0.5, @params.logprob_thold
end
end end