In the TFP tutorial, the model output is Normal distribution. I noted that the output can be replaced by an IndependentNormal layer. In my model, the y_true is binary class. Therefore, I used an IndependentBernoulli layer instead of IndependentNormal layer.
After building the model, I found that it has two output parameters. It doesn't make sense to me since Bernoulli distribution has one parameter only. Do you know what went wrong?
# Define the prior weight distribution as Normal of mean=0 and stddev=1.
# Note that, in this example, the we prior distribution is not trainable,
# as we fix its parameters.
def prior(kernel_size, bias_size, dtype=None):
n = kernel_size + bias_size
prior_model = Sequential([
tfpl.DistributionLambda(
lambda t: tfd.MultivariateNormalDiag(loc=tf.zeros(n), scale_diag=tf.ones(n))
)
])
return prior_model
# Define variational posterior weight distribution as multivariate Gaussian.
# Note that the learnable parameters for this distribution are the means,
# variances, and covariances.
def posterior(kernel_size, bias_size, dtype=None):
n = kernel_size + bias_size
posterior_model = Sequential([
tfpl.VariableLayer(tfpl.MultivariateNormalTriL.params_size(n), dtype=dtype),
tfpl.MultivariateNormalTriL(n)
])
return posterior_model
# Create a probabilistic DL model
model = Sequential([
tfpl.DenseVariational(units=16,
input_shape=(6,),
make_prior_fn=prior,
make_posterior_fn=posterior,
kl_weight=1/X_train.shape[0],
activation='relu'),
tfpl.DenseVariational(units=16,
make_prior_fn=prior,
make_posterior_fn=posterior,
kl_weight=1/X_train.shape[0],
activation='sigmoid'),
tfpl.DenseVariational(units=tfpl.IndependentBernoulli.params_size(1),
make_prior_fn=prior,
make_posterior_fn=posterior,
kl_weight=1/X_train.shape[0]),
tfpl.IndependentBernoulli(1, convert_to_tensor_fn=tfd.Bernoulli.logits)
])
model.summary()
screenshot of the results executed the codes on Google Colab
I agree the summary display is confusing but I think this is an artifact of the way tfp layers are implemented to interact with keras. During normal operation, there will only be one return value from a DistributionLambda layer. But in some contexts (that I don't fully grok) DistributionLambda.call may return both a distribution and a side-result. I think the summary plumbing triggers this for some reason, so it looks like there are 2 outputs, but there will practically only be one. Try calling your model object on X_train, and you'll see you get a single distribution out (its type is actually something called TensorCoercible, which is a wrapper around a distribution that lets you pass it into tf ops that call tf.convert_to_tensor -- the resulting value for that op will be the result of calling your convert_to_tensor_fn on the enclosed distribution).
In summary, your distribution layer is fine but the summary is confusing. It could probably be fixed; I'm not keras-knowledgeable enough to opine on how hard it would be.
Side note: you can omit the event_shape=1 parameter -- the default value is (), or "scalar", which will behave the same.
HTH!
My task is querying medical texts for institute names using a rule as below:
[{'ENT_TYPE': 'institute_name'}, {'TEXT': 'Hospital'}]
The rule will only idenify a match if both terms are included therein. Thus, it will accept "Mount Sinai Hospital", but not "Mount Sinai". I've tried spaczz that wraps spaCy and works great for single term or phrase. However neither spaCy not spaczz allow for a fuzzy multi-words rule with more than one typo as in "Moung Sinai Mospital."
Therefore, I'm trying to re-write the Matcher object by incorporating a fuzzy similarity algorithm such as RapidFuzz but I'm having some difficulty with its Cython component.
The Matcher's Class call method finds all token sequences matching the supplied patterns on doclike, the document to match over or a Span (Type: Doc/Span), returning
a list of (match_id, start, end) tuples, describing the matches:
matches = find_matches (&self.patterns[0], self.patterns.size(), doclike, length,
extensions=self._extensions, predicates=self._extra_predicates)
for i, (key, start, end) in enumerate(matches):
on_match = self._callbacks.get(key, None)
if on_match is not None:
on_ma
return matches
find_matches is a cython class that returns the matches in a doc, with a compiled array of patterns as a list of (id, start, end) tuples and has main loop that seems to match the doc against the pre-defined patterns:
# Main loop
cdef int nr_predicate = len(predicates)
for i in range(length):
for j in range(n):
states.push_back(PatternStateC(patterns[j], i, 0))
transition_states(states, matches, predicate_cache,
doclike[i], extra_attr_values, predicates)
extra_attr_values += nr_extra_attr
predicate_cache += len(predicates)
Can you help me locate the actual matching operation (pattern against string) in the python/C-level objects as attributes? I hope to be able to extend this operation with the fuzzy matching algorithm. You can find the code for the Matcher class, the call method and the find_matches class here.
You can follow a more pythonic effort to achieve this goal by spaczz here.
I think the easiest way would be to add an additional predicate type called something like FUZZY. Look at how the regex, set, and comparison predicates are defined and do something similar for FUZZY with your custom code to match on strings with small edit differences:
https://github.com/explosion/spaCy/blob/master/spacy/matcher/matcher.pyx#L687-L781
The predicate classes are standard python classes, no cython required. You'll also need to add the predicate to the schema in spacy/matcher/_schemas.py.
Remember that like the rest of the Matcher predicates, it matches over tokens, so your definition of fuzziness will have to be at the token level.
I'm new to Bazel and got a question regarding Bazel macros. I'm looking for the best way to structure our build.
Is it possible to iterate over a list containing the specifics to the build rules?
For example I have a list containing srcs,deps,hdrs,name etc. This list is combined into one larger list containing all modules i want to build creating one component.
If possible can someone give a short example how this would look in code?
Thanks for your time
ok i got it:
Content of Build.bazel:
load(":macro.bzl","buildmacro")
load(":SrcList.bzl","SrcLists","CommonDependencies")
[buildmacro(
current_module_name = Module[0][0],
current_module_srcs=Module[1],
current_module_hdrs=Module[2],
current_module_deps=Module[3] + CommonDependencies,
)for Module in SrcLists]
Content of macro.bzl:
def buildmacro(current_module_name,current_module_srcs,current_module_hdrs,current_module_deps):
native.cc_library(
name = current_module_name,
deps = current_module_deps,
srcs = current_module_srcs,
hdrs = current_module_hdrs,
linkstatic = 1,
visibility = ["//visibility:public"],
)
Example of the SrcLists-file:
listofcode = [["nameofrule"]["srcfiles"]["headers"]["deps"]...]
listofcode2 = ...
SrcLists = [listofcode] + [listofcode2] ...
execute bazel build :all
I am trying to make a PE loader to understand more about Portable Executables. The thing I am stuck with is the processing of IAT. I am not able to understand what this piece of code does.
PIMAGE_THUNK_DATA nameRef = (PIMAGE_THUNK_DATA)((DWORD_PTR)dwMapBase + pImportDesc->Characteristics);
PIMAGE_THUNK_DATA symbolRef = (PIMAGE_THUNK_DATA)((DWORD_PTR)dwMapBase + pImportDesc->FirstThunk);
for (; nameRef->u1.AddressOfData; nameRef++, symbolRef++)
{
if (nameRef->u1.AddressOfData & 0x80000000)
{
symbolRef->u1.AddressOfData = (DWORD)GetProcAddress(hMod, MAKEINTRESOURCE(nameRef->u1.AddressOfData));
}
else
{
pImportName = (PIMAGE_IMPORT_BY_NAME)(dwMapBase + nameRef->u1.AddressOfData);
symbolRef->u1.Function = (DWORD)GetProcAddress(hMod, (LPCSTR)pImportName->Name);
}
}
I know that though Characteristics we identify the sections for giving the page READ, WRITE or EXECUTE permissions but nothing of that sort is happening here. By using some already existing codes I have written a PE loader but there is no error and the executable is not getting loaded. Just a hint in the right direction would be sufficient. Thanks.
PS code can be found here https://pastebin.com/0ZEn0i8k
Exactly that piece of code you've placed is intended to only one goal: resolve imports table, so each call to external function could be made with actual address of that imported function. You can take a look at this page to get more technical info: https://msdn.microsoft.com/en-us/library/ms809762.aspx
DWORD Characteristics
At one time, this may have been a set of flags. However, Microsoft changed its meaning and never bothered to update WINNT.H. This field is really an offset (an RVA) to an array of pointers. Each of these pointers points to an IMAGE_IMPORT_BY_NAME structure.
So, your snippet receives a pointer to array of import records as a nameRef variable. Then, each import can be one of possible modes:
Import by function ordinal number: this is where "if" takes place. Ordinals are always combined with 0x8000000 as user code is never mapped to such a high area. So, that "big eight" just says "this is not an address!".
Import by function name: this is "else" branch. Any non-zero AddressOfData below "big eight" points to an ASCII-Z string.
Zero - this is end-of-import table, dummy record.
And in both non-zero cases, GetProcAddress should resolve an import (by ordinal number or by name) to actual address in memory.
if you look for IMAGE_IMPORT_DESCRIPTOR definition, you can view that Characteristics is share union with OriginalFirstThunk. so really code can be written as
PIMAGE_THUNK_DATA nameRef = (PIMAGE_THUNK_DATA)
((DWORD_PTR)dwMapBase + pImportDesc->OriginalFirstThunk);
it will be the same effect. however this
(DWORD)GetProcAddress
does not cause you any questions ?
How can I customize the completion of a GtkComboBoxText with both a "static" aspect and a "dynamic" one? The static aspect is because some entries are known and added to the combo-box-text at construction time with gtk_combo_box_text_append_text. The dynamic aspect is because I also need to complete thru some callback function(s), that is to complete dynamically -after creation of the GtkComboBoxText widget- once several characters has been typed.
My application uses Boehm's GC (except for GTK objects of course) like Guile or SCM or Bigloo are doing. It can be seen as an experimental persistent dynamic-typed programming language implementation with an integrated editor coded on and for Debian/Linux/x86-64 with the system GTK3.21 library, it is coded in C99 (some of which is generated) and is compiled with GCC6.
(I don't care about non-Linux systems, GTK3 libraries older than GTK3.20, GCC compiler older that GCC6)
question details
I'm entering (inputting into the GtkComboBoxText) either a name, or an object-id.
The name is C-identifier-like but starts with a letter and cannot end with an underscore. For example, comment, if, the_GUI, the_system, payload_json, or x1 are valid names (but _a0bcd or foobar_ are invalid names, because they start or end with an underscore). I currently have a big dozen of names, but I could have a few thousands of them. So it would be reasonable to offer a completion once only a single or perhaps two letters has been typed, and completion for names can happen statically because they are not many of them (so I feel reasonable to call gtk_combo_box_append_text for each name).
The object-id starts with an underscore followed by a digit and has exactly 18 alphanumeric (sort-of random) characters. For example, _5Hf0fFKvRVa71ZPM0, _8261sbF1f9ohzu2Iu, _0BV96V94PJIn9si1K are possible object-ids. Actually it is 96 almost random bits (probably only 294 are possible). The object-id plays the role of UUIDs (in the sense that it is assumed to be world-wide unique for distinct objects) but has a C friendly syntax. I currently have a few dozen of objects-ids, but I could have a few hundred of thousands (or maybe a million) of them. But given a prefix of four characters like _6S3 or _22z, I am assuming that only a reasonable number (probably at most a dozen, and surely no more than a thousand) object-ids exist in my application with that prefix. Of course it would be unreasonable to register (statically) a priori all the object ids (the completion has to happen after four characters have been typed, and should happen dynamically).
So I want a completion that works both on names (e.g. typing one letter perhaps followed by another alphanum character should be enough to propose a completion of at most a hundred choices), and on object-ids (typing four characters like _826 should be enough to trigger a completion of probably at most a few dozen choices, perhaps a thousand ones if unlucky).
Hence typing the three keys p a tab would offer completion with a few names like payload_json or payload_vectval etc... and typing the five keys _ 5 H f tab would offer completion with very few object-ids, notably _5Hf0fFKvRVa71ZPM0
sample incomplete code
So far I coded the following:
static GtkWidget *
mom_objectentry (void)
{
GtkWidget *obent = gtk_combo_box_text_new_with_entry ();
gtk_widget_set_size_request (obent, 30, 10);
mo_value_t namsetv = mo_named_objects_set ();
I have Boehm-garbage-collected values, and mo_value_t is a pointer to any of them. Values can be tagged integers, pointers to strings, objects, or tuples or sets of objects. So namesetv now contains the set of named objects (probably less than a few thousand of named objects).
int nbnam = mo_set_size (namsetv);
MOM_ASSERTPRINTF (nbnam > 0, "bad nbnam");
mo_value_t *namarr = mom_gc_alloc (nbnam * sizeof (mo_value_t));
int cntnam = 0;
for (int ix = 0; ix < nbnam; ix++)
{
mo_objref_t curobr = mo_set_nth (namsetv, ix);
mo_value_t curnamv = mo_objref_namev (curobr);
if (mo_dyncast_string (curnamv))
namarr[cntnam++] = curnamv;
}
qsort (namarr, cntnam, sizeof (mo_value_t), mom_obname_cmp);
for (int ix = 0; ix < cntnam; ix++)
gtk_combo_box_text_append_text (GTK_COMBO_BOX_TEXT (obent),
mo_string_cstr (namarr[ix]));
at this point I have sorted all the (few thousands at most) names and added "statically" them using gtk_combo_box_text_append_text.
GtkWidget *combtextent = gtk_bin_get_child (GTK_BIN (obent));
MOM_ASSERTPRINTF (GTK_IS_ENTRY (combtextent), "bad combtextent");
MOM_ASSERTPRINTF (gtk_entry_get_completion (GTK_ENTRY (combtextent)) ==
NULL, "got completion in combtextent");
I noticed with a bit of surprise that gtk_entry_get_completion (GTK_ENTRY (combtextent)) is null.
But I am stuck here. I am thinking of:
Having some mom_set_complete_objectid(const char*prefix) which given a prefix like "_47n" of at least four characters would return a garbage collected mo_value_t representing the set of objects with that prefix. This is very easy to code for me, and is nearly done.
Make my own local GtkEntryCompletion* mycompl = ..., which would complete like I want. Then I would put it in the text entry combtextent of my gtk-combo-box-text using gtk_entry_set_completion(GTK_ENTRY(combtextent), mycompl);
Should it use the entries added with gtk_combo_box_text_append_text for the "static" name completion role? How should I dynamically complete using the dynamic set value returned from my mom_set_complete_objectid; given some object-pointer obr and some char bufid[20]; I am easily and quickly able to fill it with the object-id of that object obr with mo_cstring_from_hi_lo_ids(bufid, obr->mo_ob_hid, obr->mo_ob_loid)..
I don't know how to code the above. For reference, I am now just returning the combo-box-text:
// if the entered text starts with a letter, I want it to be
// completed with the appended text above if the entered text starts
// with an undersore, then a digit, then two alphanum (like _0BV or
// _6S3 for example), I want to call a completion function.
#warning objectentry: what should I code here?
return obent;
} /* end mom_objectentry */
Is my approach the right one?
The mom_objectentry function above is used to fill modal dialogs with short lifetime.
I am favoring simple code over efficiency. Actually, my code is temporary (I'm hoping to bootstrap my language, and generate all its C code!) and in practice I'll probably have only a few hundred names and at most a few dozen of thousands of object-ids. So performance is not very important, but simplicity of coding (some conceptually "throw away" code) is more important.
I don't want (if possible) to add my own GTK classes. I prefer using existing GTK classes and widgets, customizing them with GTK signals and callbacks.
context
My application is an experimental persistent programming language and implementation with a near Scheme or Python (or JavaScript, ignoring the prototype aspect, ...) semantics but with a widely different (not yet implemented in september 7th, 2016) syntax (to be shown & input in GTK widgets), using the Boehm garbage collector for values (including objects, sets, tuples, strings...)... Values (including objects) are generally persistent (except the GTK related data : the application starts with a nearly empty window). The entire language heap is persisted in JSON-like syntax in some Sqlite "database" (generated at application exit) dumped into _momstate.sql which is re-loaded at application startup. Object-ids are useful to show object references to the user in GTK widgets, for persistence, and to generate C code related to the objects (e.g. the object of id _76f7e2VcL8IJC1hq6 could be related to a mo_76f7e2VcL8IJC1hq6 identifier in some generated C code; this is partly why I have my object-id format instead of using UUIDs).
PS. My C code is GPLv3 free software and available on github. It is the MELT monitor, branch expjs, commit e2b3b99ef66394...
NB: The objects mentioned here are implicitly my language objects, not GTK objects. The all have a unique object-id, and some but not most of them are named.
I will not show exact code on how to do it because I never did GTK & C only GTK & Python, but it should be fine as the functions in C and Python functions can easily be translated.
OP's approach is actually the right one, so I will try to fill in the gaps. As the amount of static options is limited probably won't change to much it indeed makes sense to add them using gtk_combo_box_text_append which will add them to the internal model of the GtkComboBoxText.
Thats covers the static part, for the dynamic part it would be perfect if we could just store this static model and replace it with a temporay model using gtk_combo_box_set_model() when a _ was found at the start of the string. But we shouldn't do this as the documentation says:
You should not call gtk_combo_box_set_model() or attempt to pack more cells into this combo box via its GtkCellLayout interface.
So we need to work around this, one way of doing this is by adding a GtkEntryCompletion to the entry of the GtkComboBoxText. This will make the entry attempt to complete the current string based on its current model. As an added bonus it can also add all the character all options have in common like this:
As we don't want to load all the dynamic options before hand I think the best approach will be to connect a changed listener to the GtkEntry, this way we can load the dynamic options when we have a underscore and some characters.
As the GtkEntryCompletion uses a GtkListStore internally, we can reuse part of the code Nominal Animal provided in his answer. The main difference being: the connect is done on the GtkEntry and the replacing of GtkComboText with GtkEntryCompletion inside the populator. Then everything should be fine, I wish I would be able to write decent C then I would have provided you with code but this will have to do.
Edit: A small demo in Python with GTK3
import gi
gi.require_version('Gtk', '3.0')
import gi.repository.Gtk as Gtk
class CompletingComboBoxText(Gtk.ComboBoxText):
def __init__(self, static_options, populator, **kwargs):
# Set up the ComboBox with the Entry
Gtk.ComboBoxText.__init__(self, has_entry=True, **kwargs)
# Store the populator reference in the object
self.populator = populator
# Create the completion
completion = Gtk.EntryCompletion(inline_completion=True)
# Specify that we want to use the first col of the model for completion
completion.set_text_column(0)
completion.set_minimum_key_length(2)
# Set the completion model to the combobox model such that we can also autocomplete these options
self.static_options_model = self.get_model()
completion.set_model(self.static_options_model)
# The child of the combobox is the entry if 'has_entry' was set to True
entry = self.get_child()
entry.set_completion(completion)
# Set the active option of the combobox to 0 (which is an empty field)
self.set_active(0)
# Fill the model with the static options (could also be used for a history or something)
for option in static_options:
self.append_text(option)
# Connect a listener to adjust the model when the user types something
entry.connect("changed", self.update_completion, True)
def update_completion(self, entry, editable):
# Get the current content of the entry
text = entry.get_text()
# Get the completion which needs to be updated
completion = entry.get_completion()
if text.startswith("_") and len(text) >= completion.get_minimum_key_length():
# Fetch the options from the populator for a given text
completion_options = self.populator(text)
# Create a temporary model for the completion and fill it
dynamic_model = Gtk.ListStore.new([str])
for completion_option in completion_options:
dynamic_model.append([completion_option])
completion.set_model(dynamic_model)
else:
# Restore the default static options
completion.set_model(self.static_options_model)
def demo():
# Create the window
window = Gtk.Window()
# Add some static options
fake_static_options = [
"comment",
"if",
"the_GUI",
"the_system",
"payload_json",
"x1",
"payload_json",
"payload_vectval"
]
# Add the the Combobox
ccb = CompletingComboBoxText(fake_static_options, dynamic_option_populator)
window.add(ccb)
# Show it
window.show_all()
Gtk.main()
def dynamic_option_populator(text):
# Some fake returns for the populator
fake_dynamic_options = [
"_5Hf0fFKvRVa71ZPM0",
"_8261sbF1f9ohzu2Iu",
"_0BV96V94PJIn9si1K",
"_0BV1sbF1f9ohzu2Iu",
"_0BV0fFKvRVa71ZPM0",
"_0Hf0fF4PJIn9si1Ks",
"_6KvRVa71JIn9si1Kw",
"_5HKvRVa71Va71ZPM0",
"_8261sbF1KvRVa71ZP",
"_0BKvRVa71JIn9si1K",
"_0BV1KvRVa71ZPu2Iu",
"_0BV0fKvRVa71ZZPM0",
"_0Hf0fF4PJIbF1f9oh",
"_61sbFV0fFKn9si1Kw",
"_5Hf0fFKvRVa71ozu2",
]
# Only return those that start with the text
return [fake_dynamic_option for fake_dynamic_option in fake_dynamic_options if fake_dynamic_option.startswith(text)]
if __name__ == '__main__':
demo()
Gtk.main()
Here is my suggestion:
Use a GtkListStore to contain a list of GTK-managed strings (essentially, copies of your identifier string) that match the current prefix string.
(As documented for gtk_list_store_set(), a G_TYPE_STRING item is copied. I consider the overhead of the extra copy acceptable here; it should not affect real-world performance much anyway, I think, and in return, GTK+ will manage the reference counting for us.)
The above is implemented in a GTK+ callback function, which gets an extra pointer as payload (set at the time the GUI is created or activated; I suggest you use some structure to keep references you need to generate the matches). The callback is connected to the combobox popup signal, so that it gets called whenever the list is expanded.
Note that as B8vrede noted in a comment, a GtkComboBoxText should not be modified via its model; that is why one should/must use a GtkComboBox instead.
Practical example
For simplicity, let's assume all the data you need to find or generate all known identifiers matched against is held in a structure, say
struct generator {
/* Whatever data you need to generate prefix matches */
};
and the combo box populator helper function is then something like
static void combo_box_populator(GtkComboBox *combobox, gpointer genptr)
{
struct generator *const generator = genptr;
GtkListStore *combo_list = GTK_LIST_STORE(gtk_combo_box_get_model(combobox));
GtkWidget *entry = gtk_bin_get_child(GTK_BIN(combobox));
const char *prefix = gtk_entry_get_text(GTK_ENTRY(entry));
const size_t prefix_len = (prefix) ? strlen(prefix) : 0;
GtkTreeIter iterator;
/* Clear the current store */
gtk_list_store_clear(combo_list);
/* Initialize the list iterator */
gtk_tree_model_get_iter_first(GTK_TREE_MODEL(combo_list), &iterator);
/* Find all you want to have in the combo box;
for each const char *match, do:
*/
gtk_list_store_append(combo_list, &iterator);
gtk_list_store_set(combo_list, &iterator, 0, match, -1);
/* Note that the string pointed to by match is copied;
match is not referred to after the _set() returns.
*/
}
When the UI is built or activated, you need to ensure the GtkComboBox has an entry (so the user can write text into it), and a GtkListStore model:
struct generator *generator;
GtkWidget *combobox;
GtkListStore *combo_list;
combo_list = gtk_list_store_new(1, G_TYPE_STRING);
combobox = gtk_combo_box_new_with_model_and_entry(GTK_TREE_MODEL(combo_list));
gtk_combo_box_set_id_column(GTK_COMBO_BOX(combobox), 0);
gtk_combo_box_set_entry_text_column(GTK_COMBO_BOX(combobox), 0);
gtk_combo_box_set_button_sensitivity(GTK_COMBO_BOX(combobox), GTK_SENSITIVITY_ON);
g_signal_connect(combobox, "popup", G_CALLBACK(combo_box_populator), generator);
On my system, the default pop-up accelerator is Alt+Down, but I assume you've already changed that to Tab.
I have a crude working example here (a .tar.xz tarball, CC0): it reads lines from standard input, and lists the ones matching the user prefix in reverse order in the combo box list (when popped-up). If the entry is empty, the combobox will contain all input lines. I didn't change the default accelerators, so instead of Tab, try Alt+Down.
I also have the same example, but using GtkComboBoxText instead, here (also CC0). This does not use a GtkListStore model, but uses gtk_combo_box_text_remove_all() and gtk_combo_box_text_append_text() functions to manipulate the list contents directly. (There is just a few different lines in the two examples.) Unfortunately, the documentation is not explicit whether this interface references or copies the strings. Although copying is the only option that makes sense, and this can be verified from the current Gtk+ sources, the lack of explicit documentation makes me hesitant.
Comparing the two examples I linked to above (both grab some 500 random words from /usr/share/dict/words if you compile and run it with make), I don't see any speed difference. Both use the same naïve way of picking prefix matches from a linked list, which means the two methods (GtkComboBox + model, or GtkComboBoxText) should be about equally fast.
On my own machine, both get annoyingly slow with more than 1000 or so matches in the popup; with just a hundred or less matches, it feels instantaneous. This, to me, indicates that the slow/naïve way of picking prefix matches from a linked list is not the culprit (because the entire list is traversed in both cases), but that the GTK+ combo boxes are just not designed for large lists. (The slowdown is definitely much, much worse than linear.)