From a7cd8979d3afd96a38a90b113cbc51611bd8da83 Mon Sep 17 00:00:00 2001 From: Bartosz Karwacki Date: Mon, 25 Apr 2022 15:06:34 +0200 Subject: [PATCH] kenml --- dev-0/out.tsv | 21038 +++++++++++++++++++++++------------------------ run2.py | 20 +- test-A/out.tsv | 14828 ++++++++++++++++----------------- 3 files changed, 17946 insertions(+), 17940 deletions(-) diff --git a/dev-0/out.tsv b/dev-0/out.tsv index ca4df1b..83d6fed 100644 --- a/dev-0/out.tsv +++ b/dev-0/out.tsv @@ -1,10519 +1,10519 @@ -the:0.29494589926427006 a:0.03708342651102422 his:0.02010123122511242 which:0.017204608454884706 tho:0.015696753433623485 this:0.015388527552390065 :0.5995795535586951 -own:0.026206006133117576 way:0.00959930227364246 use:0.007078050504495878 present:0.006658577793341893 place:0.005660674291017677 members:0.005426652673215981 :0.9393707363311685 -the:0.2251856082092977 a:0.02789969482561678 tho:0.02174436668167557 this:0.016162516315120185 his:0.014002416686966904 said:0.013037062428367429 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error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE, - nrows=10000 + nrows=50000 ) train_labels = pd.read_csv( "train/expected.tsv", @@ -36,7 +36,7 @@ def create_train_data(): error_bad_lines=False, header=None, quoting=csv.QUOTE_NONE, - nrows=10000 + nrows=50000 ) train_data = data[[6, 7]] @@ -58,6 +58,10 @@ def train_model(): os.system('echo %s|sudo -S %s' % (SUDO_PASSWORD, build_binary_command)) +def softmax(x): + e_x = np.exp(x - np.max(x)) + return e_x / e_x.sum(axis=0) + def predict(model, before, after): prob = 0.0 best = [] @@ -77,11 +81,13 @@ def predict(model, before, after): if worst_score[1] < text_score: best.remove(worst_score) best.append((word, text_score)) - probs = sorted(best, key=lambda tup: tup[1], reverse=True) + words = [word[0] for word in best] + probs = [prob[1] for prob in best] + probs = softmax(probs) + bests = sorted(zip(words, probs), key=lambda x:x[1], reverse=True) pred_str = '' - for word, prob in probs: + for word, prob in bests: pred_str += f'{word}:{prob} ' - pred_str += f':{log10(0.99)}' return pred_str def make_prediction(model, path, result_path): @@ -99,6 +105,6 @@ def make_prediction(model, path, result_path): if __name__ == "__main__": create_train_file() train_model() - model = kenlm.Model('model.arpa') + model = kenlm.Model('model.binary') make_prediction(model, "dev-0/in.tsv.xz", "dev-0/out.tsv") make_prediction(model, "test-A/in.tsv.xz", "test-A/out.tsv") \ No newline at end of file diff --git a/test-A/out.tsv b/test-A/out.tsv index 25f5c5a..0eaa9a8 100644 --- a/test-A/out.tsv +++ b/test-A/out.tsv @@ -1,7414 +1,7414 @@ -of:0.03464830402364268 time:0.03418621855730223 day:0.0334079693508341 and:0.02593353426371313 to:0.024287861462535736 place:0.017405220042833233 :0.830130892299139 -the:0.15340622947257948 he:0.05081267327898157 it:0.040597679522750126 they:0.03059238380907547 a:0.022236297453198887 is:0.021533843614271048 :0.6808208928491435 -made:0.037008476015654504 a:0.03315275426174021 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