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Add model_to_dict one-liner to word2vec notebook. Fix #1269 #1776

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merged 3 commits into from
Dec 12, 2017

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kakshay21
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Adding to the word2vec to production pipeline #1269

@kakshay21
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I've created a small patch now @gojomo

"metadata": {},
"outputs": [],
"source": [
"def model_to_dict():\n",
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You no need this function for oneliner in notebook,
most_similars_precalc = {word : model.wv.most_similar(word) for word in model.wv.index2word} enough here

"cell_type": "markdown",
"metadata": {},
"source": [
"### Adding Word2Vec \"model to dict\" method to production pipeline"
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Please add more motivation (why this can be useful, it will be good if you show concrete use-case, how you'll use most_similars_precalc )

@menshikh-iv menshikh-iv changed the title Add model to dict method Add model_to_dict one-liner to word2vec notebook. Fix #1269 Dec 11, 2017
@kakshay21
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Any changes required in the documentation? @menshikh-iv

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@kakshay21 concrete example with comparison with/without caching

"### Adding Word2Vec \"model to dict\" method to production pipeline\n",
"Suppose, we still want more performance improvement in production. \n",
"One good way is to cache all the similar words in a dictionary.\n",
"\n",
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No needed \n after each sentence + you should add a link to the concrete issue in the notebook.

@kakshay21
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Is it fine? @menshikh-iv
I've tested it locally but didn't run the notebook to prevent larger diffs

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Thanks @kakshay21, congratz with the first contribution 🥇

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2 participants