TinyStyler: Give option to randomly select the style embeddings

[AnnaWegmann]

using min/max diversity greedy algorithm / also called clique problem etc

[AnnaWegmann]

• selection only makes sense if we already have a dataset to select from --> get 100 randomly sampled vectors and subselect those that are the most different from already selected wrt maxmin algorithm
• unit normalizing vectors is not really working; get a lot of repetition, could be because CISR embeddings are not unit normalized and Tinystyler can't use that as a result --> use the Style Bank (will eventually be nicer distributed --> Edu) to get a gaussian distribution of embedding space and sample from that instead of unit cycle

[AnnaWegmann]

Example output:

[{'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ['I mean, the experiment was conducted in a controlled lab setting.', 'The experiment was done in a controlled lab setting. Probably a chem lab, but it was a chem lab. Maybe a chem lab, a chem lab, or a chem lab?', 'I believe this experiment was conducted in a controlled lab setting. EDIT: I have a feeling the experiment was done in a controlled lab setting, not a lab setting based on the physics of the experiment.', "The experiment was conducted in a controlled lab setting, and it was a 'sample'.", 'Yeah, it was done in a controlled lab setting. I think they used a re-run of the experiment to see how it went.']}, {'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ['I think the experiment was conducted in a controlled lab setting. If you have a lab, it may be more effective, if you have a lab, you might want to try the experiment in a lab setting.', "The experiment was conducted in a controlled lab setting. I'm pretty sure the whole thing was just a fucking experiment, and you can't really see anything wrong with it.", "The experiment was conducted in a controlled lab setting, not in a field. It was a 'research' experiment. If the experiment was in a field setting, it would have been much more difficult to do it in ", 'This experiment was conducted in a controlled lab setting (not a home).', "The experiment was conducted in a controlled lab setting, so we don't have to worry about a relapse."]}, {'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ['The experiment was conducted in a controlled lab setting. I think it was a sex test, a sex test, a sex test, a sex test, a sex test,', "The experiment was done in a controlled lab setting so I don't see why this is a big deal.", "That experiment was conducted in a controlled lab setting and we know it isn't a troll.", "The experiment was conducted in a controlled lab setting. You can't just go out and eat a fucking shit shit and expect it to be a good experiment.", 'The experiment was conducted in a controlled lab setting, with a nipple-sized poop.']}, {'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ["Well the experiment was conducted in a controlled lab setting so that isn't a problem.", 'The experiment was conducted in a controlled lab setting. Thank god for the logical reasoning behind the experiment.', "The experiment was in a controlled lab setting and that's exactly what it was.", "The experiment was conducted in a controlled lab setting. Unless you can't imagine the shit that goes on in a lab setting, then it is just a fucking shit show.", 'I mean the experiment was conducted in a controlled lab setting. I mean, it is pretty much like the fucking fucking shit that happens in a fucking lab.']}, {'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ['I mean, the experiment was conducted in a controlled lab setting. I think the only thing that matters is that it was done in a controlled lab setting. Unless you want to do an experiment in a lab setting where you can actually', "Well it was a controlled lab setting so it didn't happen.", 'Yeah, the experiment was done in a controlled lab setting.', 'I mean, the experiment was done in a controlled lab setting.', "I think you mean the experiment was conducted in a controlled lab setting. It wasn't a controlled experiment. You could do an experiment in a controlled lab setting, but you wouldn't be able to do it in a"]}]

[AnnaWegmann]

with similarity filter:

[{'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ['I mean, the experiment was conducted in a controlled lab setting.', 'The experiment was done in a controlled lab setting. Probably a chem lab, but it was a chem lab. Maybe a chem lab, a chem lab, or a chem lab?', 'I think this experiment was conducted in a controlled lab setting. Probably a little too much to go on.', "The experiment was conducted in a controlled lab setting, and it was a 'sample'.", 'I mean this experiment was done in a controlled lab setting. The idea that the experiment was a test of a hypothesis is a shit show. Unless you are a fucking scumbag who doesn']}, {'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ['I think the experiment was conducted in a controlled lab setting. If you have a lab, it may be more effective, if you have a lab, you might want to try the experiment in a lab setting.', 'I think the experiment was done in a controlled lab setting, but it was just a little bit of a test. (It was a test of a certain protein).', "The experiment was conducted in a controlled lab setting, not in a field. It was a 'research' experiment. If the experiment was in a field setting, it would have been much more difficult to do it in ", 'This experiment was conducted in a controlled lab setting (not a home).', "The experiment was conducted in a controlled lab setting, so we don't have to worry about a relapse."]}, {'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ['The experiment was conducted in a controlled lab setting. I think it was a sex test, a sex test, a sex test, a sex test, a sex test,', "The experiment was done in a controlled lab setting so I don't see why this is a big deal.", 'In a controlled lab setting. And the experiment was done by a scientist. And it was not a sex test, it was an experiment. And a scientist is a scientist. And a scientist is a scientist', "The experiment was conducted in a controlled lab setting. You can't just go out and eat a fucking shit shit and expect it to be a good experiment.", 'The experiment was conducted in a controlled lab setting. Is this a prank or a shit show? The fucking shitshow that is a prank show?']}, {'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ["Well the experiment was conducted in a controlled lab setting so that isn't a problem.", 'The experiment was conducted in a controlled lab setting. Thank god for the logical reasoning behind the experiment.', "The experiment was in a controlled lab setting and that's exactly what it was.", 'It was a controlled experiment, right? I guess you could say that the experiment was in a controlled lab setting.', 'I mean the experiment was conducted in a controlled lab setting. I mean, it is pretty much like the fucking fucking shit that happens in a fucking lab.']}, {'original': 'The experiment was conducted in a controlled lab setting.', 'paraphrases': ['The experiment was conducted in a controlled lab setting, not a real life environment.', 'The experiment was conducted in a controlled lab setting, so no one is going to be surprised by the results.', 'Yeah, the experiment was done in a controlled lab setting.', 'I mean, the experiment was done in a controlled lab setting.', 'It was actually a controlled lab setting where the experiment was done.']}]

[AnnaWegmann]

... random sampling might not be the way to go??

Leave this branch for now