2023-02-23 13:50:10 -05:00
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# frozen_string_literal: true
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class SentimentInferenceStubs
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class << self
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def model_response(model)
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case model
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when "SamLowe/roberta-base-go_emotions"
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[
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{ score: 0.90261286, label: "anger" },
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{ score: 0.04127813, label: "annoyance" },
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{ score: 0.03183503, label: "neutral" },
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{ score: 0.005037033, label: "disgust" },
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{ score: 0.0031153716, label: "disapproval" },
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{ score: 0.0019118421, label: "disappointment" },
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{ score: 0.0015849728, label: "sadness" },
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{ score: 0.0012343781, label: "curiosity" },
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{ score: 0.0010682651, label: "amusement" },
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{ score: 0.00100747, label: "confusion" },
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{ score: 0.0010035422, label: "admiration" },
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{ score: 0.0009957326, label: "approval" },
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{ score: 0.0009726665, label: "surprise" },
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{ score: 0.0007754773, label: "realization" },
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{ score: 0.0006978541, label: "love" },
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{ score: 0.00064793555, label: "fear" },
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{ score: 0.0006454095, label: "optimism" },
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{ score: 0.0005969062, label: "joy" },
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{ score: 0.0005498958, label: "embarrassment" },
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{ score: 0.00050068577, label: "excitement" },
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{ score: 0.00047403979, label: "caring" },
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{ score: 0.00038841428, label: "gratitude" },
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{ score: 0.00034546282, label: "desire" },
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{ score: 0.00023012784, label: "grief" },
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{ score: 0.00018133638, label: "remorse" },
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{ score: 0.00012511834, label: "nervousness" },
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{ score: 0.00012079607, label: "pride" },
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{ score: 0.000063159685, label: "relief" },
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]
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when "cardiffnlp/twitter-roberta-base-sentiment-latest"
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[
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{ score: 0.627579, label: "negative" },
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{ score: 0.29482335, label: "neutral" },
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{ score: 0.07759768, label: "positive" },
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]
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when "j-hartmann/emotion-english-distilroberta-base"
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[
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{ score: 0.7033674, label: "anger" },
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{ score: 0.2701151, label: "disgust" },
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{ score: 0.009492096, label: "sadness" },
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{ score: 0.0080775, label: "neutral" },
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{ score: 0.0049473303, label: "fear" },
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{ score: 0.0023369535, label: "surprise" },
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{ score: 0.001663634, label: "joy" },
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]
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end
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end
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def stub_classification(post)
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content = post.post_number == 1 ? "#{post.topic.title}\n#{post.raw}" : post.raw
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2024-11-04 07:14:34 -05:00
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DiscourseAi::Sentiment::SentimentClassification
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.new
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.available_classifiers
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.each do |model_config|
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WebMock
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.stub_request(:post, model_config.endpoint)
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.with(body: JSON.dump(inputs: content, truncate: true))
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.to_return(status: 200, body: JSON.dump(model_response(model_config.model_name)))
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end
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end
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end
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end
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