chore(cleanup): Delete sentiment feature (#9304)
- The feature is unused, removing it for now, will bring it back with better models later.
This commit is contained in:
@@ -1,57 +0,0 @@
|
||||
class Enterprise::SentimentAnalysisJob < ApplicationJob
|
||||
queue_as :low
|
||||
|
||||
def perform(message)
|
||||
return if message.account.locale != 'en' || !valid_incoming_message?(message)
|
||||
|
||||
save_message_sentiment(message)
|
||||
rescue StandardError => e
|
||||
Rails.logger.error("Sentiment Analysis Error for message #{message.id}: #{e}")
|
||||
ChatwootExceptionTracker.new(e, account: message.account).capture_exception
|
||||
end
|
||||
|
||||
def save_message_sentiment(message)
|
||||
# We are truncating the data here to avoind the OnnxRuntime::Error
|
||||
# Indices element out of data bounds, idx=512 must be within the inclusive range [-512,511]
|
||||
# While gathering the maningfull node the Array/tensor index is going out of bound
|
||||
|
||||
text = message.content&.truncate(2900)
|
||||
return if model.blank?
|
||||
|
||||
sentiment = model.predict(text)
|
||||
message.sentiment = sentiment.merge(value: label_val(sentiment))
|
||||
|
||||
message.save!
|
||||
end
|
||||
|
||||
# Model initializes OnnxRuntime::Model, with given file for inference session and to create the tensor
|
||||
def model
|
||||
model_file = save_and_open_sentiment_file
|
||||
|
||||
return if File.empty?(model_file)
|
||||
|
||||
Informers::SentimentAnalysis.new(model_file)
|
||||
end
|
||||
|
||||
def label_val(sentiment)
|
||||
sentiment[:label] == 'positive' ? 1 : -1
|
||||
end
|
||||
|
||||
def valid_incoming_message?(message)
|
||||
message.incoming? && message.content.present? && !message.private?
|
||||
end
|
||||
|
||||
# returns the sentiment file from vendor folder else download it to the path from AWS-S3
|
||||
def save_and_open_sentiment_file
|
||||
model_path = ENV.fetch('SENTIMENT_FILE_PATH', nil)
|
||||
|
||||
sentiment_file = Rails.root.join('vendor/db/sentiment-analysis.onnx')
|
||||
|
||||
return sentiment_file if File.exist?(sentiment_file)
|
||||
|
||||
source_file = Down.download(model_path) # Download file from AWS-S3
|
||||
File.rename(source_file, sentiment_file) # Change the file path
|
||||
|
||||
sentiment_file
|
||||
end
|
||||
end
|
||||
Reference in New Issue
Block a user