\r\nfastapi\r\nuvicorn\r\ntextblob\r\n<\/pre>\nIn the app.py add the following imports<\/p>\n
\r\nfrom fastapi import FastAPI\r\nfrom textblob import TextBlob\r\n<\/pre>\nNow let’s create the FastAPI and a POST endpoint named sentiment, the code should look like this<\/p>\n
\r\n@app.post("\/sentiment")\r\ndef analyze_sentiment(payload: dict):\r\n text = payload["text"]\r\n blob = TextBlob(text)\r\n polarity = blob.sentiment.polarity\r\n subjectivity = blob.sentiment.subjectivity\r\n return {\r\n "polarity": polarity,\r\n "subjectivity": subjectivity\r\n }\r\n<\/pre>\nDon’t forget to run pip install <\/p>\n
\r\npip install -r requirements.txt\r\n<\/pre>\nor if you’re using PyCharm, let this install the dependencies.<\/p>\n
Run the app using <\/p>\n
\r\nuvicorn app:app --reload\r\n<\/pre>\nNote: as we’re using FastAPI we can access the OpenAPI interface using http:\/\/localhost:8000\/docs<\/em><\/p>\nNow from curl run <\/p>\n
\r\ncurl -X POST http:\/\/localhost:8000\/sentiment -H "Content-Type: application\/json" -d '{"text": "I absolutely love this!"}'<\/pre>\nand you’ve see a result along the following lines<\/p>\n
\r\n{"polarity":0.625,"subjectivity":0.6}\r\n<\/pre>\nPolarity is within the range [-1.0, 1.0], where -1.0 is a very negative sentiment, 0, neutral sentiment and 1.0 very positive sentiment. Subjectivity is in the range [0.0. 1.0] where 0.0 is very objective (i.e. facts or neutral statements) and 1.0 is very subjective (i.e. opinions, feelings or personal judgement).<\/p>\n","protected":false},"excerpt":{"rendered":"
Let’s create a really simple FastAPI with, create yourself our app file (app.py) and requirements file (requirements.txt). We’re going to use TextBlob to process our text. In the requirements.txt add the following fastapi uvicorn textblob In the app.py add the following imports from fastapi import FastAPI from textblob import TextBlob Now let’s create the FastAPI […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[195],"tags":[],"class_list":["post-12164","post","type-post","status-publish","format-standard","hentry","category-python"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/posts\/12164","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/comments?post=12164"}],"version-history":[{"count":5,"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/posts\/12164\/revisions"}],"predecessor-version":[{"id":12169,"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/posts\/12164\/revisions\/12169"}],"wp:attachment":[{"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/media?parent=12164"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/categories?post=12164"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/putridparrot.com\/blog\/wp-json\/wp\/v2\/tags?post=12164"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}