LabelStudio / Heartex Comparison

Diffgram Scales Better then Label Studio

Label studio users, using a large amount of hardware, routinely report seeing slow access times of 10s for relatively small datasets in Label Studio. Compare that to Diffgram where a 4 core DB in Diffgram (1/6) the resources, can scale to 100M+ Annotations at ~300MS average response time. Depending on how a person does the math this is literally 720x faster. Of course there are many dimensions to scale and we talk about some of the other one ones here..

ML Backend

See ML Backend

Top Reasons to Choose Diffgram Over Label Studio

  1. All Diffgram Code is open source. Label studio removes several important features out of the box like persistent storage (and all the purple icons). Why would access control and persistent storage, two of the most basic possible things be in closed source?
  1. Diffgram scales better. See above and Scale

  2. Diffgram greater breadth and depth of features. For deep dive see labelstudio (heartex) vs Diffgram

  3. Diffgram Enterprise is more flexible and our team includes customization by default. We are ready to tackle YOUR specific needs. We have done upgrades to security, brand new UIs, you think of it we can do it!

  4. Diffgram is more user friendly. What is a 1st rate end user wizard in Diffgram is often a "figure it out" JSON in label studio.

Startup time and ongoing use

Depending on your background it is possible you may find labelstudio a little faster to get started. While Diffgram may be just as fast to get started, there are edges cases that do take longer. The main thing to keep in mind is what you are actually getting. With Diffgram you are getting familiar with a major new technology that scales. With Labelstudio you are getting a small fraction of that. It's like setting up Postgres vs SQLite. Sure SQLite maybe is a little easier, but it won't scale to production like Postgres.

Comparison Article

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