# Transformers in Practice **URL:** https://community.deeplearning.ai/c/course-q-a/transformers-in-practice/611.md [Latest](https://community.deeplearning.ai/latest.md) · [Categories](https://community.deeplearning.ai/categories.md) · [Tags](https://community.deeplearning.ai/tags.md) --- ## [About the Transformers in Practice category](https://community.deeplearning.ai/t/about-the-transformers-in-practice-category/891986)
**Author:** [@Community-Team](https://community.deeplearning.ai/u/Community-Team)\ **Replies:** 0\ **Last updated:** [May 4, 2026, 1:54pm UTC](https://community.deeplearning.ai/t/about-the-transformers-in-practice-category/891986 "2026-05-04T13:54:34Z")
To ensure a smooth and productive experience for everyone, here are a few important guidelines regarding posting in our forum: Category Permissions: Please note that learners are not allowed to post in all categories… --- ## [topK value not having effect in visualizing multiple completions](https://community.deeplearning.ai/t/topk-value-not-having-effect-in-visualizing-multiple-completions/895087)
**Author:** [@Piyush\_Raut](https://community.deeplearning.ai/u/Piyush_Raut)\ **Replies:** 9\ **Last updated:** [September 13, 2026, 4:51pm UTC](https://community.deeplearning.ai/t/topk-value-not-having-effect-in-visualizing-multiple-completions/895087 "2026-09-13T16:51:11Z")
In the Transformers in Practice course, I am at Visualization 1.3: How Sampling Shapes Output. I don’t see any difference in the multiple-completion outputs when I set the temperature to 2 and Top-K to 1 or 5. If Top-K… --- ## [Question 10 in Module 2, Graded Quiz](https://community.deeplearning.ai/t/question-10-in-module-2-graded-quiz/894927)
**Author:** [@CharviVitthal](https://community.deeplearning.ai/u/CharviVitthal)\ **Replies:** 1\ **Last updated:** [September 3, 2026, 1:19pm UTC](https://community.deeplearning.ai/t/question-10-in-module-2-graded-quiz/894927 "2026-09-03T13:19:05Z")
The Question 10 in Quiz of Module 2 is “Without positional encodings, how would a transformer process the phrase ‘The mouse sat on the elephant’ compared to ‘The elephant sat on the mouse’?” Out of the given options, th… --- ## [Error in Graded Lab1, exercise 2](https://community.deeplearning.ai/t/error-in-graded-lab1-exercise-2/892399)
**Author:** [@Guillermo\_Acosta](https://community.deeplearning.ai/u/Guillermo_Acosta)\ **Replies:** 12\ **Last updated:** [June 12, 2026, 8:15am UTC](https://community.deeplearning.ai/t/error-in-graded-lab1-exercise-2/892399 "2026-06-12T08:15:50Z")
Cannot make exercise 2 work because result = constrained\_gen(formatted) returns str instead of JSON object so it raises exception: 'str' object has no attribute 'issue\_type' As outlines documentation says, Outlines gen… --- ## [GPU Overhead in](https://community.deeplearning.ai/t/gpu-overhead-in/892275)
**Author:** [@Lijie\_Tu](https://community.deeplearning.ai/u/Lijie_Tu)\ **Replies:** 1\ **Last updated:** [May 18, 2026, 4:41pm UTC](https://community.deeplearning.ai/t/gpu-overhead-in/892275 "2026-05-18T16:41:49Z")
The test actually shows the smallest model has the worst throughput Throughput comparison: qwen-0.5b (0.5B): 10.6 tok/s | 100 tokens in 9.45s ✓ Unloaded Qwen/Qwen2.5-0.5B-Instruct Loading Qwen/Qwen2.5-1.5B-Instruc… --- ## [Module1 Graded assignment is not loading Timing out](https://community.deeplearning.ai/t/module1-graded-assignment-is-not-loading-timing-out/892180)
**Author:** [@Riyaz\_Shaik](https://community.deeplearning.ai/u/Riyaz_Shaik)\ **Replies:** 5\ **Last updated:** [May 14, 2026, 3:36am UTC](https://community.deeplearning.ai/t/module1-graded-assignment-is-not-loading-timing-out/892180 "2026-05-14T03:36:15Z")
Hi - I have enrolled to Transformers in practice course today. However, i have realized that Module 1 Graded assignment is not loading upon multiple attempts to refresh the page. It’s just timeout. Would you test, troub… --- ## [Transformers in Practice: Lecture Notes](https://community.deeplearning.ai/t/transformers-in-practice-lecture-notes/892137)
**Author:** [@andres.gonzalez](https://community.deeplearning.ai/u/andres.gonzalez)\ **Replies:** 0\ **Last updated:** [May 11, 2026, 4:26pm UTC](https://community.deeplearning.ai/t/transformers-in-practice-lecture-notes/892137 "2026-05-11T16:26:15Z")
Lecture notes of the Transformers in Practice course. Note: These slides haven’t been maintained, and you might find missing topics and incorrect information in them, as opposed to lecture videos, where we try to update…