gather
When people say gather, they usually mean to bring things or people together in one place. It can mean collecting items, assembling a group, or pulling information from different sources.
What a model may hear
- GPU gather operation parallel computing and GPU programming
- assume the user wants a memory access pattern where threads load non-contiguous data elements into contiguous memory, often using indices from another array
- data aggregation data science and databases
- group records by a key and apply a summary function like sum, mean, or count
- tensor gather machine learning frameworks
- select specific indices from a tensor, as in PyTorch's gather() or TensorFlow's tf.gather
- web scraping or API collection software engineering
- fetch and consolidate data from multiple endpoints or sources into one structure
Where people and models part ways
“gather all the customer feedback”
Meant: collect emails, surveys, and reviews in one document
May be taken as: run a database GROUP BY query or tensor index operation on a 'feedback' dataset
Say instead: “collect all customer feedback emails and surveys into one shared document”
“gather the results from last week”
Meant: bring together the outcomes or outputs we discussed
May be taken as: execute a GPU gather kernel or tensor indexing on a 'results' array
Say instead: “compile last week's outcomes into a single summary for me”
“gather everyone for a meeting”
Meant: invite people to join a meeting
May be taken as: search for a function named 'everyone' to index or aggregate
Say instead: “schedule a meeting and invite the team members”
Tips
- Use collect or compile instead of gather when you mean bringing information together manually
- Add 'in one place' or 'into a list' to signal physical or document collection, not computation
- Specify 'from these files' or 'from this folder' to avoid sounding like a database operation
- Avoid gather with array-like nouns like results, indices, or elements unless you want tensor operations
- Say 'get together' or 'assemble' for people to avoid any computing interpretation
Often confused with
- collect
- more neutral, less likely to trigger GPU or tensor operations
- aggregate
- strongly signals database or statistical grouping, not manual collection
- assemble
- leans toward physical or group assembly, rarely a computing term
- scrape
- specifically means automated web data extraction, often unwanted
- collate
- emphasizes ordering and organizing, not just bringing together
- accumulate
- suggests gradual building up, often used in loops or reductions