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lines changed Original file line number Diff line number Diff line change @@ -404,36 +404,7 @@ println(" Relationship: c = v1 × v2 (cross product)")
404404println (" This demonstrates vector cross product capabilities" )
405405```
406406
407- ## Performance Optimization for Tensor Regression
408407
409- ### Memory Management
410-
411- ``` julia
412- # Efficient memory management for large tensor datasets
413- function optimize_tensor_memory (data, batch_size= 100 )
414- # Process data in batches to manage memory
415- n_samples = length (data)
416- n_batches = ceil (Int, n_samples / batch_size)
417-
418- results = []
419-
420- for batch in 1 : n_batches
421- start_idx = (batch - 1 ) * batch_size + 1
422- end_idx = min (batch * batch_size, n_samples)
423-
424- batch_data = data[start_idx: end_idx]
425-
426- # Process batch
427- batch_result = process_tensor_batch (batch_data)
428- push! (results, batch_result)
429-
430- # Force garbage collection
431- GC. gc ()
432- end
433-
434- return vcat (results... )
435- end
436- ```
437408
438409### Acceleration
439410 - [ ] Under developement!
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