Fix memory allocation of NeMo Multi-speaker Data Simulator (NVIDIA#5864)

* fix data simulator

Signed-off-by: stevehuang52 <[email protected]>

* update

Signed-off-by: stevehuang52 <[email protected]>

* update

Signed-off-by: stevehuang52 <[email protected]>

* Adding noise_manifest handling for faster speed

Signed-off-by: Taejin Park <[email protected]>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Added multi-gpu feature

Signed-off-by: Taejin Park <[email protected]>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Added a parameter for noise source file number

Signed-off-by: Taejin Park <[email protected]>

* Fixed noise_manifest error bug

Signed-off-by: Taejin Park <[email protected]>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

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Signed-off-by: stevehuang52 <[email protected]>
Signed-off-by: Taejin Park <[email protected]>
Co-authored-by: Taejin Park <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>