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make demos_pool a local var rather than a separate stream (#1436)

* make demos_pool a variable, rather than a separate stream. Needs to restart train repeatedly. Fix needed in Loaders. Allow a given demos_pool, or input stream-instances already loaded with demos

Signed-off-by: dafnapension <dafnashein@yahoo.com>

* renamed Sample->AssignDemosToInstance and emptied all but BaseRecipe

Signed-off-by: dafnapension <dafnashein@yahoo.com>

* StandardRecipe->DatasetRecipe and standard_recipe->dataset_recipe

Signed-off-by: dafnapension <dafnashein@yahoo.com>

* all recipes are DatasetRecipe

Signed-off-by: dafnapension <dafnashein@yahoo.com>

* separate AddDemosPool from CreateDemosPool

Signed-off-by: dafnapension <dafnashein@yahoo.com>

* add deprecation for old recipes, and update docs

Signed-off-by: dafnapension <dafnashein@yahoo.com>

* allow to consume a whole stream

Signed-off-by: dafnapension <dafnashein@yahoo.com>

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Signed-off-by: dafnapension <dafnashein@yahoo.com>

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