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The tutorial streams NVIDIA's Nemotron-Pretraining-Code-v3 dataset instead of downloading the full multi-gigabyte file. It inspects the schema, analyzes languages and repository frequency, reconstructs GitHub URLs from metadata, fetches source files, estimates token counts, and saves a reusable filtered sample for further experimentation.
Cenovus Energy CEO Jon McKenzie called a proposed Canada-Alberta west coast oil pipeline 'unfinanceable' under current regulatory barriers. The deal ties the pipeline to the C$30 billion Pathways carbon-capture project, which McKenzie said makes no economic sense without addressing capital spending hurdles for shipping an extra million barrels daily.
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