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**First run:** The script executes all three stages and creates three datasets: `filtered_data`, `transformed_data`, and `final_results`. If the script fails during Stage 3, only `filtered_data` and `transformed_data` are saved.
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**First run:** The script executes all three stages and creates three datasets: `filtered_files`, `transformed_data`, and `final_results`. If the script fails during Stage 3, only `filtered_files` and `transformed_data` are saved.
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**Second run:** DataChain detects that `filtered_data` and `transformed_data` were already created in the previous run with matching hashes. It skips recreating them and proceeds directly to Stage 3, creating only `final_results`.
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**Second run:** DataChain detects that `filtered_files` and `transformed_data` were already created in the previous run with matching hashes. It skips recreating them and proceeds directly to Stage 3, creating only `final_results`.
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## When Checkpoints Are Used
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@@ -151,23 +151,23 @@ Changes that invalidate checkpoints include:
Because the filter changed, `stage2` has a different hash and must be recomputed. Since `stage3` depends on `stage2`, its hash also changes (because it includes H2 in the calculation), so it must be recomputed as well.
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