1.COGS never contains tax amount that's why you can see it as exclusive of tax
2. Invoice total contains tax amount to be comparable with other invoice related reports. Invoice amount is rather Accounts Payable/Receivable amounts and always tax inclusive.
3. Sale amount is net of tax and gross profit is calculated as Sale amount minus COGS amount
Please be more specific and let us know the report you are confused about