On Sunday, July 26, 2015 at 4:06:05 AM UTC-4, Job van der Zwan wrote:
>
> On Sunday, 26 July 2015 05:00:44 UTC+3, Scott Jones wrote:
>
>> There also doesn't seem to be any representation of -0.0, which from what 
>> I've read, is important to represent negative underflows.
>>
>
> Apparently, his format doesn't have underflow, or overflow. I'm still 
> trying to wrap my head around it myself, but I *think* is that the trick 
> is that it alternates between exact numbers and intervals *between* exact 
> numbers. To do so it uses an "uncertainty" bit to indicate open ranges 
> *between* the numbers exact numbers. The result is that all numbers can 
> be represented *accurately*, but not necessarily *precise.* He kinda 
> explains it here 
> <https://www.youtube.com/watch?v=jN9L7TpMxeA&feature=youtu.be&t=1284>.
>
> Supposedly, this solves a lot of mathematical issues.
>

Ah, yes, and this also solves my issue about really wanting -Underflow, 0, 
+Underflow instead of -0.0 and +0.0, by having the inexact bit.
 

> I also wonder how well this would work for all the array based math used 
>> in Julia, where you'd really like all the values to have a fixed size
>> for fast indexing.
>>
>
> You could also "box" them in a fixed maximum unum size, then load/store 
> them bytewise according to how big the actual numbers are. Memory-wise you 
> wouldn't lose anything over floating point (unless you're at the far ends 
> of the dynamic range *and* with all bits being significant digits, which 
> I think is unlikely), but you wouldn't gain anything either. So most of the 
> claimed energy/speed benefits would vanish, I guess, since the prefetcher 
> still loads in the whole memory chunk. But perhaps in-cache there might be 
> some benefits to performance. And keeping track of significant figures 
> might be worth it.
>

Yes, I wasn't thinking so much about what happens during the calculation, 
good point about keeping track of the significant figures.
 

> Finally, I'd wonder, in the absence of hardware that could directly handle 
>> UNUMs, if this would really be any better than the packing I've been doing 
>> for decades (to save space in a database and in in-memory structures, where 
>> things are read much more than written or modified).
>>
>
> I guess that all depends on what you mean with "better". Better 
> compression? Probably not. But if the automatic-significant-figures part is 
> appealing, then maybe?
>

Yes, but I could add the information about "inexact" vs. "exact" and 
keeping track of significant figures to my format as well, while still 
storing many common values in just 1 byte (including Null, "", and markers 
for binary and packed Unicode text).
In my work, performance was more related to how much information you could 
keep in cache (not L1/L2/L3 cache, so much, but in buffers in RAM as 
opposed to on disk).

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