Filter cache: add a `_cache: auto` option and make it the default.

Up to now, all filters could be cached using the `_cache` flag that could be
set to `true` or `false` and the default was set depending on the type of the
`filter`. For instance, `script` filters are not cached by default while
`terms` are. For some filters, the default is more complicated and eg. date
range filters are cached unless they use `now` in a non-rounded fashion.

This commit adds a 3rd option called `auto`, which becomes the default for
all filters. So for all filters a cache wrapper will be returned, and the
decision will be made at caching time, per-segment. Here is the default logic:
 - if there is already a cache entry for this filter in the current segment,
   then return the cache entry.
 - else if the current segment comes from a flush (as opposed to a merge),
   then do not cache.
 - else if the doc id set cannot iterate (eg. script filter) then do not cache.
 - else if the doc id set is already cacheable and it has been used twice or
   more in the last 1000 filters then cache it.
 - else if the doc id set is not cacheable and it has been used 5 times or more
   in the last 1000 filters, then load it into a cacheable set and cache it.
 - else return the uncached set.

So for instance geo-distance filters and script filters are going to use this
new default and are not going to be cached because of their iterators.

Similarly, date range filters are going to use this default all the time, but
it is very unlikely that those that use `now` in a not rounded fashion will get
reused so in practice they won't be cached.

`terms`, `range`, ... filters produce cacheable doc id sets with good iterators
so they will be cached as soon as they have been used twice.

Filters that don't produce cacheable doc id sets such as the `term` filter will
need to be used 5 times before being cached. This ensures that we don't spend
CPU iterating over all documents matching such filters unless we have good
evidence of reuse.

One last interesting point about this change is that it also applies to compound
filters. So if you keep on repeating the same `bool` filter with the same
underlying clauses, it will be cached on its own while up to now it used to
never be cached by default.

`_cache: false` and `_cache: true` still have the same semantics.

Close #8449
I think this should be injected at the index level. See org.elasticsearch.indices.InternalIndicesService#createIndex