Rewrite gngrams to use mmap'ed IO.

For data sets already in the page cache, this makes little
difference, but for cold data it is approx. 4x faster.
add makefile target to download single data file
update readme
add helpful message for OOM errors
add tagarray_reserved function
split tagarray code into seperate file
remove diagnostic checks unless specified
Move OOM checking into seperate function
Add a memory pool implementation for small allocs.

We have very many small allocations for the wordtrie nodes and the
tagged pointer arrays. The main problem is that keeping a record of the
allocations takes nearly as much space as the allocations themselves,
since the allocations are close to pointer-sized.

The memory pool implementation allocates pools of memory in a linked
list which self-extends as the pool grows. Freed memory is kept in a
vector. Note that this means that if you know you'll be freeing all of
the elements of a pool, it's better to 'leak' them and then free the
pool itself, since keeping track of the free spots will take nearly as
much memory as the pool itself.

The memory pool implementation also has a lazily-created set of default
memory pools for allocation sizes which are powers of two.
Use memory pools for tag arrays.
Use memory pools for wtrie node allocations.

This also greatly reduces the memory usage of the program -- it's down
to about 60% of what it used to be (presumably malloc won't allocate
small chunks, so there's waste).

However, the memory management for the trees is much more ugly now,
relying on several implicit global memory pools. It should be reworked.
Add more warnings to Makefile.

Use -Wextra and -Wpedantic. Also, change the handling of CFLAGS
so that it's easier to switch between debug and release builds.
Fix warnings from -Wall -Wextra -Wpedantic
Add functions to randomly walk down the tree.
Silence mempool debug messages