fix reference cycle in jaxpr tracing using weakrefs
As one step in tracing user code to a jaxpr using the machinery in
partial_eval.py, we construct a bipartite graph made of JaxprTracer
nodes, corresponding to values in the user code, and recipe nodes
,particularly those corresponding to jaxpr equations, representing
primitive operations. (This representation was put in place in #1224,
since when primitives only had single outputs we could identify each
primitive operation with the JaxprTracer value it produced.) This graph
had reference cycles because each equation recipe points to both its
input and output tracers (as a jaxpr eqn has both input and output vars)
and a tracer must be able to point to the equation recipe that produced
it (for us to toposort the graph from in_tracers to out_tracers in
tracers_to_jaxpr).
Those cycles caused memory leaks. This commit removes the strong
reference cycle using weakrefs. In particular, equation recipes only
hold weak references to their output tracers.
Before this change, we used the core.JaxprEqn struct both to represent
equations in jaxprs (where invars and outvars are instances of the
core.Var class) and to represent equation recipes (where invars and
outvars are instances of the partial_eval.JaxprTracer class). That was a
bit lazy. This commit distinguishes the two as separate JaxprEqn and
JaxprEqnRecipe structs.
Bug find and test code from @trevorcai. Thanks!