File size: 2,403 Bytes
68e339d |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 |
import json
dict = {"cfg": {"n_layers": 6, "n_heads": 4, "parallel_attn_mlp": False, "d_model": 64}}
edges = {"input->m0": {"in_graph": True}, "m0->a1.h1<v>": {"in_graph": True},
# "m0->a1.h1<q>": {"in_graph": True}, "m0->a1.h1<k>": {"in_graph": True},
"m0->a2.h1<v>": {"in_graph": True},
# "m0->a2.h1<q>": {"in_graph": True}, "m0->a2.h1<k>": {"in_graph": True},
"m0->a4.h1<v>": {"in_graph": True},
# "m0->a4.h1<q>": {"in_graph": True}, "m0->a4.h1<k>": {"in_graph": True},
"a1.h1->a2.h1<v>": {"in_graph": True},
# "a1.h1->a2.h1<q>": {"in_graph": True}, "a1.h1->a2.h1<k>": {"in_graph": True},
"a2.h1->a4.h1<v>": {"in_graph": True},
# "a2.h1->a4.h1<q>": {"in_graph": True}, "a2.h1->a4.h1<k>": {"in_graph": True},
"a4.h1->logits": {"in_graph": True}}
nodes = {}
for edge in edges:
innode, outnode = edge.split("->")
if outnode.endswith(">"):
outnode = outnode[:-3]
nodes[innode] = {"in_graph": True}
nodes[outnode] = {"in_graph": True}
dict["nodes"] = nodes
dict["edges"] = edges
all_nodes = set(["input", "logits"])
for layer in range(dict["cfg"]["n_layers"]):
mlp_nodename = f"m{layer}"
all_nodes.add(mlp_nodename)
for head in range(dict["cfg"]["n_heads"]):
nodename = f"a{layer}.h{head}"
all_nodes.add(nodename)
for node1 in all_nodes:
layer1 = -1 if node1 == "input" else 8 if node1 == "logits" else int(node1[1])
if node1 not in nodes:
dict["nodes"][node1] = {"in_graph": False}
for node2 in all_nodes:
layer2 = -1 if node2 == "input" else 8 if node2 == "logits" else int(node2[1])
if layer1 >= layer2:
continue
if node2.startswith("a"):
for qkv in ("q", "k", "v"):
edgename = f"{node1}->{node2}<{qkv}>"
if edgename in dict["edges"]:
dict["edges"][edgename]["score"] = 1.0
else:
dict["edges"][edgename] = {"in_graph": False, "score": 0.0}
continue
else:
edgename = f"{node1}->{node2}"
if edgename in dict["edges"]:
dict["edges"][edgename]["score"] = 1.0
else:
dict["edges"][edgename] = {"in_graph": False, "score": 0.0}
with open("interpbench_graph.json", 'w') as out_json:
out_json.write(json.dumps(dict)) |