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[rfc] add hint_override kwarg to mark_dynamic (#161007)
The motivation for this change can be seen through the following example:
```
import torch
GPU_TYPE = "cuda"
@torch.compile
def no_override(x):
return x.sum(dim=0)
@torch.compile
def override(x):
return x.sum(dim=0)
x_small = torch.randn(4096, 512, device=GPU_TYPE)
no_override(x_small)
torch._dynamo.decorators.mark_dynamic(x_small, 0, hint_override=4096 * 1000)
override(x_small)
```
Previously, when reductions were split, codegen relied only on the first observed shape. With a small input, this resulted in a small split size:
```
def triton_red_fused_sum_0(in_ptr0, out_ptr0, ks0, xnumel, r0_numel, XBLOCK : tl.constexpr, R0_BLOCK : tl.constexpr):
xnumel = 16384
rnumel = r0_numel
```
With the new scheme, inductor honors hint_override during codegen, producing larger and more appropriate split sizes:
```
def triton_red_fused_sum_0(in_ptr0, out_ptr0, ks0, xnumel, r0_numel, XBLOCK : tl.constexpr, R0_BLOCK : tl.constexpr):
xnumel = 1024000
rnumel = r0_numel
```
This addresses a broader problem with dynamism: performance and numerics previously depended on whichever shape was seen first. For example:
```
f(s0) -> f(s2)
f(s1) -> f(s2)
```
could generate different kernels. With the new approach, an explicit override pins the chosen configuration:
```
f(s0, hint_override=s0) -> f(s2)
f(s1, hint_override=s0) -> f(s2)
```
ensuring consistent kernel generation regardless of input order.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/161007
Approved by: https://github.com/jansel
This commit is contained in:
bobrenjc93
PyTorch MergeBot
parent
f9875166a9
commit
9a41570199
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@ -245,7 +245,7 @@ class StructuredTraceTest(TestCase):
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"""\
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1000, 1000], "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"dynamo_output_graph": {"sizes": {"l_a_": [1000, 1000], "ones": [1000, 1000], "output": [1000, 1000]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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@ -279,7 +279,7 @@ class StructuredTraceTest(TestCase):
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"""\
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1000, 1000], "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"dynamo_output_graph": {"sizes": {"l_a_": [1000, 1000], "ones": [1000, 1000], "output": [1000, 1000]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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@ -318,10 +318,10 @@ class StructuredTraceTest(TestCase):
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"""\
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['x']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_storage": {"id": 1, "describer_id": "ID", "size": 4000000}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 1, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "is_leaf": true, "stride": [1000, 1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 1, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1000, 1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 1, "source": "L['y']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"dynamo_output_graph": {"sizes": {"l_x_": [1000, 1000], "l_y_": [1000, 1000], "add": [1000, 1000]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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@ -342,7 +342,7 @@ class StructuredTraceTest(TestCase):
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{"artifact": {"name": "recompile_reasons", "encoding": "json"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0, "has_payload": "HASH"}
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['x']"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
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{"create_symbol": {"symbol": "s48", "val": "1", "vr": "[-int_oo, int_oo]", "source": "L['y']", "user_stack": "STACK", "stack": "STACK"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
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{"dynamo_output_graph": {"sizes": {"l_x_": [1000, 1000], "add": [1000, 1000]}}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0, "has_payload": "HASH"}
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@ -375,7 +375,7 @@ class StructuredTraceTest(TestCase):
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"""\
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"dynamo_output_graph": {"sizes": {"l_a_": [1000, 1000], "ones": [1000, 1000], "output": [1000, 1000], "ones_1": [1000, 1000], "output_1": [1000, 1000]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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@ -411,28 +411,28 @@ class StructuredTraceTest(TestCase):
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"""\
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"artifact": {"name": "dynamo_graph_break_reason", "encoding": "string"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
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{"dynamo_cpp_guards_str": {}, "frame_id": 0, "frame_compile_id": 0, "attempt": 1, "has_payload": "HASH"}
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{"compilation_metrics": "METRICS", "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 0}
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{"artifact": {"name": "dynamo_graph_break_reason", "encoding": "string"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 1, "frame_compile_id": 0, "attempt": 1}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 1}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 1}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['___stack1']"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 1}
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{"dynamo_cpp_guards_str": {}, "frame_id": 1, "frame_compile_id": 0, "attempt": 1, "has_payload": "HASH"}
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{"compilation_metrics": "METRICS", "frame_id": 1, "frame_compile_id": 0, "attempt": 1}
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 2, "frame_compile_id": 0, "attempt": 0}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 2, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 2, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 2, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['___stack0']"}, "frame_id": 2, "frame_compile_id": 0, "attempt": 0}
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{"artifact": {"name": "dynamo_graph_break_reason", "encoding": "string"}, "frame_id": 2, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 2, "frame_compile_id": 0, "attempt": 1}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 2, "frame_compile_id": 0, "attempt": 1}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 2, "frame_compile_id": 0, "attempt": 1}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['___stack0']"}, "frame_id": 2, "frame_compile_id": 0, "attempt": 1}
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{"dynamo_output_graph": {"sizes": {"l_stack0_": [1000, 1000], "ones": [1000, 1000], "output": [1000, 1000], "sum_1": []}}, "frame_id": 2, "frame_compile_id": 0, "attempt": 1, "has_payload": "HASH"}
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{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "frame_id": 2, "frame_compile_id": 0, "attempt": 1, "has_payload": "HASH"}
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{"bwd_compilation_metrics": "METRICS", "frame_id": 2, "frame_compile_id": 0, "attempt": 1}
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['output']"}, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
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{"compilation_metrics": "METRICS", "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
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""", # noqa: B950
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"""\
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"artifact": {"name": "dynamo_error", "encoding": "string"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
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{"compilation_metrics": "METRICS", "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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"""\
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{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4000000}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1000, 1000], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "stride": [1000, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
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{"dynamo_output_graph": {"sizes": {"l_a_": [1000, 1000], "output": [1000, 1000]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
@ -625,7 +625,7 @@ class StructuredTraceTest(TestCase):
|
|||
{"dynamo_start": {"stack": "STACK"}, "rank": 0, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"artifact": {"name": "dynamo_graph_break_reason", "encoding": "string"}, "rank": 0, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4194304}, "rank": 0, "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "is_leaf": true, "stride": [1024, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1024, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['args'][0]"}, "rank": 0, "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
|
||||
{"dynamo_cpp_guards_str": {}, "rank": 0, "frame_id": 0, "frame_compile_id": 0, "attempt": 1, "has_payload": "HASH"}
|
||||
{"compilation_metrics": "METRICS", "rank": 0, "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
|
||||
|
|
@ -641,32 +641,32 @@ class StructuredTraceTest(TestCase):
|
|||
{"compilation_metrics": "METRICS", "rank": 0, "frame_id": 3, "frame_compile_id": 0, "attempt": 0}
|
||||
{"dynamo_start": {"stack": "STACK"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4194304}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1024, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1024, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['self']._modules['layers']._modules['0']._parameters['weight']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 1, "describer_id": "ID", "size": 4096}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024], "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 1, "source": "L['self']._modules['layers']._modules['0']._parameters['bias']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 2, "describer_id": "ID", "size": 4194304}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 2, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "is_leaf": true, "stride": [1024, 1], "storage": 2, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 2, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1024, 1], "storage": 2, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 2, "source": "L['x']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 3, "describer_id": "ID", "size": 4194304}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 8, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1024, 1], "storage": 3, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 8, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1024, 1], "storage": 3, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 8, "source": "L['self']._modules['layers']._modules['1']._parameters['weight']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 4, "describer_id": "ID", "size": 4096}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 9, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024], "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1], "storage": 4, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 9, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1], "storage": 4, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 9, "source": "L['self']._modules['layers']._modules['1']._parameters['bias']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"dynamo_output_graph": {"sizes": {"l_self_modules_layers_modules_0_parameters_weight_": [1024, 1024], "l_self_modules_layers_modules_0_parameters_bias_": [1024], "l_x_": [1024, 1024], "l_self_modules_layers_modules_1_parameters_weight_": [1024, 1024], "l_self_modules_layers_modules_1_parameters_bias_": [1024], "input_1": [1024, 1024], "input_2": [1024, 1024]}}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"optimize_ddp_split_graph": {}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"optimize_ddp_split_child": {"name": "submod_0"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"optimize_ddp_split_child": {"name": "submod_1"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4194304}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "is_leaf": true, "stride": [1024, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1024, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['x']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 1, "describer_id": "ID", "size": 4194304}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1024, 1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1024, 1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 1, "source": "L['self']._modules['layers']._modules['0']._parameters['weight']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 2, "describer_id": "ID", "size": 4096}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 2, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024], "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1], "storage": 2, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 2, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1], "storage": 2, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 2, "source": "L['self']._modules['layers']._modules['0']._parameters['bias']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"artifact": {"name": "after_pre_grad_graph", "encoding": "string"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
@ -682,10 +682,10 @@ class StructuredTraceTest(TestCase):
|
|||
{"inductor_output_code": {"filename": "FILENAME"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"artifact": {"name": "fx_graph_cache_miss", "encoding": "json"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"describe_storage": {"id": 16, "describer_id": "ID", "size": 4194304}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 29, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1024, 1], "storage": 16, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 29, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024, 1024], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1024, 1], "storage": 16, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 29, "source": "L['self']._modules['layers']._modules['1']._parameters['weight']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 17, "describer_id": "ID", "size": 4096}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 30, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024], "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1], "storage": 17, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 30, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cuda', index=0)", "size": [1024], "dynamo_hint_overrides": {}, "is_leaf": true, "requires_grad": true, "is_parameter": true, "stride": [1], "storage": 17, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 30, "source": "L['self']._modules['layers']._modules['1']._parameters['bias']"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0}
|
||||
{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"artifact": {"name": "after_pre_grad_graph", "encoding": "string"}, "rank": 0, "frame_id": 4, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
@ -725,7 +725,7 @@ class StructuredTraceTest(TestCase):
|
|||
{"compilation_metrics": "METRICS", "frame_id": 0, "frame_compile_id": 0, "attempt": 1}
|
||||
{"dynamo_start": {"stack": "STACK"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4}, "frame_id": 1, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['x']"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 0}
|
||||
{"dynamo_output_graph": {"sizes": {"l_x_": [1], "add": [1]}}, "frame_id": 1, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "frame_id": 1, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
@ -766,10 +766,10 @@ class StructuredTraceTest(TestCase):
|
|||
"""\
|
||||
{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 800}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [10, 20], "is_leaf": true, "stride": [20, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [10, 20], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [20, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 1, "describer_id": "ID", "size": 2400}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [20, 30], "is_leaf": true, "stride": [30, 1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [20, 30], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [30, 1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 1, "source": "L['b']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"dynamo_output_graph": {"sizes": {"l_a_": [10, 20], "l_b_": [20, 30], "matmul": [10, 30]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"dynamo_cpp_guards_str": {}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
@ -777,12 +777,12 @@ class StructuredTraceTest(TestCase):
|
|||
{"artifact": {"name": "recompile_reasons", "encoding": "json"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0, "has_payload": "HASH"}
|
||||
{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 200}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [5, 10], "is_leaf": true, "stride": [10, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [5, 10], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [10, 1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"create_symbol": {"symbol": "s97", "val": "5", "vr": "[2, int_oo]", "source": "L['a'].size()[0]", "user_stack": "STACK", "stack": "STACK"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"create_symbol": {"symbol": "s98", "val": "10", "vr": "[2, int_oo]", "source": "L['a'].size()[1]", "user_stack": "STACK", "stack": "STACK"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_storage": {"id": 1, "describer_id": "ID", "size": 600}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [10, 15], "is_leaf": true, "stride": [15, 1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 2, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [10, 15], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [15, 1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 1, "source": "L['b']"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"create_symbol": {"symbol": "s52", "val": "10", "vr": "[2, int_oo]", "source": "L['b'].size()[0]", "user_stack": "STACK", "stack": "STACK"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"create_symbol": {"symbol": "s20", "val": "15", "vr": "[2, int_oo]", "source": "L['b'].size()[1]", "user_stack": "STACK", "stack": "STACK"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
|
|
@ -818,7 +818,7 @@ class StructuredTraceTest(TestCase):
|
|||
"""\
|
||||
{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['x']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"dynamo_output_graph": {"sizes": {"l_x_": [1], "x": [1]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"dynamo_cpp_guards_str": {}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
@ -826,7 +826,7 @@ class StructuredTraceTest(TestCase):
|
|||
{"artifact": {"name": "recompile_reasons", "encoding": "json"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0, "has_payload": "HASH"}
|
||||
{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['x']"}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0}
|
||||
{"dynamo_output_graph": {"sizes": {"l_x_": [1], "x": [1]}}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0, "has_payload": "HASH"}
|
||||
{"dynamo_cpp_guards_str": {}, "frame_id": 0, "frame_compile_id": 1, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
@ -856,10 +856,10 @@ def forward(self, x, y):
|
|||
return add
|
||||
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 12}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [3], "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [3], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['x']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 1, "describer_id": "ID", "size": 12}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [3], "is_leaf": true, "stride": [1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 1, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [3], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1], "storage": 1, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 1, "source": "L['y']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"dynamo_output_graph": {"sizes": {"l_x_": [3], "l_y_": [3], "add": [3]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"dynamo_cpp_guards_str": {}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
@ -886,7 +886,7 @@ def forward(self, x, y):
|
|||
"""\
|
||||
{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"dynamo_output_graph": {"sizes": {"l_a_": [1], "sin": [1]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
@ -906,7 +906,7 @@ def forward(self, x, y):
|
|||
{"compilation_metrics": "METRICS", "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"dynamo_start": {"stack": "STACK"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_storage": {"id": 0, "describer_id": "ID", "size": 4}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_tensor": {"id": 0, "ndim": 1, "dtype": "torch.float32", "device": "device(type='cpu')", "size": [1], "dynamo_hint_overrides": {}, "is_leaf": true, "stride": [1], "storage": 0, "view_func": "VIEW_FUNC", "describer_id": "ID"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"describe_source": {"describer_id": "ID", "id": 0, "source": "L['a']"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0}
|
||||
{"dynamo_output_graph": {"sizes": {"l_a_": [1], "sin": [1]}}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
{"artifact": {"name": "before_pre_grad_graph", "encoding": "string"}, "frame_id": 0, "frame_compile_id": 0, "attempt": 0, "has_payload": "HASH"}
|
||||
|
|
|
|||
|
|
@ -10585,6 +10585,33 @@ def forward(self, arg0_1: "Sym(s77)", arg1_1: "Sym(s27)", arg2_1: "Sym(s53)", ar
|
|||
dynamic_specialized = inductor_matmul(dynamic_specialized_a, b)
|
||||
self.assertEqual(dynamic, dynamic_specialized)
|
||||
|
||||
@requires_gpu()
|
||||
@skip_if_not_triton
|
||||
@unittest.skipIf(
|
||||
not IS_BIG_GPU, "Skipping triton backend only since not big GPU (not enough SM)"
|
||||
)
|
||||
@config.patch({"force_disable_caches": True})
|
||||
def test_mark_dynamic_with_hint_override(self):
|
||||
@torch.compile
|
||||
def no_override(x):
|
||||
return x.sum(dim=0)
|
||||
|
||||
@torch.compile
|
||||
def override(x):
|
||||
return x.sum(dim=0)
|
||||
|
||||
x_small = torch.randn(4096, 512, device=GPU_TYPE)
|
||||
torch._dynamo.decorators.mark_dynamic(x_small, 0)
|
||||
code1 = run_and_get_triton_code(no_override, x_small)
|
||||
|
||||
torch._dynamo.reset_code_caches()
|
||||
|
||||
torch._dynamo.decorators.mark_dynamic(x_small, 0, hint_override=4096 * 10)
|
||||
code2 = run_and_get_triton_code(override, x_small)
|
||||
self.assertNotEqual(code1, code2)
|
||||
|
||||
self.assertEqual(no_override(x_small), override(x_small))
|
||||
|
||||
@requires_gpu()
|
||||
def test_stride_preservation_with_stride_modifying_fx_pass(self):
|
||||
def f(x):
|
||||
|
|
|
|||
|
|
@ -585,6 +585,7 @@ def mark_dynamic(
|
|||
t: Any,
|
||||
index: Union[int, list[Any], tuple[Any]],
|
||||
*,
|
||||
hint_override: Optional[int] = None,
|
||||
min: Optional[int] = None,
|
||||
max: Optional[int] = None,
|
||||
specialize_on: Optional[list[Any]] = None,
|
||||
|
|
@ -637,10 +638,13 @@ def mark_dynamic(
|
|||
if not hasattr(t, "_dynamo_dynamic_indices"):
|
||||
t._dynamo_dynamic_indices = set()
|
||||
t._dynamo_dynamic_range = set()
|
||||
t._dynamo_hint_overrides = {}
|
||||
|
||||
if not hasattr(t, "_specialize_on"):
|
||||
t._specialize_on = {}
|
||||
|
||||
if hint_override:
|
||||
t._dynamo_hint_overrides[index] = hint_override
|
||||
# TODO(voz): Should we bounds check?
|
||||
t._dynamo_dynamic_indices.add(index)
|
||||
t._dynamo_dynamic_range.add(_DimRange(index, min, max)) # type: ignore[arg-type]
|
||||
|
|
|
|||
|
|
@ -417,6 +417,7 @@ class MetaTensorDescriber:
|
|||
stride=stride,
|
||||
storage_offset=storage_offset,
|
||||
dynamo_dynamic_indices=list(getattr(t, "_dynamo_dynamic_indices", set())),
|
||||
dynamo_hint_overrides=getattr(t, "_dynamo_hint_overrides", {}),
|
||||
sparse_dim=(
|
||||
t.sparse_dim() if t.is_sparse or is_sparse_compressed(t) else None
|
||||
),
|
||||
|
|
@ -614,6 +615,7 @@ class MetaTensorDesc(Generic[_TensorT]):
|
|||
# defined on NJT
|
||||
size: tuple[int, ...]
|
||||
dynamo_dynamic_indices: list[int]
|
||||
dynamo_hint_overrides: dict[int, int]
|
||||
|
||||
layout: torch.layout = torch.strided
|
||||
is_inference: bool = False
|
||||
|
|
@ -956,6 +958,7 @@ class MetaConverter(Generic[_TensorT]):
|
|||
[d in t.dynamo_dynamic_indices for d in range(t.ndim)],
|
||||
src,
|
||||
symbolic_context=symbolic_context,
|
||||
hint_overrides=t.dynamo_hint_overrides,
|
||||
)
|
||||
else:
|
||||
return (t.size, t.stride, t.storage_offset)
|
||||
|
|
|
|||
|
|
@ -4370,19 +4370,23 @@ class ShapeEnv:
|
|||
tensor_size: Sequence[IntLikeType],
|
||||
source: Source,
|
||||
symbolic_context: SymbolicContext,
|
||||
hint_overrides: Optional[dict[int, int]] = None,
|
||||
) -> list[sympy.Expr]:
|
||||
assert all(not is_symbolic(val) for val in tensor_size), (
|
||||
f"Expect size to be a plain tuple of ints but got {tensor_size}"
|
||||
)
|
||||
from torch._dynamo.source import TensorProperty, TensorPropertySource
|
||||
|
||||
if not hint_overrides:
|
||||
hint_overrides = {}
|
||||
|
||||
_assert_symbol_context(symbolic_context)
|
||||
dynamic_dims = symbolic_context.dynamic_sizes # type: ignore[attr-defined]
|
||||
constraint_dims = symbolic_context.constraint_sizes # type: ignore[attr-defined]
|
||||
size = []
|
||||
for i, val in enumerate(tensor_size):
|
||||
sym = self.create_symbol(
|
||||
val,
|
||||
val if i not in hint_overrides else hint_overrides[i],
|
||||
TensorPropertySource(source, TensorProperty.SIZE, i),
|
||||
dynamic_dims[i],
|
||||
constraint_dims[i],
|
||||
|
|
@ -4502,6 +4506,7 @@ class ShapeEnv:
|
|||
source: Source,
|
||||
*,
|
||||
symbolic_context: Optional[SymbolicContext] = None,
|
||||
hint_overrides: Optional[dict[int, int]] = None,
|
||||
) -> tuple[
|
||||
tuple[IntLikeType, ...],
|
||||
tuple[IntLikeType, ...],
|
||||
|
|
@ -4509,6 +4514,9 @@ class ShapeEnv:
|
|||
]:
|
||||
dim = len(ex_size)
|
||||
|
||||
if not hint_overrides:
|
||||
hint_overrides = {}
|
||||
|
||||
# Reimplement the legacy behavior
|
||||
if symbolic_context is None:
|
||||
constraint_sizes: list[DimConstraint] = [None] * dim
|
||||
|
|
@ -4563,7 +4571,7 @@ class ShapeEnv:
|
|||
from torch._dynamo.source import TensorProperty, TensorPropertySource
|
||||
|
||||
size: list[sympy.Expr] = self._produce_dyn_sizes_from_int_tuple(
|
||||
ex_size, source, symbolic_context
|
||||
ex_size, source, symbolic_context, hint_overrides=hint_overrides
|
||||
)
|
||||
stride = self._compute_symbolic_stride(
|
||||
source,
|
||||
|
|
@ -4579,7 +4587,7 @@ class ShapeEnv:
|
|||
sym_sizes = [
|
||||
self.create_symintnode(
|
||||
sym,
|
||||
hint=hint,
|
||||
hint=hint if i not in hint_overrides else hint_overrides[i],
|
||||
source=TensorPropertySource(source, TensorProperty.SIZE, i),
|
||||
)
|
||||
for i, (sym, hint) in enumerate(zip(size, ex_size))
|
||||
|
|
|
|||
Loading…
Reference in New Issue
Block a user