Repository: pytorch
Issue: Out of bounds error with `nn.MultiMarginLoss`
Labels: low priority,triaged,hackathon,oncall: pt2

### 🐛 Describe the bug

As I was working on the inductor hackathon https://github.com/pytorch/pytorch/issues/105558

I went to `_inductor/lowering` and commented out `# make_fallback(aten.multi_margin_loss)`


I then had this code snippet

```python
import torch

torch.set_default_device("cuda")

@torch.compile
def f(a, b):
    a = a.cos()
    # b = b.sin()
    b = b.long()
    loss =  torch.nn.MultiMarginLoss()
    return loss(a, b)

f(torch.randn(1), torch.randn(1))

```

Which gave the error below. It runs in eager and it runs if you change`f(torch.randn(10), torch.randn(1))` it passes more frequently - You might need to run teh script more than once

cc @ezyang @wconstab @bdhirsh @anijain2305 @Chillee 

### Error logs


```
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [0,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [1,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [2,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [3,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [4,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [5,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [6,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [7,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [8,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [9,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [10,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [11,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [12,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [13,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [14,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [15,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [16,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [17,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [18,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [19,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [20,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [21,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [22,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [23,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [24,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [25,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [26,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [27,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [28,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [29,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [30,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.
<frozen importlib._bootstrap_external>:883: _call_with_frames_removed: block: [0,0,0], thread: [31,0,0] Assertion `index out of bounds: 0 <= tmp1 < 1` failed.

```


### Minified repro

n

### Versions

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