Disable CUDA graphs in DDP (ASR). Improve toggle messages
State: closed | Pull request: yes
Labels: name: stale

name: ASR

name: common

name: Run CICD

# What does this PR do ?

- disable CUDA graphs in label-looping algorithm in DDP mode
- improve CUDA graphs toggle message (log only if something changed)

Potentially fixes https://github.com/NVIDIA/NeMo/issues/10299

**Collection**: [Note which collection this PR will affect]

# Changelog 
- Add specific line by line info of high level changes in this PR.

# Usage
* You can potentially add a usage example below

```python
# Add a code snippet demonstrating how to use this 
```

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**PR Type**:
- [ ] New Feature
- [x] Bugfix
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## Who can review?

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# Additional Information
* Related to # (issue)


[🤖]: Hi @artbataev 👋,

We wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/11579885212) for this PR just finished successfully

So it might be time to merge this PR or get some approvals

I'm just a bot so I'll leave it you what to do next.

//cc @pablo-garay @ko3n1g

This PR is stale because it has been open for 14 days with no activity. Remove stale label or comment or update or this will be closed in 7 days.

<!-- pylint-output-strict-mode-false -->

beep boop 🤖: 🙏 The following files have warnings. In case you are familiar with these, please try helping us to improve the code base.

---

Your code was analyzed with PyLint. The following annotations have been identified:

```
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nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2112:0: C0301: Line too long (111/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2154:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2176:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2198:0: C0301: Line too long (103/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2210:0: C0301: Line too long (101/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2211:0: C0301: Line too long (113/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2213:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2218:0: C0301: Line too long (103/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2219:0: C0301: Line too long (113/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2223:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2235:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2252:0: C0301: Line too long (109/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2259:0: C0301: Line too long (104/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2273:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2276:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2279:0: C0301: Line too long (119/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2281:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2304:0: C0301: Line too long (103/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2315:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2322:0: C0301: Line too long (111/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2350:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2368:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2399:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2401:0: C0301: Line too long (113/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2403:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2405:0: C0301: Line too long (104/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2409:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2411:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2412:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2420:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2424:0: C0301: Line too long (101/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2505:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2506:0: C0301: Line too long (104/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2519:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2526:0: C0301: Line too long (101/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2537:0: C0301: Line too long (103/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2593:0: C0301: Line too long (106/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2598:0: C0301: Line too long (103/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2671:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2673:0: C0301: Line too long (113/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2675:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2677:0: C0301: Line too long (104/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2681:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2683:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2684:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2692:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2696:0: C0301: Line too long (101/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2717:0: C0301: Line too long (120/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2836:0: C0301: Line too long (101/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1:0: C0302: Too many lines in module (2851/1000) (too-many-lines)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1:0: C0114: Missing module docstring (missing-module-docstring)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:32:0: E0401: Unable to import 'numpy' (import-error)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:33:0: E0401: Unable to import 'torch' (import-error)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:34:0: E0401: Unable to import 'omegaconf' (import-error)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:48:0: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:172:8: C0103: Attribute name "_SOS" doesn't conform to snake_case naming style (invalid-name)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:157:4: R0913: Too many arguments (8/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:157:4: R0917: Too many positional arguments (8/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:184:15: E1101: Instance of '_GreedyRNNTInfer' has no 'forward' member (no-member)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:335:4: R0913: Too many arguments (8/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:335:4: R0917: Too many positional arguments (8/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:403:4: R0912: Too many branches (19/12) (too-many-branches)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:403:4: R0915: Too many statements (51/50) (too-many-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:584:4: R0913: Too many arguments (10/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:584:4: R0917: Too many positional arguments (10/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:644:28: C0415: Import outside toplevel (nemo.collections.asr.parts.submodules.cuda_graph_rnnt_greedy_decoding.RNNTGreedyDecodeCudaGraph) (import-outside-toplevel)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:668:8: R1705: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it (no-else-return)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:687:8: R1705: Unnecessary "else" after "return", remove the "else" and de-indent the code inside it (no-else-return)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:691:12: C0415: Import outside toplevel (nemo.collections.asr.parts.submodules.cuda_graph_rnnt_greedy_decoding.RNNTGreedyDecodeCudaGraph) (import-outside-toplevel)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:747:8: W0613: Unused argument 'device' (unused-argument)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:764:4: R0914: Too many local variables (31/15) (too-many-locals)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:764:4: R0912: Too many branches (35/12) (too-many-branches)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:764:4: R0915: Too many statements (74/50) (too-many-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:964:4: R0914: Too many local variables (34/15) (too-many-locals)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:964:4: R0912: Too many branches (36/12) (too-many-branches)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:964:4: R0915: Too many statements (79/50) (too-many-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:993:12: W0612: Unused variable 'alignments' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1177:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1213:12: C0200: Consider using enumerate instead of iterating with range and len (consider-using-enumerate)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1221:4: R0914: Too many local variables (27/15) (too-many-locals)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1238:57: E1101: Instance of 'ExportedModelGreedyBatchedRNNTInfer' has no 'device' member (no-member)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1315:24: C0200: Consider using enumerate instead of iterating with range and len (consider-using-enumerate)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1322:24: C0200: Consider using enumerate instead of iterating with range and len (consider-using-enumerate)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1221:4: R0912: Too many branches (23/12) (too-many-branches)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1221:4: R0915: Too many statements (60/50) (too-many-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1280:22: W0612: Unused variable 'pred_lengths' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1285:20: W0612: Unused variable 'v' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1352:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1355:4: C0116: Missing function or method docstring (missing-function-docstring)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1362:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1362:0: R0902: Too many instance attributes (10/7) (too-many-instance-attributes)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1371:12: C0415: Import outside toplevel (onnx) (import-outside-toplevel)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1372:12: C0415: Import outside toplevel (onnxruntime) (import-outside-toplevel)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1374:12: W0707: Consider explicitly re-raising using 'except (ModuleNotFoundError, ImportError) as exc' and 'raise ImportError(f'`onnx` or `onnxruntime` could not be imported, please install the libraries.\n') from exc' (raise-missing-from)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1374:30: W1309: Using an f-string that does not have any interpolated variables (f-string-without-interpolation)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1429:20: W0612: Unused variable 'encoded_length' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1438:19: W0612: Unused variable 'lengths' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1481:16: W0612: Unused variable 'idx' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1498:4: R1710: Either all return statements in a function should return an expression, or none of them should. (inconsistent-return-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1509:16: W0612: Unused variable 'shape_idx' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1520:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1520:0: R0902: Too many instance attributes (8/7) (too-many-instance-attributes)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1521:4: R0913: Too many arguments (6/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1521:4: R0917: Too many positional arguments (6/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1553:30: R1721: Unnecessary use of a comprehension, use list(arguments) instead. (unnecessary-comprehension)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1557:36: R1721: Unnecessary use of a comprehension, use list(arguments) instead. (unnecessary-comprehension)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1590:4: R1710: Either all return statements in a function should return an expression, or none of them should. (inconsistent-return-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1598:12: W0612: Unused variable 'state_id' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1666:4: R0913: Too many arguments (9/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1666:4: R0917: Too many positional arguments (9/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1690:4: R0914: Too many local variables (16/15) (too-many-locals)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1762:19: R1716: Simplify chained comparison between the operands (chained-comparison)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1690:4: R0912: Too many branches (21/12) (too-many-branches)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1690:4: R0915: Too many statements (57/50) (too-many-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1870:4: R0913: Too many arguments (9/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1870:4: R0917: Too many positional arguments (9/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1900:4: R0914: Too many local variables (33/15) (too-many-locals)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1970:16: C0200: Consider using enumerate instead of iterating with range and len (consider-using-enumerate)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1977:16: C0200: Consider using enumerate instead of iterating with range and len (consider-using-enumerate)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2009:20: C0200: Consider using enumerate instead of iterating with range and len (consider-using-enumerate)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1900:4: R0912: Too many branches (41/12) (too-many-branches)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:1900:4: R0915: Too many statements (84/50) (too-many-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2132:4: R0914: Too many local variables (31/15) (too-many-locals)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2132:4: R0912: Too many branches (37/12) (too-many-branches)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2132:4: R0915: Too many statements (78/50) (too-many-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2344:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2350:84: W0108: Lambda may not be necessary (unnecessary-lambda)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2362:0: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2362:0: R0902: Too many instance attributes (8/7) (too-many-instance-attributes)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2368:84: W0108: Lambda may not be necessary (unnecessary-lambda)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2446:4: R0913: Too many arguments (11/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2446:4: R0917: Too many positional arguments (11/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2518:4: R0914: Too many local variables (21/15) (too-many-locals)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2518:4: R0912: Too many branches (23/12) (too-many-branches)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2518:4: R0915: Too many statements (68/50) (too-many-statements)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2554:12: W0612: Unused variable 'not_blank' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2586:16: W0612: Unused variable 'd_v' (unused-variable)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2720:4: R0913: Too many arguments (12/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2720:4: R0917: Too many positional arguments (12/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_greedy_decoding.py:2824:8: W0613: Unused argument 'device' (unused-argument)
************* Module nemo.collections.asr.parts.submodules.rnnt_loop_labels_computer
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:54:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:63:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:64:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:65:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:67:0: C0301: Line too long (119/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:68:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:70:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:74:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:75:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:119:0: C0301: Line too long (106/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:195:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:246:0: C0301: Line too long (111/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:263:0: C0301: Line too long (119/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:280:0: C0301: Line too long (101/100) (line-too-long)
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nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:555:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:574:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:612:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:628:0: C0301: Line too long (112/100) (line-too-long)
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nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:645:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:655:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:664:0: C0301: Line too long (113/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:671:0: C0301: Line too long (112/100) (line-too-long)
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nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:682:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:687:0: C0301: Line too long (108/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:696:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:702:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:703:0: C0301: Line too long (106/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:712:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:734:0: C0301: Line too long (108/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:750:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:752:0: C0301: Line too long (104/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:753:0: C0301: Line too long (116/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:757:0: C0301: Line too long (111/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:763:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:775:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:794:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:796:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:797:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:798:0: C0301: Line too long (101/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:806:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:816:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:851:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:852:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:853:0: C0301: Line too long (101/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:861:0: C0301: Line too long (106/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:876:0: C0301: Line too long (103/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:877:0: C0301: Line too long (109/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:890:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:892:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:902:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:1:0: C0114: Missing module docstring (missing-module-docstring)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:18:0: E0401: Unable to import 'numpy' (import-error)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:19:0: E0401: Unable to import 'torch' (import-error)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:20:0: E0401: Unable to import 'torch.nn.functional' (import-error)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:21:0: E0401: Unable to import 'omegaconf' (import-error)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:43:0: R0902: Too many instance attributes (25/7) (too-many-instance-attributes)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:84:4: R0913: Too many arguments (10/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:84:4: R0917: Too many positional arguments (10/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:43:0: R0903: Too few public methods (1/2) (too-few-public-methods)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:232:8: C0103: Attribute name "_SOS" doesn't conform to snake_case naming style (invalid-name)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:179:0: R0902: Too many instance attributes (12/7) (too-many-instance-attributes)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:192:4: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:202:4: R0913: Too many arguments (9/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:202:4: R0917: Too many positional arguments (9/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:294:4: R0914: Too many local variables (31/15) (too-many-locals)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:294:4: R0915: Too many statements (57/50) (too-many-statements)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:593:8: W0613: Unused argument 'encoder_output_length' (unused-argument)
nemo/collections/asr/parts/submodules/rnnt_loop_labels_computer.py:902:28: W1309: Using an f-string that does not have any interpolated variables (f-string-without-interpolation)
************* Module nemo.collections.asr.parts.submodules.tdt_loop_labels_computer
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:57:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:66:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:67:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:68:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:70:0: C0301: Line too long (119/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:71:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:73:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:77:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:78:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:112:0: C0301: Line too long (109/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:124:0: C0301: Line too long (106/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:201:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:232:0: C0301: Line too long (106/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:233:0: C0301: Line too long (109/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:274:0: C0301: Line too long (119/100) (line-too-long)
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nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:308:0: C0301: Line too long (111/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:344:0: C0301: Line too long (103/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:348:0: C0301: Line too long (103/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:369:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:388:0: C0301: Line too long (110/100) (line-too-long)
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nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:422:0: C0301: Line too long (114/100) (line-too-long)
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nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:448:0: C0301: Line too long (115/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:450:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:478:0: C0301: Line too long (118/100) (line-too-long)
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nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:489:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:539:0: C0301: Line too long (111/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:540:0: C0301: Line too long (117/100) (line-too-long)
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nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:622:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:641:0: C0301: Line too long (110/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:681:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:697:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:705:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:714:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:724:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:733:0: C0301: Line too long (113/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:740:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:747:0: C0301: Line too long (106/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:752:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:756:0: C0301: Line too long (108/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:767:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:772:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:773:0: C0301: Line too long (106/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:784:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:806:0: C0301: Line too long (108/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:822:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:824:0: C0301: Line too long (104/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:825:0: C0301: Line too long (116/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:829:0: C0301: Line too long (111/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:835:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:844:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:849:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:867:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:870:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:887:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:889:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:890:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:891:0: C0301: Line too long (101/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:899:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:909:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:938:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:941:0: C0301: Line too long (102/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:969:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:970:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:971:0: C0301: Line too long (101/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:979:0: C0301: Line too long (106/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:994:0: C0301: Line too long (103/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:995:0: C0301: Line too long (109/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:1008:0: C0301: Line too long (107/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:1010:0: C0301: Line too long (105/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:1020:0: C0301: Line too long (114/100) (line-too-long)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:1:0: C0302: Too many lines in module (1026/1000) (too-many-lines)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:1:0: C0114: Missing module docstring (missing-module-docstring)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:19:0: E0401: Unable to import 'numpy' (import-error)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:20:0: E0401: Unable to import 'torch' (import-error)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:21:0: E0401: Unable to import 'torch.nn.functional' (import-error)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:22:0: E0401: Unable to import 'omegaconf' (import-error)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:44:0: R0902: Too many instance attributes (26/7) (too-many-instance-attributes)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:87:4: R0913: Too many arguments (11/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:87:4: R0917: Too many positional arguments (11/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:44:0: R0903: Too few public methods (1/2) (too-few-public-methods)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:248:8: C0103: Attribute name "_SOS" doesn't conform to snake_case naming style (invalid-name)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:185:0: R0902: Too many instance attributes (15/7) (too-many-instance-attributes)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:198:4: C0115: Missing class docstring (missing-class-docstring)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:208:4: R0913: Too many arguments (12/5) (too-many-arguments)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:208:4: R0917: Too many positional arguments (12/5) (too-many-positional-arguments)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:313:4: R0914: Too many local variables (35/15) (too-many-locals)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:313:4: R0915: Too many statements (65/50) (too-many-statements)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:660:8: W0613: Unused argument 'encoder_output_length' (unused-argument)
nemo/collections/asr/parts/submodules/tdt_loop_labels_computer.py:1020:28: W1309: Using an f-string that does not have any interpolated variables (f-string-without-interpolation)
************* Module nemo.collections.common.parts.optional_cuda_graphs
nemo/collections/common/parts/optional_cuda_graphs.py:53:0: C0301: Line too long (118/100) (line-too-long)
nemo/collections/common/parts/optional_cuda_graphs.py:79:0: C0301: Line too long (117/100) (line-too-long)
nemo/collections/common/parts/optional_cuda_graphs.py:83:0: C0301: Line too long (112/100) (line-too-long)
nemo/collections/common/parts/optional_cuda_graphs.py:88:0: C0301: Line too long (115/100) (line-too-long)
nemo/collections/common/parts/optional_cuda_graphs.py:1:0: C0114: Missing module docstring (missing-module-docstring)
nemo/collections/common/parts/optional_cuda_graphs.py:18:0: R0402: Use 'from torch import nn' instead (consider-using-from-import)
nemo/collections/common/parts/optional_cuda_graphs.py:18:0: E0401: Unable to import 'torch.nn' (import-error)
************* Module tests.collections.common.test_optional_cuda_graphs
tests/collections/common/test_optional_cuda_graphs.py:1:0: C0114: Missing module docstring (missing-module-docstring)
tests/collections/common/test_optional_cuda_graphs.py:16:0: R0402: Use 'from torch import nn' instead (consider-using-from-import)
tests/collections/common/test_optional_cuda_graphs.py:16:0: E0401: Unable to import 'torch.nn' (import-error)
tests/collections/common/test_optional_cuda_graphs.py:21:0: C0115: Missing class docstring (missing-class-docstring)
tests/collections/common/test_optional_cuda_graphs.py:35:0: C0115: Missing class docstring (missing-class-docstring)
tests/collections/common/test_optional_cuda_graphs.py:40:4: C0116: Missing function or method docstring (missing-function-docstring)
tests/collections/common/test_optional_cuda_graphs.py:44:0: C0115: Missing class docstring (missing-class-docstring)
tests/collections/common/test_optional_cuda_graphs.py:50:4: C0116: Missing function or method docstring (missing-function-docstring)
tests/collections/common/test_optional_cuda_graphs.py:44:0: R0903: Too few public methods (1/2) (too-few-public-methods)
tests/collections/common/test_optional_cuda_graphs.py:54:0: C0115: Missing class docstring (missing-class-docstring)
tests/collections/common/test_optional_cuda_graphs.py:55:4: C0116: Missing function or method docstring (missing-function-docstring)
tests/collections/common/test_optional_cuda_graphs.py:63:4: C0116: Missing function or method docstring (missing-function-docstring)
tests/collections/common/test_optional_cuda_graphs.py:1:0: R0801: Similar lines in 2 files
==nemo.collections.asr.parts.submodules.rnnt_loop_labels_computer:[467:606]
==nemo.collections.asr.parts.submodules.tdt_loop_labels_computer:[534:673]
                )

            # stage 4: to avoid looping, go to next frame after max_symbols emission
            if self.max_symbols is not None:
                # if labels are non-blank (not end-of-utterance), check that last observed timestep with label:
                # if it is equal to the current time index, and number of observations is >= max_symbols, force blank
                force_blank_mask = torch.logical_and(
                    active_mask,
                    torch.logical_and(
                        torch.logical_and(
                            labels != self._blank_index,
                            batched_hyps.last_timestep_lasts >= self.max_symbols,
                        ),
                        batched_hyps.last_timestep == time_indices,
                    ),
                )
                time_indices += force_blank_mask  # emit blank => advance time indices
                # update safe_time_indices, non-blocking
                torch.minimum(time_indices, last_timesteps, out=safe_time_indices)
                # same as: active_mask = time_indices < encoder_output_length
                torch.less(time_indices, encoder_output_length, out=active_mask)
        if use_alignments:
            return batched_hyps, alignments, last_decoder_state
        return batched_hyps, None, last_decoder_state

    def loop_labels_cuda_graphs(
        self,
        encoder_output: torch.Tensor,
        encoder_output_length: torch.Tensor,
    ) -> Tuple[rnnt_utils.BatchedHyps, Optional[rnnt_utils.BatchedAlignments], Any]:
        """
        Implementation with CUDA graphs.

        Args:
            encoder_output: output from the encoder
            encoder_output_length: lengths of the utterances in `encoder_output`
        """
        assert self.cuda_graphs_mode is not None

        # do not recalculate joint projection, project only once
        encoder_output = self.joint.project_encoder(encoder_output)
        current_batch_size = encoder_output.shape[0]
        current_max_time = encoder_output.shape[1]

        if torch.is_autocast_enabled():
            encoder_output = encoder_output.to(torch.get_autocast_gpu_dtype())

        # init or reinit graph
        if self.state is None or self.state.need_reinit(encoder_output):
            self._graph_reinitialize(encoder_output, encoder_output_length)

        # copy (projected) encoder output and lenghts
        self.state.encoder_output_projected[:current_batch_size, :current_max_time, ...].copy_(encoder_output)
        self.state.encoder_output_length[: encoder_output_length.shape[0]].copy_(encoder_output_length)
        # set length to zero for elements outside the current batch
        self.state.encoder_output_length[current_batch_size:].fill_(0)
        if self.cuda_graphs_mode is self.CudaGraphsMode.FULL_GRAPH:
            self.full_graph.replay()
        elif self.cuda_graphs_mode is self.CudaGraphsMode.NO_WHILE_LOOPS:
            self.separate_graphs.before_outer_loop.replay()
            while self.state.active_mask_any.item():
                self.separate_graphs.before_inner_loop.replay()
                while self.state.advance_mask_any.item():
                    self.separate_graphs.inner_loop_code.replay()
                self.separate_graphs.after_inner_loop.replay()
        elif self.cuda_graphs_mode is self.CudaGraphsMode.NO_GRAPHS:
            # this mode is only for testing purposes
            # manual loop instead of using graphs
            self._before_outer_loop()
            while self.state.active_mask_any.item():
                self._before_inner_loop_get_decoder_output()
                self._before_inner_loop_get_joint_output()
                while self.state.advance_mask_any.item():
                    self._inner_loop_code()
                self._after_inner_loop()
        else:
            raise NotImplementedError(f"Unknown graph mode: {self.cuda_graphs_mode}")

        return (
            self.state.batched_hyps,
            self.state.alignments,
            self.state.last_decoder_state,
        )

    @classmethod
    def _create_outer_while_loop_kernel(cls):
        """
        Creates a kernel that evaluates whether to enter the outer loop body (not all hypotheses are decoded).
        Condition: while(active_mask_any).
        """
        kernel_string = r"""\
        typedef ...*[Comment body truncated]*

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