url stringlengths 52 53 | repository_url stringclasses 1 value | labels_url stringlengths 66 67 | comments_url stringlengths 61 62 | events_url stringlengths 59 60 | html_url stringlengths 40 43 | id int64 719M 2.8B | node_id stringlengths 18 32 | number int64 1.28k 11.9k | title stringlengths 1 350 | user dict | labels listlengths 0 10 | state stringclasses 2 values | locked bool 2 classes | assignee dict | assignees listlengths 0 3 | milestone null | comments listlengths 0 30 ⌀ | created_at timestamp[s] | updated_at timestamp[s] | closed_at timestamp[s] | author_association stringclasses 4 values | sub_issues_summary dict | active_lock_reason stringclasses 1 value | draft bool 2 classes | pull_request dict | body stringlengths 0 73.4k ⌀ | closed_by dict | reactions dict | timeline_url stringlengths 61 62 | performed_via_github_app null | state_reason stringclasses 3 values | is_pull_request bool 2 classes |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
https://api.github.com/repos/NVIDIA/NeMo/issues/2327 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2327/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2327/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2327/events | https://github.com/NVIDIA/NeMo/issues/2327 | 916,328,884 | MDU6SXNzdWU5MTYzMjg4ODQ= | 2,327 | Exporting PunctuationCapitalizationModel model to onnx | {
"login": "marlon-br",
"id": 12508098,
"node_id": "MDQ6VXNlcjEyNTA4MDk4",
"avatar_url": "https://avatars.githubusercontent.com/u/12508098?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/marlon-br",
"html_url": "https://github.com/marlon-br",
"followers_url": "https://api.github.com/users/marlon-br/followers",
"following_url": "https://api.github.com/users/marlon-br/following{/other_user}",
"gists_url": "https://api.github.com/users/marlon-br/gists{/gist_id}",
"starred_url": "https://api.github.com/users/marlon-br/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/marlon-br/subscriptions",
"organizations_url": "https://api.github.com/users/marlon-br/orgs",
"repos_url": "https://api.github.com/users/marlon-br/repos",
"events_url": "https://api.github.com/users/marlon-br/events{/privacy}",
"received_events_url": "https://api.github.com/users/marlon-br/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"And if I change `punctuation_en_distilbert.nemo` to `punctuation_en_bert.nemo` than .onnx model has 3 inputs, but the issue with \r\n`onnxruntime.capi.onnxruntime_pybind11_state.InvalidArgument: [ONNXRuntimeError] : 2 : INVALID_ARGUMENT : Unexpected input data type. Actual: (tensor(float)) , expected: (tensor(int6... | 2021-06-09T15:17:36 | 2021-12-16T13:09:13 | 2021-06-10T10:38:31 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I am trying to export the nemo_nlp PunctuationCapitalizationModel to onnx format.
I was able to do so using this block of code:
```
model = PunctuationCapitalizationModel.restore_from(restore_path="punctuation_en_distilbert.nemo")
model.export("punctuation_en_distilbert.onnx")
```
This works fine and I get the onnx file and I am able to load it using onnx.load and check it using onnx.checker.check_model.
The issues are that exported onnx model has only 2 inputs:
1.
```
[name: "input_ids"
type {
tensor_type {
elem_type: 7
shape {
dim {
dim_param: "input_ids_dynamic_axes_1"
}
dim {
dim_param: "input_ids_dynamic_axes_2"
}
}
}
}
, name: "attention_mask"
type {
tensor_type {
elem_type: 7
shape {
dim {
dim_param: "attention_mask_dynamic_axes_1"
}
dim {
dim_param: "attention_mask_dynamic_axes_2"
}
}
}
}
]
```
and
2. if I call it like:
```
options = onnxruntime.SessionOptions()
options.intra_op_num_threads = 1
sess_punct = onnxruntime.InferenceSession("punctuation_en_distilbert.onnx", options, providers=["CPUExecutionProvider"])
modelPunct = PunctuationCapitalizationModel.restore_from("punctuation_en_distilbert.nemo")
data_loader = create_infer_dataloader(modelPunct.tokenizer, queries)
for batch in data_loader:
input_ids, input_type_ids, input_mask, subtokens_mask = batch
ort_inputs = {"input_ids": to_numpy(input_ids),"attention_mask":to_numpy(input_mask)}
punct_logits, capit_logits = sess_punct.run(None, input_feed = ort_inputs)
```
where `create_infer_dataloader()` is
```
def create_infer_dataloader(tokenizer, queries):
batch_size = len(queries)
dataset = BertPunctuationCapitalizationInferDataset(
tokenizer=tokenizer, queries=queries, max_seq_length=512
)
return torch.utils.data.DataLoader(
dataset=dataset,
collate_fn=dataset.collate_fn,
batch_size=batch_size,
shuffle=False,
num_workers=1,
drop_last=False,
)
```
it gives me an error: `onnxruntime.capi.onnxruntime_pybind11_state.InvalidArgument: [ONNXRuntimeError] : 2 : INVALID_ARGUMENT : Unexpected input data type. Actual: (tensor(float)) , expected: (tensor(int64))`
So the question is what is wrong with the exported model?
Why the first question is why there are only 2 input parameters instead of 3, that we can see in different tutorials or source code of the PunctuationCapitalizationModel model and why data types are messed | {
"login": "marlon-br",
"id": 12508098,
"node_id": "MDQ6VXNlcjEyNTA4MDk4",
"avatar_url": "https://avatars.githubusercontent.com/u/12508098?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/marlon-br",
"html_url": "https://github.com/marlon-br",
"followers_url": "https://api.github.com/users/marlon-br/followers",
"following_url": "https://api.github.com/users/marlon-br/following{/other_user}",
"gists_url": "https://api.github.com/users/marlon-br/gists{/gist_id}",
"starred_url": "https://api.github.com/users/marlon-br/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/marlon-br/subscriptions",
"organizations_url": "https://api.github.com/users/marlon-br/orgs",
"repos_url": "https://api.github.com/users/marlon-br/repos",
"events_url": "https://api.github.com/users/marlon-br/events{/privacy}",
"received_events_url": "https://api.github.com/users/marlon-br/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2327/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2327/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2326 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2326/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2326/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2326/events | https://github.com/NVIDIA/NeMo/pull/2326 | 915,885,124 | MDExOlB1bGxSZXF1ZXN0NjY1NjQxMTM5 | 2,326 | Add notebook with recommendations for 8 kHz speech | {
"login": "jbalam-nv",
"id": 4916480,
"node_id": "MDQ6VXNlcjQ5MTY0ODA=",
"avatar_url": "https://avatars.githubusercontent.com/u/4916480?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jbalam-nv",
"html_url": "https://github.com/jbalam-nv",
"followers_url": "https://api.github.com/users/jbalam-nv/followers",
"following_url": "https://api.github.com/users/jbalam-nv/following{/other_user}",
"gists_url": "https://api.github.com/users/jbalam-nv/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jbalam-nv/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jbalam-nv/subscriptions",
"organizations_url": "https://api.github.com/users/jbalam-nv/orgs",
"repos_url": "https://api.github.com/users/jbalam-nv/repos",
"events_url": "https://api.github.com/users/jbalam-nv/events{/privacy}",
"received_events_url": "https://api.github.com/users/jbalam-nv/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-09T07:28:30 | 2022-01-11T16:37:10 | 2021-06-18T03:00:42 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2326",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2326",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2326.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2326.patch",
"merged_at": "2021-06-18T03:00:42"
} | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2326/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2326/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2325 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2325/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2325/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2325/events | https://github.com/NVIDIA/NeMo/issues/2325 | 915,798,666 | MDU6SXNzdWU5MTU3OTg2NjY= | 2,325 | How to use asr model for streaming | {
"login": "ravi02512",
"id": 46443549,
"node_id": "MDQ6VXNlcjQ2NDQzNTQ5",
"avatar_url": "https://avatars.githubusercontent.com/u/46443549?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ravi02512",
"html_url": "https://github.com/ravi02512",
"followers_url": "https://api.github.com/users/ravi02512/followers",
"following_url": "https://api.github.com/users/ravi02512/following{/other_user}",
"gists_url": "https://api.github.com/users/ravi02512/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ravi02512/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ravi02512/subscriptions",
"organizations_url": "https://api.github.com/users/ravi02512/orgs",
"repos_url": "https://api.github.com/users/ravi02512/repos",
"events_url": "https://api.github.com/users/ravi02512/events{/privacy}",
"received_events_url": "https://api.github.com/users/ravi02512/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | true | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://a... | null | [
"How to do real time streaming using Citrinet asr model? Will it be the same way as of Quartznet?",
"> How to do real time streaming using Citrinet asr model? Will it be the same way as of Quartznet?\r\n\r\ndo you know how to implement quartznet for real time streaming??",
"\r\n\r\n> > How to do real time stre... | 2021-06-09T05:40:41 | 2021-06-09T23:22:50 | 2021-06-09T23:22:49 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hello folks
I used nvidia quartznet for asr and it is taking wav files to transcribe. How to do real time streaming asr model
Thanks | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2325/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2325/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2324 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2324/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2324/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2324/events | https://github.com/NVIDIA/NeMo/pull/2324 | 915,656,354 | MDExOlB1bGxSZXF1ZXN0NjY1NDQ5MDg3 | 2,324 | change tensor interface to B,T,D between mel generator and vocoder | {
"login": "junkin",
"id": 128148,
"node_id": "MDQ6VXNlcjEyODE0OA==",
"avatar_url": "https://avatars.githubusercontent.com/u/128148?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/junkin",
"html_url": "https://github.com/junkin",
"followers_url": "https://api.github.com/users/junkin/followers",
"following_url": "https://api.github.com/users/junkin/following{/other_user}",
"gists_url": "https://api.github.com/users/junkin/gists{/gist_id}",
"starred_url": "https://api.github.com/users/junkin/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/junkin/subscriptions",
"organizations_url": "https://api.github.com/users/junkin/orgs",
"repos_url": "https://api.github.com/users/junkin/repos",
"events_url": "https://api.github.com/users/junkin/events{/privacy}",
"received_events_url": "https://api.github.com/users/junkin/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"Please hold off merge of this until we make sure neural type information is included in nemo files.",
"> Please hold off merge of this until we make sure neural type information is included in nemo files.\r\n\r\n@ryanleary @junkin Should we try to merge this into NeMo? Or do you still want to block for now?",
... | 2021-06-09T00:12:12 | 2022-09-22T18:46:32 | 2022-09-22T18:46:32 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2324",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2324",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2324.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2324.patch",
"merged_at": null
} | updates for TTS models to generate mels with output of type B, T, D and all vocoders to take as input B,T,D shapes to enable continues memory when grabbing chunks of spectrogram at inference time. | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2324/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2324/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2323 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2323/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2323/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2323/events | https://github.com/NVIDIA/NeMo/pull/2323 | 915,610,283 | MDExOlB1bGxSZXF1ZXN0NjY1NDA5Mzcw | 2,323 | sgdqa update data directories for testing | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 2 alerts** when merging 265bf1cf644ca545c07361b0c69b139176a04c16 into cfe2548d4db9dcc4ca393ee63604139c9f681cd8 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-daa3ed728ff039b73f402e72c8d2b2aa4efa1369)\n\n**new alerts:**\n\n* 2 for Unused exception object"
] | 2021-06-08T22:48:30 | 2021-06-16T18:23:59 | 2021-06-16T18:23:55 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2323",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2323",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2323.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2323.patch",
"merged_at": "2021-06-16T18:23:55"
} | - [x ] is backwards compatible
- [x ] fixes loading previously trained .nemo model for testing
Signed-off-by: Yang Zhang <yangzhang@nvidia.com> | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2323/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2323/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2322 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2322/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2322/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2322/events | https://github.com/NVIDIA/NeMo/issues/2322 | 915,472,742 | MDU6SXNzdWU5MTU0NzI3NDI= | 2,322 | how to use language model in train | {
"login": "Iagodel",
"id": 47003942,
"node_id": "MDQ6VXNlcjQ3MDAzOTQy",
"avatar_url": "https://avatars.githubusercontent.com/u/47003942?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Iagodel",
"html_url": "https://github.com/Iagodel",
"followers_url": "https://api.github.com/users/Iagodel/followers",
"following_url": "https://api.github.com/users/Iagodel/following{/other_user}",
"gists_url": "https://api.github.com/users/Iagodel/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Iagodel/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Iagodel/subscriptions",
"organizations_url": "https://api.github.com/users/Iagodel/orgs",
"repos_url": "https://api.github.com/users/Iagodel/repos",
"events_url": "https://api.github.com/users/Iagodel/events{/privacy}",
"received_events_url": "https://api.github.com/users/Iagodel/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | false | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://a... | null | [
"what models are you training?",
"We are using own dataset, with audios (wav) and .txt, in Portuguese. Like a small LibriSpeech",
"Language model is trained separately from the acoustic model such as QuartzNet. Then you can use LM during beam search process to improve the results. Please refer to this doc https... | 2021-06-08T20:37:28 | 2021-06-19T04:34:05 | 2021-06-19T04:34:05 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | We are trying to train models with a language model '.arpa', but reading the documentation and trying some scripts we can't get anything but the same result without the language model. I think we are doing something wrong. Do you have any tip for this question, another documentation or something like this to help us? Do we just use at the inference or not?
Regards | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2322/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2322/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2321 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2321/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2321/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2321/events | https://github.com/NVIDIA/NeMo/issues/2321 | 915,382,319 | MDU6SXNzdWU5MTUzODIzMTk= | 2,321 | timestamp and score per word or sentence | {
"login": "AllanBraga14",
"id": 85580379,
"node_id": "MDQ6VXNlcjg1NTgwMzc5",
"avatar_url": "https://avatars.githubusercontent.com/u/85580379?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/AllanBraga14",
"html_url": "https://github.com/AllanBraga14",
"followers_url": "https://api.github.com/users/AllanBraga14/followers",
"following_url": "https://api.github.com/users/AllanBraga14/following{/other_user}",
"gists_url": "https://api.github.com/users/AllanBraga14/gists{/gist_id}",
"starred_url": "https://api.github.com/users/AllanBraga14/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/AllanBraga14/subscriptions",
"organizations_url": "https://api.github.com/users/AllanBraga14/orgs",
"repos_url": "https://api.github.com/users/AllanBraga14/repos",
"events_url": "https://api.github.com/users/AllanBraga14/events{/privacy}",
"received_events_url": "https://api.github.com/users/AllanBraga14/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"We don't (yet) have something that sophisticated as an API that emits word level confidence. However, we do have CTC alignments available. You can use the CTC model.transcribe(..., return_hypotheses=True) argument, which will return a hypothesis object with a value in it called `alignment` - that describes what to... | 2021-06-08T19:19:49 | 2021-07-08T13:25:56 | 2021-06-09T21:25:18 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | We are doing training/transcription tests using NeMo for the Portuguese language and we are getting great results. But now I want to evolve the transcripts in order to get the confidence rate, timestamp of each word or sentence. Is there any tool inside NeMo that already does this autonomously?
Just for comparison, other transcribers return Json similar to this:
"words": [
{
"end_time": 0.39077207,
"score": 66,
"start_time": 0.272892,
"text": "a"
},
{
"end_time": 1.1700554,
"score": 94,
"start_time": 0.40797436,
"text": "internet"
}
] | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2321/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2321/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2320 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2320/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2320/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2320/events | https://github.com/NVIDIA/NeMo/pull/2320 | 915,267,091 | MDExOlB1bGxSZXF1ZXN0NjY1MTAwOTk1 | 2,320 | sparrowhawk tests + punctuation post processing for pynini TN | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-08T17:12:20 | 2021-06-11T03:58:26 | 2021-06-11T03:58:23 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2320",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2320",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2320.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2320.patch",
"merged_at": "2021-06-11T03:58:23"
} | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2320/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2320/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2319 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2319/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2319/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2319/events | https://github.com/NVIDIA/NeMo/pull/2319 | 915,225,796 | MDExOlB1bGxSZXF1ZXN0NjY1MDY2MDI5 | 2,319 | [BUGFIX] OmegaConf forward compatibility | {
"login": "ericharper",
"id": 11999610,
"node_id": "MDQ6VXNlcjExOTk5NjEw",
"avatar_url": "https://avatars.githubusercontent.com/u/11999610?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ericharper",
"html_url": "https://github.com/ericharper",
"followers_url": "https://api.github.com/users/ericharper/followers",
"following_url": "https://api.github.com/users/ericharper/following{/other_user}",
"gists_url": "https://api.github.com/users/ericharper/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ericharper/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ericharper/subscriptions",
"organizations_url": "https://api.github.com/users/ericharper/orgs",
"repos_url": "https://api.github.com/users/ericharper/repos",
"events_url": "https://api.github.com/users/ericharper/events{/privacy}",
"received_events_url": "https://api.github.com/users/ericharper/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-08T16:19:59 | 2021-06-08T17:40:43 | 2021-06-08T17:40:35 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2319",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2319",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2319.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2319.patch",
"merged_at": "2021-06-08T17:40:35"
} | Apply updates where OmegaConf is breaking with 2.1.0.
See #2316 for the original PR to v1.0.0.
Note, we have to upper bound OmegaConf as Hydra 1.0.6 is not compatible with OmegaConf 2.1.0. When the new version of Hydra is released we should remove the upper bound. | {
"login": "ericharper",
"id": 11999610,
"node_id": "MDQ6VXNlcjExOTk5NjEw",
"avatar_url": "https://avatars.githubusercontent.com/u/11999610?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ericharper",
"html_url": "https://github.com/ericharper",
"followers_url": "https://api.github.com/users/ericharper/followers",
"following_url": "https://api.github.com/users/ericharper/following{/other_user}",
"gists_url": "https://api.github.com/users/ericharper/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ericharper/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ericharper/subscriptions",
"organizations_url": "https://api.github.com/users/ericharper/orgs",
"repos_url": "https://api.github.com/users/ericharper/repos",
"events_url": "https://api.github.com/users/ericharper/events{/privacy}",
"received_events_url": "https://api.github.com/users/ericharper/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2319/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2319/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2318 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2318/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2318/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2318/events | https://github.com/NVIDIA/NeMo/pull/2318 | 915,087,463 | MDExOlB1bGxSZXF1ZXN0NjY0OTQ3MDg1 | 2,318 | Exportable fastpitch | {
"login": "ryanleary",
"id": 2212584,
"node_id": "MDQ6VXNlcjIyMTI1ODQ=",
"avatar_url": "https://avatars.githubusercontent.com/u/2212584?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ryanleary",
"html_url": "https://github.com/ryanleary",
"followers_url": "https://api.github.com/users/ryanleary/followers",
"following_url": "https://api.github.com/users/ryanleary/following{/other_user}",
"gists_url": "https://api.github.com/users/ryanleary/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ryanleary/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ryanleary/subscriptions",
"organizations_url": "https://api.github.com/users/ryanleary/orgs",
"repos_url": "https://api.github.com/users/ryanleary/repos",
"events_url": "https://api.github.com/users/ryanleary/events{/privacy}",
"received_events_url": "https://api.github.com/users/ryanleary/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"@blisc @borisfom Think we can get this merged?",
"> @blisc @borisfom Think we can get this merged?\r\n\r\nCan you merge with main?",
"@blisc merged in the latest changes from main, so this should have the remaining deltas only now."
] | 2021-06-08T14:01:38 | 2021-06-14T14:00:55 | 2021-06-14T14:00:55 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2318",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2318",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2318.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2318.patch",
"merged_at": null
} | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2318/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2318/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2317 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2317/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2317/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2317/events | https://github.com/NVIDIA/NeMo/issues/2317 | 914,406,197 | MDU6SXNzdWU5MTQ0MDYxOTc= | 2,317 | conv asr onnx export no signal length input | {
"login": "Slyne",
"id": 6286804,
"node_id": "MDQ6VXNlcjYyODY4MDQ=",
"avatar_url": "https://avatars.githubusercontent.com/u/6286804?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Slyne",
"html_url": "https://github.com/Slyne",
"followers_url": "https://api.github.com/users/Slyne/followers",
"following_url": "https://api.github.com/users/Slyne/following{/other_user}",
"gists_url": "https://api.github.com/users/Slyne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Slyne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Slyne/subscriptions",
"organizations_url": "https://api.github.com/users/Slyne/orgs",
"repos_url": "https://api.github.com/users/Slyne/repos",
"events_url": "https://api.github.com/users/Slyne/events{/privacy}",
"received_events_url": "https://api.github.com/users/Slyne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1485815557,
"node_id": "MDU6TGFiZWwxNDg1ODE1NTU3",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/bug",
"name": "bug",
"color": "d73a4a",
"default": true,
"description": "Something isn't working"
}
] | closed | false | {
"login": "borisfom",
"id": 14189615,
"node_id": "MDQ6VXNlcjE0MTg5NjE1",
"avatar_url": "https://avatars.githubusercontent.com/u/14189615?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/borisfom",
"html_url": "https://github.com/borisfom",
"followers_url": "https://api.github.com/users/borisfom/followers",
"following_url": "https://api.github.com/users/borisfom/following{/other_user}",
"gists_url": "https://api.github.com/users/borisfom/gists{/gist_id}",
"starred_url": "https://api.github.com/users/borisfom/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/borisfom/subscriptions",
"organizations_url": "https://api.github.com/users/borisfom/orgs",
"repos_url": "https://api.github.com/users/borisfom/repos",
"events_url": "https://api.github.com/users/borisfom/events{/privacy}",
"received_events_url": "https://api.github.com/users/borisfom/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "borisfom",
"id": 14189615,
"node_id": "MDQ6VXNlcjE0MTg5NjE1",
"avatar_url": "https://avatars.githubusercontent.com/u/14189615?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/borisfom",
"html_url": "https://github.com/borisfom",
"followers_url": "https://api.... | null | [
"I'm not very familiar with ONNX, @borisfom could you take a look at this ?",
"@borisfom would comment on the onnx export and why length is ignored. But AFAIK with QuartzNet you do not need to pass the lengths as they are not used at all in the forward pass (unless you enable the masked convolutions). You just n... | 2021-06-08T06:14:51 | 2021-10-26T23:45:33 | 2021-10-26T23:45:33 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
I'm trying to export Quartznet model to onnx by using asr_model.export() function. However, the generated onnx model doesn't have the input length as an input and it only has 'audio_signal'. Therefore after converting the onnx model to trt engine, I find the inference results have a WER much worse than inferencing using NeMo directly and the trt engine is vulnerable to different batch sizes. Could you help confirm whether this is a bug ?
I find that in conformer encoder, [the input_example](https://github.com/NVIDIA/NeMo/blob/7ef1782b94386629fbfafece72f618096c33a9f3/nemo/collections/asr/modules/conformer_encoder.py#L75) used to generate onnx model has input example length. However, in [conv asr](https://github.com/NVIDIA/NeMo/blob/7ef1782b94386629fbfafece72f618096c33a9f3/nemo/collections/asr/modules/conv_asr.py#L250), there's only input example.
**Steps/Code to reproduce bug**
```bash
# generate calibrated model
python3 speech_to_text_calibrate.py --dataset=/raid/data/LibriSpeech/manifest.dev-other --asr_model=QuartzNet15x5Base-En
# generate onnx model
python3 speech_to_text_quant_infer.py --dataset=/raid/data/LibriSpeech/manifest.dev-other --asr_model=QuartzNet15x5Base-En-max-256.nemo --onnx
# Got WER 10.7x%
python3 speech_to_text_quant_infer_trt.py --dataset=/raid/data/LibriSpeech/manifest.dev-other --asr_model=QuartzNet15x5Base-En-max-256.nemo --asr_onnx=./QuartzNet15x5Base-En-max-256.onnx --qat
# Got WER 11.x%
```
**Expected behavior**
Expect the `speech_to_text_quant_infer.py` to have the same result as `speech_to_text_quant_infer_trt.py`
**Environment overview (please complete the following information)**
nvcr.io/nvidia/pytorch:21.05-py3
+ Tensorrt 8.0.0.3
+ NeMo main
| {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2317/reactions",
"total_count": 1,
"+1": 1,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2317/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2316 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2316/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2316/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2316/events | https://github.com/NVIDIA/NeMo/pull/2316 | 913,886,795 | MDExOlB1bGxSZXF1ZXN0NjYzODU1NDY2 | 2,316 | Pin OmegaConf version for 1.0.0 | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-07T19:26:02 | 2021-06-08T23:40:58 | 2021-06-08T00:22:15 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2316",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2316",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2316.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2316.patch",
"merged_at": "2021-06-08T00:22:15"
} | # Bugfix
- Update OmageConf signature to correctly save and restore models in OmegaConf 2.1.0 release
Signed-off-by: smajumdar <titu1994@gmail.com> | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2316/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2316/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2315 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2315/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2315/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2315/events | https://github.com/NVIDIA/NeMo/pull/2315 | 913,730,138 | MDExOlB1bGxSZXF1ZXN0NjYzNzE4MzQ2 | 2,315 | Shallow fusion | {
"login": "AlexGrinch",
"id": 8689095,
"node_id": "MDQ6VXNlcjg2ODkwOTU=",
"avatar_url": "https://avatars.githubusercontent.com/u/8689095?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/AlexGrinch",
"html_url": "https://github.com/AlexGrinch",
"followers_url": "https://api.github.com/users/AlexGrinch/followers",
"following_url": "https://api.github.com/users/AlexGrinch/following{/other_user}",
"gists_url": "https://api.github.com/users/AlexGrinch/gists{/gist_id}",
"starred_url": "https://api.github.com/users/AlexGrinch/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/AlexGrinch/subscriptions",
"organizations_url": "https://api.github.com/users/AlexGrinch/orgs",
"repos_url": "https://api.github.com/users/AlexGrinch/repos",
"events_url": "https://api.github.com/users/AlexGrinch/events{/privacy}",
"received_events_url": "https://api.github.com/users/AlexGrinch/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-07T16:27:43 | 2021-06-10T18:28:57 | 2021-06-10T18:28:57 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2315",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2315",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2315.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2315.patch",
"merged_at": "2021-06-10T18:28:57"
} | Shallow fusion with LM during NMT beam search generation.
1. Implements `BeamSearchSequenceGeneratorWithLanguageModel` for shallow fusion with external LM based on the same tokenizer as NMT model.
2. Updates `examples/nlp/machine_translation/nmt_transformer_infer.py` script to support LM shallow fusion. | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2315/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2315/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2314 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2314/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2314/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2314/events | https://github.com/NVIDIA/NeMo/pull/2314 | 913,632,108 | MDExOlB1bGxSZXF1ZXN0NjYzNjM0MDIw | 2,314 | patch quantization | {
"login": "Slyne",
"id": 6286804,
"node_id": "MDQ6VXNlcjYyODY4MDQ=",
"avatar_url": "https://avatars.githubusercontent.com/u/6286804?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Slyne",
"html_url": "https://github.com/Slyne",
"followers_url": "https://api.github.com/users/Slyne/followers",
"following_url": "https://api.github.com/users/Slyne/following{/other_user}",
"gists_url": "https://api.github.com/users/Slyne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Slyne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Slyne/subscriptions",
"organizations_url": "https://api.github.com/users/Slyne/orgs",
"repos_url": "https://api.github.com/users/Slyne/repos",
"events_url": "https://api.github.com/users/Slyne/events{/privacy}",
"received_events_url": "https://api.github.com/users/Slyne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 2 alerts** when merging f139082ed38998ea2474a09dc2f8759b68625969 into 29b6dd8890d5c196ded96351607ff6642406e75a - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-90934cd23206306438231b8b7dab39a60d08f70b)\n\n**new alerts:**\n\n* 2 for Unused import",
"@titu1994 Coul... | 2021-06-07T14:47:59 | 2021-06-08T02:53:32 | 2021-06-07T20:19:09 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2314",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2314",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2314.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2314.patch",
"merged_at": "2021-06-07T20:19:09"
} | Hi @titu1994
I've further tested the quantization part code and I get the below results:
First, calibrate the model:
```bash
python speech_to_text_calibrate.py --asr_model=./QuartzNet15x5-Zh-NR.nemo --dataset=/raid/data/data_aishell2/dev_manifest.json --dont_normalize_text
```
Then, test the quant model:
```bash
python3 speech_to_text_quant_infer.py --asr_model=./QuartzNet15x5-Zh-NR-max-256.nemo --dont_normalize_text --use_cer --onnx --dataset=/raid/data/data_aishell2/dev_manifest.json
```
I get a CER of 7.34%.
Finally, to test with trt with the generated onnx model:
```bash
python3 speech_to_text_quant_infer_trt.py --asr_model=./QuartzNet15x5-Zh-NR.nemo --asr_onnx=./QuartzNet15x5-Zh-NR-max-256.onnx --dont_normalize_text --use_cer --qat --dataset=/raid/data/data_aishell2/dev_manifest.json --batch_size=256
```
I get a CER of 9.08% with batch_size=256, 8.06% with batch_size=256 & sort dev set by audio length, 7.95% with batch_size=1.
I know it is normal to have 0.01%~0.05% error tolerance due to the padding of Quartznet. But the above result shows that there might be some issues with the script or the generated trt engine file.
(The size of the generated engine file is 24MB, which seems reasonable and the original model trt engine file is 95MB.)
I build my environment by starting from `nvcr.io/nvidia/pytorch:21.05-py3` + tensorrt 8 EA + nemo_toolkit[all].
Not sure if I made any mistakes in the above steps. Please correct me.
| {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2314/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2314/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2313 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2313/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2313/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2313/events | https://github.com/NVIDIA/NeMo/issues/2313 | 913,275,367 | MDU6SXNzdWU5MTMyNzUzNjc= | 2,313 | Changing Language Model in QuatzNet5*15 | {
"login": "rose768",
"id": 85157007,
"node_id": "MDQ6VXNlcjg1MTU3MDA3",
"avatar_url": "https://avatars.githubusercontent.com/u/85157007?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/rose768",
"html_url": "https://github.com/rose768",
"followers_url": "https://api.github.com/users/rose768/followers",
"following_url": "https://api.github.com/users/rose768/following{/other_user}",
"gists_url": "https://api.github.com/users/rose768/gists{/gist_id}",
"starred_url": "https://api.github.com/users/rose768/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/rose768/subscriptions",
"organizations_url": "https://api.github.com/users/rose768/orgs",
"repos_url": "https://api.github.com/users/rose768/repos",
"events_url": "https://api.github.com/users/rose768/events{/privacy}",
"received_events_url": "https://api.github.com/users/rose768/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"BERT is a masked LM and different from regular Transformer LM. Using a maksed LM model to score a sentence is not as efficient as Transformer. You need to call it X times and X is equal to the number of tokens in a candidate while Transformer just needs one pass. For instance, if average of your candidates have 30... | 2021-06-07T08:24:35 | 2021-07-13T15:27:32 | 2021-07-13T15:27:32 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi
I use QuartzNet15-5 for fine-tuning. Based on this [paper](https://arxiv.org/pdf/1910.10261.pdf) I understand that QuartzNet15-5 uses 6-gram and T-XL language models. How can I change the language model in QuartNet15-5? For instance, using Bert.
**Environment overview**
Environment location: Google Colab
Method of NeMo install: !pip install nemo_toolkit[asr]
NeMo version: 1.0.0
Learning Rate: 1e-3
**Environment details**
OS version : "Ubuntu20.04.3 LTS"
PyTorch version : "1.7.1"
| {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2313/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2313/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2312 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2312/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2312/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2312/events | https://github.com/NVIDIA/NeMo/pull/2312 | 912,303,048 | MDExOlB1bGxSZXF1ZXN0NjYyNDc2MTA2 | 2,312 | ddp translate GPU allocation fix | {
"login": "AlexGrinch",
"id": 8689095,
"node_id": "MDQ6VXNlcjg2ODkwOTU=",
"avatar_url": "https://avatars.githubusercontent.com/u/8689095?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/AlexGrinch",
"html_url": "https://github.com/AlexGrinch",
"followers_url": "https://api.github.com/users/AlexGrinch/followers",
"following_url": "https://api.github.com/users/AlexGrinch/following{/other_user}",
"gists_url": "https://api.github.com/users/AlexGrinch/gists{/gist_id}",
"starred_url": "https://api.github.com/users/AlexGrinch/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/AlexGrinch/subscriptions",
"organizations_url": "https://api.github.com/users/AlexGrinch/orgs",
"repos_url": "https://api.github.com/users/AlexGrinch/repos",
"events_url": "https://api.github.com/users/AlexGrinch/events{/privacy}",
"received_events_url": "https://api.github.com/users/AlexGrinch/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-05T15:05:45 | 2021-06-10T05:48:43 | 2021-06-10T05:48:43 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2312",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2312",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2312.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2312.patch",
"merged_at": "2021-06-10T05:48:43"
} | Replaced `model.to(rank)` with `torch.cuda.set_device(rank)` so several model instances do not stuck on 1st GPU. | {
"login": "MaximumEntropy",
"id": 9114321,
"node_id": "MDQ6VXNlcjkxMTQzMjE=",
"avatar_url": "https://avatars.githubusercontent.com/u/9114321?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/MaximumEntropy",
"html_url": "https://github.com/MaximumEntropy",
"followers_url": "https://api.github.com/users/MaximumEntropy/followers",
"following_url": "https://api.github.com/users/MaximumEntropy/following{/other_user}",
"gists_url": "https://api.github.com/users/MaximumEntropy/gists{/gist_id}",
"starred_url": "https://api.github.com/users/MaximumEntropy/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/MaximumEntropy/subscriptions",
"organizations_url": "https://api.github.com/users/MaximumEntropy/orgs",
"repos_url": "https://api.github.com/users/MaximumEntropy/repos",
"events_url": "https://api.github.com/users/MaximumEntropy/events{/privacy}",
"received_events_url": "https://api.github.com/users/MaximumEntropy/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2312/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2312/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2311 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2311/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2311/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2311/events | https://github.com/NVIDIA/NeMo/issues/2311 | 912,121,258 | MDU6SXNzdWU5MTIxMjEyNTg= | 2,311 | Is it possible to use BeamSearchDecoderWithLM() method in asr in a Windows 10 system? | {
"login": "computervisionpro",
"id": 40919247,
"node_id": "MDQ6VXNlcjQwOTE5MjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/40919247?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/computervisionpro",
"html_url": "https://github.com/computervisionpro",
"followers_url": "https://api.github.com/users/computervisionpro/followers",
"following_url": "https://api.github.com/users/computervisionpro/following{/other_user}",
"gists_url": "https://api.github.com/users/computervisionpro/gists{/gist_id}",
"starred_url": "https://api.github.com/users/computervisionpro/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/computervisionpro/subscriptions",
"organizations_url": "https://api.github.com/users/computervisionpro/orgs",
"repos_url": "https://api.github.com/users/computervisionpro/repos",
"events_url": "https://api.github.com/users/computervisionpro/events{/privacy}",
"received_events_url": "https://api.github.com/users/computervisionpro/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | false | {
"login": "vsl9",
"id": 4344862,
"node_id": "MDQ6VXNlcjQzNDQ4NjI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4344862?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/vsl9",
"html_url": "https://github.com/vsl9",
"followers_url": "https://api.github.com/users/vsl9/followers",
"following_url": "https://api.github.com/users/vsl9/following{/other_user}",
"gists_url": "https://api.github.com/users/vsl9/gists{/gist_id}",
"starred_url": "https://api.github.com/users/vsl9/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/vsl9/subscriptions",
"organizations_url": "https://api.github.com/users/vsl9/orgs",
"repos_url": "https://api.github.com/users/vsl9/repos",
"events_url": "https://api.github.com/users/vsl9/events{/privacy}",
"received_events_url": "https://api.github.com/users/vsl9/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "vsl9",
"id": 4344862,
"node_id": "MDQ6VXNlcjQzNDQ4NjI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4344862?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/vsl9",
"html_url": "https://github.com/vsl9",
"followers_url": "https://api.github.com/use... | null | [
"We dont support Windows 10 in any capacity at the moment. ",
"I face the same problem in Colab, I installed all prerequisite."
] | 2021-06-05T06:40:36 | 2021-09-12T11:24:22 | 2021-07-13T15:27:22 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I tried using the above feature in my Windows system, then I found that I need to execute the bash file in
`scripts/asr_language_modeling/ngram_lm/install_beamsearch_decoders.sh `
I also installed [swig for windows](http://www.swig.org/download.html), [wget for windows](https://eternallybored.org/misc/wget/) & [make for windows](https://sourceforge.net/projects/gnuwin32/files/make/3.81/)
additionally for running the wget & make commands in the .sh files.
After installing all these, I am getting an error while I am trying to run the above `install_beamsearch_decoders.sh ` inside the nemo folder.
`ModuleNotFoundError: No module named '_swig_decoders'`
Earlier, I was also getting error `ModuleNotFoundError: No module named 'swig_decoders'` but I resolved that by installing make & wget, so the command is able to generate swig_decoder.py file, but now I am getting `ModuleNotFoundError: No module named '_swig_decoders'` which is another python module file.
I have attached the log file with this. As per my understanding, this is happening mainly because in the log there comes an error
```
cl : Command line warning D9002 : ignoring unknown option '-O3'
cl : Command line warning D9002 : ignoring unknown option '-std=c++11'
```
[swig-error.txt](https://github.com/NVIDIA/NeMo/files/6602117/swig-error.txt)
However, I would appreciate if you can check the log file and see what is the problem if in case I am wrong. Also let me know if this is impossible to use in Windows system.
Thanks for the help! | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2311/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2311/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2310 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2310/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2310/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2310/events | https://github.com/NVIDIA/NeMo/pull/2310 | 911,846,458 | MDExOlB1bGxSZXF1ZXN0NjYyMDYxMjk5 | 2,310 | get embedding for a single file | {
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https://api.github.com/users/nithinraok/followers",
"following_url": "https://api.github.com/users/nithinraok/following{/other_user}",
"gists_url": "https://api.github.com/users/nithinraok/gists{/gist_id}",
"starred_url": "https://api.github.com/users/nithinraok/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/nithinraok/subscriptions",
"organizations_url": "https://api.github.com/users/nithinraok/orgs",
"repos_url": "https://api.github.com/users/nithinraok/repos",
"events_url": "https://api.github.com/users/nithinraok/events{/privacy}",
"received_events_url": "https://api.github.com/users/nithinraok/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-04T21:15:00 | 2021-06-05T20:05:41 | 2021-06-05T20:05:38 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2310",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2310",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2310.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2310.patch",
"merged_at": "2021-06-05T20:05:38"
} | Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
Usage:
`speaker_model = ExtractSpeakerEmbeddingsModel.from_pretrained(model_name="speakerverification_speakernet")`
` embs = speaker_model.get_embedding('audio_path')` | {
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https://api.github.com/users/nithinraok/followers",
"following_url": "https://api.github.com/users/nithinraok/following{/other_user}",
"gists_url": "https://api.github.com/users/nithinraok/gists{/gist_id}",
"starred_url": "https://api.github.com/users/nithinraok/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/nithinraok/subscriptions",
"organizations_url": "https://api.github.com/users/nithinraok/orgs",
"repos_url": "https://api.github.com/users/nithinraok/repos",
"events_url": "https://api.github.com/users/nithinraok/events{/privacy}",
"received_events_url": "https://api.github.com/users/nithinraok/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2310/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2310/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2309 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2309/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2309/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2309/events | https://github.com/NVIDIA/NeMo/pull/2309 | 911,761,719 | MDExOlB1bGxSZXF1ZXN0NjYxOTg5Mjc1 | 2,309 | Update container version to 21.05 | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-04T18:58:49 | 2021-06-14T23:40:59 | 2021-06-14T23:39:45 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2309",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2309",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2309.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2309.patch",
"merged_at": "2021-06-14T23:39:45"
} | # Changelog
- Update container version to 21.05 for CI and Dockerfile
Signed-off-by: smajumdar <titu1994@gmail.com> | {
"login": "ericharper",
"id": 11999610,
"node_id": "MDQ6VXNlcjExOTk5NjEw",
"avatar_url": "https://avatars.githubusercontent.com/u/11999610?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ericharper",
"html_url": "https://github.com/ericharper",
"followers_url": "https://api.github.com/users/ericharper/followers",
"following_url": "https://api.github.com/users/ericharper/following{/other_user}",
"gists_url": "https://api.github.com/users/ericharper/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ericharper/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ericharper/subscriptions",
"organizations_url": "https://api.github.com/users/ericharper/orgs",
"repos_url": "https://api.github.com/users/ericharper/repos",
"events_url": "https://api.github.com/users/ericharper/events{/privacy}",
"received_events_url": "https://api.github.com/users/ericharper/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2309/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2309/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2308 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2308/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2308/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2308/events | https://github.com/NVIDIA/NeMo/issues/2308 | 911,313,428 | MDU6SXNzdWU5MTEzMTM0Mjg= | 2,308 | Import Error on tutorial of Relation_Extraction-BioMegatron | {
"login": "blackbirt-5",
"id": 82014275,
"node_id": "MDQ6VXNlcjgyMDE0Mjc1",
"avatar_url": "https://avatars.githubusercontent.com/u/82014275?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blackbirt-5",
"html_url": "https://github.com/blackbirt-5",
"followers_url": "https://api.github.com/users/blackbirt-5/followers",
"following_url": "https://api.github.com/users/blackbirt-5/following{/other_user}",
"gists_url": "https://api.github.com/users/blackbirt-5/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blackbirt-5/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blackbirt-5/subscriptions",
"organizations_url": "https://api.github.com/users/blackbirt-5/orgs",
"repos_url": "https://api.github.com/users/blackbirt-5/repos",
"events_url": "https://api.github.com/users/blackbirt-5/events{/privacy}",
"received_events_url": "https://api.github.com/users/blackbirt-5/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1485815557,
"node_id": "MDU6TGFiZWwxNDg1ODE1NTU3",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/bug",
"name": "bug",
"color": "d73a4a",
"default": true,
"description": "Something isn't working"
}
] | closed | false | null | [] | null | [] | 2021-06-04T09:30:10 | 2021-10-26T23:45:17 | 2021-10-26T23:45:17 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
Hi,
I have an error about tutorial of relation_extraction-Biomegatron.
In Colab, there was no problem to install and to test.
Step/Code : from nemo.collections import nlp as nemo_nlp
During import process, import error was happened like this.
ImportError: libhdf5.so.101: cannot open shared object file: No such file or directory
- Environment location: Linux centOS, Jupyter notebook.
- OS version: Linux CentOS
- PyTorch version: 1.7.1 (from nemo toolkit)
- Python version: 3.6.10
- GPU model (V100 on server)
Best Regards.
[ImportError.docx](https://github.com/NVIDIA/NeMo/files/6606953/ImportError.docx)
| {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2308/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2308/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2307 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2307/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2307/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2307/events | https://github.com/NVIDIA/NeMo/issues/2307 | 910,934,222 | MDU6SXNzdWU5MTA5MzQyMjI= | 2,307 | Is it possible to use ASR for online streaming with Beam Search? | {
"login": "Omarnabk",
"id": 72882909,
"node_id": "MDQ6VXNlcjcyODgyOTA5",
"avatar_url": "https://avatars.githubusercontent.com/u/72882909?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Omarnabk",
"html_url": "https://github.com/Omarnabk",
"followers_url": "https://api.github.com/users/Omarnabk/followers",
"following_url": "https://api.github.com/users/Omarnabk/following{/other_user}",
"gists_url": "https://api.github.com/users/Omarnabk/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Omarnabk/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Omarnabk/subscriptions",
"organizations_url": "https://api.github.com/users/Omarnabk/orgs",
"repos_url": "https://api.github.com/users/Omarnabk/repos",
"events_url": "https://api.github.com/users/Omarnabk/events{/privacy}",
"received_events_url": "https://api.github.com/users/Omarnabk/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | false | {
"login": "jbalam-nv",
"id": 4916480,
"node_id": "MDQ6VXNlcjQ5MTY0ODA=",
"avatar_url": "https://avatars.githubusercontent.com/u/4916480?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jbalam-nv",
"html_url": "https://github.com/jbalam-nv",
"followers_url": "https://api.github.com/users/jbalam-nv/followers",
"following_url": "https://api.github.com/users/jbalam-nv/following{/other_user}",
"gists_url": "https://api.github.com/users/jbalam-nv/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jbalam-nv/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jbalam-nv/subscriptions",
"organizations_url": "https://api.github.com/users/jbalam-nv/orgs",
"repos_url": "https://api.github.com/users/jbalam-nv/repos",
"events_url": "https://api.github.com/users/jbalam-nv/events{/privacy}",
"received_events_url": "https://api.github.com/users/jbalam-nv/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "jbalam-nv",
"id": 4916480,
"node_id": "MDQ6VXNlcjQ5MTY0ODA=",
"avatar_url": "https://avatars.githubusercontent.com/u/4916480?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jbalam-nv",
"html_url": "https://github.com/jbalam-nv",
"followers_url": "https://api... | null | [
"This is not supported. "
] | 2021-06-03T23:28:52 | 2021-08-17T01:03:42 | 2021-08-17T01:03:29 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2307/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2307/timeline | null | completed | false | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2306 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2306/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2306/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2306/events | https://github.com/NVIDIA/NeMo/issues/2306 | 910,916,847 | MDU6SXNzdWU5MTA5MTY4NDc= | 2,306 | Export of rules to sparrowhawk | {
"login": "balacoon",
"id": 64325946,
"node_id": "MDEyOk9yZ2FuaXphdGlvbjY0MzI1OTQ2",
"avatar_url": "https://avatars.githubusercontent.com/u/64325946?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/balacoon",
"html_url": "https://github.com/balacoon",
"followers_url": "https://api.github.com/users/balacoon/followers",
"following_url": "https://api.github.com/users/balacoon/following{/other_user}",
"gists_url": "https://api.github.com/users/balacoon/gists{/gist_id}",
"starred_url": "https://api.github.com/users/balacoon/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/balacoon/subscriptions",
"organizations_url": "https://api.github.com/users/balacoon/orgs",
"repos_url": "https://api.github.com/users/balacoon/repos",
"events_url": "https://api.github.com/users/balacoon/events{/privacy}",
"received_events_url": "https://api.github.com/users/balacoon/received_events",
"type": "Organization",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | false | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://a... | null | [
"important fix - to export not normalizer.verbalizer.fst (which is VerbalizeFinalFst), but VerbalizeFst. There are a lot of other inconsistencies, but they seem to be related to serialization indeed:\r\n\r\nfailed to verbalize: \"time { hours: \"three\" minutes: \"thirty\" }\", because Unable to convert string to i... | 2021-06-03T22:47:44 | 2021-06-16T00:57:54 | 2021-06-16T00:57:54 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Is your feature request related to a problem? Please describe.**
Paper for (inverse) text normalization describes that its easy to deploy developed text (de)normalization rules into prod using sparrowhawk. I havent found any documentation for that though. So far I figured how to export grammars as far files consumed by sparrowhawk:
```
normalizer = Normalizer(input_case="cased")
tag_exp = grm.Exporter(args.tagger)
tag_exp['TOKENIZE_AND_CLASSIFY'] = normalizer.tagger.fst
tag_exp.close()
verb_exp = grm.Exporter(args.verbalizer)
verb_exp['ALL'] = normalizer.verbalizer.fst
verb_exp.close()
```
But when I try to apply those rules, verbalization fails.
here is normalization using default sparrowhawk grammars shipped as part of documentation:
```
# cat test.txt
Hello 13 world
# normalizer_main --config=sparrowhawk_configuration.ascii_proto --multi_line_text < test.txt
[DEBUG:normalizer.cc:162] Verbalizing: ["13(r
13]
[DEBUG:normalizer.cc:195] Verbalize output: Words
Hello thirteen world
```
This is how it fails using grammars from NeMo:
```
[DEBUG:normalizer.cc:162] Verbalizing: ["13(r
thirteen]
[ERROR:rule_system.cc:121] Application of rule "ALL" failed[ERROR:normalizer.cc:213] Failed to verbalize "rthirteen"[WARNING:normalizer.cc:167] First-pass verbalization FAILED for ["13(rthirteen][ERROR:rule_system.cc:121] Application of rule "ALL" failed[ERROR:normalizer.cc:213] Failed to verbalize "�13"[ERROR:normalizer.cc:180] Verbalization FAILED for ["13(rthirteen][DEBUG:normalizer.cc:195] Verbalize output: Words
Hello world
```
I think this might be due to fact that parsing of tokenize_classify output is somehow incompatible. Is it the case? is there any tutorial?
**Describe the solution you'd like**
Documentation on how to export NeMo grammars to sparrowhawk as paper suggests.
**Describe alternatives you've considered**
Any pointers to debug the issue, maybe some simple grammar that actually works in export.
| {
"login": "balacoon",
"id": 64325946,
"node_id": "MDEyOk9yZ2FuaXphdGlvbjY0MzI1OTQ2",
"avatar_url": "https://avatars.githubusercontent.com/u/64325946?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/balacoon",
"html_url": "https://github.com/balacoon",
"followers_url": "https://api.github.com/users/balacoon/followers",
"following_url": "https://api.github.com/users/balacoon/following{/other_user}",
"gists_url": "https://api.github.com/users/balacoon/gists{/gist_id}",
"starred_url": "https://api.github.com/users/balacoon/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/balacoon/subscriptions",
"organizations_url": "https://api.github.com/users/balacoon/orgs",
"repos_url": "https://api.github.com/users/balacoon/repos",
"events_url": "https://api.github.com/users/balacoon/events{/privacy}",
"received_events_url": "https://api.github.com/users/balacoon/received_events",
"type": "Organization",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2306/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2306/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2304 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2304/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2304/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2304/events | https://github.com/NVIDIA/NeMo/pull/2304 | 910,870,342 | MDExOlB1bGxSZXF1ZXN0NjYxMjI3OTQ5 | 2,304 | Added JSON manifest's support to transcribe_speech.py | {
"login": "vsl9",
"id": 4344862,
"node_id": "MDQ6VXNlcjQzNDQ4NjI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4344862?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/vsl9",
"html_url": "https://github.com/vsl9",
"followers_url": "https://api.github.com/users/vsl9/followers",
"following_url": "https://api.github.com/users/vsl9/following{/other_user}",
"gists_url": "https://api.github.com/users/vsl9/gists{/gist_id}",
"starred_url": "https://api.github.com/users/vsl9/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/vsl9/subscriptions",
"organizations_url": "https://api.github.com/users/vsl9/orgs",
"repos_url": "https://api.github.com/users/vsl9/repos",
"events_url": "https://api.github.com/users/vsl9/events{/privacy}",
"received_events_url": "https://api.github.com/users/vsl9/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 1 alert** when merging 6ffaa42f691b38c7012ee5ff3c8c6efd538c4546 into c8131785cb8980ddb76c088eb32baf91c3c32495 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-2551329ce0f2e7e1a90f3b651cfa199021015c86)\n\n**new alerts:**\n\n* 1 for Unused import"
] | 2021-06-03T21:34:39 | 2021-09-22T21:02:01 | 2021-06-04T15:39:38 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2304",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2304",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2304.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2304.patch",
"merged_at": "2021-06-04T15:39:38"
} | Extended `transcribe_speech.py`
- added support for JSON dataset manifest as input (to transcribe datasets for analysis in SDE)
- modified output format to JSON manifest (to store filenames with ASR transcripts)
Signed-off-by: Vitaly Lavrukhin <vlavrukhin@nvidia.com> | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2304/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2304/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2303 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2303/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2303/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2303/events | https://github.com/NVIDIA/NeMo/pull/2303 | 910,808,904 | MDExOlB1bGxSZXF1ZXN0NjYxMTc2MDIz | 2,303 | fix_cluster_small_sample | {
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https://api.github.com/users/nithinraok/followers",
"following_url": "https://api.github.com/users/nithinraok/following{/other_user}",
"gists_url": "https://api.github.com/users/nithinraok/gists{/gist_id}",
"starred_url": "https://api.github.com/users/nithinraok/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/nithinraok/subscriptions",
"organizations_url": "https://api.github.com/users/nithinraok/orgs",
"repos_url": "https://api.github.com/users/nithinraok/repos",
"events_url": "https://api.github.com/users/nithinraok/events{/privacy}",
"received_events_url": "https://api.github.com/users/nithinraok/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 1 alert** when merging 8660f43394b1b601d799acc123041db49f050566 into d23ee3e3d5ed2fd17608b736ebae2b415a258a9e - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-5d92866e1f3bf62f7a9d6f0212f49c6c64e67338)\n\n**new alerts:**\n\n* 1 for Variable defined multiple times"
] | 2021-06-03T19:55:37 | 2021-06-08T18:31:06 | 2021-06-08T18:31:02 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2303",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2303",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2303.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2303.patch",
"merged_at": "2021-06-08T18:31:02"
} | Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> | {
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https://api.github.com/users/nithinraok/followers",
"following_url": "https://api.github.com/users/nithinraok/following{/other_user}",
"gists_url": "https://api.github.com/users/nithinraok/gists{/gist_id}",
"starred_url": "https://api.github.com/users/nithinraok/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/nithinraok/subscriptions",
"organizations_url": "https://api.github.com/users/nithinraok/orgs",
"repos_url": "https://api.github.com/users/nithinraok/repos",
"events_url": "https://api.github.com/users/nithinraok/events{/privacy}",
"received_events_url": "https://api.github.com/users/nithinraok/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2303/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2303/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2302 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2302/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2302/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2302/events | https://github.com/NVIDIA/NeMo/pull/2302 | 910,554,624 | MDExOlB1bGxSZXF1ZXN0NjYwOTU4MDQ1 | 2,302 | Fix SqueezeExcite forward for fp16 | {
"login": "Oktai15",
"id": 17337773,
"node_id": "MDQ6VXNlcjE3MzM3Nzcz",
"avatar_url": "https://avatars.githubusercontent.com/u/17337773?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Oktai15",
"html_url": "https://github.com/Oktai15",
"followers_url": "https://api.github.com/users/Oktai15/followers",
"following_url": "https://api.github.com/users/Oktai15/following{/other_user}",
"gists_url": "https://api.github.com/users/Oktai15/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Oktai15/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Oktai15/subscriptions",
"organizations_url": "https://api.github.com/users/Oktai15/orgs",
"repos_url": "https://api.github.com/users/Oktai15/repos",
"events_url": "https://api.github.com/users/Oktai15/events{/privacy}",
"received_events_url": "https://api.github.com/users/Oktai15/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-03T14:33:16 | 2021-11-17T08:50:02 | 2021-06-03T21:56:34 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2302",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2302",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2302.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2302.patch",
"merged_at": null
} | We need to have ability of run inference model with SE blocks in fp16
Signed-off-by: Oktai Tatanov <oktai.tatanov@gmail.com> | {
"login": "Oktai15",
"id": 17337773,
"node_id": "MDQ6VXNlcjE3MzM3Nzcz",
"avatar_url": "https://avatars.githubusercontent.com/u/17337773?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Oktai15",
"html_url": "https://github.com/Oktai15",
"followers_url": "https://api.github.com/users/Oktai15/followers",
"following_url": "https://api.github.com/users/Oktai15/following{/other_user}",
"gists_url": "https://api.github.com/users/Oktai15/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Oktai15/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Oktai15/subscriptions",
"organizations_url": "https://api.github.com/users/Oktai15/orgs",
"repos_url": "https://api.github.com/users/Oktai15/repos",
"events_url": "https://api.github.com/users/Oktai15/events{/privacy}",
"received_events_url": "https://api.github.com/users/Oktai15/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2302/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2302/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2301 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2301/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2301/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2301/events | https://github.com/NVIDIA/NeMo/pull/2301 | 910,201,974 | MDExOlB1bGxSZXF1ZXN0NjYwNjYwMDU1 | 2,301 | fixed paths in tutorials | {
"login": "VahidooX",
"id": 23551647,
"node_id": "MDQ6VXNlcjIzNTUxNjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/23551647?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/VahidooX",
"html_url": "https://github.com/VahidooX",
"followers_url": "https://api.github.com/users/VahidooX/followers",
"following_url": "https://api.github.com/users/VahidooX/following{/other_user}",
"gists_url": "https://api.github.com/users/VahidooX/gists{/gist_id}",
"starred_url": "https://api.github.com/users/VahidooX/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/VahidooX/subscriptions",
"organizations_url": "https://api.github.com/users/VahidooX/orgs",
"repos_url": "https://api.github.com/users/VahidooX/repos",
"events_url": "https://api.github.com/users/VahidooX/events{/privacy}",
"received_events_url": "https://api.github.com/users/VahidooX/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-03T07:32:26 | 2021-08-06T08:00:44 | 2021-06-03T08:23:34 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2301",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2301",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2301.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2301.patch",
"merged_at": "2021-06-03T08:23:34"
} | {
"login": "VahidooX",
"id": 23551647,
"node_id": "MDQ6VXNlcjIzNTUxNjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/23551647?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/VahidooX",
"html_url": "https://github.com/VahidooX",
"followers_url": "https://api.github.com/users/VahidooX/followers",
"following_url": "https://api.github.com/users/VahidooX/following{/other_user}",
"gists_url": "https://api.github.com/users/VahidooX/gists{/gist_id}",
"starred_url": "https://api.github.com/users/VahidooX/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/VahidooX/subscriptions",
"organizations_url": "https://api.github.com/users/VahidooX/orgs",
"repos_url": "https://api.github.com/users/VahidooX/repos",
"events_url": "https://api.github.com/users/VahidooX/events{/privacy}",
"received_events_url": "https://api.github.com/users/VahidooX/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2301/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2301/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2300 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2300/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2300/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2300/events | https://github.com/NVIDIA/NeMo/pull/2300 | 910,029,875 | MDExOlB1bGxSZXF1ZXN0NjYwNTE1MjIz | 2,300 | Fastpitch export | {
"login": "borisfom",
"id": 14189615,
"node_id": "MDQ6VXNlcjE0MTg5NjE1",
"avatar_url": "https://avatars.githubusercontent.com/u/14189615?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/borisfom",
"html_url": "https://github.com/borisfom",
"followers_url": "https://api.github.com/users/borisfom/followers",
"following_url": "https://api.github.com/users/borisfom/following{/other_user}",
"gists_url": "https://api.github.com/users/borisfom/gists{/gist_id}",
"starred_url": "https://api.github.com/users/borisfom/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/borisfom/subscriptions",
"organizations_url": "https://api.github.com/users/borisfom/orgs",
"repos_url": "https://api.github.com/users/borisfom/repos",
"events_url": "https://api.github.com/users/borisfom/events{/privacy}",
"received_events_url": "https://api.github.com/users/borisfom/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 3 alerts** and **fixes 1** when merging e99c2fbea67b64a856bd9d59420ad32249fde875 into d23ee3e3d5ed2fd17608b736ebae2b415a258a9e - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-f7d8f6f310df97f17db8897a9e541b9001de6c60)\n\n**new alerts:**\n\n* 3 for Unused import\n\n... | 2021-06-03T02:20:25 | 2021-06-08T21:02:19 | 2021-06-08T21:02:19 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2300",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2300",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2300.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2300.patch",
"merged_at": "2021-06-08T21:02:19"
} | Dependant on https://github.com/NVIDIA/NeMo/pull/2278
| {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2300/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2300/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2299 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2299/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2299/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2299/events | https://github.com/NVIDIA/NeMo/issues/2299 | 909,427,538 | MDU6SXNzdWU5MDk0Mjc1Mzg= | 2,299 | BERT Pre-training | {
"login": "kruthikakr",
"id": 12526620,
"node_id": "MDQ6VXNlcjEyNTI2NjIw",
"avatar_url": "https://avatars.githubusercontent.com/u/12526620?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/kruthikakr",
"html_url": "https://github.com/kruthikakr",
"followers_url": "https://api.github.com/users/kruthikakr/followers",
"following_url": "https://api.github.com/users/kruthikakr/following{/other_user}",
"gists_url": "https://api.github.com/users/kruthikakr/gists{/gist_id}",
"starred_url": "https://api.github.com/users/kruthikakr/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/kruthikakr/subscriptions",
"organizations_url": "https://api.github.com/users/kruthikakr/orgs",
"repos_url": "https://api.github.com/users/kruthikakr/repos",
"events_url": "https://api.github.com/users/kruthikakr/events{/privacy}",
"received_events_url": "https://api.github.com/users/kruthikakr/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1485815557,
"node_id": "MDU6TGFiZWwxNDg1ODE1NTU3",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/bug",
"name": "bug",
"color": "d73a4a",
"default": true,
"description": "Something isn't working"
}
] | closed | false | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api... | null | [
"Please check your pytorch lightning version - RC1 required 1.1.5, main requires 1.3+",
"I have nemo-toolkit-1.0.0rc2 .. with pytorch lightning version 1.1.5..getting error as \r\n from pytorch_lightning.plugins import DDPPlugin\r\nImportError: cannot import name 'DDPPlugin'\r\n\r\n\r\nAnd with 1.3+ same erro... | 2021-06-02T12:04:03 | 2021-07-08T01:04:40 | 2021-07-08T01:04:40 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi
I am trying to run BERT Pre- training with sample data with reference to https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/zh/latest/nlp/bert_pretraining.html
Steps followed :
1. examples/nlp/language_modeling/get_wkt2.sh download_dir.
2. Changed the config file NeMo/examples/nlp/language_modeling/conf/bert_pretraining_from_text_config.yaml.
3. after running the python bert_pretraining.py
Getting this error
[NeMo W 2021-06-02 17:24:59 optimizers:46] Apex was not found. Using the lamb optimizer will error out.
[NeMo W 2021-06-02 17:25:01 nemo_logging:349] /home/kruthika/NeMo/venv/lib/python3.6/site-packages/omegaconf/basecontainer.py:232: UserWarning: cfg.pretty() is deprecated and will be removed in a future version.
Use OmegaConf.to_yaml(cfg)
category=UserWarning,
[NeMo I 2021-06-02 17:25:01 bert_pretraining:28] Config:
name: PretrainingBERTFromText
trainer:
gpus: 1
num_nodes: 1
max_epochs: 2
max_steps: null
accumulate_grad_batches: 1
precision: 16
amp_level: O1
accelerator: ddp
gradient_clip_val: 0.0
log_every_n_steps: 1
val_check_interval: 1.0
checkpoint_callback: false
logger: false
model:
nemo_path: null
only_mlm_loss: false
num_tok_classification_layers: 1
num_seq_classification_layers: 2
max_seq_length: 128
mask_prob: 0.15
short_seq_prob: 0.1
language_model:
pretrained_model_name: bert-base-uncased
lm_checkpoint: null
config:
attention_probs_dropout_prob: 0.1
hidden_act: gelu
hidden_dropout_prob: 0.1
hidden_size: 768
initializer_range: 0.02
intermediate_size: 3072
max_position_embeddings: 512
num_attention_heads: 12
num_hidden_layers: 12
type_vocab_size: 2
vocab_size: 30522
config_file: null
tokenizer:
tokenizer_name: ${model.language_model.pretrained_model_name}
vocab_file: null
tokenizer_model: null
special_tokens:
unk_token: '[UNK]'
sep_token: '[SEP]'
pad_token: '[PAD]'
bos_token: '[CLS]'
mask_token: '[MASK]'
eos_token: '[SEP]'
cls_token: '[CLS]'
train_ds:
data_file: /home/kruthika/NeMo/download_dir/wikitext-2/train.txt
max_seq_length: ${model.max_seq_length}
mask_prob: ${model.mask_prob}
short_seq_prob: ${model.short_seq_prob}
batch_size: 16
shuffle: true
num_samples: -1
num_workers: 2
drop_last: false
pin_memory: false
validation_ds:
data_file: /home/kruthika/NeMo/download_dir/wikitext-2/valid.txt
max_seq_length: ${model.max_seq_length}
mask_prob: ${model.mask_prob}
short_seq_prob: ${model.short_seq_prob}
batch_size: 16
shuffle: false
num_samples: -1
num_workers: 2
drop_last: false
pin_memory: false
optim:
name: adamw
lr: 3.0e-05
weight_decay: 0.0
sched:
name: CosineAnnealing
warmup_steps: null
warmup_ratio: 0.1
min_lr: 0.0
last_epoch: -1
exp_manager:
exp_dir: null
name: PretrainingBERTFromText
create_tensorboard_logger: true
create_checkpoint_callback: true
GPU available: True, used: True
TPU available: False, using: 0 TPU cores
Using native 16bit precision.
[NeMo I 2021-06-02 17:25:01 exp_manager:210] Experiments will be logged at /home/kruthika/NeMo/examples/nlp/language_modeling/nemo_experiments/PretrainingBERTFromText/2021-06-02_17-25-01
[NeMo I 2021-06-02 17:25:01 exp_manager:550] TensorboardLogger has been set up
Traceback (most recent call last):
File "bert_pretraining.py", line 30, in main
exp_manager(trainer, cfg.get("exp_manager", None))
File "/home/kruthika/NeMo/nemo/utils/exp_manager.py", line 232, in exp_manager
configure_checkpointing(trainer, log_dir, checkpoint_name, cfg.checkpoint_callback_params)
File "/home/kruthika/NeMo/nemo/utils/exp_manager.py", line 679, in configure_checkpointing
checkpoint_callback = NeMoModelCheckpoint(**params)
File "/home/kruthika/NeMo/nemo/utils/exp_manager.py", line 580, in __init__
super().__init__(**kwargs)
TypeError: __init__() got an unexpected keyword argument 'prefix'
Set the environment variable HYDRA_FULL_ERROR=1 for a complete stack trace.
| {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2299/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2299/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2298 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2298/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2298/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2298/events | https://github.com/NVIDIA/NeMo/pull/2298 | 909,398,416 | MDExOlB1bGxSZXF1ZXN0NjU5OTc4OTQ5 | 2,298 | update quantization | {
"login": "Slyne",
"id": 6286804,
"node_id": "MDQ6VXNlcjYyODY4MDQ=",
"avatar_url": "https://avatars.githubusercontent.com/u/6286804?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Slyne",
"html_url": "https://github.com/Slyne",
"followers_url": "https://api.github.com/users/Slyne/followers",
"following_url": "https://api.github.com/users/Slyne/following{/other_user}",
"gists_url": "https://api.github.com/users/Slyne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Slyne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Slyne/subscriptions",
"organizations_url": "https://api.github.com/users/Slyne/orgs",
"repos_url": "https://api.github.com/users/Slyne/repos",
"events_url": "https://api.github.com/users/Slyne/events{/privacy}",
"received_events_url": "https://api.github.com/users/Slyne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-02T11:28:03 | 2021-06-02T16:07:59 | 2021-06-02T16:07:59 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2298",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2298",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2298.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2298.patch",
"merged_at": "2021-06-02T16:07:59"
} | Signed-off-by: slyned <slyned@nvidia.com>
Add CER support
But the results of speech_to_text_quant_infer_trt.py and speech_to_text_quant_infer.py are a little different.
I've also tried to use speech_to_text_quant_infer_trt.py to do inference with NeMo models downloaded from ngc without adding --qat, but the results also are not consistent with speech_to_text_infer.py.
| {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2298/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2298/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2295 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2295/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2295/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2295/events | https://github.com/NVIDIA/NeMo/pull/2295 | 908,969,507 | MDExOlB1bGxSZXF1ZXN0NjU5NjA0NjI0 | 2,295 | Adding new Models releases on NGC. | {
"login": "VahidooX",
"id": 23551647,
"node_id": "MDQ6VXNlcjIzNTUxNjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/23551647?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/VahidooX",
"html_url": "https://github.com/VahidooX",
"followers_url": "https://api.github.com/users/VahidooX/followers",
"following_url": "https://api.github.com/users/VahidooX/following{/other_user}",
"gists_url": "https://api.github.com/users/VahidooX/gists{/gist_id}",
"starred_url": "https://api.github.com/users/VahidooX/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/VahidooX/subscriptions",
"organizations_url": "https://api.github.com/users/VahidooX/orgs",
"repos_url": "https://api.github.com/users/VahidooX/repos",
"events_url": "https://api.github.com/users/VahidooX/events{/privacy}",
"received_events_url": "https://api.github.com/users/VahidooX/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-02T01:52:57 | 2021-08-06T08:00:37 | 2021-06-02T04:49:50 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2295",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2295",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2295.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2295.patch",
"merged_at": "2021-06-02T04:49:50"
} | Adding the following models:
https://ngc.nvidia.com/catalog/models/nvidia:nemo:asrlm_en_transformer_large_ls
https://ngc.nvidia.com/catalog/models/nvidia:nemo:stt_en_conformer_ctc_small_ls
https://ngc.nvidia.com/catalog/models/nvidia:nemo:stt_en_conformer_ctc_medium_ls
https://ngc.nvidia.com/catalog/models/nvidia:nemo:stt_en_conformer_ctc_large_ls
Added a new section for language models for ASR in the checkpoint section.
| {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2295/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2295/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2294 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2294/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2294/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2294/events | https://github.com/NVIDIA/NeMo/pull/2294 | 908,837,758 | MDExOlB1bGxSZXF1ZXN0NjU5NDgxNTU0 | 2,294 | Adjust warning messages | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-01T23:42:37 | 2021-06-02T00:09:56 | 2021-06-02T00:02:13 | MEMBER | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2294",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2294",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2294.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2294.patch",
"merged_at": "2021-06-02T00:02:13"
} | Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2294/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2294/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2293 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2293/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2293/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2293/events | https://github.com/NVIDIA/NeMo/pull/2293 | 908,833,000 | MDExOlB1bGxSZXF1ZXN0NjU5NDc3MDYz | 2,293 | ASR improvements | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"@okuchaiev fyi - updating the signature for config update to remove deprecated API call for OmegaConf in ModelPT."
] | 2021-06-01T23:37:37 | 2021-06-02T20:02:43 | 2021-06-02T20:02:40 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2293",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2293",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2293.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2293.patch",
"merged_at": "2021-06-02T20:02:40"
} | # Changelog
- Update Citrinet configs.
- Improved error message when numba is not installed.
- Add tarred dataset support for all supported filetypes.
- Ignore extra parameters for layer-normed LSTM.
- Correct deprecated call signature for OmegaConf. | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2293/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2293/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2292 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2292/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2292/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2292/events | https://github.com/NVIDIA/NeMo/pull/2292 | 908,832,519 | MDExOlB1bGxSZXF1ZXN0NjU5NDc2NjIy | 2,292 | Time quarter to | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-06-01T23:37:08 | 2021-06-02T20:18:01 | 2021-06-02T20:17:58 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2292",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2292",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2292.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2292.patch",
"merged_at": "2021-06-02T20:17:58"
} | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2292/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2292/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2291 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2291/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2291/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2291/events | https://github.com/NVIDIA/NeMo/pull/2291 | 908,756,960 | MDExOlB1bGxSZXF1ZXN0NjU5NDA2NDYw | 2,291 | Neural Clustering model | {
"login": "fayejf",
"id": 36722593,
"node_id": "MDQ6VXNlcjM2NzIyNTkz",
"avatar_url": "https://avatars.githubusercontent.com/u/36722593?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/fayejf",
"html_url": "https://github.com/fayejf",
"followers_url": "https://api.github.com/users/fayejf/followers",
"following_url": "https://api.github.com/users/fayejf/following{/other_user}",
"gists_url": "https://api.github.com/users/fayejf/gists{/gist_id}",
"starred_url": "https://api.github.com/users/fayejf/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/fayejf/subscriptions",
"organizations_url": "https://api.github.com/users/fayejf/orgs",
"repos_url": "https://api.github.com/users/fayejf/repos",
"events_url": "https://api.github.com/users/fayejf/events{/privacy}",
"received_events_url": "https://api.github.com/users/fayejf/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 26 alerts** when merging 426bfeebea7528ea52a4ab130076546f2a37c7e6 into 4781d1744765fafdcd1238d8d4a9c3f94057aa23 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-5739c24c7c6ab00b4184aecc25110c9ddffdeb5a)\n\n**new alerts:**\n\n* 14 for Unused import\n* 8 for Unused l... | 2021-06-01T22:16:03 | 2023-02-22T18:45:17 | 2021-06-01T22:23:22 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | true | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2291",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2291",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2291.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2291.patch",
"merged_at": null
} | {
"login": "fayejf",
"id": 36722593,
"node_id": "MDQ6VXNlcjM2NzIyNTkz",
"avatar_url": "https://avatars.githubusercontent.com/u/36722593?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/fayejf",
"html_url": "https://github.com/fayejf",
"followers_url": "https://api.github.com/users/fayejf/followers",
"following_url": "https://api.github.com/users/fayejf/following{/other_user}",
"gists_url": "https://api.github.com/users/fayejf/gists{/gist_id}",
"starred_url": "https://api.github.com/users/fayejf/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/fayejf/subscriptions",
"organizations_url": "https://api.github.com/users/fayejf/orgs",
"repos_url": "https://api.github.com/users/fayejf/repos",
"events_url": "https://api.github.com/users/fayejf/events{/privacy}",
"received_events_url": "https://api.github.com/users/fayejf/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2291/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2291/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2290 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2290/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2290/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2290/events | https://github.com/NVIDIA/NeMo/issues/2290 | 908,151,900 | MDU6SXNzdWU5MDgxNTE5MDA= | 2,290 | [Question] Citrinet and LM for online ASR | {
"login": "ValeryNikiforov",
"id": 52481844,
"node_id": "MDQ6VXNlcjUyNDgxODQ0",
"avatar_url": "https://avatars.githubusercontent.com/u/52481844?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ValeryNikiforov",
"html_url": "https://github.com/ValeryNikiforov",
"followers_url": "https://api.github.com/users/ValeryNikiforov/followers",
"following_url": "https://api.github.com/users/ValeryNikiforov/following{/other_user}",
"gists_url": "https://api.github.com/users/ValeryNikiforov/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ValeryNikiforov/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ValeryNikiforov/subscriptions",
"organizations_url": "https://api.github.com/users/ValeryNikiforov/orgs",
"repos_url": "https://api.github.com/users/ValeryNikiforov/repos",
"events_url": "https://api.github.com/users/ValeryNikiforov/events{/privacy}",
"received_events_url": "https://api.github.com/users/ValeryNikiforov/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"Per feature normalization will not be sufficient to perform normalization over small buffer sizes, that's why a fixed mean and std was used for QuartzNet. You can try it, but I would not expect great results. \r\n\r\nThere are scripts for LM usage with both those types of models - https://docs.nvidia.com/deeplearn... | 2021-06-01T10:35:39 | 2021-09-24T21:14:06 | 2021-06-09T21:26:09 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hello,
Thank you for great toolkit, tutorials and models.
I have some questions:
1. I want to use pretrained Citrinet in Online_ASR_Microphone_Demo instead of QuartzNet. I changed normalization to 'per_feature' and initialized EncDecCTCModelBPE. What else do I need to change for the model to work correctly?
2. Do you plan to release a tutorial for online ASR with LM for Citrinet or QuartzNet? | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2290/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2290/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2289 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2289/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2289/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2289/events | https://github.com/NVIDIA/NeMo/issues/2289 | 908,033,578 | MDU6SXNzdWU5MDgwMzM1Nzg= | 2,289 | Working with Citrinet-1024 | {
"login": "rose768",
"id": 85157007,
"node_id": "MDQ6VXNlcjg1MTU3MDA3",
"avatar_url": "https://avatars.githubusercontent.com/u/85157007?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/rose768",
"html_url": "https://github.com/rose768",
"followers_url": "https://api.github.com/users/rose768/followers",
"following_url": "https://api.github.com/users/rose768/following{/other_user}",
"gists_url": "https://api.github.com/users/rose768/gists{/gist_id}",
"starred_url": "https://api.github.com/users/rose768/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/rose768/subscriptions",
"organizations_url": "https://api.github.com/users/rose768/orgs",
"repos_url": "https://api.github.com/users/rose768/repos",
"events_url": "https://api.github.com/users/rose768/events{/privacy}",
"received_events_url": "https://api.github.com/users/rose768/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"Do you wish to train Citrinet 1024 from scratch ? Or simply fine tune?\r\n\r\nDuring training, it is not possible to have samples longer than 16-20 seconds per sample, no matter the model. It is only during inference that you would be able to pass much longer audio samples. \r\n\r\nThe config for 1024 is not share... | 2021-06-01T08:17:39 | 2021-06-09T21:27:51 | 2021-06-09T21:27:51 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hello,
Thanks a lot for the powerful ASR toolkit.
I am new to ASR. I recently started working with QuartzNet15*5 from this [link](https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/01_ASR_with_NeMo.ipynb):
but I have long duration acoustic dataset so I saw Citrinet paper at this [link](https://arxiv.org/abs/2104.01721) and try to use Citrinet for speech recognition. I call Citrinet1024 model insted of quartznet like below:
`citrinet_model = nemo_asr.models.EncDecCTCModelBPE.from_pretrained(model_name="stt_en_citrinet_1024")
`
but I could not find the config file of stt_en_citrinet_1024 from NEMO GitHub. It has just for 348 and 512 due to this [link](https://github.com/NVIDIA/NeMo/tree/main/examples/asr/conf/citrinet).
Would you please explain me:
1) What do the filters do in each block of convolution layer in Citrinet? for instance Citrinet1024. what is the benefit of more filters?
2) How does Citrinet work and why it uses from tokenization?
2) How should I use citrinet1024 (implementation) and how to set parameters in the config file of Citrinet1024?
**Environment overview**
Environment location: Google Colab
Method of NeMo install: !pip install nemo_toolkit[asr]
NeMo version: 1.0.0
Learning Rate: 1e-3
**Environment details**
OS version : "Ubuntu20.04.3 LTS"
PyTorch version : "1.7.1" | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2289/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2289/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2288 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2288/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2288/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2288/events | https://github.com/NVIDIA/NeMo/issues/2288 | 907,928,117 | MDU6SXNzdWU5MDc5MjgxMTc= | 2,288 | AttributeError: module 'nemo.collections.nlp.models' has no attribute 'EntityLinkingModel' | {
"login": "Prathzee",
"id": 44924349,
"node_id": "MDQ6VXNlcjQ0OTI0MzQ5",
"avatar_url": "https://avatars.githubusercontent.com/u/44924349?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Prathzee",
"html_url": "https://github.com/Prathzee",
"followers_url": "https://api.github.com/users/Prathzee/followers",
"following_url": "https://api.github.com/users/Prathzee/following{/other_user}",
"gists_url": "https://api.github.com/users/Prathzee/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Prathzee/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Prathzee/subscriptions",
"organizations_url": "https://api.github.com/users/Prathzee/orgs",
"repos_url": "https://api.github.com/users/Prathzee/repos",
"events_url": "https://api.github.com/users/Prathzee/events{/privacy}",
"received_events_url": "https://api.github.com/users/Prathzee/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"login": "ryanleary",
"id": 2212584,
"node_id": "MDQ6VXNlcjIyMTI1ODQ=",
"avatar_url": "https://avatars.githubusercontent.com/u/2212584?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ryanleary",
"html_url": "https://github.com/ryanleary",
"followers_url": "https://api.github.com/users/ryanleary/followers",
"following_url": "https://api.github.com/users/ryanleary/following{/other_user}",
"gists_url": "https://api.github.com/users/ryanleary/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ryanleary/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ryanleary/subscriptions",
"organizations_url": "https://api.github.com/users/ryanleary/orgs",
"repos_url": "https://api.github.com/users/ryanleary/repos",
"events_url": "https://api.github.com/users/ryanleary/events{/privacy}",
"received_events_url": "https://api.github.com/users/ryanleary/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "ryanleary",
"id": 2212584,
"node_id": "MDQ6VXNlcjIyMTI1ODQ=",
"avatar_url": "https://avatars.githubusercontent.com/u/2212584?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ryanleary",
"html_url": "https://github.com/ryanleary",
"followers_url": "https://api... | null | [
"EntityLinkingModel is a new model and was not a part of 1.0.0rc1. You may use the main branch or wait for the release of 1.0.0 which is going to happen very soon."
] | 2021-06-01T06:08:30 | 2021-08-17T01:03:19 | 2021-08-17T01:03:19 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi Team,
As per Entity linking tutorial, release = **1.0.0rc1**, does not have **EntityLinkingModel** available.
We are getting error -
AttributeError: module 'nemo.collections.nlp.models' has no attribute 'EntityLinkingModel'.
Could you please help us with the issue? | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2288/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2288/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2287 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2287/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2287/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2287/events | https://github.com/NVIDIA/NeMo/pull/2287 | 907,285,385 | MDExOlB1bGxSZXF1ZXN0NjU4MTU2MTMw | 2,287 | Adding neural rescorer and its documentations | {
"login": "VahidooX",
"id": 23551647,
"node_id": "MDQ6VXNlcjIzNTUxNjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/23551647?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/VahidooX",
"html_url": "https://github.com/VahidooX",
"followers_url": "https://api.github.com/users/VahidooX/followers",
"following_url": "https://api.github.com/users/VahidooX/following{/other_user}",
"gists_url": "https://api.github.com/users/VahidooX/gists{/gist_id}",
"starred_url": "https://api.github.com/users/VahidooX/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/VahidooX/subscriptions",
"organizations_url": "https://api.github.com/users/VahidooX/orgs",
"repos_url": "https://api.github.com/users/VahidooX/repos",
"events_url": "https://api.github.com/users/VahidooX/events{/privacy}",
"received_events_url": "https://api.github.com/users/VahidooX/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 1 alert** when merging 3f1390819c64cd3be2bee2a150775db6fab8ef99 into 43add2a37812a4786e6229322f7cf30ac2103313 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-772b7f88024564503202282a9d0d11fb42a5b969)\n\n**new alerts:**\n\n* 1 for NotImplemented is not an Exception... | 2021-05-31T09:20:05 | 2022-10-20T10:52:52 | 2021-06-01T22:47:56 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2287",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2287",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2287.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2287.patch",
"merged_at": "2021-06-01T22:47:56"
} | This PR would add a script to evaluate a neural language model (Transformer) trained with
`examples/nlp/language_modeling/transformer_lm.py' as a rescorer for ASR systems.
Given a trained TransformerLMModel `.nemo` file, this script can be used to re-score the beams obtained from a beam
search decoder of an ASR model.
USAGE:
1. Obtain `.tsv` file with beams and their corresponding scores. Scores can be from a regular beam search decoder or
in fusion with an N-gram LM scores. For a given beam size `beam_size` and a number of examples
for evaluation `num_eval_examples`, it should contain (`num_eval_examples` x `beam_size`) lines of
form `beam_candidate_text \t score`. This file can be generated by `scripts/asr_language_modeling/ngram_lm/eval_beamsearch_ngram.py`.
2. Rescore the candidates:
python eval_neural_rescorer.py
--lm_model=[path to .nemo file of the LM]
--beams_file=[path to beams .tsv file]
--beam_size=[size of the beams]
--eval_manifest=[path to eval manifest .json file]
--batch_size=[batch size used for inference on the LM model]
--alpha=[the value for the parameter rescorer_alpha]
--beta=[the value for the parameter rescorer_beta]
--scores_output_file=[the optional path to store the rescored candidates]
You may find more info on how to use this script at:
https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/asr/asr_language_modeling.html
| {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2287/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2287/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2286 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2286/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2286/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2286/events | https://github.com/NVIDIA/NeMo/issues/2286 | 906,885,827 | MDU6SXNzdWU5MDY4ODU4Mjc= | 2,286 | Regularizing during fine-tuning? | {
"login": "jsilbergDS",
"id": 71464491,
"node_id": "MDQ6VXNlcjcxNDY0NDkx",
"avatar_url": "https://avatars.githubusercontent.com/u/71464491?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jsilbergDS",
"html_url": "https://github.com/jsilbergDS",
"followers_url": "https://api.github.com/users/jsilbergDS/followers",
"following_url": "https://api.github.com/users/jsilbergDS/following{/other_user}",
"gists_url": "https://api.github.com/users/jsilbergDS/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jsilbergDS/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jsilbergDS/subscriptions",
"organizations_url": "https://api.github.com/users/jsilbergDS/orgs",
"repos_url": "https://api.github.com/users/jsilbergDS/repos",
"events_url": "https://api.github.com/users/jsilbergDS/events{/privacy}",
"received_events_url": "https://api.github.com/users/jsilbergDS/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"You should not apply dropout to the first or final Encoder layer. Also 0.2 is quite high - it's only required for training for an elongated period. For short finetuning runs, a small value of 0.1 is sufficient. Also weight decay should be 0.001 or lower when using dropout to prevent over regularization. ",
"Than... | 2021-05-30T21:22:05 | 2021-05-31T00:31:40 | 2021-05-31T00:31:40 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hello! Thank you again for the amazing work, I really appreciate it. I am fine-tuning a pre-trained QuartzNet model and wanted to ask what you'd recommend for regularization. I have updated the dropout from the pre-trained QuartzNet default 0.0 to 0.2 using:
cfg = copy.deepcopy(quartznet.cfg)
print(len(cfg['encoder']['jasper']))
for i in range(0,18):
cfg['encoder']['jasper'][i]['dropout'] = 0.2
print(OmegaConf.to_yaml(cfg))
quartznet2 = quartznet.from_config_dict(cfg)
But this seems to just cause loss to explode?
Thanks! | {
"login": "jsilbergDS",
"id": 71464491,
"node_id": "MDQ6VXNlcjcxNDY0NDkx",
"avatar_url": "https://avatars.githubusercontent.com/u/71464491?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jsilbergDS",
"html_url": "https://github.com/jsilbergDS",
"followers_url": "https://api.github.com/users/jsilbergDS/followers",
"following_url": "https://api.github.com/users/jsilbergDS/following{/other_user}",
"gists_url": "https://api.github.com/users/jsilbergDS/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jsilbergDS/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jsilbergDS/subscriptions",
"organizations_url": "https://api.github.com/users/jsilbergDS/orgs",
"repos_url": "https://api.github.com/users/jsilbergDS/repos",
"events_url": "https://api.github.com/users/jsilbergDS/events{/privacy}",
"received_events_url": "https://api.github.com/users/jsilbergDS/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2286/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2286/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2285 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2285/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2285/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2285/events | https://github.com/NVIDIA/NeMo/pull/2285 | 906,211,835 | MDExOlB1bGxSZXF1ZXN0NjU3MjQwNzM5 | 2,285 | Audio Norm | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 1 alert** when merging b5663d69d6300672c44fe37a32927240ffeb55ef into bee43e840837d7e30e17a65b972e9fe89ecb9ca5 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-a4416774459ffc898579744c1c2ba41bbcca79c4)\n\n**new alerts:**\n\n* 1 for Unused import",
"This pull reque... | 2021-05-28T23:24:59 | 2021-06-08T22:08:40 | 2021-06-08T22:08:36 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2285",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2285",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2285.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2285.patch",
"merged_at": "2021-06-08T22:08:35"
} | - added jenkins tests for the normalization_with_audio script (text only, text + audio, manifest)
- all default normalization unit tests will be executed for normalization with audio as well
- added serial class to the default normalization (deterministic): using single digits by default
- addressed [this](https://github.com/NVIDIA/NeMo/issues/2266) and partially [this](https://github.com/NVIDIA/NeMo/issues/2267) (`k` -> `kay` is not supported yet)
- more verbalization options added for cardinals and whitelist
- now all possible verbalization options are provided not only the first shortest 100 | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2285/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2285/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2284 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2284/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2284/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2284/events | https://github.com/NVIDIA/NeMo/pull/2284 | 905,946,307 | MDExOlB1bGxSZXF1ZXN0NjU2OTg5MDI4 | 2,284 | Organize asr config folders | {
"login": "VahidooX",
"id": 23551647,
"node_id": "MDQ6VXNlcjIzNTUxNjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/23551647?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/VahidooX",
"html_url": "https://github.com/VahidooX",
"followers_url": "https://api.github.com/users/VahidooX/followers",
"following_url": "https://api.github.com/users/VahidooX/following{/other_user}",
"gists_url": "https://api.github.com/users/VahidooX/gists{/gist_id}",
"starred_url": "https://api.github.com/users/VahidooX/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/VahidooX/subscriptions",
"organizations_url": "https://api.github.com/users/VahidooX/orgs",
"repos_url": "https://api.github.com/users/VahidooX/repos",
"events_url": "https://api.github.com/users/VahidooX/events{/privacy}",
"received_events_url": "https://api.github.com/users/VahidooX/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-28T19:37:15 | 2021-08-06T08:00:56 | 2021-05-31T09:20:48 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2284",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2284",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2284.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2284.patch",
"merged_at": "2021-05-31T09:20:48"
} | {
"login": "VahidooX",
"id": 23551647,
"node_id": "MDQ6VXNlcjIzNTUxNjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/23551647?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/VahidooX",
"html_url": "https://github.com/VahidooX",
"followers_url": "https://api.github.com/users/VahidooX/followers",
"following_url": "https://api.github.com/users/VahidooX/following{/other_user}",
"gists_url": "https://api.github.com/users/VahidooX/gists{/gist_id}",
"starred_url": "https://api.github.com/users/VahidooX/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/VahidooX/subscriptions",
"organizations_url": "https://api.github.com/users/VahidooX/orgs",
"repos_url": "https://api.github.com/users/VahidooX/repos",
"events_url": "https://api.github.com/users/VahidooX/events{/privacy}",
"received_events_url": "https://api.github.com/users/VahidooX/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2284/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2284/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2283 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2283/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2283/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2283/events | https://github.com/NVIDIA/NeMo/pull/2283 | 905,839,934 | MDExOlB1bGxSZXF1ZXN0NjU2ODg5OTQ1 | 2,283 | Fix ExpManager Issues and FastPitch | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"> LGTM. Just wondering why typecheck is being disabled there.\r\n\r\nFor some reason, doing `super().forward()` uses it's own input_types but not the super() module's input_types",
"> For some reason, doing `super().forward()` uses it's own input_types but not the super() module's input_types\r\n\r\nThat's expec... | 2021-05-28T18:12:37 | 2021-05-28T21:06:24 | 2021-05-28T21:06:21 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2283",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2283",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2283.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2283.patch",
"merged_at": "2021-05-28T21:06:21"
} | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2283/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2283/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2282 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2282/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2282/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2282/events | https://github.com/NVIDIA/NeMo/issues/2282 | 905,787,048 | MDU6SXNzdWU5MDU3ODcwNDg= | 2,282 | Config file | {
"login": "sadia95",
"id": 50978534,
"node_id": "MDQ6VXNlcjUwOTc4NTM0",
"avatar_url": "https://avatars.githubusercontent.com/u/50978534?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sadia95",
"html_url": "https://github.com/sadia95",
"followers_url": "https://api.github.com/users/sadia95/followers",
"following_url": "https://api.github.com/users/sadia95/following{/other_user}",
"gists_url": "https://api.github.com/users/sadia95/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sadia95/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sadia95/subscriptions",
"organizations_url": "https://api.github.com/users/sadia95/orgs",
"repos_url": "https://api.github.com/users/sadia95/repos",
"events_url": "https://api.github.com/users/sadia95/events{/privacy}",
"received_events_url": "https://api.github.com/users/sadia95/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | false | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://a... | null | [
"The model after instantiation has the config file within it. You can access it via model.cfg, and export it as always using OmegaConf.save()."
] | 2021-05-28T17:29:50 | 2021-06-21T11:24:10 | 2021-06-21T11:24:10 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Where do I find the config file for "stt_de_quartznet15x5" model?
| {
"login": "sadia95",
"id": 50978534,
"node_id": "MDQ6VXNlcjUwOTc4NTM0",
"avatar_url": "https://avatars.githubusercontent.com/u/50978534?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sadia95",
"html_url": "https://github.com/sadia95",
"followers_url": "https://api.github.com/users/sadia95/followers",
"following_url": "https://api.github.com/users/sadia95/following{/other_user}",
"gists_url": "https://api.github.com/users/sadia95/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sadia95/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sadia95/subscriptions",
"organizations_url": "https://api.github.com/users/sadia95/orgs",
"repos_url": "https://api.github.com/users/sadia95/repos",
"events_url": "https://api.github.com/users/sadia95/events{/privacy}",
"received_events_url": "https://api.github.com/users/sadia95/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2282/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2282/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2281 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2281/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2281/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2281/events | https://github.com/NVIDIA/NeMo/pull/2281 | 905,618,891 | MDExOlB1bGxSZXF1ZXN0NjU2Njg0MTI0 | 2,281 | Restore TalkNet training notebook | {
"login": "stasbel",
"id": 12044462,
"node_id": "MDQ6VXNlcjEyMDQ0NDYy",
"avatar_url": "https://avatars.githubusercontent.com/u/12044462?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/stasbel",
"html_url": "https://github.com/stasbel",
"followers_url": "https://api.github.com/users/stasbel/followers",
"following_url": "https://api.github.com/users/stasbel/following{/other_user}",
"gists_url": "https://api.github.com/users/stasbel/gists{/gist_id}",
"starred_url": "https://api.github.com/users/stasbel/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/stasbel/subscriptions",
"organizations_url": "https://api.github.com/users/stasbel/orgs",
"repos_url": "https://api.github.com/users/stasbel/repos",
"events_url": "https://api.github.com/users/stasbel/events{/privacy}",
"received_events_url": "https://api.github.com/users/stasbel/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-28T15:34:56 | 2021-05-28T18:22:19 | 2021-05-28T18:22:16 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2281",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2281",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2281.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2281.patch",
"merged_at": "2021-05-28T18:22:16"
} | Please, run by yourself before merge (to check correctness).
Signed-off-by: Stanislav Beliaev <stasbelyaev96@gmail.com> | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2281/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2281/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2280 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2280/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2280/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2280/events | https://github.com/NVIDIA/NeMo/issues/2280 | 904,724,331 | MDU6SXNzdWU5MDQ3MjQzMzE= | 2,280 | diarization example | {
"login": "sciai-ai",
"id": 52277510,
"node_id": "MDQ6VXNlcjUyMjc3NTEw",
"avatar_url": "https://avatars.githubusercontent.com/u/52277510?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sciai-ai",
"html_url": "https://github.com/sciai-ai",
"followers_url": "https://api.github.com/users/sciai-ai/followers",
"following_url": "https://api.github.com/users/sciai-ai/following{/other_user}",
"gists_url": "https://api.github.com/users/sciai-ai/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sciai-ai/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sciai-ai/subscriptions",
"organizations_url": "https://api.github.com/users/sciai-ai/orgs",
"repos_url": "https://api.github.com/users/sciai-ai/repos",
"events_url": "https://api.github.com/users/sciai-ai/events{/privacy}",
"received_events_url": "https://api.github.com/users/sciai-ai/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1485815557,
"node_id": "MDU6TGFiZWwxNDg1ODE1NTU3",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/bug",
"name": "bug",
"color": "d73a4a",
"default": true,
"description": "Something isn't working"
}
] | closed | false | {
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https://api.github.com/users/nithinraok/followers",
"following_url": "https://api.github.com/users/nithinraok/following{/other_user}",
"gists_url": "https://api.github.com/users/nithinraok/gists{/gist_id}",
"starred_url": "https://api.github.com/users/nithinraok/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/nithinraok/subscriptions",
"organizations_url": "https://api.github.com/users/nithinraok/orgs",
"repos_url": "https://api.github.com/users/nithinraok/repos",
"events_url": "https://api.github.com/users/nithinraok/events{/privacy}",
"received_events_url": "https://api.github.com/users/nithinraok/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https:... | null | [
"Hi @sciai-ai , thanks for the question. We are aware of this limitation with new NMSE Clustering schema we introduced. It has parameters that limits its performance for smaller samples, and works wonderfully for larger audio samples. \r\n\r\nIn notebook, we used small audio sample hence the incorrect labels. While... | 2021-05-28T04:59:13 | 2021-07-27T08:06:44 | 2021-07-27T08:06:44 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi, I was trying the notebook for diarization from the main branch with max and orcle speakers. I noticed that for the default an4.wav file the confusion rate has increased to 0.4 whereas in the previous releases .1.r.c it used be zero meaning perfect diarization. May I know what has changed and how can we get better accuracy on the example wav file? | {
"login": "sciai-ai",
"id": 52277510,
"node_id": "MDQ6VXNlcjUyMjc3NTEw",
"avatar_url": "https://avatars.githubusercontent.com/u/52277510?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sciai-ai",
"html_url": "https://github.com/sciai-ai",
"followers_url": "https://api.github.com/users/sciai-ai/followers",
"following_url": "https://api.github.com/users/sciai-ai/following{/other_user}",
"gists_url": "https://api.github.com/users/sciai-ai/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sciai-ai/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sciai-ai/subscriptions",
"organizations_url": "https://api.github.com/users/sciai-ai/orgs",
"repos_url": "https://api.github.com/users/sciai-ai/repos",
"events_url": "https://api.github.com/users/sciai-ai/events{/privacy}",
"received_events_url": "https://api.github.com/users/sciai-ai/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2280/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2280/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2279 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2279/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2279/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2279/events | https://github.com/NVIDIA/NeMo/pull/2279 | 904,574,617 | MDExOlB1bGxSZXF1ZXN0NjU1NzE5MjI5 | 2,279 | Added unit test for hifigan export, fixed hifigan export | {
"login": "borisfom",
"id": 14189615,
"node_id": "MDQ6VXNlcjE0MTg5NjE1",
"avatar_url": "https://avatars.githubusercontent.com/u/14189615?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/borisfom",
"html_url": "https://github.com/borisfom",
"followers_url": "https://api.github.com/users/borisfom/followers",
"following_url": "https://api.github.com/users/borisfom/following{/other_user}",
"gists_url": "https://api.github.com/users/borisfom/gists{/gist_id}",
"starred_url": "https://api.github.com/users/borisfom/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/borisfom/subscriptions",
"organizations_url": "https://api.github.com/users/borisfom/orgs",
"repos_url": "https://api.github.com/users/borisfom/repos",
"events_url": "https://api.github.com/users/borisfom/events{/privacy}",
"received_events_url": "https://api.github.com/users/borisfom/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-28T02:39:42 | 2021-06-01T21:51:29 | 2021-06-01T21:51:29 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2279",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2279",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2279.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2279.patch",
"merged_at": "2021-06-01T21:51:28"
} | Also - removed runtime test from waveglow test (now done inside export) | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2279/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2279/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2278 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2278/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2278/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2278/events | https://github.com/NVIDIA/NeMo/pull/2278 | 904,571,762 | MDExOlB1bGxSZXF1ZXN0NjU1NzE2NTUz | 2,278 | Added onnxruntime check of exported ONNX, bumped up default ONNX opset | {
"login": "borisfom",
"id": 14189615,
"node_id": "MDQ6VXNlcjE0MTg5NjE1",
"avatar_url": "https://avatars.githubusercontent.com/u/14189615?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/borisfom",
"html_url": "https://github.com/borisfom",
"followers_url": "https://api.github.com/users/borisfom/followers",
"following_url": "https://api.github.com/users/borisfom/following{/other_user}",
"gists_url": "https://api.github.com/users/borisfom/gists{/gist_id}",
"starred_url": "https://api.github.com/users/borisfom/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/borisfom/subscriptions",
"organizations_url": "https://api.github.com/users/borisfom/orgs",
"repos_url": "https://api.github.com/users/borisfom/repos",
"events_url": "https://api.github.com/users/borisfom/events{/privacy}",
"received_events_url": "https://api.github.com/users/borisfom/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **fixes 1 alert** when merging 28bba40745713ccee63d6df39b28c15e5eb65c57 into bee43e840837d7e30e17a65b972e9fe89ecb9ca5 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-e9686dd3724e0a070a08ca4aea2cbc3518107c62)\n\n**fixed alerts:**\n\n* 1 for Unused import",
"This pull request ... | 2021-05-28T02:37:05 | 2021-06-03T20:18:32 | 2021-06-03T20:18:32 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2278",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2278",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2278.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2278.patch",
"merged_at": "2021-06-03T20:18:32"
} | Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> | {
"login": "borisfom",
"id": 14189615,
"node_id": "MDQ6VXNlcjE0MTg5NjE1",
"avatar_url": "https://avatars.githubusercontent.com/u/14189615?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/borisfom",
"html_url": "https://github.com/borisfom",
"followers_url": "https://api.github.com/users/borisfom/followers",
"following_url": "https://api.github.com/users/borisfom/following{/other_user}",
"gists_url": "https://api.github.com/users/borisfom/gists{/gist_id}",
"starred_url": "https://api.github.com/users/borisfom/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/borisfom/subscriptions",
"organizations_url": "https://api.github.com/users/borisfom/orgs",
"repos_url": "https://api.github.com/users/borisfom/repos",
"events_url": "https://api.github.com/users/borisfom/events{/privacy}",
"received_events_url": "https://api.github.com/users/borisfom/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2278/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2278/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2277 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2277/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2277/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2277/events | https://github.com/NVIDIA/NeMo/pull/2277 | 904,411,028 | MDExOlB1bGxSZXF1ZXN0NjU1NTY2MTA3 | 2,277 | tune down logging | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-28T00:00:48 | 2022-01-11T16:37:14 | 2021-05-28T00:05:50 | MEMBER | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2277",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2277",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2277.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2277.patch",
"merged_at": "2021-05-28T00:05:50"
} | Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2277/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2277/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2276 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2276/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2276/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2276/events | https://github.com/NVIDIA/NeMo/pull/2276 | 904,324,550 | MDExOlB1bGxSZXF1ZXN0NjU1NDg0MzQ2 | 2,276 | Delete 3_TTS_TalkNet_Training.ipynb | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-27T22:46:46 | 2021-05-27T22:47:04 | 2021-05-27T22:47:01 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2276",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2276",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2276.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2276.patch",
"merged_at": "2021-05-27T22:47:01"
} | Signed-off-by: Jason <jasoli@nvidia.com> | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2276/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2276/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2275 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2275/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2275/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2275/events | https://github.com/NVIDIA/NeMo/pull/2275 | 904,192,423 | MDExOlB1bGxSZXF1ZXN0NjU1MzU5ODcw | 2,275 | Add links | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-27T21:09:38 | 2021-05-27T21:09:53 | 2021-05-27T21:09:50 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2275",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2275",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2275.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2275.patch",
"merged_at": "2021-05-27T21:09:50"
} | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2275/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2275/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2274 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2274/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2274/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2274/events | https://github.com/NVIDIA/NeMo/pull/2274 | 904,086,924 | MDExOlB1bGxSZXF1ZXN0NjU1MjY3NzAw | 2,274 | Bug Fix for TTS Inference | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-27T18:58:31 | 2021-05-27T19:03:58 | 2021-05-27T19:03:55 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2274",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2274",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2274.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2274.patch",
"merged_at": "2021-05-27T19:03:55"
} | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2274/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2274/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2273 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2273/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2273/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2273/events | https://github.com/NVIDIA/NeMo/pull/2273 | 904,083,569 | MDExOlB1bGxSZXF1ZXN0NjU1MjY0Nzc4 | 2,273 | Talknet training Fix | {
"login": "stasbel",
"id": 12044462,
"node_id": "MDQ6VXNlcjEyMDQ0NDYy",
"avatar_url": "https://avatars.githubusercontent.com/u/12044462?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/stasbel",
"html_url": "https://github.com/stasbel",
"followers_url": "https://api.github.com/users/stasbel/followers",
"following_url": "https://api.github.com/users/stasbel/following{/other_user}",
"gists_url": "https://api.github.com/users/stasbel/gists{/gist_id}",
"starred_url": "https://api.github.com/users/stasbel/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/stasbel/subscriptions",
"organizations_url": "https://api.github.com/users/stasbel/orgs",
"repos_url": "https://api.github.com/users/stasbel/repos",
"events_url": "https://api.github.com/users/stasbel/events{/privacy}",
"received_events_url": "https://api.github.com/users/stasbel/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-27T18:54:12 | 2021-05-27T19:03:06 | 2021-05-27T19:03:02 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2273",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2273",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2273.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2273.patch",
"merged_at": "2021-05-27T19:03:02"
} | Signed-off-by: Stanislav Beliaev <stasbelyaev96@gmail.com> | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2273/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2273/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2272 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2272/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2272/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2272/events | https://github.com/NVIDIA/NeMo/pull/2272 | 903,981,325 | MDExOlB1bGxSZXF1ZXN0NjU1MTc3OTQ1 | 2,272 | TTS Doc Fix and Remove TTS Test | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-27T16:46:20 | 2021-05-27T18:46:58 | 2021-05-27T18:46:32 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2272",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2272",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2272.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2272.patch",
"merged_at": "2021-05-27T18:46:32"
} | Closes #2262 | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2272/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2272/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2271 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2271/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2271/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2271/events | https://github.com/NVIDIA/NeMo/pull/2271 | 903,962,408 | MDExOlB1bGxSZXF1ZXN0NjU1MTYyNjIy | 2,271 | Add an NVIDIA DALI implementation of AudioToMelSpectrogramPreprocessor | {
"login": "jantonguirao",
"id": 3891217,
"node_id": "MDQ6VXNlcjM4OTEyMTc=",
"avatar_url": "https://avatars.githubusercontent.com/u/3891217?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jantonguirao",
"html_url": "https://github.com/jantonguirao",
"followers_url": "https://api.github.com/users/jantonguirao/followers",
"following_url": "https://api.github.com/users/jantonguirao/following{/other_user}",
"gists_url": "https://api.github.com/users/jantonguirao/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jantonguirao/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jantonguirao/subscriptions",
"organizations_url": "https://api.github.com/users/jantonguirao/orgs",
"repos_url": "https://api.github.com/users/jantonguirao/repos",
"events_url": "https://api.github.com/users/jantonguirao/events{/privacy}",
"received_events_url": "https://api.github.com/users/jantonguirao/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.gi... | null | [
"This pull request **introduces 7 alerts** when merging d95d5d521e8ce34b24793e8587a66c1eaeb1d925 into bee43e840837d7e30e17a65b972e9fe89ecb9ca5 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-37ade276ee5798ce168ea17564133c5501e5e918)\n\n**new alerts:**\n\n* 4 for Unused import\n* 2 for First para... | 2021-05-27T16:23:35 | 2021-07-19T23:11:36 | 2021-07-19T23:11:35 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | true | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2271",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2271",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2271.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2271.patch",
"merged_at": null
} | Adds an option `use_dali` to `AudioToMelSpectrogramPreprocessor` to choose between the native torch implementation of the audio preprocessing pipeline or a DALI based implementation.
Adds unit tests to verify that the results produced by both implementations are equivalent.
Removes code related with previous attempts to integrate with NVIDIA DALI. | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2271/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2271/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2270 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2270/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2270/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2270/events | https://github.com/NVIDIA/NeMo/issues/2270 | 903,451,335 | MDU6SXNzdWU5MDM0NTEzMzU= | 2,270 | Applying CutOut in evaluation | {
"login": "calebchiam",
"id": 14286996,
"node_id": "MDQ6VXNlcjE0Mjg2OTk2",
"avatar_url": "https://avatars.githubusercontent.com/u/14286996?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/calebchiam",
"html_url": "https://github.com/calebchiam",
"followers_url": "https://api.github.com/users/calebchiam/followers",
"following_url": "https://api.github.com/users/calebchiam/following{/other_user}",
"gists_url": "https://api.github.com/users/calebchiam/gists{/gist_id}",
"starred_url": "https://api.github.com/users/calebchiam/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/calebchiam/subscriptions",
"organizations_url": "https://api.github.com/users/calebchiam/orgs",
"repos_url": "https://api.github.com/users/calebchiam/repos",
"events_url": "https://api.github.com/users/calebchiam/events{/privacy}",
"received_events_url": "https://api.github.com/users/calebchiam/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.gi... | null | [
"> SpectrumAugmentation is not being applied to data in evaluation\r\n\r\nAll spec augment is disabled by default in evaluation steps (validation and testing). https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/asr/models/ctc_models.py#L542-L543\r\n\r\nmodel.transcribe() forcibly uses model.eval() - which ag... | 2021-05-27T09:16:41 | 2021-05-28T01:51:10 | 2021-05-28T01:51:10 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I'm trying to deliberately worsen the outputs of an existing pre-trained model. Specifically, I was hoping to apply CutOut to the audio data so that the model outputs will be missing some tokens / frequencies.
My implementation thus far is to just change to `.spec_augmentation` attribute of the model.
`import nemo.collections.asr as nemo_asr
jasper = nemo_asr.models.EncDecCTCModel.from_pretrained(model_name="stt_en_jasper10x5dr")
spectrogram_aug = nemo_asr.modules.SpectrogramAugmentation(rect_masks=1000, rect_time=1200, rect_freq=500) # huge values to see if anything changes
jasper.spec_augmentation = spectrogram_aug
transcripts = jasper.transcribe(paths2audio_files=[
'LibriSpeech_sample.flac', # random audio files
'CHiME5_sample.wav',
])
`
However, I found that the transcripts do not change, suggesting that the SpectrumAugmentation is not being applied to data in evaluation. Even when the`jasper.training` is set to `True`, there is no change in the outputted transcripts. Am I missing something? Thank you! | {
"login": "calebchiam",
"id": 14286996,
"node_id": "MDQ6VXNlcjE0Mjg2OTk2",
"avatar_url": "https://avatars.githubusercontent.com/u/14286996?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/calebchiam",
"html_url": "https://github.com/calebchiam",
"followers_url": "https://api.github.com/users/calebchiam/followers",
"following_url": "https://api.github.com/users/calebchiam/following{/other_user}",
"gists_url": "https://api.github.com/users/calebchiam/gists{/gist_id}",
"starred_url": "https://api.github.com/users/calebchiam/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/calebchiam/subscriptions",
"organizations_url": "https://api.github.com/users/calebchiam/orgs",
"repos_url": "https://api.github.com/users/calebchiam/repos",
"events_url": "https://api.github.com/users/calebchiam/events{/privacy}",
"received_events_url": "https://api.github.com/users/calebchiam/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2270/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2270/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2269 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2269/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2269/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2269/events | https://github.com/NVIDIA/NeMo/pull/2269 | 903,097,452 | MDExOlB1bGxSZXF1ZXN0NjU0MzkzNzI0 | 2,269 | Add support for Numba CUDA optimized SpecAugment | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-27T01:30:38 | 2021-06-04T07:56:15 | 2021-06-04T07:56:12 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2269",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2269",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2269.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2269.patch",
"merged_at": "2021-06-04T07:56:12"
} | # Changelog
- Adds support for numba cuda kernel to perform SpecAugment when following criterion are met:
- Numba version is >= 0.53.1
- Input tensor device = CUDA
- Lengths of the input tensors are provided (handled by NeMo, user's responsibility if called separately)
- User provided flag `use_numba_spec_augment` is set to True (True by default)
- In such a scenario, if the above conditions are met, SpecAugment() will be replaced by SpecAugmentNumba()
- Users can disable this kernel by setting the flag `use_numba_spec_augment` to False. | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2269/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2269/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2268 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2268/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2268/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2268/events | https://github.com/NVIDIA/NeMo/issues/2268 | 902,941,132 | MDU6SXNzdWU5MDI5NDExMzI= | 2,268 | notebook for training nmt models | {
"login": "Troublem1",
"id": 50513773,
"node_id": "MDQ6VXNlcjUwNTEzNzcz",
"avatar_url": "https://avatars.githubusercontent.com/u/50513773?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Troublem1",
"html_url": "https://github.com/Troublem1",
"followers_url": "https://api.github.com/users/Troublem1/followers",
"following_url": "https://api.github.com/users/Troublem1/following{/other_user}",
"gists_url": "https://api.github.com/users/Troublem1/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Troublem1/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Troublem1/subscriptions",
"organizations_url": "https://api.github.com/users/Troublem1/orgs",
"repos_url": "https://api.github.com/users/Troublem1/repos",
"events_url": "https://api.github.com/users/Troublem1/events{/privacy}",
"received_events_url": "https://api.github.com/users/Troublem1/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | false | null | [] | null | [
"please have a look at the NMT docs: https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/r1.0.0rc1/nlp/machine_translation.html "
] | 2021-05-26T21:35:18 | 2021-07-20T07:26:30 | 2021-07-20T07:26:30 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi, I've been trying to use nemo for neural machine translation but i keep hitting a roadblock since the only for of intro notebook on this subject is the text2sparql. Any intro notebook on the matter would be very helpful | {
"login": "VahidooX",
"id": 23551647,
"node_id": "MDQ6VXNlcjIzNTUxNjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/23551647?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/VahidooX",
"html_url": "https://github.com/VahidooX",
"followers_url": "https://api.github.com/users/VahidooX/followers",
"following_url": "https://api.github.com/users/VahidooX/following{/other_user}",
"gists_url": "https://api.github.com/users/VahidooX/gists{/gist_id}",
"starred_url": "https://api.github.com/users/VahidooX/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/VahidooX/subscriptions",
"organizations_url": "https://api.github.com/users/VahidooX/orgs",
"repos_url": "https://api.github.com/users/VahidooX/repos",
"events_url": "https://api.github.com/users/VahidooX/events{/privacy}",
"received_events_url": "https://api.github.com/users/VahidooX/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2268/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2268/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2267 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2267/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2267/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2267/events | https://github.com/NVIDIA/NeMo/issues/2267 | 902,905,887 | MDU6SXNzdWU5MDI5MDU4ODc= | 2,267 | NormalizerWithAudio - Allow plural Serial verbalizers | {
"login": "sbuser",
"id": 949444,
"node_id": "MDQ6VXNlcjk0OTQ0NA==",
"avatar_url": "https://avatars.githubusercontent.com/u/949444?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sbuser",
"html_url": "https://github.com/sbuser",
"followers_url": "https://api.github.com/users/sbuser/followers",
"following_url": "https://api.github.com/users/sbuser/following{/other_user}",
"gists_url": "https://api.github.com/users/sbuser/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sbuser/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sbuser/subscriptions",
"organizations_url": "https://api.github.com/users/sbuser/orgs",
"repos_url": "https://api.github.com/users/sbuser/repos",
"events_url": "https://api.github.com/users/sbuser/events{/privacy}",
"received_events_url": "https://api.github.com/users/sbuser/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | false | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://a... | null | [] | 2021-05-26T20:52:25 | 2021-06-08T22:08:35 | 2021-06-08T22:08:35 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Is your feature request related to a problem? Please describe.**
Pluralized verbalizers of Serial objects are not available in the results from NormalizerWithAudio.normalize_with_audio(), but a large number of plural serials exist in English eg "B-52s" should allow for a verbalizer of "B fifty twos" in addition to "B fifty two S". The correctly pluralized serial should be discernible with the CER and audio transcript.
These appear often in the financial, military, and other realms (think "401ks" "1099s" "W2s" etc).
**Describe the solution you'd like**
Add a parameter to the Serial FST. If it ends in "s" (or a plural form), offer a plural form of serial[-2] to the verbalizers as an option (and drop serial[-1]).
This may be non-trivial when serials end in a letter eg "401k" --> "four oh one kays" may be more useful than "four oh one ks"
**Describe alternatives you've considered**
The usual regex preprocessing which should be more efficiently implemented in FSTs?
**Additional context**
```python
from nemo_text_processing.text_normalization.normalize_with_audio import NormalizerWithAudio
audio_normalizer = NormalizerWithAudio(input_case='cased')
texts = [
"Twelve B-17s were totally destroyed.",
"8 401ks were emptied.",
]
for text in texts:
normalized_texts = audio_normalizer.normalize_with_audio(text, verbose=False)
print('\n'.join([x for x in normalized_texts]))
assert "eight four oh one kays were emptied." in normalized_texts or "Twelve B seventeens were totally destroyed" in normalized_texts
``` | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2267/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2267/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2266 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2266/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2266/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2266/events | https://github.com/NVIDIA/NeMo/issues/2266 | 902,614,103 | MDU6SXNzdWU5MDI2MTQxMDM= | 2,266 | Normalizer and NormalizerWithAudio fail with dashed tokens eg "550-pound bomb" | {
"login": "sbuser",
"id": 949444,
"node_id": "MDQ6VXNlcjk0OTQ0NA==",
"avatar_url": "https://avatars.githubusercontent.com/u/949444?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sbuser",
"html_url": "https://github.com/sbuser",
"followers_url": "https://api.github.com/users/sbuser/followers",
"following_url": "https://api.github.com/users/sbuser/following{/other_user}",
"gists_url": "https://api.github.com/users/sbuser/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sbuser/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sbuser/subscriptions",
"organizations_url": "https://api.github.com/users/sbuser/orgs",
"repos_url": "https://api.github.com/users/sbuser/repos",
"events_url": "https://api.github.com/users/sbuser/events{/privacy}",
"received_events_url": "https://api.github.com/users/sbuser/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1485815557,
"node_id": "MDU6TGFiZWwxNDg1ODE1NTU3",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/bug",
"name": "bug",
"color": "d73a4a",
"default": true,
"description": "Something isn't working"
},
{
"id": 4910680898,
"node_id": "LA_kwDOC_bI7s8AAAABJLMLQg",
... | closed | false | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/u... | null | [
"The taggers pick these examples up as Serials and not as Measures. The options with the spaces between the letters make sense if it's a Serial.\r\n\r\nI think a modification to the tagger for Measure that allows the dash between Cardinal and Unit may do the trick. If I can figure out the syntax...",
"Yes, this i... | 2021-05-26T16:05:50 | 2022-12-19T21:50:11 | 2021-06-08T22:08:35 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
Example sentence fragments for text normalizer:
"It had 12-inch guns and a 21-knot cruising speed."
"Each 550-pound bomb exploded."
**Steps/Code to reproduce bug**
```python
from nemo_text_processing.text_normalization.normalize import Normalizer
from nemo_text_processing.text_normalization.normalize_with_audio import NormalizerWithAudio
normalizer = Normalizer(input_case='cased')
audio_normalizer = NormalizerWithAudio(input_case='cased')
texts = [
"It had 12-inch guns and a 21-knot cruising speed.",
"Each 550-pound bomb exploded.",
]
for text in texts:
normalized_text = normalizer.normalize(text, verbose=False)
print(normalized_text)
normalized_texts = audio_normalizer.normalize_with_audio(text, verbose=False)
print(normalized_texts)
```
The results from normalized_texts will be something like (notice the spaces between each letter in the word for the units):
"five hundred fifty p o u n d bomb"
and
"twenty one k n o t cruising speed"
It seems like the sparrow/pynini rules don't allow for dashed text input followed by a unit and interpret the unit as an abbreviation. The CER calculation in NormalizerWithAudio doesn't repair this because the results from normalize_with_audio() don't ever contain the expected outputs.
**Expected behavior**
"five hundred fifty pound bomb"
"twenty one knot cruising speed"
**Environment overview (please complete the following information)**
- Environment location: Bare-metal
- Method of NeMo install: pip install from source, main branch
**Environment details**
If NVIDIA docker image is used you don't need to specify these.
Otherwise, please provide:
- OS version Ubuntu 20.10
- PyTorch version 1.7.1
- Python version 3.8.5
I'm trying to track down where in pynini or the nemo rules this is happening and if I find it I will follow-up. | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2266/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2266/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2265 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2265/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2265/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2265/events | https://github.com/NVIDIA/NeMo/pull/2265 | 901,812,079 | MDExOlB1bGxSZXF1ZXN0NjUzMjM5OTgx | 2,265 | Update conformer recipes | {
"login": "VahidooX",
"id": 23551647,
"node_id": "MDQ6VXNlcjIzNTUxNjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/23551647?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/VahidooX",
"html_url": "https://github.com/VahidooX",
"followers_url": "https://api.github.com/users/VahidooX/followers",
"following_url": "https://api.github.com/users/VahidooX/following{/other_user}",
"gists_url": "https://api.github.com/users/VahidooX/gists{/gist_id}",
"starred_url": "https://api.github.com/users/VahidooX/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/VahidooX/subscriptions",
"organizations_url": "https://api.github.com/users/VahidooX/orgs",
"repos_url": "https://api.github.com/users/VahidooX/repos",
"events_url": "https://api.github.com/users/VahidooX/events{/privacy}",
"received_events_url": "https://api.github.com/users/VahidooX/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"how about we remove links to non-ready checkpoints and merge this?",
"Agreed. Everything else seems ready to merge ",
"> \r\n> \r\n> how about we remove links to non-ready checkpoints and merge this?\r\n\r\n\r\n\r\n> \r\n> \r\n> how about we remove links to non-ready checkpoints and merge this?\r\n\r\nDropped ... | 2021-05-26T06:02:01 | 2021-08-06T08:00:39 | 2021-06-01T22:26:51 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2265",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2265",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2265.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2265.patch",
"merged_at": "2021-06-01T22:26:51"
} | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2265/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2265/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2264 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2264/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2264/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2264/events | https://github.com/NVIDIA/NeMo/pull/2264 | 901,622,127 | MDExOlB1bGxSZXF1ZXN0NjUzMDY2Mjg4 | 2,264 | fixed entity linking tutorial bugs | {
"login": "vadam5",
"id": 78445382,
"node_id": "MDQ6VXNlcjc4NDQ1Mzgy",
"avatar_url": "https://avatars.githubusercontent.com/u/78445382?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/vadam5",
"html_url": "https://github.com/vadam5",
"followers_url": "https://api.github.com/users/vadam5/followers",
"following_url": "https://api.github.com/users/vadam5/following{/other_user}",
"gists_url": "https://api.github.com/users/vadam5/gists{/gist_id}",
"starred_url": "https://api.github.com/users/vadam5/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/vadam5/subscriptions",
"organizations_url": "https://api.github.com/users/vadam5/orgs",
"repos_url": "https://api.github.com/users/vadam5/repos",
"events_url": "https://api.github.com/users/vadam5/events{/privacy}",
"received_events_url": "https://api.github.com/users/vadam5/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-26T01:54:58 | 2021-05-26T12:51:40 | 2021-05-26T04:03:26 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2264",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2264",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2264.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2264.patch",
"merged_at": "2021-05-26T04:03:26"
} | Fixed typos, wrong branch, and wget download location in entity linking jupyter notebook from bugs 3310780 and 3310799 | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2264/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2264/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2263 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2263/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2263/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2263/events | https://github.com/NVIDIA/NeMo/pull/2263 | 901,618,031 | MDExOlB1bGxSZXF1ZXN0NjUzMDYyNTU0 | 2,263 | fixed Entity Linking Tutorial Bugs | {
"login": "vadam5",
"id": 78445382,
"node_id": "MDQ6VXNlcjc4NDQ1Mzgy",
"avatar_url": "https://avatars.githubusercontent.com/u/78445382?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/vadam5",
"html_url": "https://github.com/vadam5",
"followers_url": "https://api.github.com/users/vadam5/followers",
"following_url": "https://api.github.com/users/vadam5/following{/other_user}",
"gists_url": "https://api.github.com/users/vadam5/gists{/gist_id}",
"starred_url": "https://api.github.com/users/vadam5/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/vadam5/subscriptions",
"organizations_url": "https://api.github.com/users/vadam5/orgs",
"repos_url": "https://api.github.com/users/vadam5/repos",
"events_url": "https://api.github.com/users/vadam5/events{/privacy}",
"received_events_url": "https://api.github.com/users/vadam5/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-26T01:49:24 | 2021-05-26T12:51:41 | 2021-05-26T01:54:13 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2263",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2263",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2263.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2263.patch",
"merged_at": null
} | Fixed typos, wrong branch, and wget download location in entity linking jupyter notebook from bugs 3310780 and 3310799 | {
"login": "vadam5",
"id": 78445382,
"node_id": "MDQ6VXNlcjc4NDQ1Mzgy",
"avatar_url": "https://avatars.githubusercontent.com/u/78445382?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/vadam5",
"html_url": "https://github.com/vadam5",
"followers_url": "https://api.github.com/users/vadam5/followers",
"following_url": "https://api.github.com/users/vadam5/following{/other_user}",
"gists_url": "https://api.github.com/users/vadam5/gists{/gist_id}",
"starred_url": "https://api.github.com/users/vadam5/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/vadam5/subscriptions",
"organizations_url": "https://api.github.com/users/vadam5/orgs",
"repos_url": "https://api.github.com/users/vadam5/repos",
"events_url": "https://api.github.com/users/vadam5/events{/privacy}",
"received_events_url": "https://api.github.com/users/vadam5/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2263/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2263/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2262 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2262/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2262/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2262/events | https://github.com/NVIDIA/NeMo/issues/2262 | 901,344,679 | MDU6SXNzdWU5MDEzNDQ2Nzk= | 2,262 | TTS User Guide | {
"login": "jsilbergDS",
"id": 71464491,
"node_id": "MDQ6VXNlcjcxNDY0NDkx",
"avatar_url": "https://avatars.githubusercontent.com/u/71464491?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jsilbergDS",
"html_url": "https://github.com/jsilbergDS",
"followers_url": "https://api.github.com/users/jsilbergDS/followers",
"following_url": "https://api.github.com/users/jsilbergDS/following{/other_user}",
"gists_url": "https://api.github.com/users/jsilbergDS/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jsilbergDS/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jsilbergDS/subscriptions",
"organizations_url": "https://api.github.com/users/jsilbergDS/orgs",
"repos_url": "https://api.github.com/users/jsilbergDS/repos",
"events_url": "https://api.github.com/users/jsilbergDS/events{/privacy}",
"received_events_url": "https://api.github.com/users/jsilbergDS/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1485815557,
"node_id": "MDU6TGFiZWwxNDg1ODE1NTU3",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/bug",
"name": "bug",
"color": "d73a4a",
"default": true,
"description": "Something isn't working"
}
] | closed | false | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/... | null | [
"1) will be fixed in our upcoming release\r\nThanks for finding 2. I'll push a fix.",
"Thanks! On #2, this may just be an issue with what version Colab imports (so users not using Colab might not get the error with the current NeMo code, not sure?)",
"Should be fixed now. If not, please open another issue."
] | 2021-05-25T20:43:01 | 2021-06-08T17:14:24 | 2021-06-08T17:14:23 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Please note the TTS user guide quick start seems to have two issues (https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/stable/tts/intro.html):
1) More easily solvable: spec_generator = SpectrogramGenerator.from_pretrained("tts_en_tacotron2") <- the variable should be named spec_gen to match the lines that follow
2) The last line:
sf.write("speech.wav", audio.to('cpu').numpy(), 22050)
This gives the error "RuntimeError: Error opening 'speech.wav': Format not recognised." I believe this is an error with soundfile, see: https://github.com/bastibe/python-soundfile/issues/203
EDIT: For issue 2, to fix this in Colab, simply create audio2 = audio.transpose(), which works. May just be an issue with the version of soundfile imported by Colab.
| {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2262/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2262/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2261 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2261/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2261/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2261/events | https://github.com/NVIDIA/NeMo/issues/2261 | 901,272,667 | MDU6SXNzdWU5MDEyNzI2Njc= | 2,261 | Can a language model trained using transformer_lm be used with beam_search_decoder? | {
"login": "jsilbergDS",
"id": 71464491,
"node_id": "MDQ6VXNlcjcxNDY0NDkx",
"avatar_url": "https://avatars.githubusercontent.com/u/71464491?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jsilbergDS",
"html_url": "https://github.com/jsilbergDS",
"followers_url": "https://api.github.com/users/jsilbergDS/followers",
"following_url": "https://api.github.com/users/jsilbergDS/following{/other_user}",
"gists_url": "https://api.github.com/users/jsilbergDS/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jsilbergDS/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jsilbergDS/subscriptions",
"organizations_url": "https://api.github.com/users/jsilbergDS/orgs",
"repos_url": "https://api.github.com/users/jsilbergDS/repos",
"events_url": "https://api.github.com/users/jsilbergDS/events{/privacy}",
"received_events_url": "https://api.github.com/users/jsilbergDS/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"You may have N-gram LM with beam search decoder or just beam search decoder without N-gram to produce some top candidates, then use the Transformer LM as a Neural Rescorer to rescore the candidates. Then the scores from Neural Rescorer can get weighted average with scores from beam search decoder to produce the fi... | 2021-05-25T19:40:41 | 2021-06-04T08:24:41 | 2021-06-04T08:24:41 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I have seen a pipeline is coming for this, but just wanted to check in on current state, thanks so much! | {
"login": "jsilbergDS",
"id": 71464491,
"node_id": "MDQ6VXNlcjcxNDY0NDkx",
"avatar_url": "https://avatars.githubusercontent.com/u/71464491?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jsilbergDS",
"html_url": "https://github.com/jsilbergDS",
"followers_url": "https://api.github.com/users/jsilbergDS/followers",
"following_url": "https://api.github.com/users/jsilbergDS/following{/other_user}",
"gists_url": "https://api.github.com/users/jsilbergDS/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jsilbergDS/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jsilbergDS/subscriptions",
"organizations_url": "https://api.github.com/users/jsilbergDS/orgs",
"repos_url": "https://api.github.com/users/jsilbergDS/repos",
"events_url": "https://api.github.com/users/jsilbergDS/events{/privacy}",
"received_events_url": "https://api.github.com/users/jsilbergDS/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2261/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2261/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2258 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2258/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2258/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2258/events | https://github.com/NVIDIA/NeMo/pull/2258 | 900,159,433 | MDExOlB1bGxSZXF1ZXN0NjUxNzU4NzA0 | 2,258 | Update primer tutorial for 1.0 release | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-25T01:24:46 | 2021-05-25T20:10:29 | 2021-05-25T16:43:20 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2258",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2258",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2258.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2258.patch",
"merged_at": "2021-05-25T16:43:20"
} | # Changelog
- Update NeMo primer notebook to use Citrinet | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2258/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2258/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2257 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2257/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2257/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2257/events | https://github.com/NVIDIA/NeMo/issues/2257 | 900,124,885 | MDU6SXNzdWU5MDAxMjQ4ODU= | 2,257 | Can a language model trained using transformer_lm be used with beam_search_decoder? | {
"login": "jsilbergDS",
"id": 71464491,
"node_id": "MDQ6VXNlcjcxNDY0NDkx",
"avatar_url": "https://avatars.githubusercontent.com/u/71464491?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jsilbergDS",
"html_url": "https://github.com/jsilbergDS",
"followers_url": "https://api.github.com/users/jsilbergDS/followers",
"following_url": "https://api.github.com/users/jsilbergDS/following{/other_user}",
"gists_url": "https://api.github.com/users/jsilbergDS/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jsilbergDS/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jsilbergDS/subscriptions",
"organizations_url": "https://api.github.com/users/jsilbergDS/orgs",
"repos_url": "https://api.github.com/users/jsilbergDS/repos",
"events_url": "https://api.github.com/users/jsilbergDS/events{/privacy}",
"received_events_url": "https://api.github.com/users/jsilbergDS/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | false | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://a... | null | [] | 2021-05-25T00:23:30 | 2021-05-25T19:40:49 | 2021-05-25T19:40:49 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I have seen a pipeline is coming for this, but just wanted to check in on current state, thanks so much! | {
"login": "jsilbergDS",
"id": 71464491,
"node_id": "MDQ6VXNlcjcxNDY0NDkx",
"avatar_url": "https://avatars.githubusercontent.com/u/71464491?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jsilbergDS",
"html_url": "https://github.com/jsilbergDS",
"followers_url": "https://api.github.com/users/jsilbergDS/followers",
"following_url": "https://api.github.com/users/jsilbergDS/following{/other_user}",
"gists_url": "https://api.github.com/users/jsilbergDS/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jsilbergDS/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jsilbergDS/subscriptions",
"organizations_url": "https://api.github.com/users/jsilbergDS/orgs",
"repos_url": "https://api.github.com/users/jsilbergDS/repos",
"events_url": "https://api.github.com/users/jsilbergDS/events{/privacy}",
"received_events_url": "https://api.github.com/users/jsilbergDS/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2257/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2257/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2256 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2256/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2256/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2256/events | https://github.com/NVIDIA/NeMo/issues/2256 | 900,115,395 | MDU6SXNzdWU5MDAxMTUzOTU= | 2,256 | 'num_speakers' missing from config file for speaker diarization | {
"login": "cjameyson",
"id": 301299,
"node_id": "MDQ6VXNlcjMwMTI5OQ==",
"avatar_url": "https://avatars.githubusercontent.com/u/301299?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/cjameyson",
"html_url": "https://github.com/cjameyson",
"followers_url": "https://api.github.com/users/cjameyson/followers",
"following_url": "https://api.github.com/users/cjameyson/following{/other_user}",
"gists_url": "https://api.github.com/users/cjameyson/gists{/gist_id}",
"starred_url": "https://api.github.com/users/cjameyson/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/cjameyson/subscriptions",
"organizations_url": "https://api.github.com/users/cjameyson/orgs",
"repos_url": "https://api.github.com/users/cjameyson/repos",
"events_url": "https://api.github.com/users/cjameyson/events{/privacy}",
"received_events_url": "https://api.github.com/users/cjameyson/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https://api.github.com/users/nithinraok/followers",
"following_url": "https://api.github.com/users/nithinraok/following{/other_user}",
"gists_url": "https://api.github.com/users/nithinraok/gists{/gist_id}",
"starred_url": "https://api.github.com/users/nithinraok/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/nithinraok/subscriptions",
"organizations_url": "https://api.github.com/users/nithinraok/orgs",
"repos_url": "https://api.github.com/users/nithinraok/repos",
"events_url": "https://api.github.com/users/nithinraok/events{/privacy}",
"received_events_url": "https://api.github.com/users/nithinraok/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https:... | null | [
"Hi @cjameyson , \r\nYou are probably using a notebook from main branch but codebase version `1.0.0rc1`, \r\nwe changed `num_speakers` to `oracle_num_speakers` which takes number of speakers per input session else None, also included `max_num_speakers` option. \r\nRefer to this section for more info:\r\nhttps://doc... | 2021-05-25T00:01:59 | 2021-05-26T00:34:27 | 2021-05-26T00:34:27 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | `num_speakers` is missing from `NeMo/examples/speaker_recognition/conf/speaker_diarization.yaml`
Which causes the tutorial for ASR_with_SpeakerDiarization.ipynb to break on this code cell:
```
from nemo.collections.asr.models import ClusteringDiarizer
oracle_model = ClusteringDiarizer(cfg=config);
oracle_model.diarize();
```
For the following error:
```
ConfigAttributeError: Key 'num_speakers' is not in struct
full_key: diarizer.num_speakers
reference_type=Any
object_type=dict
```
nemo.__version__ = '1.0.0rc1'
| {
"login": "cjameyson",
"id": 301299,
"node_id": "MDQ6VXNlcjMwMTI5OQ==",
"avatar_url": "https://avatars.githubusercontent.com/u/301299?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/cjameyson",
"html_url": "https://github.com/cjameyson",
"followers_url": "https://api.github.com/users/cjameyson/followers",
"following_url": "https://api.github.com/users/cjameyson/following{/other_user}",
"gists_url": "https://api.github.com/users/cjameyson/gists{/gist_id}",
"starred_url": "https://api.github.com/users/cjameyson/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/cjameyson/subscriptions",
"organizations_url": "https://api.github.com/users/cjameyson/orgs",
"repos_url": "https://api.github.com/users/cjameyson/repos",
"events_url": "https://api.github.com/users/cjameyson/events{/privacy}",
"received_events_url": "https://api.github.com/users/cjameyson/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2256/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2256/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2255 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2255/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2255/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2255/events | https://github.com/NVIDIA/NeMo/issues/2255 | 899,118,648 | MDU6SXNzdWU4OTkxMTg2NDg= | 2,255 | Cant download model | {
"login": "sadia95",
"id": 50978534,
"node_id": "MDQ6VXNlcjUwOTc4NTM0",
"avatar_url": "https://avatars.githubusercontent.com/u/50978534?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sadia95",
"html_url": "https://github.com/sadia95",
"followers_url": "https://api.github.com/users/sadia95/followers",
"following_url": "https://api.github.com/users/sadia95/following{/other_user}",
"gists_url": "https://api.github.com/users/sadia95/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sadia95/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sadia95/subscriptions",
"organizations_url": "https://api.github.com/users/sadia95/orgs",
"repos_url": "https://api.github.com/users/sadia95/repos",
"events_url": "https://api.github.com/users/sadia95/events{/privacy}",
"received_events_url": "https://api.github.com/users/sadia95/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1719393562,
"node_id": "MDU6TGFiZWwxNzE5MzkzNTYy",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/feature",
"name": "feature",
"color": "68F3F0",
"default": false,
"description": "request/PR for a new feature"
}
] | closed | false | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://a... | null | [
"Was able to download just now. Could you retry - maybe some issue with the server in the last attempt?",
"I am getting the same error again and again. I am actually downloading it on a cluster. That could be the reason?",
"If the cluster does not have access to the internet (other than the local intranet), the... | 2021-05-23T22:02:31 | 2021-05-30T14:51:39 | 2021-05-30T14:51:39 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Please help me resolve this. I am not able to download the model and get an error later that cant download from url.
| {
"login": "sadia95",
"id": 50978534,
"node_id": "MDQ6VXNlcjUwOTc4NTM0",
"avatar_url": "https://avatars.githubusercontent.com/u/50978534?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sadia95",
"html_url": "https://github.com/sadia95",
"followers_url": "https://api.github.com/users/sadia95/followers",
"following_url": "https://api.github.com/users/sadia95/following{/other_user}",
"gists_url": "https://api.github.com/users/sadia95/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sadia95/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sadia95/subscriptions",
"organizations_url": "https://api.github.com/users/sadia95/orgs",
"repos_url": "https://api.github.com/users/sadia95/repos",
"events_url": "https://api.github.com/users/sadia95/events{/privacy}",
"received_events_url": "https://api.github.com/users/sadia95/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2255/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2255/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2254 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2254/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2254/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2254/events | https://github.com/NVIDIA/NeMo/issues/2254 | 898,804,341 | MDU6SXNzdWU4OTg4MDQzNDE= | 2,254 | How can I change batch-size from pretrained model | {
"login": "namdn",
"id": 5409672,
"node_id": "MDQ6VXNlcjU0MDk2NzI=",
"avatar_url": "https://avatars.githubusercontent.com/u/5409672?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/namdn",
"html_url": "https://github.com/namdn",
"followers_url": "https://api.github.com/users/namdn/followers",
"following_url": "https://api.github.com/users/namdn/following{/other_user}",
"gists_url": "https://api.github.com/users/namdn/gists{/gist_id}",
"starred_url": "https://api.github.com/users/namdn/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/namdn/subscriptions",
"organizations_url": "https://api.github.com/users/namdn/orgs",
"repos_url": "https://api.github.com/users/namdn/repos",
"events_url": "https://api.github.com/users/namdn/events{/privacy}",
"received_events_url": "https://api.github.com/users/namdn/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.gi... | null | [
"You can change the batch size for training by following same steps you perform to update the training manifest - you can use train_ds.batch_size and validation_ds.batch_size "
] | 2021-05-22T13:33:02 | 2021-06-09T21:26:30 | 2021-06-09T21:26:30 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2254/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2254/timeline | null | completed | false | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2253 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2253/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2253/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2253/events | https://github.com/NVIDIA/NeMo/issues/2253 | 898,751,005 | MDU6SXNzdWU4OTg3NTEwMDU= | 2,253 | 100% WER on twice fine-Tuning with Persian audio using NEMO QuartzNet15*5 | {
"login": "MelikaBahmanabadi",
"id": 56230126,
"node_id": "MDQ6VXNlcjU2MjMwMTI2",
"avatar_url": "https://avatars.githubusercontent.com/u/56230126?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/MelikaBahmanabadi",
"html_url": "https://github.com/MelikaBahmanabadi",
"followers_url": "https://api.github.com/users/MelikaBahmanabadi/followers",
"following_url": "https://api.github.com/users/MelikaBahmanabadi/following{/other_user}",
"gists_url": "https://api.github.com/users/MelikaBahmanabadi/gists{/gist_id}",
"starred_url": "https://api.github.com/users/MelikaBahmanabadi/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/MelikaBahmanabadi/subscriptions",
"organizations_url": "https://api.github.com/users/MelikaBahmanabadi/orgs",
"repos_url": "https://api.github.com/users/MelikaBahmanabadi/repos",
"events_url": "https://api.github.com/users/MelikaBahmanabadi/events{/privacy}",
"received_events_url": "https://api.github.com/users/MelikaBahmanabadi/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1485815557,
"node_id": "MDU6TGFiZWwxNDg1ODE1NTU3",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/bug",
"name": "bug",
"color": "d73a4a",
"default": true,
"description": "Something isn't working"
}
] | closed | false | null | [] | null | [
"Does the loss reduce to earlier levels when you combine datasets? How many finetuning steps are performed?",
"> Does the loss reduce to earlier levels when you combine datasets? How many finetuning steps are performed?\r\n\r\nYes. The loss reduces. I test different epochs such as 5,10,20,50,100, and 200 but the ... | 2021-05-22T08:17:16 | 2021-06-19T04:36:49 | 2021-06-19T04:36:49 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Fine-tuning on restored checkpoint has WER 100% with Persian audio**
Hi
I fine-tuned the Quartz Net 15*5 model with 235 hours dataset of Persian Mozilla Common Voice. When I tested the fine-tuned model with Persian Common Voice It worked well with WER 35%. So I saved the checkpoint of it.
Now I restore that checkpoint. I start fine-tune it with another Persian dataset in new domain. The audios of new dataset are recorded telephony audio. I changed the sample rate of new dataset from 8KHZ to 16KHZ and convert each telephony audio to different chunks due to long duration and lack of RAM problem in Colab tarring process.
After I fine-tuned the checkpoint with new dataset I test it but the test result in transcription is not good any more. The model can not transcribe any audio even one correct word. In fact it transcribe some alphabet not a complete word or sentence.
What`s your suggestion for new fine-tuning with telephony Persian audio dataset on the mentioned checkpoint?
**Environment overview**
- Environment location: Google Colab
- Method of NeMo install: !pip install nemo_toolkit[asr]
- NeMo version: 1.0.0
- Learning Rate: 1e-5
**Environment details**
- OS version : "Ubuntu20.04.3 LTS"
- PyTorch version : "1.7.1"
- Dataset used for first Fine-Tuning: "Persian Common Voice" (Mozilla) and duration: 235 hours
- Dataset used for first Fine-Tuning: "Persian Telephony Audio" and duration: 22 minutes | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2253/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2253/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2252 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2252/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2252/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2252/events | https://github.com/NVIDIA/NeMo/issues/2252 | 898,739,693 | MDU6SXNzdWU4OTg3Mzk2OTM= | 2,252 | TalkNet 2? | {
"login": "SortAnon",
"id": 56806675,
"node_id": "MDQ6VXNlcjU2ODA2Njc1",
"avatar_url": "https://avatars.githubusercontent.com/u/56806675?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/SortAnon",
"html_url": "https://github.com/SortAnon",
"followers_url": "https://api.github.com/users/SortAnon/followers",
"following_url": "https://api.github.com/users/SortAnon/following{/other_user}",
"gists_url": "https://api.github.com/users/SortAnon/gists{/gist_id}",
"starred_url": "https://api.github.com/users/SortAnon/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/SortAnon/subscriptions",
"organizations_url": "https://api.github.com/users/SortAnon/orgs",
"repos_url": "https://api.github.com/users/SortAnon/repos",
"events_url": "https://api.github.com/users/SortAnon/events{/privacy}",
"received_events_url": "https://api.github.com/users/SortAnon/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"login": "stasbel",
"id": 12044462,
"node_id": "MDQ6VXNlcjEyMDQ0NDYy",
"avatar_url": "https://avatars.githubusercontent.com/u/12044462?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/stasbel",
"html_url": "https://github.com/stasbel",
"followers_url": "https://api.github.com/users/stasbel/followers",
"following_url": "https://api.github.com/users/stasbel/following{/other_user}",
"gists_url": "https://api.github.com/users/stasbel/gists{/gist_id}",
"starred_url": "https://api.github.com/users/stasbel/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/stasbel/subscriptions",
"organizations_url": "https://api.github.com/users/stasbel/orgs",
"repos_url": "https://api.github.com/users/stasbel/repos",
"events_url": "https://api.github.com/users/stasbel/events{/privacy}",
"received_events_url": "https://api.github.com/users/stasbel/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "stasbel",
"id": 12044462,
"node_id": "MDQ6VXNlcjEyMDQ0NDYy",
"avatar_url": "https://avatars.githubusercontent.com/u/12044462?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/stasbel",
"html_url": "https://github.com/stasbel",
"followers_url": "https://api.git... | null | [] | 2021-05-22T07:05:37 | 2021-06-20T00:12:49 | 2021-06-20T00:12:49 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | [This recent paper](https://arxiv.org/abs/2104.08189) is titled "TalkNet 2". But the model is referred to as "TalkNet" in the actual text (no 2), and recent pull requests here mention "TalkNet 1.0".
Is there a difference between the TalkNet discussed in the paper, and the TalkNet that's implemented here? | {
"login": "SortAnon",
"id": 56806675,
"node_id": "MDQ6VXNlcjU2ODA2Njc1",
"avatar_url": "https://avatars.githubusercontent.com/u/56806675?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/SortAnon",
"html_url": "https://github.com/SortAnon",
"followers_url": "https://api.github.com/users/SortAnon/followers",
"following_url": "https://api.github.com/users/SortAnon/following{/other_user}",
"gists_url": "https://api.github.com/users/SortAnon/gists{/gist_id}",
"starred_url": "https://api.github.com/users/SortAnon/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/SortAnon/subscriptions",
"organizations_url": "https://api.github.com/users/SortAnon/orgs",
"repos_url": "https://api.github.com/users/SortAnon/repos",
"events_url": "https://api.github.com/users/SortAnon/events{/privacy}",
"received_events_url": "https://api.github.com/users/SortAnon/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2252/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2252/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2251 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2251/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2251/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2251/events | https://github.com/NVIDIA/NeMo/pull/2251 | 898,665,336 | MDExOlB1bGxSZXF1ZXN0NjUwNTIwMzE0 | 2,251 | Log average metrics for Multi-validation in NMT | {
"login": "aklife97",
"id": 16078071,
"node_id": "MDQ6VXNlcjE2MDc4MDcx",
"avatar_url": "https://avatars.githubusercontent.com/u/16078071?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/aklife97",
"html_url": "https://github.com/aklife97",
"followers_url": "https://api.github.com/users/aklife97/followers",
"following_url": "https://api.github.com/users/aklife97/following{/other_user}",
"gists_url": "https://api.github.com/users/aklife97/gists{/gist_id}",
"starred_url": "https://api.github.com/users/aklife97/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/aklife97/subscriptions",
"organizations_url": "https://api.github.com/users/aklife97/orgs",
"repos_url": "https://api.github.com/users/aklife97/repos",
"events_url": "https://api.github.com/users/aklife97/events{/privacy}",
"received_events_url": "https://api.github.com/users/aklife97/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-21T23:42:01 | 2022-01-11T16:37:21 | 2021-05-24T20:05:33 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2251",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2251",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2251.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2251.patch",
"merged_at": "2021-05-24T20:05:33"
} | Add averaged metrics to log when using multiple validation/test sets. | {
"login": "MaximumEntropy",
"id": 9114321,
"node_id": "MDQ6VXNlcjkxMTQzMjE=",
"avatar_url": "https://avatars.githubusercontent.com/u/9114321?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/MaximumEntropy",
"html_url": "https://github.com/MaximumEntropy",
"followers_url": "https://api.github.com/users/MaximumEntropy/followers",
"following_url": "https://api.github.com/users/MaximumEntropy/following{/other_user}",
"gists_url": "https://api.github.com/users/MaximumEntropy/gists{/gist_id}",
"starred_url": "https://api.github.com/users/MaximumEntropy/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/MaximumEntropy/subscriptions",
"organizations_url": "https://api.github.com/users/MaximumEntropy/orgs",
"repos_url": "https://api.github.com/users/MaximumEntropy/repos",
"events_url": "https://api.github.com/users/MaximumEntropy/events{/privacy}",
"received_events_url": "https://api.github.com/users/MaximumEntropy/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2251/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2251/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2250 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2250/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2250/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2250/events | https://github.com/NVIDIA/NeMo/pull/2250 | 898,448,366 | MDExOlB1bGxSZXF1ZXN0NjUwMzE5OTAw | 2,250 | [BUGFIX] Only process tarfile artifacts when model was restored from tarfile | {
"login": "ericharper",
"id": 11999610,
"node_id": "MDQ6VXNlcjExOTk5NjEw",
"avatar_url": "https://avatars.githubusercontent.com/u/11999610?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ericharper",
"html_url": "https://github.com/ericharper",
"followers_url": "https://api.github.com/users/ericharper/followers",
"following_url": "https://api.github.com/users/ericharper/following{/other_user}",
"gists_url": "https://api.github.com/users/ericharper/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ericharper/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ericharper/subscriptions",
"organizations_url": "https://api.github.com/users/ericharper/orgs",
"repos_url": "https://api.github.com/users/ericharper/repos",
"events_url": "https://api.github.com/users/ericharper/events{/privacy}",
"received_events_url": "https://api.github.com/users/ericharper/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-21T20:22:40 | 2022-01-11T16:37:22 | 2021-05-21T23:16:34 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2250",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2250",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2250.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2250.patch",
"merged_at": "2021-05-21T23:16:34"
} | NLP models are having tarfile artifacts when calling save_to. This is causing tarfile artifacts to be processed even though the model was not restored from a tarfile. | {
"login": "ericharper",
"id": 11999610,
"node_id": "MDQ6VXNlcjExOTk5NjEw",
"avatar_url": "https://avatars.githubusercontent.com/u/11999610?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ericharper",
"html_url": "https://github.com/ericharper",
"followers_url": "https://api.github.com/users/ericharper/followers",
"following_url": "https://api.github.com/users/ericharper/following{/other_user}",
"gists_url": "https://api.github.com/users/ericharper/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ericharper/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ericharper/subscriptions",
"organizations_url": "https://api.github.com/users/ericharper/orgs",
"repos_url": "https://api.github.com/users/ericharper/repos",
"events_url": "https://api.github.com/users/ericharper/events{/privacy}",
"received_events_url": "https://api.github.com/users/ericharper/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2250/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2250/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2249 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2249/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2249/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2249/events | https://github.com/NVIDIA/NeMo/pull/2249 | 898,446,700 | MDExOlB1bGxSZXF1ZXN0NjUwMzE4MzMz | 2,249 | Update FastPitch | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 1 alert** when merging e64d265f4be1ff2f93a15bec7937e84e96091137 into 9c75c348bc8137717ca79a34a93c50028ffdfd38 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-815154e263c9e74ca0cef21d3ca85e9d209c2060)\n\n**new alerts:**\n\n* 1 for Unused import",
"This pull reque... | 2021-05-21T20:21:27 | 2021-10-01T15:38:19 | 2021-06-07T13:09:37 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2249",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2249",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2249.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2249.patch",
"merged_at": "2021-06-07T13:09:37"
} | Adds the alignment framework to Fastpitch (AKA FastPitch 1.1 from https://github.com/NVIDIA/DeepLearningExamples/tree/master/PyTorch/SpeechSynthesis/FastPitch) | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2249/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2249/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2247 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2247/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2247/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2247/events | https://github.com/NVIDIA/NeMo/pull/2247 | 898,034,021 | MDExOlB1bGxSZXF1ZXN0NjQ5OTU2MTU3 | 2,247 | Add pretrained model stt_es_citrinet_512 | {
"login": "erastorgueva-nv",
"id": 80532067,
"node_id": "MDQ6VXNlcjgwNTMyMDY3",
"avatar_url": "https://avatars.githubusercontent.com/u/80532067?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/erastorgueva-nv",
"html_url": "https://github.com/erastorgueva-nv",
"followers_url": "https://api.github.com/users/erastorgueva-nv/followers",
"following_url": "https://api.github.com/users/erastorgueva-nv/following{/other_user}",
"gists_url": "https://api.github.com/users/erastorgueva-nv/gists{/gist_id}",
"starred_url": "https://api.github.com/users/erastorgueva-nv/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/erastorgueva-nv/subscriptions",
"organizations_url": "https://api.github.com/users/erastorgueva-nv/orgs",
"repos_url": "https://api.github.com/users/erastorgueva-nv/repos",
"events_url": "https://api.github.com/users/erastorgueva-nv/events{/privacy}",
"received_events_url": "https://api.github.com/users/erastorgueva-nv/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-21T13:15:46 | 2021-05-21T18:45:26 | 2021-05-21T18:45:26 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2247",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2247",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2247.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2247.patch",
"merged_at": "2021-05-21T18:45:26"
} | {
"login": "erastorgueva-nv",
"id": 80532067,
"node_id": "MDQ6VXNlcjgwNTMyMDY3",
"avatar_url": "https://avatars.githubusercontent.com/u/80532067?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/erastorgueva-nv",
"html_url": "https://github.com/erastorgueva-nv",
"followers_url": "https://api.github.com/users/erastorgueva-nv/followers",
"following_url": "https://api.github.com/users/erastorgueva-nv/following{/other_user}",
"gists_url": "https://api.github.com/users/erastorgueva-nv/gists{/gist_id}",
"starred_url": "https://api.github.com/users/erastorgueva-nv/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/erastorgueva-nv/subscriptions",
"organizations_url": "https://api.github.com/users/erastorgueva-nv/orgs",
"repos_url": "https://api.github.com/users/erastorgueva-nv/repos",
"events_url": "https://api.github.com/users/erastorgueva-nv/events{/privacy}",
"received_events_url": "https://api.github.com/users/erastorgueva-nv/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2247/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2247/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2246 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2246/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2246/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2246/events | https://github.com/NVIDIA/NeMo/issues/2246 | 897,828,497 | MDU6SXNzdWU4OTc4Mjg0OTc= | 2,246 | loss equals to nan when I use rir and noise augmentor | {
"login": "amejri",
"id": 45438779,
"node_id": "MDQ6VXNlcjQ1NDM4Nzc5",
"avatar_url": "https://avatars.githubusercontent.com/u/45438779?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/amejri",
"html_url": "https://github.com/amejri",
"followers_url": "https://api.github.com/users/amejri/followers",
"following_url": "https://api.github.com/users/amejri/following{/other_user}",
"gists_url": "https://api.github.com/users/amejri/gists{/gist_id}",
"starred_url": "https://api.github.com/users/amejri/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/amejri/subscriptions",
"organizations_url": "https://api.github.com/users/amejri/orgs",
"repos_url": "https://api.github.com/users/amejri/repos",
"events_url": "https://api.github.com/users/amejri/events{/privacy}",
"received_events_url": "https://api.github.com/users/amejri/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1485815557,
"node_id": "MDU6TGFiZWwxNDg1ODE1NTU3",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/bug",
"name": "bug",
"color": "d73a4a",
"default": true,
"description": "Something isn't working"
}
] | closed | false | {
"login": "jbalam-nv",
"id": 4916480,
"node_id": "MDQ6VXNlcjQ5MTY0ODA=",
"avatar_url": "https://avatars.githubusercontent.com/u/4916480?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jbalam-nv",
"html_url": "https://github.com/jbalam-nv",
"followers_url": "https://api.github.com/users/jbalam-nv/followers",
"following_url": "https://api.github.com/users/jbalam-nv/following{/other_user}",
"gists_url": "https://api.github.com/users/jbalam-nv/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jbalam-nv/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jbalam-nv/subscriptions",
"organizations_url": "https://api.github.com/users/jbalam-nv/orgs",
"repos_url": "https://api.github.com/users/jbalam-nv/repos",
"events_url": "https://api.github.com/users/jbalam-nv/events{/privacy}",
"received_events_url": "https://api.github.com/users/jbalam-nv/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "jbalam-nv",
"id": 4916480,
"node_id": "MDQ6VXNlcjQ5MTY0ODA=",
"avatar_url": "https://avatars.githubusercontent.com/u/4916480?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jbalam-nv",
"html_url": "https://github.com/jbalam-nv",
"followers_url": "https://api... | null | [
"I have the same issue. When I am trying to train with Background Noises, the ctc-loss becomes nan. Also i checked spectrogram, it contains nans. So, I guess, the bug comes from preprocessor or comes from augmentation script.\r\n@amejri Do you find the problem? ",
"I found the bug. In my case, It comes from the d... | 2021-05-21T08:44:39 | 2021-10-26T23:45:07 | 2021-10-26T23:45:07 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi guys,
I am trying to finetune a quartznet model using rir noise augmentor. During the training step, the loss become nan and at the end when I save the model, I have a file with clearly nothing on it ( Size: 132K instead of the usual 69 Mo size).
Does anyone have an idea about it?
Thanks in advance.
With kind regards. | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2246/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2246/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2245 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2245/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2245/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2245/events | https://github.com/NVIDIA/NeMo/pull/2245 | 897,656,315 | MDExOlB1bGxSZXF1ZXN0NjQ5NjM1MTcx | 2,245 | Support multiple models being instantiated in same execution scope | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 1 alert** when merging a788ea5a7364e462abf1caf5c09bdcdd1751ee41 into 9c75c348bc8137717ca79a34a93c50028ffdfd38 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-43861f4a74f04ebba08b42ab74d68064cf672f88)\n\n**new alerts:**\n\n* 1 for Unused local variable",
"This pu... | 2021-05-21T04:04:46 | 2021-05-26T06:32:34 | 2021-05-26T06:32:31 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2245",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2245",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2245.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2245.patch",
"merged_at": "2021-05-26T06:32:31"
} | # Changelog
- Model's are now attached with a one off global unique id (guid) which is registered into the global AppState for maintanence.
- AppState tracks whether the model was restored via a nemo file or via constructor and monitors an ever growing list of model restoration paths (If the model constructor was used, its restoration path is None).
- During registration of artifacts, each model registers its own copy of artifacts (via self)
- During save to, the restoration path is retrieved from AppState and artifacts are copied from the restoration file. If restoration path is None, assume local path artifacts
- During restore from, the restoration path is first registered in an ever growing list. Then the model is constructed (which allocates a GUID and registers this GUID with the restoration path).
# Bugfix
- Fixes a bug which prevents a model constructed via constructor to call save_to multiple times.
Signed-off-by: smajumdar <titu1994@gmail.com> | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2245/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2245/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2244 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2244/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2244/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2244/events | https://github.com/NVIDIA/NeMo/pull/2244 | 897,573,841 | MDExOlB1bGxSZXF1ZXN0NjQ5NTY3MjYy | 2,244 | Fix docstring | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-21T00:32:29 | 2021-05-21T01:37:14 | 2021-05-21T01:37:11 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2244",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2244",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2244.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2244.patch",
"merged_at": "2021-05-21T01:37:11"
} | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2244/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2244/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2243 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2243/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2243/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2243/events | https://github.com/NVIDIA/NeMo/pull/2243 | 897,563,028 | MDExOlB1bGxSZXF1ZXN0NjQ5NTU4MTA1 | 2,243 | [DOCS] Practice PR | {
"login": "hkelly33",
"id": 58792115,
"node_id": "MDQ6VXNlcjU4NzkyMTE1",
"avatar_url": "https://avatars.githubusercontent.com/u/58792115?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/hkelly33",
"html_url": "https://github.com/hkelly33",
"followers_url": "https://api.github.com/users/hkelly33/followers",
"following_url": "https://api.github.com/users/hkelly33/following{/other_user}",
"gists_url": "https://api.github.com/users/hkelly33/gists{/gist_id}",
"starred_url": "https://api.github.com/users/hkelly33/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/hkelly33/subscriptions",
"organizations_url": "https://api.github.com/users/hkelly33/orgs",
"repos_url": "https://api.github.com/users/hkelly33/repos",
"events_url": "https://api.github.com/users/hkelly33/events{/privacy}",
"received_events_url": "https://api.github.com/users/hkelly33/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-21T00:04:02 | 2023-02-22T18:45:10 | 2021-05-21T02:44:54 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2243",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2243",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2243.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2243.patch",
"merged_at": null
} | test commit | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2243/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2243/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2242 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2242/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2242/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2242/events | https://github.com/NVIDIA/NeMo/pull/2242 | 897,518,623 | MDExOlB1bGxSZXF1ZXN0NjQ5NTE5MzU5 | 2,242 | Offline asr notebook bug fix | {
"login": "fayejf",
"id": 36722593,
"node_id": "MDQ6VXNlcjM2NzIyNTkz",
"avatar_url": "https://avatars.githubusercontent.com/u/36722593?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/fayejf",
"html_url": "https://github.com/fayejf",
"followers_url": "https://api.github.com/users/fayejf/followers",
"following_url": "https://api.github.com/users/fayejf/following{/other_user}",
"gists_url": "https://api.github.com/users/fayejf/gists{/gist_id}",
"starred_url": "https://api.github.com/users/fayejf/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/fayejf/subscriptions",
"organizations_url": "https://api.github.com/users/fayejf/orgs",
"repos_url": "https://api.github.com/users/fayejf/repos",
"events_url": "https://api.github.com/users/fayejf/events{/privacy}",
"received_events_url": "https://api.github.com/users/fayejf/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"@fayejf Hi! I have just tried to run the script and it failed at e = np.exp(logits - np.max(logits)) for the wrong argument type.\r\nWhy did you remove converting torch.tensor into numpy array? \r\ndetach().cpu().numpy() is still needed for the method to run properly.\r\n",
"With the main branch, transcribe() m... | 2021-05-20T22:32:34 | 2021-05-26T22:22:41 | 2021-05-20T23:10:09 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2242",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2242",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2242.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2242.patch",
"merged_at": "2021-05-20T23:10:09"
} | - [x] Remove .cpu().numpy()
- [x] Add -y when apt-get install swig
- [x] Check and install ipywidgets for tdqm/notebook | {
"login": "fayejf",
"id": 36722593,
"node_id": "MDQ6VXNlcjM2NzIyNTkz",
"avatar_url": "https://avatars.githubusercontent.com/u/36722593?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/fayejf",
"html_url": "https://github.com/fayejf",
"followers_url": "https://api.github.com/users/fayejf/followers",
"following_url": "https://api.github.com/users/fayejf/following{/other_user}",
"gists_url": "https://api.github.com/users/fayejf/gists{/gist_id}",
"starred_url": "https://api.github.com/users/fayejf/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/fayejf/subscriptions",
"organizations_url": "https://api.github.com/users/fayejf/orgs",
"repos_url": "https://api.github.com/users/fayejf/repos",
"events_url": "https://api.github.com/users/fayejf/events{/privacy}",
"received_events_url": "https://api.github.com/users/fayejf/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2242/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2242/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2241 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2241/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2241/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2241/events | https://github.com/NVIDIA/NeMo/pull/2241 | 897,181,443 | MDExOlB1bGxSZXF1ZXN0NjQ5MjExODgy | 2,241 | Update "last" Checkpoint | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 1 alert** when merging 833a085c8b95e54bf7d759348a16155301265237 into 41e42f892772586d7ff7bba72562b2075418e442 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-cc228ac717f94501424640dde1bd7a5eab44f95a)\n\n**new alerts:**\n\n* 1 for Wrong number of arguments in a cal... | 2021-05-20T17:36:01 | 2021-06-06T14:01:28 | 2021-05-21T04:02:07 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2241",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2241",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2241.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2241.patch",
"merged_at": "2021-05-21T04:02:07"
} | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2241/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2241/timeline | null | null | true | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2240 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2240/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2240/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2240/events | https://github.com/NVIDIA/NeMo/pull/2240 | 896,046,273 | MDExOlB1bGxSZXF1ZXN0NjQ4MTkzMDcz | 2,240 | ASR Refactoring | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **fixes 4 alerts** when merging 4bb2fba8802557742830e81b58da9109482c32f8 into b8ed0839bcc7626efaa302d0b9d47baa0f47f580 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-5bc8f85be7fd6c8ba3037e3e9a41c5f43034eb3a)\n\n**fixed alerts:**\n\n* 4 for Unused import",
"1 question, is th... | 2021-05-19T23:34:19 | 2021-05-26T22:07:05 | 2021-05-26T22:07:02 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2240",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2240",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2240.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2240.patch",
"merged_at": "2021-05-26T22:07:02"
} | # Changelog
- Significant refactoring of `parts` in ASR to be more modular and systematic
- Move preprocessing steps of ASR text cleaning into `commons` collection.
- Add typing information to SpecAugment and SpecCutout
- Remove NLTK downloading on import and move it to class instantiation time
- Update docs to point to new paths for parts
- Cherry pick PR https://github.com/NVIDIA/NeMo/pull/2219 into this so that audio files that could not be loaded log a warning but do not immediately crash.
- Make character based ASR models propagate their sample_rate and labels to dataloaders
- Update ASR training scripts to support easy finetuning via pretrained model name or .nemo file
# TODO
- [ ] Update all ASR configs in next PR to latest format | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2240/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2240/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2239 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2239/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2239/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2239/events | https://github.com/NVIDIA/NeMo/pull/2239 | 895,985,799 | MDExOlB1bGxSZXF1ZXN0NjQ4MTM4MDk5 | 2,239 | Alias Swish to SiLU | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 1 alert** when merging 7b5bebeebaca9a722f2ab6b3b1ea8947aa99fa8b into f7d3a72e1b5da664e5e1c5ac0855a9e29d32601d - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-29052614e94cdee0d929259ae93e0a7126cc6347)\n\n**new alerts:**\n\n* 1 for Unused import"
] | 2021-05-19T22:11:29 | 2021-05-20T21:40:43 | 2021-05-20T14:20:20 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2239",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2239",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2239.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2239.patch",
"merged_at": "2021-05-20T14:20:20"
} | # Changelog
- Alias `Swish` activation to `nn.SiLU` which is mathematically identical
- Update activations to inplace execution if possible for `ConvASREncoder`
Signed-off-by: smajumdar <titu1994@gmail.com> | {
"login": "blisc",
"id": 4763352,
"node_id": "MDQ6VXNlcjQ3NjMzNTI=",
"avatar_url": "https://avatars.githubusercontent.com/u/4763352?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blisc",
"html_url": "https://github.com/blisc",
"followers_url": "https://api.github.com/users/blisc/followers",
"following_url": "https://api.github.com/users/blisc/following{/other_user}",
"gists_url": "https://api.github.com/users/blisc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blisc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blisc/subscriptions",
"organizations_url": "https://api.github.com/users/blisc/orgs",
"repos_url": "https://api.github.com/users/blisc/repos",
"events_url": "https://api.github.com/users/blisc/events{/privacy}",
"received_events_url": "https://api.github.com/users/blisc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2239/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2239/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2238 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2238/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2238/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2238/events | https://github.com/NVIDIA/NeMo/pull/2238 | 895,846,472 | MDExOlB1bGxSZXF1ZXN0NjQ4MDE1OTY5 | 2,238 | [NMT] Model Parallel Megatron Encoders | {
"login": "ericharper",
"id": 11999610,
"node_id": "MDQ6VXNlcjExOTk5NjEw",
"avatar_url": "https://avatars.githubusercontent.com/u/11999610?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ericharper",
"html_url": "https://github.com/ericharper",
"followers_url": "https://api.github.com/users/ericharper/followers",
"following_url": "https://api.github.com/users/ericharper/following{/other_user}",
"gists_url": "https://api.github.com/users/ericharper/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ericharper/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ericharper/subscriptions",
"organizations_url": "https://api.github.com/users/ericharper/orgs",
"repos_url": "https://api.github.com/users/ericharper/repos",
"events_url": "https://api.github.com/users/ericharper/events{/privacy}",
"received_events_url": "https://api.github.com/users/ericharper/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 4 alerts** when merging 79fb48ed35cec7f7a6c38ddac61577ec05e621f3 into 202ccc902937b10bd9a0f37d49f8b8dc29e3ca4d - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-884ab3ddf6d76bf3417f94c478f3398a5fba104d)\n\n**new alerts:**\n\n* 4 for Unused import",
"This pull requ... | 2021-05-19T20:18:45 | 2021-06-17T02:32:37 | 2021-06-17T02:32:33 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2238",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2238",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2238.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2238.patch",
"merged_at": "2021-06-17T02:32:33"
} | This PR adds Megatron encoders to NeMo NMT.
# Usage
Below is the configuration needed to use Megatron BERT 3.9B (model parallel size 4).
The `checkpoint_file` should be the path to the directory containing the standard megatron checkpoint format:
``` bash
3.9b_bert_no_rng
├── mp_rank_00
│ └── model_optim_rng.pt
├── mp_rank_01
│ └── model_optim_rng.pt
├── mp_rank_02
│ └── model_optim_rng.pt
└── mp_rank_03
└── model_optim_rng.pt
```
``` bash
CUDA_VISIBLE_DEVICES=0,1,2,3 python examples/nlp/machine_translation/enc_dec_nmt.py \
--config-path=conf \
--config-name=megatron \
trainer.gpus=4 \
model.preproc_out_dir=/raid/data/megatron_en_de_preproc \
model.encoder.checkpoint_file=/path/to/megatron/checkpoint/3.9b_bert_no_rng \
model.encoder.hidden_size=2560 \
model.encoder.num_attention_heads=40 \
model.encoder.num_layers=48 \
model.encoder.max_position_embeddings=512 \
``` | {
"login": "ericharper",
"id": 11999610,
"node_id": "MDQ6VXNlcjExOTk5NjEw",
"avatar_url": "https://avatars.githubusercontent.com/u/11999610?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ericharper",
"html_url": "https://github.com/ericharper",
"followers_url": "https://api.github.com/users/ericharper/followers",
"following_url": "https://api.github.com/users/ericharper/following{/other_user}",
"gists_url": "https://api.github.com/users/ericharper/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ericharper/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ericharper/subscriptions",
"organizations_url": "https://api.github.com/users/ericharper/orgs",
"repos_url": "https://api.github.com/users/ericharper/repos",
"events_url": "https://api.github.com/users/ericharper/events{/privacy}",
"received_events_url": "https://api.github.com/users/ericharper/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2238/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2238/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2237 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2237/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2237/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2237/events | https://github.com/NVIDIA/NeMo/pull/2237 | 895,778,434 | MDExOlB1bGxSZXF1ZXN0NjQ3OTU3MDI3 | 2,237 | Move ConcatDataset to common | {
"login": "aklife97",
"id": 16078071,
"node_id": "MDQ6VXNlcjE2MDc4MDcx",
"avatar_url": "https://avatars.githubusercontent.com/u/16078071?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/aklife97",
"html_url": "https://github.com/aklife97",
"followers_url": "https://api.github.com/users/aklife97/followers",
"following_url": "https://api.github.com/users/aklife97/following{/other_user}",
"gists_url": "https://api.github.com/users/aklife97/gists{/gist_id}",
"starred_url": "https://api.github.com/users/aklife97/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/aklife97/subscriptions",
"organizations_url": "https://api.github.com/users/aklife97/orgs",
"repos_url": "https://api.github.com/users/aklife97/repos",
"events_url": "https://api.github.com/users/aklife97/events{/privacy}",
"received_events_url": "https://api.github.com/users/aklife97/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-19T18:57:48 | 2021-05-20T15:57:51 | 2021-05-19T21:45:04 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2237",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2237",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2237.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2237.patch",
"merged_at": "2021-05-19T21:45:04"
} | Move `ConcatDataset` (earlier `ConcatTranslationDataset`) to common.
The dataset was introduced in #2160
| {
"login": "aklife97",
"id": 16078071,
"node_id": "MDQ6VXNlcjE2MDc4MDcx",
"avatar_url": "https://avatars.githubusercontent.com/u/16078071?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/aklife97",
"html_url": "https://github.com/aklife97",
"followers_url": "https://api.github.com/users/aklife97/followers",
"following_url": "https://api.github.com/users/aklife97/following{/other_user}",
"gists_url": "https://api.github.com/users/aklife97/gists{/gist_id}",
"starred_url": "https://api.github.com/users/aklife97/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/aklife97/subscriptions",
"organizations_url": "https://api.github.com/users/aklife97/orgs",
"repos_url": "https://api.github.com/users/aklife97/repos",
"events_url": "https://api.github.com/users/aklife97/events{/privacy}",
"received_events_url": "https://api.github.com/users/aklife97/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2237/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2237/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2236 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2236/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2236/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2236/events | https://github.com/NVIDIA/NeMo/pull/2236 | 895,704,661 | MDExOlB1bGxSZXF1ZXN0NjQ3ODkyNjYz | 2,236 | fix comments | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-19T17:30:29 | 2021-05-19T19:39:40 | 2021-05-19T19:39:37 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2236",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2236",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2236.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2236.patch",
"merged_at": "2021-05-19T19:39:37"
} | Signed-off-by: Yang Zhang <yangzhang@nvidia.com> | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2236/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2236/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2234 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2234/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2234/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2234/events | https://github.com/NVIDIA/NeMo/issues/2234 | 895,190,710 | MDU6SXNzdWU4OTUxOTA3MTA= | 2,234 | Manifest files error with custom data for finetuning ASR models | {
"login": "varunsingh3000",
"id": 64498789,
"node_id": "MDQ6VXNlcjY0NDk4Nzg5",
"avatar_url": "https://avatars.githubusercontent.com/u/64498789?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/varunsingh3000",
"html_url": "https://github.com/varunsingh3000",
"followers_url": "https://api.github.com/users/varunsingh3000/followers",
"following_url": "https://api.github.com/users/varunsingh3000/following{/other_user}",
"gists_url": "https://api.github.com/users/varunsingh3000/gists{/gist_id}",
"starred_url": "https://api.github.com/users/varunsingh3000/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/varunsingh3000/subscriptions",
"organizations_url": "https://api.github.com/users/varunsingh3000/orgs",
"repos_url": "https://api.github.com/users/varunsingh3000/repos",
"events_url": "https://api.github.com/users/varunsingh3000/events{/privacy}",
"received_events_url": "https://api.github.com/users/varunsingh3000/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.gi... | null | [
"Could you post the full error log. Hard to tell where exactly it fails to decode the json - beginning or end. Could you make sure your voices manifest does not have any additional space or new lines at end end ?",
"This is the zip file for the VOiCES dataset. I have checked the end and beginning and they don't s... | 2021-05-19T09:09:18 | 2021-05-28T08:14:12 | 2021-05-28T08:14:12 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi, I am using the ASR with NeMo tutorial notebook on colab ([https://colab.research.google.com/github/NVIDIA/NeMo/blob/r1.0.0rc1/tutorials/asr/01_ASR_with_NeMo.ipynb](url). It works fine for the an4 dataset. But I am trying to do this with the VOiCES dataset (https://iqtlabs.github.io/voices/). As per the tutorial I think I only need to supply the manifest files in the proper format for training and testing. I am running this on colab with the `QuartzNet15x5Base-En`
I have formatted the manifest files in which they specify but while running
`from omegaconf import DictConfig`
`params['model']['train_ds']['manifest_filepath'] = train_manifest`
`params['model']['validation_ds']['manifest_filepath'] = test_manifest`
`first_asr_model = nemo_asr.models.EncDecCTCModel(cfg=DictConfig(params['model']), trainer=trainer)`
I keep getting the JSONDecodeError: Expecting value: line 2 column 1 (char 1).
Below I have attached my manifest file screenshot and the manifest file screenshot generated in the tutorial, they both appear to be identical in format so I'm wondering what seems to be the problem. I am guessung specifying "text" or "duration" in different orders shouldn't matter.
an4 dataset manifest screenshot
voices dataset manifest screenshot
Is there something else I need to change to fine tune with my dataset?
Any help would be appreciated.
Thanks.
| {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2234/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2234/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2233 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2233/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2233/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2233/events | https://github.com/NVIDIA/NeMo/pull/2233 | 895,002,766 | MDExOlB1bGxSZXF1ZXN0NjQ3MjgwODkx | 2,233 | add paper ref to sgdqa model doc | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-19T05:21:51 | 2021-05-19T20:22:20 | 2021-05-19T20:22:17 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2233",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2233",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2233.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2233.patch",
"merged_at": "2021-05-19T20:22:17"
} | Signed-off-by: Yang Zhang <yangzhang@nvidia.com> | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2233/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2233/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2232 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2232/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2232/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2232/events | https://github.com/NVIDIA/NeMo/pull/2232 | 894,991,981 | MDExOlB1bGxSZXF1ZXN0NjQ3MjcyMDI0 | 2,232 | Tutorial Config Bug Fix | {
"login": "fayejf",
"id": 36722593,
"node_id": "MDQ6VXNlcjM2NzIyNTkz",
"avatar_url": "https://avatars.githubusercontent.com/u/36722593?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/fayejf",
"html_url": "https://github.com/fayejf",
"followers_url": "https://api.github.com/users/fayejf/followers",
"following_url": "https://api.github.com/users/fayejf/following{/other_user}",
"gists_url": "https://api.github.com/users/fayejf/gists{/gist_id}",
"starred_url": "https://api.github.com/users/fayejf/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/fayejf/subscriptions",
"organizations_url": "https://api.github.com/users/fayejf/orgs",
"repos_url": "https://api.github.com/users/fayejf/repos",
"events_url": "https://api.github.com/users/fayejf/events{/privacy}",
"received_events_url": "https://api.github.com/users/fayejf/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-19T05:00:30 | 2021-05-20T05:13:22 | 2021-05-20T05:13:17 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2232",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2232",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2232.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2232.patch",
"merged_at": "2021-05-20T05:13:17"
} | Fix for config propagation in tutorial notebooks | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2232/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2232/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2231 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2231/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2231/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2231/events | https://github.com/NVIDIA/NeMo/pull/2231 | 894,747,316 | MDExOlB1bGxSZXF1ZXN0NjQ3MDY0Nzg3 | 2,231 | audio based normalization | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"This pull request **introduces 5 alerts** when merging 1c377a54d1e6839552177764d8cda01625ee4d02 into f0b3624dc1aee9670d85b82251ad4e488a622bc7 - [view on LGTM.com](https://lgtm.com/projects/g/NVIDIA/NeMo/rev/pr-9e99806aca1eb1e8466bb5af4cc9ae1424e9a890)\n\n**new alerts:**\n\n* 4 for Unused import\n* 1 for Nested loo... | 2021-05-18T20:21:01 | 2021-05-20T03:05:01 | 2021-05-20T03:04:57 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2231",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2231",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2231.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2231.patch",
"merged_at": "2021-05-20T03:04:57"
} | Text Normalization conditioned on audio: multiple normalization options considered, the best match selected based on WER.
Python support only (no SH). | {
"login": "ekmb",
"id": 10428420,
"node_id": "MDQ6VXNlcjEwNDI4NDIw",
"avatar_url": "https://avatars.githubusercontent.com/u/10428420?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ekmb",
"html_url": "https://github.com/ekmb",
"followers_url": "https://api.github.com/users/ekmb/followers",
"following_url": "https://api.github.com/users/ekmb/following{/other_user}",
"gists_url": "https://api.github.com/users/ekmb/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ekmb/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ekmb/subscriptions",
"organizations_url": "https://api.github.com/users/ekmb/orgs",
"repos_url": "https://api.github.com/users/ekmb/repos",
"events_url": "https://api.github.com/users/ekmb/events{/privacy}",
"received_events_url": "https://api.github.com/users/ekmb/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2231/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2231/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2230 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2230/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2230/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2230/events | https://github.com/NVIDIA/NeMo/pull/2230 | 894,513,330 | MDExOlB1bGxSZXF1ZXN0NjQ2ODY2NTQ5 | 2,230 | Add Russian language | {
"login": "karpnv",
"id": 1645775,
"node_id": "MDQ6VXNlcjE2NDU3NzU=",
"avatar_url": "https://avatars.githubusercontent.com/u/1645775?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/karpnv",
"html_url": "https://github.com/karpnv",
"followers_url": "https://api.github.com/users/karpnv/followers",
"following_url": "https://api.github.com/users/karpnv/following{/other_user}",
"gists_url": "https://api.github.com/users/karpnv/gists{/gist_id}",
"starred_url": "https://api.github.com/users/karpnv/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/karpnv/subscriptions",
"organizations_url": "https://api.github.com/users/karpnv/orgs",
"repos_url": "https://api.github.com/users/karpnv/repos",
"events_url": "https://api.github.com/users/karpnv/events{/privacy}",
"received_events_url": "https://api.github.com/users/karpnv/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"Could you sign the DCO commits via the instruction here - \r\nhttps://github.com/NVIDIA/NeMo/pull/2230/checks?check_run_id=2612023734",
"Also seems test failed due to style formatting. Could you run `python setup.py style --scope nemo --fix`",
"Could you rebase with the main branch? Seems incorrect branch was ... | 2021-05-18T15:35:06 | 2021-07-19T23:11:08 | 2021-07-19T23:11:08 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2230",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2230",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2230.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2230.patch",
"merged_at": null
} | Add Russian yaml, class RUCharParser() and relative path support in __parse_item()
Add "manifest_line_parser" argument and one more parser: __parse_open_stt() | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2230/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2230/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2229 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2229/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2229/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2229/events | https://github.com/NVIDIA/NeMo/issues/2229 | 894,046,046 | MDU6SXNzdWU4OTQwNDYwNDY= | 2,229 | How to inference using fp16 with a fp32 trained ASR model? | {
"login": "wjyfelicity",
"id": 24841439,
"node_id": "MDQ6VXNlcjI0ODQxNDM5",
"avatar_url": "https://avatars.githubusercontent.com/u/24841439?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/wjyfelicity",
"html_url": "https://github.com/wjyfelicity",
"followers_url": "https://api.github.com/users/wjyfelicity/followers",
"following_url": "https://api.github.com/users/wjyfelicity/following{/other_user}",
"gists_url": "https://api.github.com/users/wjyfelicity/gists{/gist_id}",
"starred_url": "https://api.github.com/users/wjyfelicity/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/wjyfelicity/subscriptions",
"organizations_url": "https://api.github.com/users/wjyfelicity/orgs",
"repos_url": "https://api.github.com/users/wjyfelicity/repos",
"events_url": "https://api.github.com/users/wjyfelicity/events{/privacy}",
"received_events_url": "https://api.github.com/users/wjyfelicity/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.gi... | null | [
"You can do it like this with autocast of PT:\r\n\r\n```\r\n with torch.cuda.amp.autocast():\r\n with torch.no_grad():\r\n transcriptions = asr_model.transcribe(filepaths, batch_size=cfg.batch_size)\r\n\r\n```",
"@VahidooX this answer is correct. You can use the pytorch cuda decorator for AMP as ab... | 2021-05-18T07:04:53 | 2024-05-25T22:59:23 | 2021-05-28T08:37:30 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | {
"login": "VahidooX",
"id": 23551647,
"node_id": "MDQ6VXNlcjIzNTUxNjQ3",
"avatar_url": "https://avatars.githubusercontent.com/u/23551647?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/VahidooX",
"html_url": "https://github.com/VahidooX",
"followers_url": "https://api.github.com/users/VahidooX/followers",
"following_url": "https://api.github.com/users/VahidooX/following{/other_user}",
"gists_url": "https://api.github.com/users/VahidooX/gists{/gist_id}",
"starred_url": "https://api.github.com/users/VahidooX/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/VahidooX/subscriptions",
"organizations_url": "https://api.github.com/users/VahidooX/orgs",
"repos_url": "https://api.github.com/users/VahidooX/repos",
"events_url": "https://api.github.com/users/VahidooX/events{/privacy}",
"received_events_url": "https://api.github.com/users/VahidooX/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2229/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2229/timeline | null | completed | false | |
https://api.github.com/repos/NVIDIA/NeMo/issues/2228 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2228/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2228/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2228/events | https://github.com/NVIDIA/NeMo/pull/2228 | 893,908,421 | MDExOlB1bGxSZXF1ZXN0NjQ2MzUwOTU0 | 2,228 | update_metrics_classification_models | {
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https://api.github.com/users/nithinraok/followers",
"following_url": "https://api.github.com/users/nithinraok/following{/other_user}",
"gists_url": "https://api.github.com/users/nithinraok/gists{/gist_id}",
"starred_url": "https://api.github.com/users/nithinraok/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/nithinraok/subscriptions",
"organizations_url": "https://api.github.com/users/nithinraok/orgs",
"repos_url": "https://api.github.com/users/nithinraok/repos",
"events_url": "https://api.github.com/users/nithinraok/events{/privacy}",
"received_events_url": "https://api.github.com/users/nithinraok/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-18T03:23:51 | 2021-05-18T22:34:44 | 2021-05-18T22:28:06 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2228",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2228",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2228.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2228.patch",
"merged_at": "2021-05-18T22:28:06"
} | Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2228/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2228/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2227 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2227/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2227/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2227/events | https://github.com/NVIDIA/NeMo/pull/2227 | 893,801,315 | MDExOlB1bGxSZXF1ZXN0NjQ2MjU5MjQx | 2,227 | set strict=True in nlp_model | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-17T23:44:39 | 2021-05-18T00:52:58 | 2021-05-18T00:52:52 | MEMBER | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2227",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2227",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2227.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2227.patch",
"merged_at": "2021-05-18T00:52:52"
} | Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2227/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2227/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2226 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2226/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2226/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2226/events | https://github.com/NVIDIA/NeMo/pull/2226 | 893,769,098 | MDExOlB1bGxSZXF1ZXN0NjQ2MjMxMzQx | 2,226 | Make Text processing installation optional via reinstall.sh | {
"login": "titu1994",
"id": 3048602,
"node_id": "MDQ6VXNlcjMwNDg2MDI=",
"avatar_url": "https://avatars.githubusercontent.com/u/3048602?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/titu1994",
"html_url": "https://github.com/titu1994",
"followers_url": "https://api.github.com/users/titu1994/followers",
"following_url": "https://api.github.com/users/titu1994/following{/other_user}",
"gists_url": "https://api.github.com/users/titu1994/gists{/gist_id}",
"starred_url": "https://api.github.com/users/titu1994/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/titu1994/subscriptions",
"organizations_url": "https://api.github.com/users/titu1994/orgs",
"repos_url": "https://api.github.com/users/titu1994/repos",
"events_url": "https://api.github.com/users/titu1994/events{/privacy}",
"received_events_url": "https://api.github.com/users/titu1994/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-17T22:38:58 | 2021-05-18T16:35:03 | 2021-05-18T05:28:38 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2226",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2226",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2226.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2226.patch",
"merged_at": "2021-05-18T05:28:38"
} | # Changelog
- Make text normalization installation step optional (if in a non-conda environment and user attempts reinstall.sh).
Signed-off-by: smajumdar <titu1994@gmail.com> | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2226/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2226/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2225 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2225/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2225/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2225/events | https://github.com/NVIDIA/NeMo/pull/2225 | 893,766,269 | MDExOlB1bGxSZXF1ZXN0NjQ2MjI4OTQw | 2,225 | set strict=True by default | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-17T22:32:29 | 2021-05-17T23:16:35 | 2021-05-17T23:16:29 | MEMBER | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2225",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2225",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2225.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2225.patch",
"merged_at": "2021-05-17T23:16:29"
} | Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2225/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2225/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2224 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2224/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2224/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2224/events | https://github.com/NVIDIA/NeMo/pull/2224 | 893,603,360 | MDExOlB1bGxSZXF1ZXN0NjQ2MDg5ODY5 | 2,224 | update speaker notebooks | {
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https://api.github.com/users/nithinraok/followers",
"following_url": "https://api.github.com/users/nithinraok/following{/other_user}",
"gists_url": "https://api.github.com/users/nithinraok/gists{/gist_id}",
"starred_url": "https://api.github.com/users/nithinraok/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/nithinraok/subscriptions",
"organizations_url": "https://api.github.com/users/nithinraok/orgs",
"repos_url": "https://api.github.com/users/nithinraok/repos",
"events_url": "https://api.github.com/users/nithinraok/events{/privacy}",
"received_events_url": "https://api.github.com/users/nithinraok/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-17T18:48:30 | 2021-05-17T20:56:42 | 2021-05-17T20:56:38 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2224",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2224",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2224.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2224.patch",
"merged_at": "2021-05-17T20:56:38"
} | Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> | {
"login": "nithinraok",
"id": 19668129,
"node_id": "MDQ6VXNlcjE5NjY4MTI5",
"avatar_url": "https://avatars.githubusercontent.com/u/19668129?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/nithinraok",
"html_url": "https://github.com/nithinraok",
"followers_url": "https://api.github.com/users/nithinraok/followers",
"following_url": "https://api.github.com/users/nithinraok/following{/other_user}",
"gists_url": "https://api.github.com/users/nithinraok/gists{/gist_id}",
"starred_url": "https://api.github.com/users/nithinraok/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/nithinraok/subscriptions",
"organizations_url": "https://api.github.com/users/nithinraok/orgs",
"repos_url": "https://api.github.com/users/nithinraok/repos",
"events_url": "https://api.github.com/users/nithinraok/events{/privacy}",
"received_events_url": "https://api.github.com/users/nithinraok/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2224/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2224/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2223 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2223/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2223/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2223/events | https://github.com/NVIDIA/NeMo/pull/2223 | 893,432,297 | MDExOlB1bGxSZXF1ZXN0NjQ1OTQ3NzM1 | 2,223 | Small improvements in g2p for vocabs.Phonemes | {
"login": "Oktai15",
"id": 17337773,
"node_id": "MDQ6VXNlcjE3MzM3Nzcz",
"avatar_url": "https://avatars.githubusercontent.com/u/17337773?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Oktai15",
"html_url": "https://github.com/Oktai15",
"followers_url": "https://api.github.com/users/Oktai15/followers",
"following_url": "https://api.github.com/users/Oktai15/following{/other_user}",
"gists_url": "https://api.github.com/users/Oktai15/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Oktai15/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Oktai15/subscriptions",
"organizations_url": "https://api.github.com/users/Oktai15/orgs",
"repos_url": "https://api.github.com/users/Oktai15/repos",
"events_url": "https://api.github.com/users/Oktai15/events{/privacy}",
"received_events_url": "https://api.github.com/users/Oktai15/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [] | 2021-05-17T15:08:36 | 2021-05-17T16:30:31 | 2021-05-17T16:30:27 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/2223",
"html_url": "https://github.com/NVIDIA/NeMo/pull/2223",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/2223.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/2223.patch",
"merged_at": "2021-05-17T16:30:27"
} | Signed-off-by: Oktai Tatanov <oktai.tatanov@gmail.com> | {
"login": "Oktai15",
"id": 17337773,
"node_id": "MDQ6VXNlcjE3MzM3Nzcz",
"avatar_url": "https://avatars.githubusercontent.com/u/17337773?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Oktai15",
"html_url": "https://github.com/Oktai15",
"followers_url": "https://api.github.com/users/Oktai15/followers",
"following_url": "https://api.github.com/users/Oktai15/following{/other_user}",
"gists_url": "https://api.github.com/users/Oktai15/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Oktai15/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Oktai15/subscriptions",
"organizations_url": "https://api.github.com/users/Oktai15/orgs",
"repos_url": "https://api.github.com/users/Oktai15/repos",
"events_url": "https://api.github.com/users/Oktai15/events{/privacy}",
"received_events_url": "https://api.github.com/users/Oktai15/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2223/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2223/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/2222 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2222/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2222/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2222/events | https://github.com/NVIDIA/NeMo/issues/2222 | 892,894,084 | MDU6SXNzdWU4OTI4OTQwODQ= | 2,222 | About QA_Squad | {
"login": "blackbirt-5",
"id": 82014275,
"node_id": "MDQ6VXNlcjgyMDE0Mjc1",
"avatar_url": "https://avatars.githubusercontent.com/u/82014275?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/blackbirt-5",
"html_url": "https://github.com/blackbirt-5",
"followers_url": "https://api.github.com/users/blackbirt-5/followers",
"following_url": "https://api.github.com/users/blackbirt-5/following{/other_user}",
"gists_url": "https://api.github.com/users/blackbirt-5/gists{/gist_id}",
"starred_url": "https://api.github.com/users/blackbirt-5/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/blackbirt-5/subscriptions",
"organizations_url": "https://api.github.com/users/blackbirt-5/orgs",
"repos_url": "https://api.github.com/users/blackbirt-5/repos",
"events_url": "https://api.github.com/users/blackbirt-5/events{/privacy}",
"received_events_url": "https://api.github.com/users/blackbirt-5/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"id": 1485815557,
"node_id": "MDU6TGFiZWwxNDg1ODE1NTU3",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/bug",
"name": "bug",
"color": "d73a4a",
"default": true,
"description": "Something isn't working"
}
] | closed | false | {
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://api.github.com/users/okuchaiev/followers",
"following_url": "https://api.github.com/users/okuchaiev/following{/other_user}",
"gists_url": "https://api.github.com/users/okuchaiev/gists{/gist_id}",
"starred_url": "https://api.github.com/users/okuchaiev/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/okuchaiev/subscriptions",
"organizations_url": "https://api.github.com/users/okuchaiev/orgs",
"repos_url": "https://api.github.com/users/okuchaiev/repos",
"events_url": "https://api.github.com/users/okuchaiev/events{/privacy}",
"received_events_url": "https://api.github.com/users/okuchaiev/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "okuchaiev",
"id": 22035961,
"node_id": "MDQ6VXNlcjIyMDM1OTYx",
"avatar_url": "https://avatars.githubusercontent.com/u/22035961?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/okuchaiev",
"html_url": "https://github.com/okuchaiev",
"followers_url": "https://a... | null | [
"you can not initialize two models within same notebook for Megatron, i.e. initialize the model , change the type and initialize again. Could you reset your notebook before you initialize the model?",
"Thanks for your recommend.\r\nAccording to your advice, I tried two times.\r\n\r\n1st Trail: No Problem\r\n I J... | 2021-05-17T05:06:51 | 2021-06-02T19:56:41 | 2021-06-02T19:56:41 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi,
I tested your tutorial for QA_squad and changed the tutorial code to apply Biomegatron.
But I got an error message during apply biomegatron.
So, would you help to solve this problem?
Best Regards,
From Simon
Blow I showed the code changed model.
1.Changed Pretrained_Bert_Model
# This is the model configuration file that we will download, do not change this
MODEL_CONFIG = "question_answering_squad_config.yaml"
# model parameters, play with these
BATCH_SIZE = 12
MAX_SEQ_LENGTH = 384
# specify BERT-like model, you want to use
PRETRAINED_BERT_MODEL = "**biomegatron-bert-345m-uncased**" -> changed
TOKENIZER_NAME = "**biomegatron-bert-345m-uncased**" -> changed
2.Changed Pretrained_model
# load pretained model
pretrained_model_name="**qa_squadv1.1_megatron_uncase**d" -> changed
model = nemo_nlp.models.QAModel.from_pretrained(model_name=pretrained_model_name)
3.Error Message
I got the these error message.
[NeMo I 2021-05-13 07:44:44 megatron_utils:269] Downloading from https://api.ngc.nvidia.com/v2/models/nvidia/biomegatron345muncased/versions/0/files/MegatronBERT.pt
---------------------------------------------------------------------------
AssertionError Traceback (most recent call last)
<ipython-input-18-762ee4f9b73a> in <module>()
1 # initialize the model
2 # dataset we'll be prepared for training and evaluation during
----> 3 model = nemo_nlp.models.QAModel(cfg=config.model, trainer=trainer)
7 frames
/usr/local/lib/python3.7/dist-packages/megatron/global_vars.py in _ensure_var_is_not_initialized(var, name)
150 def _ensure_var_is_not_initialized(var, name):
151 """Make sure the input variable is not None."""
--> 152 assert var is None, '{} is already initialized.'.format(name)
153
154
AssertionError: args is already initialized.
| {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2222/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2222/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/2221 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/2221/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/2221/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/2221/events | https://github.com/NVIDIA/NeMo/issues/2221 | 892,749,266 | MDU6SXNzdWU4OTI3NDkyNjY= | 2,221 | FastSGT vs SGD-QA | {
"login": "KadarTibor",
"id": 23405763,
"node_id": "MDQ6VXNlcjIzNDA1NzYz",
"avatar_url": "https://avatars.githubusercontent.com/u/23405763?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/KadarTibor",
"html_url": "https://github.com/KadarTibor",
"followers_url": "https://api.github.com/users/KadarTibor/followers",
"following_url": "https://api.github.com/users/KadarTibor/following{/other_user}",
"gists_url": "https://api.github.com/users/KadarTibor/gists{/gist_id}",
"starred_url": "https://api.github.com/users/KadarTibor/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/KadarTibor/subscriptions",
"organizations_url": "https://api.github.com/users/KadarTibor/orgs",
"repos_url": "https://api.github.com/users/KadarTibor/repos",
"events_url": "https://api.github.com/users/KadarTibor/events{/privacy}",
"received_events_url": "https://api.github.com/users/KadarTibor/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | [
"+ Why was FastSGD removed?\r\nWhen we moved to PTL, it got removed as we did not have enough time to import it into the new version of NeMo. We may be able to import that model in the near future if time permits.\r\nHowever you can still use it with older version of NeMo here: \r\nhttps://github.com/NVIDIA/NeMo/bl... | 2021-05-16T20:07:46 | 2021-05-23T16:08:50 | 2021-05-18T05:30:52 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I am doing some research related to dialogue state tracking and I have found this paper (https://arxiv.org/pdf/1805.01555.pdf).
While checking out the code I see that it has been removed from this repository as of version v1.0.0.b1
I see that for dialogue state tracking there is a new model called SGD-QA which is a multi-pass type model as opposed to FastSGD.
My questions are the following:
- Why was FastSGT removed?
- Where can I find some documentation regarding SGD-QA? | {
"login": "yzhang123",
"id": 4204271,
"node_id": "MDQ6VXNlcjQyMDQyNzE=",
"avatar_url": "https://avatars.githubusercontent.com/u/4204271?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yzhang123",
"html_url": "https://github.com/yzhang123",
"followers_url": "https://api.github.com/users/yzhang123/followers",
"following_url": "https://api.github.com/users/yzhang123/following{/other_user}",
"gists_url": "https://api.github.com/users/yzhang123/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yzhang123/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yzhang123/subscriptions",
"organizations_url": "https://api.github.com/users/yzhang123/orgs",
"repos_url": "https://api.github.com/users/yzhang123/repos",
"events_url": "https://api.github.com/users/yzhang123/events{/privacy}",
"received_events_url": "https://api.github.com/users/yzhang123/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/2221/reactions",
"total_count": 0,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/2221/timeline | null | completed | false |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.