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
sequencelengths 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/3365 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3365/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3365/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3365/events | https://github.com/NVIDIA/NeMo/pull/3365 | 1,085,399,604 | PR_kwDOC_bI7s4wHE1M | 3,365 | Support Changing Number of Tensor Parallel Partitions for Megatron | {
"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 | null | 2021-12-21T03:30:17 | 2021-12-30T01:15:54 | 2021-12-30T01:15:48 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3365",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3365",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3365.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3365.patch",
"merged_at": "2021-12-30T01:15:47"
} | Added `megatron_change_num_partitions.py` that supports converting a Megatron model with an arbitrary number of Tensor Parallel (TP) partitions N to any other number of TP partitions M.
In order to do so, the script intermediately converts all models to TP=1.
All the models/tensors are created/loaded on CPU.
Usage:
```
python examples/nlp/language_modeling/megatron_change_num_partitions.py \
--model_file=PATH_TO_SRC_FILE \
--target_file=PATH_TO_TGT_FILE \
--tensor_model_parallel_size=2 \
--target_tensor_model_parallel_size=1
```
| {
"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/3365/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/3365/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3364 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3364/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3364/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3364/events | https://github.com/NVIDIA/NeMo/pull/3364 | 1,085,328,328 | PR_kwDOC_bI7s4wG2cL | 3,364 | fixed the bug of fixed-size bucketing. | {
"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 | null | 2021-12-21T00:50:32 | 2022-01-12T01:36:39 | 2021-12-21T01:50:54 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3364",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3364",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3364.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3364.patch",
"merged_at": "2021-12-21T01:50:54"
} | 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/3364/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/3364/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3363 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3363/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3363/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3363/events | https://github.com/NVIDIA/NeMo/pull/3363 | 1,085,062,248 | PR_kwDOC_bI7s4wF-dT | 3,363 | remove wordninja | {
"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 | null | 2021-12-20T18:01:06 | 2021-12-20T18:52:58 | 2021-12-20T18:45:18 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3363",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3363",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3363.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3363.patch",
"merged_at": "2021-12-20T18:45:18"
} | Signed-off-by: ekmb <[email protected]> | {
"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/3363/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/3363/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3362 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3362/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3362/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3362/events | https://github.com/NVIDIA/NeMo/pull/3362 | 1,084,296,040 | PR_kwDOC_bI7s4wDe-Z | 3,362 | Repair arbitrary file or folder deletion vulnerability | {
"login": "haby0",
"id": 29876502,
"node_id": "MDQ6VXNlcjI5ODc2NTAy",
"avatar_url": "https://avatars.githubusercontent.com/u/29876502?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/haby0",
"html_url": "https://github.com/haby0",
"followers_url": "https://api.github.com/users/haby0/followers",
"following_url": "https://api.github.com/users/haby0/following{/other_user}",
"gists_url": "https://api.github.com/users/haby0/gists{/gist_id}",
"starred_url": "https://api.github.com/users/haby0/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/haby0/subscriptions",
"organizations_url": "https://api.github.com/users/haby0/orgs",
"repos_url": "https://api.github.com/users/haby0/repos",
"events_url": "https://api.github.com/users/haby0/events{/privacy}",
"received_events_url": "https://api.github.com/users/haby0/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-20T02:45:51 | 2021-12-20T23:19:15 | 2021-12-20T23:19:14 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3362",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3362",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3362.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3362.patch",
"merged_at": "2021-12-20T23:19:14"
} | From: https://github.com/NVIDIA/NeMo/issues/3348
| {
"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/3362/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/3362/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3361 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3361/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3361/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3361/events | https://github.com/NVIDIA/NeMo/pull/3361 | 1,083,778,620 | PR_kwDOC_bI7s4wB63J | 3,361 | Moved shebangs to the first line | {
"login": "davidalami",
"id": 26486307,
"node_id": "MDQ6VXNlcjI2NDg2MzA3",
"avatar_url": "https://avatars.githubusercontent.com/u/26486307?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/davidalami",
"html_url": "https://github.com/davidalami",
"followers_url": "https://api.github.com/users/davidalami/followers",
"following_url": "https://api.github.com/users/davidalami/following{/other_user}",
"gists_url": "https://api.github.com/users/davidalami/gists{/gist_id}",
"starred_url": "https://api.github.com/users/davidalami/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/davidalami/subscriptions",
"organizations_url": "https://api.github.com/users/davidalami/orgs",
"repos_url": "https://api.github.com/users/davidalami/repos",
"events_url": "https://api.github.com/users/davidalami/events{/privacy}",
"received_events_url": "https://api.github.com/users/davidalami/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-18T08:10:47 | 2021-12-29T23:37:32 | 2021-12-29T23:37:32 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3361",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3361",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3361.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3361.patch",
"merged_at": "2021-12-29T23:37:31"
} | The shebang must be the first line because it is interpreted by the kernel, which looks at the two bytes at the start of an executable file.
@okuchaiev , could you review please? | {
"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/3361/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/3361/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3360 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3360/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3360/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3360/events | https://github.com/NVIDIA/NeMo/issues/3360 | 1,083,095,874 | I_kwDOC_bI7s5AjrtC | 3,360 | FastSpeech2_HiFiGAN_E2E training doesn't work | {
"login": "mabraham",
"id": 112395,
"node_id": "MDQ6VXNlcjExMjM5NQ==",
"avatar_url": "https://avatars.githubusercontent.com/u/112395?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/mabraham",
"html_url": "https://github.com/mabraham",
"followers_url": "https://api.github.com/users/mabraham/followers",
"following_url": "https://api.github.com/users/mabraham/following{/other_user}",
"gists_url": "https://api.github.com/users/mabraham/gists{/gist_id}",
"starred_url": "https://api.github.com/users/mabraham/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/mabraham/subscriptions",
"organizations_url": "https://api.github.com/users/mabraham/orgs",
"repos_url": "https://api.github.com/users/mabraham/repos",
"events_url": "https://api.github.com/users/mabraham/events{/privacy}",
"received_events_url": "https://api.github.com/users/mabraham/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": "redoctopus",
"id": 4268876,
"node_id": "MDQ6VXNlcjQyNjg4NzY=",
"avatar_url": "https://avatars.githubusercontent.com/u/4268876?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/redoctopus",
"html_url": "https://github.com/redoctopus",
"followers_url": "https://api.github.com/users/redoctopus/followers",
"following_url": "https://api.github.com/users/redoctopus/following{/other_user}",
"gists_url": "https://api.github.com/users/redoctopus/gists{/gist_id}",
"starred_url": "https://api.github.com/users/redoctopus/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/redoctopus/subscriptions",
"organizations_url": "https://api.github.com/users/redoctopus/orgs",
"repos_url": "https://api.github.com/users/redoctopus/repos",
"events_url": "https://api.github.com/users/redoctopus/events{/privacy}",
"received_events_url": "https://api.github.com/users/redoctopus/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "redoctopus",
"id": 4268876,
"node_id": "MDQ6VXNlcjQyNjg4NzY=",
"avatar_url": "https://avatars.githubusercontent.com/u/4268876?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/redoctopus",
"html_url": "https://github.com/redoctopus",
"followers_url": "https://api.github.com/users/redoctopus/followers",
"following_url": "https://api.github.com/users/redoctopus/following{/other_user}",
"gists_url": "https://api.github.com/users/redoctopus/gists{/gist_id}",
"starred_url": "https://api.github.com/users/redoctopus/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/redoctopus/subscriptions",
"organizations_url": "https://api.github.com/users/redoctopus/orgs",
"repos_url": "https://api.github.com/users/redoctopus/repos",
"events_url": "https://api.github.com/users/redoctopus/events{/privacy}",
"received_events_url": "https://api.github.com/users/redoctopus/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/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
}
] | null | null | 2021-12-17T10:11:32 | 2022-01-26T01:12:49 | 2022-01-26T01:12:49 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
The class for training FastSpeech2_HiFiGAN end-to-end model uses variables that aren't present in the core NeMo classes, so the python errors out before training begins.
**Steps/Code to reproduce bug**
Try training such a model using NeMo 1.5.1
**Expected behavior**
A model can be trained
| {
"login": "redoctopus",
"id": 4268876,
"node_id": "MDQ6VXNlcjQyNjg4NzY=",
"avatar_url": "https://avatars.githubusercontent.com/u/4268876?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/redoctopus",
"html_url": "https://github.com/redoctopus",
"followers_url": "https://api.github.com/users/redoctopus/followers",
"following_url": "https://api.github.com/users/redoctopus/following{/other_user}",
"gists_url": "https://api.github.com/users/redoctopus/gists{/gist_id}",
"starred_url": "https://api.github.com/users/redoctopus/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/redoctopus/subscriptions",
"organizations_url": "https://api.github.com/users/redoctopus/orgs",
"repos_url": "https://api.github.com/users/redoctopus/repos",
"events_url": "https://api.github.com/users/redoctopus/events{/privacy}",
"received_events_url": "https://api.github.com/users/redoctopus/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3360/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/3360/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3359 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3359/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3359/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3359/events | https://github.com/NVIDIA/NeMo/pull/3359 | 1,083,039,004 | PR_kwDOC_bI7s4v_f8e | 3,359 | Updates on ASR with diarization util files | {
"login": "tango4j",
"id": 13211483,
"node_id": "MDQ6VXNlcjEzMjExNDgz",
"avatar_url": "https://avatars.githubusercontent.com/u/13211483?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tango4j",
"html_url": "https://github.com/tango4j",
"followers_url": "https://api.github.com/users/tango4j/followers",
"following_url": "https://api.github.com/users/tango4j/following{/other_user}",
"gists_url": "https://api.github.com/users/tango4j/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tango4j/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tango4j/subscriptions",
"organizations_url": "https://api.github.com/users/tango4j/orgs",
"repos_url": "https://api.github.com/users/tango4j/repos",
"events_url": "https://api.github.com/users/tango4j/events{/privacy}",
"received_events_url": "https://api.github.com/users/tango4j/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-17T09:10:25 | 2022-02-09T06:14:40 | 2022-01-10T20:30:26 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3359",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3359",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3359.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3359.patch",
"merged_at": "2022-01-10T20:30:26"
} | This PR includes the following changes:
- Added CTM file based (word-by-word) diarization evaluation for calculating accurate WDERs.
- Created decoder_timestamps_utils.py that contains all the word time-stamp generation scripts.
- pyctcdecode support in decoder_timestamps_utils.py.
- LM based diarization transcript realigning in diarization_utils.py.
- offline_diarization_with_asr.py example and its yaml file.
- Updates on diarization README.md.
- Fixed unique ID indexing bug in scripts/speaker_tasks/pathsfiles_to_manifest.py. | {
"login": "tango4j",
"id": 13211483,
"node_id": "MDQ6VXNlcjEzMjExNDgz",
"avatar_url": "https://avatars.githubusercontent.com/u/13211483?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tango4j",
"html_url": "https://github.com/tango4j",
"followers_url": "https://api.github.com/users/tango4j/followers",
"following_url": "https://api.github.com/users/tango4j/following{/other_user}",
"gists_url": "https://api.github.com/users/tango4j/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tango4j/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tango4j/subscriptions",
"organizations_url": "https://api.github.com/users/tango4j/orgs",
"repos_url": "https://api.github.com/users/tango4j/repos",
"events_url": "https://api.github.com/users/tango4j/events{/privacy}",
"received_events_url": "https://api.github.com/users/tango4j/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3359/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/3359/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3358 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3358/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3358/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3358/events | https://github.com/NVIDIA/NeMo/pull/3358 | 1,082,842,581 | PR_kwDOC_bI7s4v-3EI | 3,358 | Tqdm get datasets | {
"login": "bmwshop",
"id": 482416,
"node_id": "MDQ6VXNlcjQ4MjQxNg==",
"avatar_url": "https://avatars.githubusercontent.com/u/482416?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/bmwshop",
"html_url": "https://github.com/bmwshop",
"followers_url": "https://api.github.com/users/bmwshop/followers",
"following_url": "https://api.github.com/users/bmwshop/following{/other_user}",
"gists_url": "https://api.github.com/users/bmwshop/gists{/gist_id}",
"starred_url": "https://api.github.com/users/bmwshop/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/bmwshop/subscriptions",
"organizations_url": "https://api.github.com/users/bmwshop/orgs",
"repos_url": "https://api.github.com/users/bmwshop/repos",
"events_url": "https://api.github.com/users/bmwshop/events{/privacy}",
"received_events_url": "https://api.github.com/users/bmwshop/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-17T03:17:17 | 2021-12-17T19:07:23 | 2021-12-17T19:07:20 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3358",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3358",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3358.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3358.patch",
"merged_at": "2021-12-17T19:07:20"
} | now with fixed formatting (black) | {
"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/3358/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/3358/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3357 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3357/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3357/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3357/events | https://github.com/NVIDIA/NeMo/pull/3357 | 1,082,745,583 | PR_kwDOC_bI7s4v-jUt | 3,357 | tqdm progress bar on dataset downloads | {
"login": "bmwshop",
"id": 482416,
"node_id": "MDQ6VXNlcjQ4MjQxNg==",
"avatar_url": "https://avatars.githubusercontent.com/u/482416?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/bmwshop",
"html_url": "https://github.com/bmwshop",
"followers_url": "https://api.github.com/users/bmwshop/followers",
"following_url": "https://api.github.com/users/bmwshop/following{/other_user}",
"gists_url": "https://api.github.com/users/bmwshop/gists{/gist_id}",
"starred_url": "https://api.github.com/users/bmwshop/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/bmwshop/subscriptions",
"organizations_url": "https://api.github.com/users/bmwshop/orgs",
"repos_url": "https://api.github.com/users/bmwshop/repos",
"events_url": "https://api.github.com/users/bmwshop/events{/privacy}",
"received_events_url": "https://api.github.com/users/bmwshop/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-17T00:04:39 | 2021-12-17T03:09:20 | 2021-12-17T03:09:20 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3357",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3357",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3357.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3357.patch",
"merged_at": null
} | Adding progress bar - tqdm - on data set download scripts
@titu1994
@redoctopus
@jbalam-nv
@okuchaiev | {
"login": "bmwshop",
"id": 482416,
"node_id": "MDQ6VXNlcjQ4MjQxNg==",
"avatar_url": "https://avatars.githubusercontent.com/u/482416?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/bmwshop",
"html_url": "https://github.com/bmwshop",
"followers_url": "https://api.github.com/users/bmwshop/followers",
"following_url": "https://api.github.com/users/bmwshop/following{/other_user}",
"gists_url": "https://api.github.com/users/bmwshop/gists{/gist_id}",
"starred_url": "https://api.github.com/users/bmwshop/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/bmwshop/subscriptions",
"organizations_url": "https://api.github.com/users/bmwshop/orgs",
"repos_url": "https://api.github.com/users/bmwshop/repos",
"events_url": "https://api.github.com/users/bmwshop/events{/privacy}",
"received_events_url": "https://api.github.com/users/bmwshop/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3357/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/3357/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3356 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3356/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3356/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3356/events | https://github.com/NVIDIA/NeMo/pull/3356 | 1,082,657,578 | PR_kwDOC_bI7s4v-Qw4 | 3,356 | Display the accurate progress during training. | {
"login": "yidong72",
"id": 43824965,
"node_id": "MDQ6VXNlcjQzODI0OTY1",
"avatar_url": "https://avatars.githubusercontent.com/u/43824965?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yidong72",
"html_url": "https://github.com/yidong72",
"followers_url": "https://api.github.com/users/yidong72/followers",
"following_url": "https://api.github.com/users/yidong72/following{/other_user}",
"gists_url": "https://api.github.com/users/yidong72/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yidong72/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yidong72/subscriptions",
"organizations_url": "https://api.github.com/users/yidong72/orgs",
"repos_url": "https://api.github.com/users/yidong72/repos",
"events_url": "https://api.github.com/users/yidong72/events{/privacy}",
"received_events_url": "https://api.github.com/users/yidong72/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-16T21:28:01 | 2022-01-15T03:10:57 | 2022-01-15T03:10:32 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3356",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3356",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3356.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3356.patch",
"merged_at": null
} | a minor bug fix | {
"login": "yidong72",
"id": 43824965,
"node_id": "MDQ6VXNlcjQzODI0OTY1",
"avatar_url": "https://avatars.githubusercontent.com/u/43824965?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yidong72",
"html_url": "https://github.com/yidong72",
"followers_url": "https://api.github.com/users/yidong72/followers",
"following_url": "https://api.github.com/users/yidong72/following{/other_user}",
"gists_url": "https://api.github.com/users/yidong72/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yidong72/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yidong72/subscriptions",
"organizations_url": "https://api.github.com/users/yidong72/orgs",
"repos_url": "https://api.github.com/users/yidong72/repos",
"events_url": "https://api.github.com/users/yidong72/events{/privacy}",
"received_events_url": "https://api.github.com/users/yidong72/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3356/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/3356/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3355 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3355/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3355/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3355/events | https://github.com/NVIDIA/NeMo/pull/3355 | 1,082,652,661 | PR_kwDOC_bI7s4v-Puc | 3,355 | missing init for TN German | {
"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 | null | 2021-12-16T21:21:05 | 2021-12-16T23:20:23 | 2021-12-16T23:20:20 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3355",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3355",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3355.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3355.patch",
"merged_at": "2021-12-16T23:20:20"
} | null | {
"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/3355/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/3355/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3354 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3354/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3354/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3354/events | https://github.com/NVIDIA/NeMo/pull/3354 | 1,082,652,026 | PR_kwDOC_bI7s4v-Plv | 3,354 | fix speaker label models training convergence | {
"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 | null | 2021-12-16T21:20:13 | 2021-12-16T22:17:09 | 2021-12-16T22:11:06 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3354",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3354",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3354.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3354.patch",
"merged_at": "2021-12-16T22:11:06"
} | Signed-off-by: nithinraok <[email protected]> | {
"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/3354/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/3354/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3353 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3353/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3353/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3353/events | https://github.com/NVIDIA/NeMo/issues/3353 | 1,082,634,900 | I_kwDOC_bI7s5Ah7KU | 3,353 | NeMo Megatron Epoch training is confusing | {
"login": "yidong72",
"id": 43824965,
"node_id": "MDQ6VXNlcjQzODI0OTY1",
"avatar_url": "https://avatars.githubusercontent.com/u/43824965?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yidong72",
"html_url": "https://github.com/yidong72",
"followers_url": "https://api.github.com/users/yidong72/followers",
"following_url": "https://api.github.com/users/yidong72/following{/other_user}",
"gists_url": "https://api.github.com/users/yidong72/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yidong72/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yidong72/subscriptions",
"organizations_url": "https://api.github.com/users/yidong72/orgs",
"repos_url": "https://api.github.com/users/yidong72/repos",
"events_url": "https://api.github.com/users/yidong72/events{/privacy}",
"received_events_url": "https://api.github.com/users/yidong72/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://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
}
] | null | null | 2021-12-16T20:55:49 | 2022-04-05T23:46:58 | 2022-04-05T23:46:57 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Currently, the NeMo Megatron has the intrinsic epoch concept in the dataset which is confusing as pytorch lightning has its own epoch concept. The `sample_mappling` logic prepares data samples for multiple epochs (the number of epoch is determined by the max_steps and number of documents in datafile) and creates the `*.npy` mapping files. The dataloader will take this dataset and sample in batches to go over the data for multiple times according to `*.npy` files. The training just need one pytorch lightning epoch.
Ideally, we should use pytorch lightning epoch only and the NeMo Megatron dataset should only concern with one epoch of data. | {
"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/3353/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/3353/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3352 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3352/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3352/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3352/events | https://github.com/NVIDIA/NeMo/issues/3352 | 1,082,465,780 | I_kwDOC_bI7s5AhR30 | 3,352 | ConformerCTC with input problems after ONNX conversion | {
"login": "DanBmh",
"id": 18572490,
"node_id": "MDQ6VXNlcjE4NTcyNDkw",
"avatar_url": "https://avatars.githubusercontent.com/u/18572490?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/DanBmh",
"html_url": "https://github.com/DanBmh",
"followers_url": "https://api.github.com/users/DanBmh/followers",
"following_url": "https://api.github.com/users/DanBmh/following{/other_user}",
"gists_url": "https://api.github.com/users/DanBmh/gists{/gist_id}",
"starred_url": "https://api.github.com/users/DanBmh/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/DanBmh/subscriptions",
"organizations_url": "https://api.github.com/users/DanBmh/orgs",
"repos_url": "https://api.github.com/users/DanBmh/repos",
"events_url": "https://api.github.com/users/DanBmh/events{/privacy}",
"received_events_url": "https://api.github.com/users/DanBmh/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.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
}
] | null | null | 2021-12-16T17:29:10 | 2022-03-10T01:33:05 | 2022-03-10T01:33:05 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I'm trying to convert the ConformerCTC (small) to ONNX, which works without problems, but when I'm testing the model with a single audio file I get a shape error:
```
[E:onnxruntime:, sequential_executor.cc:339 Execute] Non-zero status code returned while running Reshape node. Name:'Reshape_378'
Status Message: /onnxruntime/onnxruntime/core/providers/cpu/tensor/reshape_helper.h:37 onnxruntime::ReshapeHelper::ReshapeHelper(const onnxruntime::TensorShape&, std::vector<long int>&) size != 0 && (input_shape.Size() % size) == 0 was false.
The input tensor cannot be reshaped to the requested shape. Input shape:{1,115,176}, requested shape:{16,-1,4,44}
0%| | 0/1 [00:00<?, ?it/s]
Traceback (most recent call last):
File "/dsp_nemo/testing_nemo.py", line 186, in <module>
run_full_test("stt_en_conformer_ctc_small", batch_size=1, print_predictions=True)
File "/dsp_nemo/testing_nemo.py", line 161, in run_full_test
ologits = ort_session.run(None, ort_inputs)
File "/opt/conda/lib/python3.8/site-packages/onnxruntime/capi/onnxruntime_inference_collection.py", line 188, in run
return self._sess.run(output_names, input_feed, run_options)
```
The code is the following:
```python3
test_manifest = "/dsp_nemo/data/test.json"
def run_full_test(nemo_model_name, batch_size, print_predictions):
config = {"batch_size": batch_size, "manifestpath": test_manifest}
model = nemo_asr.models.EncDecCTCModel.restore_from(
restore_path="/dsp_nemo/models/" + nemo_model_name + ".nemo"
)
ort_session = onnxruntime.InferenceSession(
"/dsp_nemo/models/" + nemo_model_name + ".onnx"
)
temporary_datalayer = setup_transcribe_dataloader(config, model.decoder.vocabulary)
wer_calc = WER(
vocabulary=model.decoder.vocabulary,
batch_dim_index=0,
use_cer=False,
ctc_decode=True,
)
wer_nums = []
wer_denoms = []
for test_batch in tqdm.tqdm(temporary_datalayer):
processed_signal, processed_signal_len = model.preprocessor(
input_signal=test_batch[0].to(model.device),
length=test_batch[1].to(model.device),
)
ort_inputs = {ort_session.get_inputs()[0].name: to_numpy(processed_signal)}
print(processed_signal.shape, processed_signal_len) # torch.Size([1, 80, 458]) tensor([458], device='cuda:0')
if "conformer" in nemo_model_name:
ort_inputs[ort_session.get_inputs()[1].name] = to_numpy(
processed_signal_len
)
ologits = ort_session.run(None, ort_inputs)
alogits = np.asarray(ologits)
logits = torch.from_numpy(alogits[0])
greedy_predictions = logits.argmax(dim=-1, keepdim=False)
if print_predictions:
hypotheses = wer_calc.ctc_decoder_predictions_tensor(greedy_predictions)
print(hypotheses)
targets = test_batch[2]
targets_lengths = test_batch[3]
model._wer.update(greedy_predictions, targets, targets_lengths)
_, wer_num, wer_denom = model._wer.compute()
wer_nums.append(wer_num.detach().cpu().numpy())
wer_denoms.append(wer_denom.detach().cpu().numpy())
# We need to sum all numerators and denominators first. Then divide.
print(f"WER = {sum(wer_nums) / sum(wer_denoms)}")
run_full_test("stt_en_conformer_ctc_small", batch_size=1, print_predictions=True)
# run_full_test("QuartzNet5x5LS-En", batch_size=1, print_predictions=True)
```
Running the same code with the QuartzNet model works as expected.
Tested with NeMo docker container (nvcr.io/nvidia/nemo:1.4.0) with onnxruntime (v1.7.2) additionally installed.
Onnx export with:
```
python3 /NeMo/scripts/export.py \
/dsp_nemo/models/stt_en_conformer_ctc_small.nemo /dsp_nemo/models/stt_en_conformer_ctc_small.onnx
```
<br>
Any ideas on this? | {
"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/3352/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/3352/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3351 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3351/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3351/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3351/events | https://github.com/NVIDIA/NeMo/pull/3351 | 1,082,397,153 | PR_kwDOC_bI7s4v9ZYQ | 3,351 | K2 losses | {
"login": "GNroy",
"id": 16904306,
"node_id": "MDQ6VXNlcjE2OTA0MzA2",
"avatar_url": "https://avatars.githubusercontent.com/u/16904306?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/GNroy",
"html_url": "https://github.com/GNroy",
"followers_url": "https://api.github.com/users/GNroy/followers",
"following_url": "https://api.github.com/users/GNroy/following{/other_user}",
"gists_url": "https://api.github.com/users/GNroy/gists{/gist_id}",
"starred_url": "https://api.github.com/users/GNroy/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/GNroy/subscriptions",
"organizations_url": "https://api.github.com/users/GNroy/orgs",
"repos_url": "https://api.github.com/users/GNroy/repos",
"events_url": "https://api.github.com/users/GNroy/events{/privacy}",
"received_events_url": "https://api.github.com/users/GNroy/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-16T16:21:02 | 2022-03-01T20:56:20 | 2022-03-01T20:56:20 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3351",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3351",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3351.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3351.patch",
"merged_at": "2022-03-01T20:56:20"
} | This PR implements k2-based loss functions and all other things needed for training ASR models with k2.
Reference paper: https://arxiv.org/abs/2110.03098
There's a lot of code, so I'm hoping @titu1994 can give a review. | {
"login": "GNroy",
"id": 16904306,
"node_id": "MDQ6VXNlcjE2OTA0MzA2",
"avatar_url": "https://avatars.githubusercontent.com/u/16904306?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/GNroy",
"html_url": "https://github.com/GNroy",
"followers_url": "https://api.github.com/users/GNroy/followers",
"following_url": "https://api.github.com/users/GNroy/following{/other_user}",
"gists_url": "https://api.github.com/users/GNroy/gists{/gist_id}",
"starred_url": "https://api.github.com/users/GNroy/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/GNroy/subscriptions",
"organizations_url": "https://api.github.com/users/GNroy/orgs",
"repos_url": "https://api.github.com/users/GNroy/repos",
"events_url": "https://api.github.com/users/GNroy/events{/privacy}",
"received_events_url": "https://api.github.com/users/GNroy/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3351/reactions",
"total_count": 2,
"+1": 0,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 2
} | https://api.github.com/repos/NVIDIA/NeMo/issues/3351/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3350 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3350/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3350/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3350/events | https://github.com/NVIDIA/NeMo/issues/3350 | 1,082,299,237 | I_kwDOC_bI7s5AgpNl | 3,350 | WER results are different | {
"login": "andrusenkoau",
"id": 52885736,
"node_id": "MDQ6VXNlcjUyODg1NzM2",
"avatar_url": "https://avatars.githubusercontent.com/u/52885736?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/andrusenkoau",
"html_url": "https://github.com/andrusenkoau",
"followers_url": "https://api.github.com/users/andrusenkoau/followers",
"following_url": "https://api.github.com/users/andrusenkoau/following{/other_user}",
"gists_url": "https://api.github.com/users/andrusenkoau/gists{/gist_id}",
"starred_url": "https://api.github.com/users/andrusenkoau/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/andrusenkoau/subscriptions",
"organizations_url": "https://api.github.com/users/andrusenkoau/orgs",
"repos_url": "https://api.github.com/users/andrusenkoau/repos",
"events_url": "https://api.github.com/users/andrusenkoau/events{/privacy}",
"received_events_url": "https://api.github.com/users/andrusenkoau/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"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
} | [
{
"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
}
] | null | null | 2021-12-16T15:02:24 | 2022-03-10T01:33:21 | 2022-03-10T01:33:21 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | ### Discussed in https://github.com/NVIDIA/NeMo/discussions/3339
<div type='discussions-op-text'>
<sup>Originally posted by **andrusenkoau** December 15, 2021</sup>
Hi everyone!
I am trying to decode all librispeech dev and test sets for my Conformer-CTC-BPE model by "eval_beamsearch_ngram.py" script in greedy way. But I am getting WER results that are different from training logs. For example, for the last 100th epoch I have got WER = **10.43%** for dev-clean according to "lightning_logs.txt". But after "eval_beamsearch_ngram.py" I have got WER = **12.01%**. Maybe i am doing something wrong?
This is my decoding command:
```
model_dir="nemo_experiments/Conformer-CTC-BPE/2021-12-14_12-47-27"
model_file="${model_dir}/checkpoints/Conformer-CTC-BPE.nemo"
for test_set in dev-clean dev-other test-clean test-other; do
decode_dir=${model_dir}/decoding_${test_set}
decode_log=${model_dir}/decoding_${test_set}.log
decode_manifest=data/manifest_${test_set}.json
python ${NGRAM_PATH}/eval_beamsearch_ngram.py --nemo_model_file ${model_file} \
--input_manifest ${decode_manifest} \
--acoustic_batch_size 10 \
--preds_output_folder ${decode_dir} \
--decoding_mode greedy | tee ${decode_log}
done
```</div> | {
"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/3350/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/3350/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3349 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3349/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3349/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3349/events | https://github.com/NVIDIA/NeMo/issues/3349 | 1,082,241,694 | I_kwDOC_bI7s5AgbKe | 3,349 | Export punctuation and capitalization models for offline use | {
"login": "agupta54",
"id": 7277273,
"node_id": "MDQ6VXNlcjcyNzcyNzM=",
"avatar_url": "https://avatars.githubusercontent.com/u/7277273?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/agupta54",
"html_url": "https://github.com/agupta54",
"followers_url": "https://api.github.com/users/agupta54/followers",
"following_url": "https://api.github.com/users/agupta54/following{/other_user}",
"gists_url": "https://api.github.com/users/agupta54/gists{/gist_id}",
"starred_url": "https://api.github.com/users/agupta54/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/agupta54/subscriptions",
"organizations_url": "https://api.github.com/users/agupta54/orgs",
"repos_url": "https://api.github.com/users/agupta54/repos",
"events_url": "https://api.github.com/users/agupta54/events{/privacy}",
"received_events_url": "https://api.github.com/users/agupta54/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": "PeganovAnton",
"id": 10737305,
"node_id": "MDQ6VXNlcjEwNzM3MzA1",
"avatar_url": "https://avatars.githubusercontent.com/u/10737305?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/PeganovAnton",
"html_url": "https://github.com/PeganovAnton",
"followers_url": "https://api.github.com/users/PeganovAnton/followers",
"following_url": "https://api.github.com/users/PeganovAnton/following{/other_user}",
"gists_url": "https://api.github.com/users/PeganovAnton/gists{/gist_id}",
"starred_url": "https://api.github.com/users/PeganovAnton/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/PeganovAnton/subscriptions",
"organizations_url": "https://api.github.com/users/PeganovAnton/orgs",
"repos_url": "https://api.github.com/users/PeganovAnton/repos",
"events_url": "https://api.github.com/users/PeganovAnton/events{/privacy}",
"received_events_url": "https://api.github.com/users/PeganovAnton/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "PeganovAnton",
"id": 10737305,
"node_id": "MDQ6VXNlcjEwNzM3MzA1",
"avatar_url": "https://avatars.githubusercontent.com/u/10737305?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/PeganovAnton",
"html_url": "https://github.com/PeganovAnton",
"followers_url": "https://api.github.com/users/PeganovAnton/followers",
"following_url": "https://api.github.com/users/PeganovAnton/following{/other_user}",
"gists_url": "https://api.github.com/users/PeganovAnton/gists{/gist_id}",
"starred_url": "https://api.github.com/users/PeganovAnton/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/PeganovAnton/subscriptions",
"organizations_url": "https://api.github.com/users/PeganovAnton/orgs",
"repos_url": "https://api.github.com/users/PeganovAnton/repos",
"events_url": "https://api.github.com/users/PeganovAnton/events{/privacy}",
"received_events_url": "https://api.github.com/users/PeganovAnton/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://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
}
] | null | null | 2021-12-16T14:10:39 | 2021-12-20T12:11:06 | 2021-12-20T12:11:06 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I want to use punctuation and capitalization model by using restore_from function and give my own model path. Even when I am providing the model path myself, it is downloading the model and tokenizer in the background. Is there a way to get this working without any downloads happening?
| {
"login": "agupta54",
"id": 7277273,
"node_id": "MDQ6VXNlcjcyNzcyNzM=",
"avatar_url": "https://avatars.githubusercontent.com/u/7277273?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/agupta54",
"html_url": "https://github.com/agupta54",
"followers_url": "https://api.github.com/users/agupta54/followers",
"following_url": "https://api.github.com/users/agupta54/following{/other_user}",
"gists_url": "https://api.github.com/users/agupta54/gists{/gist_id}",
"starred_url": "https://api.github.com/users/agupta54/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/agupta54/subscriptions",
"organizations_url": "https://api.github.com/users/agupta54/orgs",
"repos_url": "https://api.github.com/users/agupta54/repos",
"events_url": "https://api.github.com/users/agupta54/events{/privacy}",
"received_events_url": "https://api.github.com/users/agupta54/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3349/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/3349/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3348 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3348/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3348/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3348/events | https://github.com/NVIDIA/NeMo/issues/3348 | 1,081,840,803 | I_kwDOC_bI7s5Ae5Sj | 3,348 | Security vulnerabilty | {
"login": "haby0",
"id": 29876502,
"node_id": "MDQ6VXNlcjI5ODc2NTAy",
"avatar_url": "https://avatars.githubusercontent.com/u/29876502?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/haby0",
"html_url": "https://github.com/haby0",
"followers_url": "https://api.github.com/users/haby0/followers",
"following_url": "https://api.github.com/users/haby0/following{/other_user}",
"gists_url": "https://api.github.com/users/haby0/gists{/gist_id}",
"starred_url": "https://api.github.com/users/haby0/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/haby0/subscriptions",
"organizations_url": "https://api.github.com/users/haby0/orgs",
"repos_url": "https://api.github.com/users/haby0/repos",
"events_url": "https://api.github.com/users/haby0/events{/privacy}",
"received_events_url": "https://api.github.com/users/haby0/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 | null | 2021-12-16T07:02:20 | 2021-12-17T11:45:05 | 2021-12-16T18:57:23 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | What would be the right contact to report a security vulnerabilty? 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/3348/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/3348/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3347 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3347/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3347/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3347/events | https://github.com/NVIDIA/NeMo/issues/3347 | 1,081,834,094 | I_kwDOC_bI7s5Ae3pu | 3,347 | How to restore a ckpt conformer model for inference/finetuning? | {
"login": "BuaaAlban",
"id": 25258181,
"node_id": "MDQ6VXNlcjI1MjU4MTgx",
"avatar_url": "https://avatars.githubusercontent.com/u/25258181?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/BuaaAlban",
"html_url": "https://github.com/BuaaAlban",
"followers_url": "https://api.github.com/users/BuaaAlban/followers",
"following_url": "https://api.github.com/users/BuaaAlban/following{/other_user}",
"gists_url": "https://api.github.com/users/BuaaAlban/gists{/gist_id}",
"starred_url": "https://api.github.com/users/BuaaAlban/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/BuaaAlban/subscriptions",
"organizations_url": "https://api.github.com/users/BuaaAlban/orgs",
"repos_url": "https://api.github.com/users/BuaaAlban/repos",
"events_url": "https://api.github.com/users/BuaaAlban/events{/privacy}",
"received_events_url": "https://api.github.com/users/BuaaAlban/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": "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
} | [
{
"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
}
] | null | null | 2021-12-16T06:51:11 | 2022-03-10T01:33:35 | 2022-03-10T01:33:35 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | For conformer model
we can restore a nemo model by
model = nemo_asr.models.EncDecCTCModelBPE.restore_from(name+'.nemo')
and use it for inference.
But the models during training were saved in ckpt format.
And I tried model.load_state_dict(torch.load(model.ckpt)) but there are different keys.
How can I load a ckpt which was saved during training for inference? or how to convert a ckpt model to the target nemo model?
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/3347/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/3347/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3346 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3346/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3346/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3346/events | https://github.com/NVIDIA/NeMo/pull/3346 | 1,081,664,622 | PR_kwDOC_bI7s4v6_Dj | 3,346 | update sparrowhawk export grammars to able to skip pynini | {
"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 | null | 2021-12-16T01:10:09 | 2021-12-16T04:09:11 | 2021-12-16T04:09:09 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3346",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3346",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3346.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3346.patch",
"merged_at": "2021-12-16T04:09:09"
} | Signed-off-by: Yang Zhang <[email protected]> | {
"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/3346/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/3346/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3345 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3345/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3345/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3345/events | https://github.com/NVIDIA/NeMo/pull/3345 | 1,081,633,017 | PR_kwDOC_bI7s4v64UF | 3,345 | fix readme to show cmd | {
"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 | null | 2021-12-16T00:15:37 | 2021-12-16T03:10:00 | 2021-12-16T03:09:15 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3345",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3345",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3345.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3345.patch",
"merged_at": "2021-12-16T03:09:15"
} | Signed-off-by: Yang Zhang <[email protected]> | {
"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/3345/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/3345/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3344 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3344/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3344/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3344/events | https://github.com/NVIDIA/NeMo/pull/3344 | 1,081,533,809 | PR_kwDOC_bI7s4v6jPg | 3,344 | Self-supervised tutorial & update | {
"login": "sam1373",
"id": 24465107,
"node_id": "MDQ6VXNlcjI0NDY1MTA3",
"avatar_url": "https://avatars.githubusercontent.com/u/24465107?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sam1373",
"html_url": "https://github.com/sam1373",
"followers_url": "https://api.github.com/users/sam1373/followers",
"following_url": "https://api.github.com/users/sam1373/following{/other_user}",
"gists_url": "https://api.github.com/users/sam1373/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sam1373/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sam1373/subscriptions",
"organizations_url": "https://api.github.com/users/sam1373/orgs",
"repos_url": "https://api.github.com/users/sam1373/repos",
"events_url": "https://api.github.com/users/sam1373/events{/privacy}",
"received_events_url": "https://api.github.com/users/sam1373/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-15T21:33:40 | 2022-01-28T23:51:48 | 2022-01-26T17:44:34 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3344",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3344",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3344.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3344.patch",
"merged_at": "2022-01-26T17:44:34"
} | - Basic tutorial for self-supervised pre-training and subsequent supervised fine-tuning
- Config for conformer SSL (may be changed later)
- Update to convert_to_tarred script to enable not having "text" field in manifest, and allow using "offset" for manifest without labels
- Add optional non-stride layers to reconstruction decoder
- Add option to load part of model from second nemo checkpoint from config (for example if we want to load encoder from one pre-trained model, and decoder from another)
# Changelog
- New way to initialize parts of models into current model for ssl
```markdown
init_from_nemo_model: Str path to a .nemo model in order to load state_dict from single nemo file;
if loading from multiple files, pass in a dict where the values have the following fields:
- path: Str path to .nemo model
- include: Optional list of strings, at least one of which needs to be contained in parameter name
to be loaded from this .nemo file. Default: everything is included.
- exclude: Optional list of strings, which can be used to exclude any parameter containing one of
these strings from being loaded from this .nemo file. Default: nothing is excluded.
hydra usage example:
```
```yaml
...
init_from_nemo_model:
model0:
path:<path/to/model1>
include:["encoder"]
model1:
path:<path/to/model2>
include:["decoder"]
exclude:["embed"]
``` | {
"login": "sam1373",
"id": 24465107,
"node_id": "MDQ6VXNlcjI0NDY1MTA3",
"avatar_url": "https://avatars.githubusercontent.com/u/24465107?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sam1373",
"html_url": "https://github.com/sam1373",
"followers_url": "https://api.github.com/users/sam1373/followers",
"following_url": "https://api.github.com/users/sam1373/following{/other_user}",
"gists_url": "https://api.github.com/users/sam1373/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sam1373/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sam1373/subscriptions",
"organizations_url": "https://api.github.com/users/sam1373/orgs",
"repos_url": "https://api.github.com/users/sam1373/repos",
"events_url": "https://api.github.com/users/sam1373/events{/privacy}",
"received_events_url": "https://api.github.com/users/sam1373/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3344/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/3344/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3343 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3343/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3343/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3343/events | https://github.com/NVIDIA/NeMo/pull/3343 | 1,081,387,183 | PR_kwDOC_bI7s4v6HPk | 3,343 | TN_non_deterministic optimized | {
"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 | null | 2021-12-15T18:57:34 | 2021-12-16T01:41:17 | 2021-12-16T01:40:52 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3343",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3343",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3343.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3343.patch",
"merged_at": "2021-12-16T01:40:52"
} | Signed-off-by: ekmb <[email protected]> | {
"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/3343/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/3343/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3342 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3342/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3342/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3342/events | https://github.com/NVIDIA/NeMo/issues/3342 | 1,081,239,170 | I_kwDOC_bI7s5AcmaC | 3,342 | German normalization fails due to apparent installation problems. | {
"login": "fcavallin",
"id": 86988942,
"node_id": "MDQ6VXNlcjg2OTg4OTQy",
"avatar_url": "https://avatars.githubusercontent.com/u/86988942?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/fcavallin",
"html_url": "https://github.com/fcavallin",
"followers_url": "https://api.github.com/users/fcavallin/followers",
"following_url": "https://api.github.com/users/fcavallin/following{/other_user}",
"gists_url": "https://api.github.com/users/fcavallin/gists{/gist_id}",
"starred_url": "https://api.github.com/users/fcavallin/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/fcavallin/subscriptions",
"organizations_url": "https://api.github.com/users/fcavallin/orgs",
"repos_url": "https://api.github.com/users/fcavallin/repos",
"events_url": "https://api.github.com/users/fcavallin/events{/privacy}",
"received_events_url": "https://api.github.com/users/fcavallin/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",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/TN/ITN",
"name": "TN/ITN",
"color": "0052cc",
"default": false,
"description": ""
}
] | closed | false | null | [] | null | null | 2021-12-15T16:26:47 | 2022-12-19T21:49:08 | 2021-12-16T23:20:20 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
German normalization fails due to apparent installation problems.
**Steps/Code to reproduce bug**
If installed with:
`pip install nemo-toolkit[all]` the nemo_text_processing.text_normalization.de.taggers.tokenize_and_classify is not in the project in order to normalize german phrases although used in the nemo_text_processing/text_normalization/normalize.py file.
If installed with:
`python -m pip install git+https://github.com/NVIDIA/NeMo.git@main` the file nemo_text_processing/inverse_text_normalization/vi/taggers/money.py is not found.
If installed with:
`git clone -q https://github.com/NVIDIA/NeMo.git`
when normalizing, getting the following issue: [https://github.com/NVIDIA/NeMo/issues/3341]
**Expected behavior**
Successful German normalization
**Environment overview**
- Environment location: Bare-metal: Ubuntu 20.04.3 LTS
**Environment details**
- OS version: Ubuntu 20.04.3 LTS
- PyTorch version: Torch 1.10.0
- Python version: Python 3.8.12
| {
"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/3342/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/3342/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3341 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3341/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3341/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3341/events | https://github.com/NVIDIA/NeMo/issues/3341 | 1,081,235,808 | I_kwDOC_bI7s5Acllg | 3,341 | nemo text normalizer fails to normalize in german - _pywrapfst.FstOpError: Operation failed | {
"login": "fcavallin",
"id": 86988942,
"node_id": "MDQ6VXNlcjg2OTg4OTQy",
"avatar_url": "https://avatars.githubusercontent.com/u/86988942?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/fcavallin",
"html_url": "https://github.com/fcavallin",
"followers_url": "https://api.github.com/users/fcavallin/followers",
"following_url": "https://api.github.com/users/fcavallin/following{/other_user}",
"gists_url": "https://api.github.com/users/fcavallin/gists{/gist_id}",
"starred_url": "https://api.github.com/users/fcavallin/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/fcavallin/subscriptions",
"organizations_url": "https://api.github.com/users/fcavallin/orgs",
"repos_url": "https://api.github.com/users/fcavallin/repos",
"events_url": "https://api.github.com/users/fcavallin/events{/privacy}",
"received_events_url": "https://api.github.com/users/fcavallin/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",
"url": "https://api.github.com/repos/NVIDIA/NeMo/labels/TN/ITN",
"name": "TN/ITN",
"color": "0052cc",
"default": false,
"description": ""
}
] | closed | false | null | [] | null | null | 2021-12-15T16:23:41 | 2022-12-19T21:49:19 | 2021-12-16T23:20:20 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
Nemo normalizer fails to normalize phrases in german. Operation fails with a _pywrapfst.FstOpError caused by line 464 in the extensions/_pynini.pyx file.
**Steps/Code to reproduce bug**
`from nemo_text_processing.text_normalization.normalize import Normalizer
normalized_text = Normalizer(input_case='cased', lang='de').normalize('0.12', verbose=True)
`
**Expected behavior**
`normalized_text = 'null komma eins zwei'`
**Environment overview**
- Environment location: Bare-metal: Ubuntu 20.04.3 LTS
- Method of NeMo install:
`git clone -q https://github.com/NVIDIA/NeMo.git`
`pip install -e NeMo`
**Environment details**
- OS version: Ubuntu 20.04.3 LTS
- PyTorch version: Torch 1.10.0
- Python version: Python 3.8.12
| {
"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/3341/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/3341/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3340 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3340/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3340/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3340/events | https://github.com/NVIDIA/NeMo/pull/3340 | 1,081,098,896 | PR_kwDOC_bI7s4v5LpW | 3,340 | NMT Shared Embeddings Weights | {
"login": "michalivne",
"id": 7453913,
"node_id": "MDQ6VXNlcjc0NTM5MTM=",
"avatar_url": "https://avatars.githubusercontent.com/u/7453913?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/michalivne",
"html_url": "https://github.com/michalivne",
"followers_url": "https://api.github.com/users/michalivne/followers",
"following_url": "https://api.github.com/users/michalivne/following{/other_user}",
"gists_url": "https://api.github.com/users/michalivne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/michalivne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/michalivne/subscriptions",
"organizations_url": "https://api.github.com/users/michalivne/orgs",
"repos_url": "https://api.github.com/users/michalivne/repos",
"events_url": "https://api.github.com/users/michalivne/events{/privacy}",
"received_events_url": "https://api.github.com/users/michalivne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-15T14:21:26 | 2022-01-13T16:16:45 | 2022-01-13T16:16:38 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3340",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3340",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3340.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3340.patch",
"merged_at": "2022-01-13T16:16:38"
} | This PR closes https://github.com/NVIDIA/NeMo/issues/3220 by adding support to share encoder and decoder embeddings and pre-softmax projection layers when the same vocabulary is used in the encoder and decoder.
**NOTE:** Only the shape of the embedding matrix is validated during runtime (i.e., vocabulary size, vocabulary dimension). It is the user's responsibility to make sure the same vocabulary is being used in the encoder and decoder tokenizers.
# Usage:
Set the following flag in `yaml` config to `true` (default is `false`):
```
model:
shared_embeddings: true
```
| {
"login": "michalivne",
"id": 7453913,
"node_id": "MDQ6VXNlcjc0NTM5MTM=",
"avatar_url": "https://avatars.githubusercontent.com/u/7453913?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/michalivne",
"html_url": "https://github.com/michalivne",
"followers_url": "https://api.github.com/users/michalivne/followers",
"following_url": "https://api.github.com/users/michalivne/following{/other_user}",
"gists_url": "https://api.github.com/users/michalivne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/michalivne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/michalivne/subscriptions",
"organizations_url": "https://api.github.com/users/michalivne/orgs",
"repos_url": "https://api.github.com/users/michalivne/repos",
"events_url": "https://api.github.com/users/michalivne/events{/privacy}",
"received_events_url": "https://api.github.com/users/michalivne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3340/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/3340/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3337 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3337/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3337/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3337/events | https://github.com/NVIDIA/NeMo/issues/3337 | 1,080,965,704 | I_kwDOC_bI7s5AbjpI | 3,337 | Serving trained ASR models via TorchServe | {
"login": "ahkarami",
"id": 28620609,
"node_id": "MDQ6VXNlcjI4NjIwNjA5",
"avatar_url": "https://avatars.githubusercontent.com/u/28620609?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ahkarami",
"html_url": "https://github.com/ahkarami",
"followers_url": "https://api.github.com/users/ahkarami/followers",
"following_url": "https://api.github.com/users/ahkarami/following{/other_user}",
"gists_url": "https://api.github.com/users/ahkarami/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ahkarami/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ahkarami/subscriptions",
"organizations_url": "https://api.github.com/users/ahkarami/orgs",
"repos_url": "https://api.github.com/users/ahkarami/repos",
"events_url": "https://api.github.com/users/ahkarami/events{/privacy}",
"received_events_url": "https://api.github.com/users/ahkarami/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://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
}
] | null | null | 2021-12-15T12:12:13 | 2021-12-20T19:07:15 | 2021-12-20T18:52:45 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi,
Thanks for your great framework.
Do you have any plan for adding serving ASR models via TorchServe (_e.g._, REST API or gRPC API)? I think it would be great (but I think at first, one must implement an appropriate handler for it, because to the best of my knowledge TorchServe at current state doesn't have any handler for speech models such as QuartzNet ASR model).
Best | {
"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/3337/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/3337/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3336 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3336/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3336/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3336/events | https://github.com/NVIDIA/NeMo/issues/3336 | 1,080,662,079 | I_kwDOC_bI7s5AaZg_ | 3,336 | Warning about slow loading of non-wav formats | {
"login": "roman-vygon",
"id": 48095750,
"node_id": "MDQ6VXNlcjQ4MDk1NzUw",
"avatar_url": "https://avatars.githubusercontent.com/u/48095750?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/roman-vygon",
"html_url": "https://github.com/roman-vygon",
"followers_url": "https://api.github.com/users/roman-vygon/followers",
"following_url": "https://api.github.com/users/roman-vygon/following{/other_user}",
"gists_url": "https://api.github.com/users/roman-vygon/gists{/gist_id}",
"starred_url": "https://api.github.com/users/roman-vygon/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/roman-vygon/subscriptions",
"organizations_url": "https://api.github.com/users/roman-vygon/orgs",
"repos_url": "https://api.github.com/users/roman-vygon/repos",
"events_url": "https://api.github.com/users/roman-vygon/events{/privacy}",
"received_events_url": "https://api.github.com/users/roman-vygon/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://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
}
] | null | null | 2021-12-15T07:18:41 | 2023-04-26T10:13:27 | 2022-01-18T18:36:43 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Is your feature request related to a problem? Please describe.**
Recently I've tried to understand why is my gpu usage spiking from 0 to 100% and why does training seem to halt every num_workers batches. What I found is that my dataset consisted of .opus and .mp3 files, and that they load 2-30 times slower than those same files when converted to .wav.
**Describe the solution you'd like**
A warning message that informs the user that non-wav files might become a bottleneck for training.
It seems wrong to show this message in segment.py cause it would be displayed for each of those files and pollute the logs.
Maybe the ManifestProcessor can keep a list of found formats and in the end of processing compare it to soundfile.available_formats()?
| {
"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/3336/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/3336/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3335 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3335/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3335/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3335/events | https://github.com/NVIDIA/NeMo/pull/3335 | 1,080,600,292 | PR_kwDOC_bI7s4v3heU | 3,335 | This is a test PR | {
"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 | null | 2021-12-15T06:00:19 | 2021-12-16T22:34:05 | 2021-12-16T22:34:02 | MEMBER | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3335",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3335",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3335.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3335.patch",
"merged_at": null
} | This PR is used to test and validate new CI integration. Please do not close.
Signed-off-by: Oleksii Kuchaiev <[email protected]> | {
"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/3335/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/3335/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3334 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3334/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3334/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3334/events | https://github.com/NVIDIA/NeMo/pull/3334 | 1,080,488,897 | PR_kwDOC_bI7s4v3KDz | 3,334 | Add uniform ASR evaluation script for all models | {
"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 | null | 2021-12-15T02:21:12 | 2021-12-15T23:20:17 | 2021-12-15T23:20:14 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3334",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3334",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3334.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3334.patch",
"merged_at": "2021-12-15T23:20:14"
} | # Changelog
- Add speech_to_text_eval.py which utilizes `transcribe_speech.py` to first perform transcription (for all asr models) and then uses its output to compute scores against some ground truth (via manifest).
- Remove speech_to_text_infer.py since it was hand tuned for just 1 type of model and was not an inference script but an evaluation script that required ground truth.
- Improve docstrings for transcribe_speech.py and transcribe_speech_parallel.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/3334/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/3334/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3333 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3333/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3333/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3333/events | https://github.com/NVIDIA/NeMo/pull/3333 | 1,080,311,097 | PR_kwDOC_bI7s4v2j0U | 3,333 | Add titanet | {
"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 | null | 2021-12-14T21:48:02 | 2021-12-15T01:46:04 | 2021-12-15T01:46:00 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3333",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3333",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3333.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3333.patch",
"merged_at": "2021-12-15T01:46:00"
} | * Add titanet to available pretrained models
* update configs | {
"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/3333/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/3333/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3332 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3332/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3332/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3332/events | https://github.com/NVIDIA/NeMo/pull/3332 | 1,080,306,744 | PR_kwDOC_bI7s4v2izq | 3,332 | Better default for RNNT greedy decoding | {
"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 | null | 2021-12-14T21:45:37 | 2021-12-14T21:48:35 | 2021-12-14T21:48:31 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3332",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3332",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3332.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3332.patch",
"merged_at": "2021-12-14T21:48:31"
} | # Changelog
- Better rnnt greedy decoding default of 10 max decoding time steps
Signed-off-by: smajumdar <[email protected]> | {
"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/3332/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/3332/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3331 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3331/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3331/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3331/events | https://github.com/NVIDIA/NeMo/pull/3331 | 1,080,275,992 | PR_kwDOC_bI7s4v2btl | 3,331 | fix german and vietnames grammar | {
"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 | null | 2021-12-14T21:27:22 | 2021-12-15T19:03:20 | 2021-12-15T19:03:18 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3331",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3331",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3331.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3331.patch",
"merged_at": "2021-12-15T19:03:18"
} | Signed-off-by: Yang Zhang <[email protected]> | {
"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/3331/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/3331/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3330 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3330/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3330/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3330/events | https://github.com/NVIDIA/NeMo/pull/3330 | 1,079,830,167 | PR_kwDOC_bI7s4v08AI | 3,330 | Fix MixerTTS types and dimensions | {
"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 | null | 2021-12-14T14:31:13 | 2021-12-15T09:38:17 | 2021-12-15T09:38:07 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3330",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3330",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3330.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3330.patch",
"merged_at": "2021-12-15T09:38:07"
} | null | {
"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/3330/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/3330/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3329 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3329/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3329/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3329/events | https://github.com/NVIDIA/NeMo/pull/3329 | 1,079,749,103 | PR_kwDOC_bI7s4v0qlE | 3,329 | Added new method for logprobs computation | {
"login": "dimapihtar",
"id": 37850217,
"node_id": "MDQ6VXNlcjM3ODUwMjE3",
"avatar_url": "https://avatars.githubusercontent.com/u/37850217?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/dimapihtar",
"html_url": "https://github.com/dimapihtar",
"followers_url": "https://api.github.com/users/dimapihtar/followers",
"following_url": "https://api.github.com/users/dimapihtar/following{/other_user}",
"gists_url": "https://api.github.com/users/dimapihtar/gists{/gist_id}",
"starred_url": "https://api.github.com/users/dimapihtar/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/dimapihtar/subscriptions",
"organizations_url": "https://api.github.com/users/dimapihtar/orgs",
"repos_url": "https://api.github.com/users/dimapihtar/repos",
"events_url": "https://api.github.com/users/dimapihtar/events{/privacy}",
"received_events_url": "https://api.github.com/users/dimapihtar/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-14T13:18:39 | 2021-12-30T05:57:03 | 2021-12-30T05:57:03 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3329",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3329",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3329.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3329.patch",
"merged_at": "2021-12-30T05:57:03"
} | null | {
"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/3329/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/3329/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3328 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3328/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3328/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3328/events | https://github.com/NVIDIA/NeMo/issues/3328 | 1,079,736,520 | I_kwDOC_bI7s5AW3jI | 3,328 | AttributeError: type object 'EncDecCTCModel' has no attribute 'from_pretrained | {
"login": "architlfc",
"id": 26545680,
"node_id": "MDQ6VXNlcjI2NTQ1Njgw",
"avatar_url": "https://avatars.githubusercontent.com/u/26545680?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/architlfc",
"html_url": "https://github.com/architlfc",
"followers_url": "https://api.github.com/users/architlfc/followers",
"following_url": "https://api.github.com/users/architlfc/following{/other_user}",
"gists_url": "https://api.github.com/users/architlfc/gists{/gist_id}",
"starred_url": "https://api.github.com/users/architlfc/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/architlfc/subscriptions",
"organizations_url": "https://api.github.com/users/architlfc/orgs",
"repos_url": "https://api.github.com/users/architlfc/repos",
"events_url": "https://api.github.com/users/architlfc/events{/privacy}",
"received_events_url": "https://api.github.com/users/architlfc/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-14T13:07:10 | 2021-12-14T17:12:15 | 2021-12-14T17:12:15 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I'm running into the same issue .
Python :3.8.12
Running inside docker image :pytorch:21.11-py3
Code: :
```
asr_model = nemo_asr.models.EncDecCTCModel.from_pretrained(model_name='QuartzNet15x5Base-En', strict=False)
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
AttributeError: type object 'EncDecCTCModel' has no attribute 'from_pretrained'
```
Installation steps :
- apt-get update && apt-get install -y libsndfile1 ffmpeg
- pip install Cython
- python -m pip install git+https://github.com/NVIDIA/[email protected]
_Originally posted by @architlfc in https://github.com/NVIDIA/NeMo/issues/2978#issuecomment-993514325_ | {
"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/3328/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/3328/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3327 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3327/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3327/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3327/events | https://github.com/NVIDIA/NeMo/issues/3327 | 1,079,708,396 | I_kwDOC_bI7s5AWwrs | 3,327 | AttributeError: Can't pickle local object 'AudioToBPEDataset.__init__.<locals>.TokenizerWrapper' | {
"login": "Alexey322",
"id": 19760310,
"node_id": "MDQ6VXNlcjE5NzYwMzEw",
"avatar_url": "https://avatars.githubusercontent.com/u/19760310?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Alexey322",
"html_url": "https://github.com/Alexey322",
"followers_url": "https://api.github.com/users/Alexey322/followers",
"following_url": "https://api.github.com/users/Alexey322/following{/other_user}",
"gists_url": "https://api.github.com/users/Alexey322/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Alexey322/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Alexey322/subscriptions",
"organizations_url": "https://api.github.com/users/Alexey322/orgs",
"repos_url": "https://api.github.com/users/Alexey322/repos",
"events_url": "https://api.github.com/users/Alexey322/events{/privacy}",
"received_events_url": "https://api.github.com/users/Alexey322/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-14T12:38:31 | 2022-09-29T04:29:14 | 2021-12-15T03:28:44 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi, I can not run transcribe audio method using STT En Conformer-CTC Small model on windows 10.
I am using the following code:
```
import nemo.collections.asr as nemo_asr
asr_model = nemo_asr.models.EncDecCTCModelBPE.restore_from("models/stt_en_conformer_ctc_small.nemo")
files = ['1.wav']
print(asr_model.transcribe(files, batch_size=1))
```
I'm using branch r1.5.0
As a result, I get the following error:
**AttributeError: Can't pickle local object 'AudioToBPEDataset\.\_\_init\_\_.\<locals\>\.TokenizerWrapper'**
On the colab everything worked without problems. What could be the problem and how to solve it? Thank you. | {
"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/3327/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/3327/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3326 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3326/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3326/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3326/events | https://github.com/NVIDIA/NeMo/issues/3326 | 1,079,222,486 | I_kwDOC_bI7s5AU6DW | 3,326 | Running examples `enc_dec_nmt.py` script and getting a TypeError: expected str, bytes or os.PathLike object, not NoneType | {
"login": "jpilaul",
"id": 614861,
"node_id": "MDQ6VXNlcjYxNDg2MQ==",
"avatar_url": "https://avatars.githubusercontent.com/u/614861?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/jpilaul",
"html_url": "https://github.com/jpilaul",
"followers_url": "https://api.github.com/users/jpilaul/followers",
"following_url": "https://api.github.com/users/jpilaul/following{/other_user}",
"gists_url": "https://api.github.com/users/jpilaul/gists{/gist_id}",
"starred_url": "https://api.github.com/users/jpilaul/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/jpilaul/subscriptions",
"organizations_url": "https://api.github.com/users/jpilaul/orgs",
"repos_url": "https://api.github.com/users/jpilaul/repos",
"events_url": "https://api.github.com/users/jpilaul/events{/privacy}",
"received_events_url": "https://api.github.com/users/jpilaul/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 | null | 2021-12-14T02:02:52 | 2022-01-05T17:59:57 | 2022-01-05T17:59:57 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
I am running `enc_dec_nmt.py` as is from https://github.com/NVIDIA/NeMo/blob/main/examples/nlp/machine_translation/enc_dec_nmt.py
Here's the error:
```
Traceback (most recent call last):
File "/home/jpilault/projects/nemo_examples/enc_dec_nmt.py", line 124, in main
mt_model = MTEncDecModel(cfg.model, trainer=trainer)
File "/home/jpilault/anaconda3/envs/myenv/lib/python3.8/site-packages/nemo/collections/nlp/models/machine_translation/mt_enc_dec_model.py", line 84, in __init__
self.setup_enc_dec_tokenizers(
File "/home/jpilault/anaconda3/envs/myenv/lib/python3.8/site-packages/nemo/collections/nlp/models/machine_translation/mt_enc_dec_model.py", line 442, in setup_enc_dec_tokenizers
self.encoder_tokenizer = get_nmt_tokenizer(
File "/home/jpilault/anaconda3/envs/myenv/lib/python3.8/site-packages/nemo/collections/nlp/modules/common/tokenizer_utils.py", line 164, in get_nmt_tokenizer
return YouTokenToMeTokenizer(model_path=tokenizer_model, bpe_dropout=bpe_dropout, r2l=r2l)
File "/home/jpilault/anaconda3/envs/myenv/lib/python3.8/site-packages/nemo/collections/common/tokenizers/youtokentome_tokenizer.py", line 26, in __init__
model_path = Path(model_path).expanduser()
File "/home/jpilault/anaconda3/envs/myenv/lib/python3.8/pathlib.py", line 1042, in __new__
self = cls._from_parts(args, init=False)
File "/home/jpilault/anaconda3/envs/myenv/lib/python3.8/pathlib.py", line 683, in _from_parts
drv, root, parts = self._parse_args(args)
File "/home/jpilault/anaconda3/envs/myenv/lib/python3.8/pathlib.py", line 667, in _parse_args
a = os.fspath(a)
TypeError: expected str, bytes or os.PathLike object, not NoneType
```
**Steps/Code to reproduce bug**
Run the code
Please list *minimal* steps or code snippet for us to be able to reproduce the bug.
A helpful guide on on how to craft a minimal bug report http://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports.
**Expected behavior**
It should not give an error.
**Environment overview (please complete the following information)**
used pip install
**Environment details**
- OS version: Ubuntu 20.04.2 LTS
- PyTorch version: 1.10.0+cu113
- Python version: 3.8
**Additional context**
Add any other context about the problem here.
Example: GPU 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
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3326/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/3326/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3325 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3325/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3325/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3325/events | https://github.com/NVIDIA/NeMo/pull/3325 | 1,079,036,709 | PR_kwDOC_bI7s4vyToS | 3,325 | german asr doc page update | {
"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 | null | 2021-12-13T21:13:29 | 2021-12-14T17:29:41 | 2021-12-14T00:49:37 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3325",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3325",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3325.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3325.patch",
"merged_at": "2021-12-14T00:49:37"
} | Signed-off-by: Yang Zhang <[email protected]> | {
"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/3325/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/3325/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3324 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3324/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3324/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3324/events | https://github.com/NVIDIA/NeMo/issues/3324 | 1,078,988,398 | I_kwDOC_bI7s5AUA5u | 3,324 | Citrinet 256 and 512 for WSJ - limited resources | {
"login": "Miamoto",
"id": 15928244,
"node_id": "MDQ6VXNlcjE1OTI4MjQ0",
"avatar_url": "https://avatars.githubusercontent.com/u/15928244?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Miamoto",
"html_url": "https://github.com/Miamoto",
"followers_url": "https://api.github.com/users/Miamoto/followers",
"following_url": "https://api.github.com/users/Miamoto/following{/other_user}",
"gists_url": "https://api.github.com/users/Miamoto/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Miamoto/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Miamoto/subscriptions",
"organizations_url": "https://api.github.com/users/Miamoto/orgs",
"repos_url": "https://api.github.com/users/Miamoto/repos",
"events_url": "https://api.github.com/users/Miamoto/events{/privacy}",
"received_events_url": "https://api.github.com/users/Miamoto/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-13T20:37:31 | 2022-01-18T18:33:41 | 2022-01-18T18:33:41 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hello! I wanna get baselines for citrinet-256 and citrinet-512 using WSJ, so that I can perform some experiments after. I will use speed perturbation and specAugment.
For now, I am training citrinet-256 with 4 GPUs, and batch 60. I also created a tokenizer with 250 for vocab and using WPE (not sure if this is the best for low resources). I also decided to use dropout equal to 0.2 since there was a huge gap between validation and train in the first epochs. It is also relevant to note that I moved from learning rate of 0.01 to 0.001 since the loss was going to NaN after epoch 8. Also, as a note, I experimented to set the flag detect anomaly to True in the Trainer and it got an error in the first steps for getting NaN results in the backward pass - not sure if that is okay or not to happen...
Below are some configurations that I am using.
<img width="1010" alt="Captura de ecrã 2021-12-13, às 20 36 52" src="https://user-images.githubusercontent.com/15928244/145884925-dcf112e1-d427-4df4-8931-564001d534e0.png">
<img width="1015" alt="Captura de ecrã 2021-12-13, às 20 37 23" src="https://user-images.githubusercontent.com/15928244/145884979-f9a57682-d06c-493e-b43c-91b7ae6e5f6b.png">
It would be great to know if I am in the right direction! Thanks a lot | {
"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/3324/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/3324/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3322 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3322/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3322/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3322/events | https://github.com/NVIDIA/NeMo/pull/3322 | 1,078,894,431 | PR_kwDOC_bI7s4vxz36 | 3,322 | French ASR Doc updates | {
"login": "tbartley94",
"id": 90423858,
"node_id": "MDQ6VXNlcjkwNDIzODU4",
"avatar_url": "https://avatars.githubusercontent.com/u/90423858?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tbartley94",
"html_url": "https://github.com/tbartley94",
"followers_url": "https://api.github.com/users/tbartley94/followers",
"following_url": "https://api.github.com/users/tbartley94/following{/other_user}",
"gists_url": "https://api.github.com/users/tbartley94/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tbartley94/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tbartley94/subscriptions",
"organizations_url": "https://api.github.com/users/tbartley94/orgs",
"repos_url": "https://api.github.com/users/tbartley94/repos",
"events_url": "https://api.github.com/users/tbartley94/events{/privacy}",
"received_events_url": "https://api.github.com/users/tbartley94/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-13T19:22:50 | 2021-12-13T22:29:11 | 2021-12-13T22:29:11 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3322",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3322",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3322.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3322.patch",
"merged_at": "2021-12-13T22:29:11"
} | - Updated docs page for current published) French ASR models
- fixed broken link to WFST tutorial (points to version in main since no stable release of tutorial.
- Re-pushed French ITN models in case of discrepancy with current code. (Currently failing in Docker container for r1.5.1) | {
"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/3322/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/3322/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3321 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3321/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3321/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3321/events | https://github.com/NVIDIA/NeMo/pull/3321 | 1,078,103,318 | PR_kwDOC_bI7s4vvL-C | 3,321 | added double digits to EN ITN | {
"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 | null | 2021-12-13T05:25:28 | 2021-12-13T18:24:39 | 2021-12-13T18:24:36 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3321",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3321",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3321.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3321.patch",
"merged_at": "2021-12-13T18:24:36"
} | Signed-off-by: Yang Zhang <[email protected]> | {
"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/3321/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/3321/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3319 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3319/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3319/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3319/events | https://github.com/NVIDIA/NeMo/issues/3319 | 1,077,742,148 | I_kwDOC_bI7s5APQpE | 3,319 | Inverse Text Normalization. Make matching between normalized and non-normalized tokens | {
"login": "kotikkonstantin",
"id": 22777646,
"node_id": "MDQ6VXNlcjIyNzc3NjQ2",
"avatar_url": "https://avatars.githubusercontent.com/u/22777646?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/kotikkonstantin",
"html_url": "https://github.com/kotikkonstantin",
"followers_url": "https://api.github.com/users/kotikkonstantin/followers",
"following_url": "https://api.github.com/users/kotikkonstantin/following{/other_user}",
"gists_url": "https://api.github.com/users/kotikkonstantin/gists{/gist_id}",
"starred_url": "https://api.github.com/users/kotikkonstantin/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/kotikkonstantin/subscriptions",
"organizations_url": "https://api.github.com/users/kotikkonstantin/orgs",
"repos_url": "https://api.github.com/users/kotikkonstantin/repos",
"events_url": "https://api.github.com/users/kotikkonstantin/events{/privacy}",
"received_events_url": "https://api.github.com/users/kotikkonstantin/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": "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/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
}
] | null | null | 2021-12-12T07:55:38 | 2022-07-23T19:14:17 | 2022-07-23T19:14:17 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Is your feature request related to a problem? Please describe.**
Let we have the next text (in Russian): "куку девятьсот шестьдесят шесть миллиардов восемьсот сорок четыре миллиона семьсот пять тысяч четыреста двадцать пять девятьсот сорока пяти купить"
`inverse_normalizer.find_tags` and. `inverse_normalizer.select_tag` give us the next tokens representation:
_' tokens { name: "куку" } tokens { cardinal { integer: "966844705425" } } tokens { cardinal { integer: "945" } } tokens { name: "купить" } '_
But by this output, it's complicated to make matching between "966844705425" and corresponding words in the input text.
**Describe the solution you'd like**
`inverse_normalizer.find_tags` and `inverse_normalizer.select_tag` give us next tokens representation in another way:
_' tokens { name: "куку" , **(0, 4)** } tokens { cardinal { integer: "966844705425", **(5, 107)**} } tokens { cardinal { integer: "945", **(108, 128)** } } tokens { name: "купить", **(129, 135)** } '_ (span values are approximately, just for demonstrating goal)
So we will have corresponding tokens spans in input text, and it will be easy to solve the matching problem between entities.
Thank you very much for your attention! | {
"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/3319/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/3319/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3318 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3318/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3318/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3318/events | https://github.com/NVIDIA/NeMo/issues/3318 | 1,077,663,197 | I_kwDOC_bI7s5AO9Xd | 3,318 | calculate WER | {
"login": "ahkarami",
"id": 28620609,
"node_id": "MDQ6VXNlcjI4NjIwNjA5",
"avatar_url": "https://avatars.githubusercontent.com/u/28620609?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ahkarami",
"html_url": "https://github.com/ahkarami",
"followers_url": "https://api.github.com/users/ahkarami/followers",
"following_url": "https://api.github.com/users/ahkarami/following{/other_user}",
"gists_url": "https://api.github.com/users/ahkarami/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ahkarami/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ahkarami/subscriptions",
"organizations_url": "https://api.github.com/users/ahkarami/orgs",
"repos_url": "https://api.github.com/users/ahkarami/repos",
"events_url": "https://api.github.com/users/ahkarami/events{/privacy}",
"received_events_url": "https://api.github.com/users/ahkarami/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": "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.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
}
] | null | null | 2021-12-11T22:16:16 | 2024-03-19T18:55:42 | 2021-12-12T08:58:06 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi,
Thanks for your great repo. I have 2 questions:
1- In the Nemo repo is there any implemented code for calculating the WER (word error rate) for a data set & model's transcription? (_i.e._, I mean for example I want to calculate the WER of a trained model on a test set, which I have its ground truth in a text file. So, is there any script in Nemo that I can use it? or I must use other codes such as: [jiwer](https://pypi.org/project/jiwer/))
2- In the [`ASR_CTC_Language_Finetuning`](https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/asr/ASR_CTC_Language_Finetuning.ipynb#scrollTo=iK-RQXEZfq1V) tutorial, if one enables `use_cer` (character error rate) parameter, then the tensor board results will be shown the CER instead of WER? (In other words, I have used the `use_cer = True`, and for example the tensor board showed me the **WER** of the trained model on epoch=31 on validation set is ~ 0.1028. Now I want to know that it is really WER or it is CER? and if it is CER, how I can calculate the WER of the model on my validation or test set?)
Best | {
"login": "ahkarami",
"id": 28620609,
"node_id": "MDQ6VXNlcjI4NjIwNjA5",
"avatar_url": "https://avatars.githubusercontent.com/u/28620609?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ahkarami",
"html_url": "https://github.com/ahkarami",
"followers_url": "https://api.github.com/users/ahkarami/followers",
"following_url": "https://api.github.com/users/ahkarami/following{/other_user}",
"gists_url": "https://api.github.com/users/ahkarami/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ahkarami/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ahkarami/subscriptions",
"organizations_url": "https://api.github.com/users/ahkarami/orgs",
"repos_url": "https://api.github.com/users/ahkarami/repos",
"events_url": "https://api.github.com/users/ahkarami/events{/privacy}",
"received_events_url": "https://api.github.com/users/ahkarami/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3318/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/3318/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3317 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3317/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3317/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3317/events | https://github.com/NVIDIA/NeMo/pull/3317 | 1,077,367,159 | PR_kwDOC_bI7s4vtHq5 | 3,317 | Asr fr | {
"login": "tbartley94",
"id": 90423858,
"node_id": "MDQ6VXNlcjkwNDIzODU4",
"avatar_url": "https://avatars.githubusercontent.com/u/90423858?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tbartley94",
"html_url": "https://github.com/tbartley94",
"followers_url": "https://api.github.com/users/tbartley94/followers",
"following_url": "https://api.github.com/users/tbartley94/following{/other_user}",
"gists_url": "https://api.github.com/users/tbartley94/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tbartley94/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tbartley94/subscriptions",
"organizations_url": "https://api.github.com/users/tbartley94/orgs",
"repos_url": "https://api.github.com/users/tbartley94/repos",
"events_url": "https://api.github.com/users/tbartley94/events{/privacy}",
"received_events_url": "https://api.github.com/users/tbartley94/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-11T02:51:54 | 2021-12-13T00:35:06 | 2021-12-13T00:35:06 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3317",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3317",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3317.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3317.patch",
"merged_at": "2021-12-13T00:35:06"
} | Uploaded new version of Conformer CTC to NGC (now with unhyphenated token set). Updating ctc_bpe_models to reflect new imports. | {
"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/3317/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/3317/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3316 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3316/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3316/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3316/events | https://github.com/NVIDIA/NeMo/pull/3316 | 1,077,318,683 | PR_kwDOC_bI7s4vs-YQ | 3,316 | testing | {
"login": "tbartley94",
"id": 90423858,
"node_id": "MDQ6VXNlcjkwNDIzODU4",
"avatar_url": "https://avatars.githubusercontent.com/u/90423858?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tbartley94",
"html_url": "https://github.com/tbartley94",
"followers_url": "https://api.github.com/users/tbartley94/followers",
"following_url": "https://api.github.com/users/tbartley94/following{/other_user}",
"gists_url": "https://api.github.com/users/tbartley94/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tbartley94/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tbartley94/subscriptions",
"organizations_url": "https://api.github.com/users/tbartley94/orgs",
"repos_url": "https://api.github.com/users/tbartley94/repos",
"events_url": "https://api.github.com/users/tbartley94/events{/privacy}",
"received_events_url": "https://api.github.com/users/tbartley94/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-10T23:50:29 | 2021-12-10T23:50:42 | 2021-12-10T23:50:42 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3316",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3316",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3316.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3316.patch",
"merged_at": null
} | null | {
"login": "tbartley94",
"id": 90423858,
"node_id": "MDQ6VXNlcjkwNDIzODU4",
"avatar_url": "https://avatars.githubusercontent.com/u/90423858?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tbartley94",
"html_url": "https://github.com/tbartley94",
"followers_url": "https://api.github.com/users/tbartley94/followers",
"following_url": "https://api.github.com/users/tbartley94/following{/other_user}",
"gists_url": "https://api.github.com/users/tbartley94/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tbartley94/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tbartley94/subscriptions",
"organizations_url": "https://api.github.com/users/tbartley94/orgs",
"repos_url": "https://api.github.com/users/tbartley94/repos",
"events_url": "https://api.github.com/users/tbartley94/events{/privacy}",
"received_events_url": "https://api.github.com/users/tbartley94/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3316/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/3316/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3315 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3315/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3315/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3315/events | https://github.com/NVIDIA/NeMo/pull/3315 | 1,077,316,441 | PR_kwDOC_bI7s4vs979 | 3,315 | fix bucketing list bug. | {
"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 | null | 2021-12-10T23:44:39 | 2021-12-11T00:26:11 | 2021-12-11T00:24:49 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3315",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3315",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3315.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3315.patch",
"merged_at": "2021-12-11T00:24:49"
} | 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/3315/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/3315/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3314 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3314/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3314/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3314/events | https://github.com/NVIDIA/NeMo/pull/3314 | 1,077,133,330 | PR_kwDOC_bI7s4vsX1I | 3,314 | Fixed future masking in cross attention of Perceiver | {
"login": "michalivne",
"id": 7453913,
"node_id": "MDQ6VXNlcjc0NTM5MTM=",
"avatar_url": "https://avatars.githubusercontent.com/u/7453913?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/michalivne",
"html_url": "https://github.com/michalivne",
"followers_url": "https://api.github.com/users/michalivne/followers",
"following_url": "https://api.github.com/users/michalivne/following{/other_user}",
"gists_url": "https://api.github.com/users/michalivne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/michalivne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/michalivne/subscriptions",
"organizations_url": "https://api.github.com/users/michalivne/orgs",
"repos_url": "https://api.github.com/users/michalivne/repos",
"events_url": "https://api.github.com/users/michalivne/events{/privacy}",
"received_events_url": "https://api.github.com/users/michalivne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-10T18:47:54 | 2021-12-22T13:14:01 | 2021-12-18T04:04:02 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3314",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3314",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3314.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3314.patch",
"merged_at": "2021-12-18T04:04:02"
} | This PR fixed auto-regressive future masking of cross attention in Perceiver encoder.
**NOTE:** Default is kept auto-regressive since it shows better results.
This PR also updated `yaml` config file to default to `aayn_base.yaml` instead of copying the entries. | {
"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/3314/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/3314/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3313 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3313/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3313/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3313/events | https://github.com/NVIDIA/NeMo/pull/3313 | 1,076,877,952 | PR_kwDOC_bI7s4vriyU | 3,313 | Fix MixerTTS generate_spectrogram types and dimensions | {
"login": "m-toman",
"id": 9433378,
"node_id": "MDQ6VXNlcjk0MzMzNzg=",
"avatar_url": "https://avatars.githubusercontent.com/u/9433378?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/m-toman",
"html_url": "https://github.com/m-toman",
"followers_url": "https://api.github.com/users/m-toman/followers",
"following_url": "https://api.github.com/users/m-toman/following{/other_user}",
"gists_url": "https://api.github.com/users/m-toman/gists{/gist_id}",
"starred_url": "https://api.github.com/users/m-toman/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/m-toman/subscriptions",
"organizations_url": "https://api.github.com/users/m-toman/orgs",
"repos_url": "https://api.github.com/users/m-toman/repos",
"events_url": "https://api.github.com/users/m-toman/events{/privacy}",
"received_events_url": "https://api.github.com/users/m-toman/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-10T13:59:37 | 2021-12-15T09:39:50 | 2021-12-14T14:31:23 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3313",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3313",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3313.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3313.patch",
"merged_at": null
} | Fixes the typecheck decorator for generate_spectrogram in MixerTTS and the swapping melspec and time dimension (as also done here https://github.com/NVIDIA/NeMo/blob/3687f2eaae36de6dd686caa99d2fe3100a5f4431/nemo/collections/tts/models/mixer_tts.py#L649)
You're probably in the middle of a refactor so sorry if you already got that, @Oktai15 (?)
(just FYI, I just trained MixerTTS from LJ with the current main head and everything worked fine, except this transpose missing when synthesizing and the mismatch of the decorator with the parameters)
| {
"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/3313/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/3313/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3312 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3312/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3312/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3312/events | https://github.com/NVIDIA/NeMo/issues/3312 | 1,076,468,288 | I_kwDOC_bI7s5AKZpA | 3,312 | Question[multi node training] | {
"login": "BuaaAlban",
"id": 25258181,
"node_id": "MDQ6VXNlcjI1MjU4MTgx",
"avatar_url": "https://avatars.githubusercontent.com/u/25258181?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/BuaaAlban",
"html_url": "https://github.com/BuaaAlban",
"followers_url": "https://api.github.com/users/BuaaAlban/followers",
"following_url": "https://api.github.com/users/BuaaAlban/following{/other_user}",
"gists_url": "https://api.github.com/users/BuaaAlban/gists{/gist_id}",
"starred_url": "https://api.github.com/users/BuaaAlban/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/BuaaAlban/subscriptions",
"organizations_url": "https://api.github.com/users/BuaaAlban/orgs",
"repos_url": "https://api.github.com/users/BuaaAlban/repos",
"events_url": "https://api.github.com/users/BuaaAlban/events{/privacy}",
"received_events_url": "https://api.github.com/users/BuaaAlban/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-10T06:06:32 | 2022-01-18T18:33:31 | 2022-01-18T18:33:31 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | How to train a model using multi-node(eg. 2 node, each node with 4gpus, just set the node numbers in the config doesn't work, In the pytorch-lighting tutorial, It needs the parameters like port and rank, etc) ? Do you have any tutorial or examples like in the speech_to_text_bpe.py?
# Training the model
```sh
python speech_to_text_bpe.py \
# (Optional: --config-path=<path to dir of configs> --config-name=<name of config without .yaml>) \
model.train_ds.manifest_filepath=<path to train manifest> \
model.validation_ds.manifest_filepath=<path to val/test manifest> \
model.tokenizer.dir=<path to directory of tokenizer (not full path to the vocab file!)> \
model.tokenizer.type=<either bpe or wpe> \
trainer.gpus=-1 \
trainer.accelerator="ddp" \
trainer.max_epochs=100 \
model.optim.name="adamw" \
model.optim.lr=0.001 \
model.optim.betas=[0.9,0.999] \
model.optim.weight_decay=0.0001 \
model.optim.sched.warmup_steps=2000
exp_manager.create_wandb_logger=True \
exp_manager.wandb_logger_kwargs.name="<Name of experiment>" \
exp_manager.wandb_logger_kwargs.project="<Name of project>"
```
| {
"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/3312/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/3312/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3311 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3311/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3311/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3311/events | https://github.com/NVIDIA/NeMo/pull/3311 | 1,076,377,171 | PR_kwDOC_bI7s4vp62Z | 3,311 | Replacing outdated exports scripts | {
"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 | {
"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.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
}
] | null | null | 2021-12-10T03:12:55 | 2021-12-15T18:52:52 | 2021-12-10T21:08:53 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3311",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3311",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3311.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3311.patch",
"merged_at": "2021-12-10T21:08:53"
} | https://jirasw.nvidia.com/browse/AIA-2166
Also:
https://jirasw.nvidia.com/browse/AIA-2168
Signed-off-by: Boris Fomitchev <[email protected]> | {
"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/3311/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/3311/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3310 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3310/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3310/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3310/events | https://github.com/NVIDIA/NeMo/pull/3310 | 1,076,122,288 | PR_kwDOC_bI7s4vpG6P | 3,310 | fixed the seq_len bug. | {
"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 | null | 2021-12-09T22:25:41 | 2021-12-11T00:26:06 | 2021-12-10T01:38:59 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3310",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3310",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3310.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3310.patch",
"merged_at": 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/3310/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/3310/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3309 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3309/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3309/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3309/events | https://github.com/NVIDIA/NeMo/pull/3309 | 1,076,087,570 | PR_kwDOC_bI7s4vo_Uj | 3,309 | Prompt tuning | {
"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 | null | 2021-12-09T21:57:38 | 2021-12-18T00:16:35 | 2021-12-18T00:15:23 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3309",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3309",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3309.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3309.patch",
"merged_at": "2021-12-18T00:15:23"
} | Prompt tuning implementation based on: https://arxiv.org/abs/2104.08691 | {
"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/3309/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/3309/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3308 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3308/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3308/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3308/events | https://github.com/NVIDIA/NeMo/pull/3308 | 1,076,061,553 | PR_kwDOC_bI7s4vo5qi | 3,308 | Tn german deterministic | {
"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 | null | 2021-12-09T21:38:12 | 2021-12-10T03:46:27 | 2021-12-10T03:46:24 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3308",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3308",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3308.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3308.patch",
"merged_at": "2021-12-10T03:46:24"
} | added sparrowhawh tests for det. German TN
all sparrowhawk tests (TN/ITN) pass | {
"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/3308/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/3308/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3307 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3307/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3307/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3307/events | https://github.com/NVIDIA/NeMo/issues/3307 | 1,075,383,514 | I_kwDOC_bI7s5AGQza | 3,307 | For Inverse Text Normalization, is not working for "one two three four" | {
"login": "st1992",
"id": 42057594,
"node_id": "MDQ6VXNlcjQyMDU3NTk0",
"avatar_url": "https://avatars.githubusercontent.com/u/42057594?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/st1992",
"html_url": "https://github.com/st1992",
"followers_url": "https://api.github.com/users/st1992/followers",
"following_url": "https://api.github.com/users/st1992/following{/other_user}",
"gists_url": "https://api.github.com/users/st1992/gists{/gist_id}",
"starred_url": "https://api.github.com/users/st1992/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/st1992/subscriptions",
"organizations_url": "https://api.github.com/users/st1992/orgs",
"repos_url": "https://api.github.com/users/st1992/repos",
"events_url": "https://api.github.com/users/st1992/events{/privacy}",
"received_events_url": "https://api.github.com/users/st1992/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 | null | 2021-12-09T10:04:22 | 2022-10-17T02:58:24 | 2021-12-10T05:47:29 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | For Inverse Text Normalization, is not working for "one two three four"
the output should be "1 2 3 4"
whereas the output is "one two three four" | {
"login": "st1992",
"id": 42057594,
"node_id": "MDQ6VXNlcjQyMDU3NTk0",
"avatar_url": "https://avatars.githubusercontent.com/u/42057594?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/st1992",
"html_url": "https://github.com/st1992",
"followers_url": "https://api.github.com/users/st1992/followers",
"following_url": "https://api.github.com/users/st1992/following{/other_user}",
"gists_url": "https://api.github.com/users/st1992/gists{/gist_id}",
"starred_url": "https://api.github.com/users/st1992/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/st1992/subscriptions",
"organizations_url": "https://api.github.com/users/st1992/orgs",
"repos_url": "https://api.github.com/users/st1992/repos",
"events_url": "https://api.github.com/users/st1992/events{/privacy}",
"received_events_url": "https://api.github.com/users/st1992/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3307/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/3307/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3306 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3306/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3306/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3306/events | https://github.com/NVIDIA/NeMo/pull/3306 | 1,075,361,012 | PR_kwDOC_bI7s4vmkxL | 3,306 | Prompt Tuning | {
"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 | null | 2021-12-09T09:41:45 | 2021-12-09T21:38:55 | 2021-12-09T21:38:54 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | true | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3306",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3306",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3306.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3306.patch",
"merged_at": null
} | Prompt tuning implementation based on this paper: https://arxiv.org/abs/2104.08691 | {
"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/3306/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/3306/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3305 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3305/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3305/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3305/events | https://github.com/NVIDIA/NeMo/pull/3305 | 1,075,049,459 | PR_kwDOC_bI7s4vli7Y | 3,305 | Refactored prepare_for_export calls to ensure input size of example i… | {
"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 | null | 2021-12-09T01:50:46 | 2021-12-10T21:03:39 | 2021-12-10T21:03:39 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3305",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3305",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3305.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3305.patch",
"merged_at": "2021-12-10T21:03:39"
} | …s handled properly
See also https://jirasw.nvidia.com/browse/JARS-1682
Signed-off-by: Boris Fomitchev <[email protected]> | {
"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/3305/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/3305/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3304 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3304/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3304/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3304/events | https://github.com/NVIDIA/NeMo/pull/3304 | 1,074,978,212 | PR_kwDOC_bI7s4vlSmQ | 3,304 | Fix for Stalled ASR training/eval on Pytorch 1.10+ (multigpu/multinode) | {
"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 | null | 2021-12-09T00:56:58 | 2021-12-10T17:00:50 | 2021-12-10T17:00:47 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3304",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3304",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3304.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3304.patch",
"merged_at": "2021-12-10T17:00:47"
} | # Bugfix
- Training / inference stalls on multi gpu / multi node on Pytorch 1.10+
- This happens because the ASR models attempt to adaptively increase the masking window size or positional encoding (conformers) during training.
- If some ranks update their mask/pe buffer and others don't, then all reduce cannot properly perform a sync and code stalls.
- Solution is to perform 1 all reduce (max) sync per acoustic model forward pass, gathering the max(length) across all nodes, and adaptively updating the seq length in the modules if required.
Signed-off-by: smajumdar <[email protected]> | {
"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/3304/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/3304/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3303 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3303/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3303/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3303/events | https://github.com/NVIDIA/NeMo/pull/3303 | 1,074,955,831 | PR_kwDOC_bI7s4vlN7- | 3,303 | Adding Megatron NeMo Bert support | {
"login": "yidong72",
"id": 43824965,
"node_id": "MDQ6VXNlcjQzODI0OTY1",
"avatar_url": "https://avatars.githubusercontent.com/u/43824965?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yidong72",
"html_url": "https://github.com/yidong72",
"followers_url": "https://api.github.com/users/yidong72/followers",
"following_url": "https://api.github.com/users/yidong72/following{/other_user}",
"gists_url": "https://api.github.com/users/yidong72/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yidong72/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yidong72/subscriptions",
"organizations_url": "https://api.github.com/users/yidong72/orgs",
"repos_url": "https://api.github.com/users/yidong72/repos",
"events_url": "https://api.github.com/users/yidong72/events{/privacy}",
"received_events_url": "https://api.github.com/users/yidong72/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-09T00:13:06 | 2021-12-10T20:29:40 | 2021-12-10T20:29:33 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3303",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3303",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3303.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3303.patch",
"merged_at": "2021-12-10T20:29:33"
} | I tested with small dataset with binary_head True/False and model_parallel 2 and 1. They all seem working fine. | {
"login": "yidong72",
"id": 43824965,
"node_id": "MDQ6VXNlcjQzODI0OTY1",
"avatar_url": "https://avatars.githubusercontent.com/u/43824965?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yidong72",
"html_url": "https://github.com/yidong72",
"followers_url": "https://api.github.com/users/yidong72/followers",
"following_url": "https://api.github.com/users/yidong72/following{/other_user}",
"gists_url": "https://api.github.com/users/yidong72/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yidong72/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yidong72/subscriptions",
"organizations_url": "https://api.github.com/users/yidong72/orgs",
"repos_url": "https://api.github.com/users/yidong72/repos",
"events_url": "https://api.github.com/users/yidong72/events{/privacy}",
"received_events_url": "https://api.github.com/users/yidong72/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3303/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/3303/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3300 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3300/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3300/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3300/events | https://github.com/NVIDIA/NeMo/issues/3300 | 1,074,303,262 | I_kwDOC_bI7s5ACJEe | 3,300 | trouble with dedicating multiple GPU speech_to_text_bpe | {
"login": "sarasesar",
"id": 95332871,
"node_id": "U_kgDOBa6qBw",
"avatar_url": "https://avatars.githubusercontent.com/u/95332871?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sarasesar",
"html_url": "https://github.com/sarasesar",
"followers_url": "https://api.github.com/users/sarasesar/followers",
"following_url": "https://api.github.com/users/sarasesar/following{/other_user}",
"gists_url": "https://api.github.com/users/sarasesar/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sarasesar/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sarasesar/subscriptions",
"organizations_url": "https://api.github.com/users/sarasesar/orgs",
"repos_url": "https://api.github.com/users/sarasesar/repos",
"events_url": "https://api.github.com/users/sarasesar/events{/privacy}",
"received_events_url": "https://api.github.com/users/sarasesar/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 | null | 2021-12-08T11:24:27 | 2022-01-18T18:33:16 | 2022-01-18T18:33:16 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi, I've trouble with dedicating multiple GPU for asr/speech_to_text_bpe.py.
In config file of conformer, I tried gpu=-1 and also gpu=2 but when I run the code, it just use the first GPU and it doesn't use the second one.
Could you please help me to solve it?
As you see when I run the code, it use just the first GPU and just use 11Mb of the second one.
| {
"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/3300/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/3300/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3299 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3299/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3299/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3299/events | https://github.com/NVIDIA/NeMo/pull/3299 | 1,074,117,309 | PR_kwDOC_bI7s4vihVP | 3,299 | Fix specaugment time start for numba kernel | {
"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 | null | 2021-12-08T07:59:45 | 2021-12-18T00:00:42 | 2021-12-08T10:00:59 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3299",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3299",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3299.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3299.patch",
"merged_at": "2021-12-08T10:00:59"
} | # Bugfix
- Correct the variable for time_starts when executing the numba kernel for adaptive spec augment
# Note:
- This bugfix does not affect training runs used with the NeMo container or the pytorch container
- The CUDA version in the containers is always higher than the max supported CUDA version in Numba, therefore by default the numba kernel for spec aug is disabled.
- Only way to bypass this is to pass the environment flag `STRICT_NUMBA_COMPAT_CHECK=False` when running the training scripts.
Closes #3298
Signed-off-by: smajumdar <[email protected]>
| {
"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/3299/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/3299/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3298 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3298/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3298/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3298/events | https://github.com/NVIDIA/NeMo/issues/3298 | 1,074,071,861 | I_kwDOC_bI7s5ABQk1 | 3,298 | Spec augmentation time masking | {
"login": "kssteven418",
"id": 50283958,
"node_id": "MDQ6VXNlcjUwMjgzOTU4",
"avatar_url": "https://avatars.githubusercontent.com/u/50283958?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/kssteven418",
"html_url": "https://github.com/kssteven418",
"followers_url": "https://api.github.com/users/kssteven418/followers",
"following_url": "https://api.github.com/users/kssteven418/following{/other_user}",
"gists_url": "https://api.github.com/users/kssteven418/gists{/gist_id}",
"starred_url": "https://api.github.com/users/kssteven418/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/kssteven418/subscriptions",
"organizations_url": "https://api.github.com/users/kssteven418/orgs",
"repos_url": "https://api.github.com/users/kssteven418/repos",
"events_url": "https://api.github.com/users/kssteven418/events{/privacy}",
"received_events_url": "https://api.github.com/users/kssteven418/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": "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.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
}
] | null | null | 2021-12-08T06:51:02 | 2021-12-08T10:00:59 | 2021-12-08T10:00:59 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
I was wondering if this line of [code](https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/asr/parts/numba/spec_augment/spec_aug_numba.py#L286) for time masking of spec augmentation is correct.
Unless intended, it looks more reasonable with `time_starts = torch.cat(time_starts, 0)` rather than `time_starts = torch.cat(time_lengths, 0)` as this line of code makes `time_starts` and `time_lengths` equivalent to each other.
**Steps/Code to reproduce bug**
Any scripts useing spec augmentation, e.g., `python speech_to_text_bpe.py --config-path conf/conformer --config-name conformer_ctc_bpe`
**Expected behavior**
It currently generates time masks only at the beginning of the sequence.
**Environment overview (please complete the following information)**
`pip install -e .`
**Environment details**
N/A
**Additional context**
N/A
| {
"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/3298/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/3298/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3297 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3297/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3297/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3297/events | https://github.com/NVIDIA/NeMo/pull/3297 | 1,073,942,523 | PR_kwDOC_bI7s4vh9C3 | 3,297 | Wav2vec | {
"login": "tbartley94",
"id": 90423858,
"node_id": "MDQ6VXNlcjkwNDIzODU4",
"avatar_url": "https://avatars.githubusercontent.com/u/90423858?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tbartley94",
"html_url": "https://github.com/tbartley94",
"followers_url": "https://api.github.com/users/tbartley94/followers",
"following_url": "https://api.github.com/users/tbartley94/following{/other_user}",
"gists_url": "https://api.github.com/users/tbartley94/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tbartley94/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tbartley94/subscriptions",
"organizations_url": "https://api.github.com/users/tbartley94/orgs",
"repos_url": "https://api.github.com/users/tbartley94/repos",
"events_url": "https://api.github.com/users/tbartley94/events{/privacy}",
"received_events_url": "https://api.github.com/users/tbartley94/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-08T02:28:04 | 2022-01-25T23:33:52 | 2022-01-25T22:03:01 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3297",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3297",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3297.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3297.patch",
"merged_at": "2022-01-25T22:03:01"
} | Updated Wav2Vec module in asr collections to integrate with NeMo. Can now be passed usual config file and will process. | {
"login": "sam1373",
"id": 24465107,
"node_id": "MDQ6VXNlcjI0NDY1MTA3",
"avatar_url": "https://avatars.githubusercontent.com/u/24465107?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sam1373",
"html_url": "https://github.com/sam1373",
"followers_url": "https://api.github.com/users/sam1373/followers",
"following_url": "https://api.github.com/users/sam1373/following{/other_user}",
"gists_url": "https://api.github.com/users/sam1373/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sam1373/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sam1373/subscriptions",
"organizations_url": "https://api.github.com/users/sam1373/orgs",
"repos_url": "https://api.github.com/users/sam1373/repos",
"events_url": "https://api.github.com/users/sam1373/events{/privacy}",
"received_events_url": "https://api.github.com/users/sam1373/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3297/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/3297/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3296 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3296/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3296/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3296/events | https://github.com/NVIDIA/NeMo/pull/3296 | 1,073,887,775 | PR_kwDOC_bI7s4vhxnB | 3,296 | Multiscale processing feature for speaker diarization | {
"login": "tango4j",
"id": 13211483,
"node_id": "MDQ6VXNlcjEzMjExNDgz",
"avatar_url": "https://avatars.githubusercontent.com/u/13211483?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tango4j",
"html_url": "https://github.com/tango4j",
"followers_url": "https://api.github.com/users/tango4j/followers",
"following_url": "https://api.github.com/users/tango4j/following{/other_user}",
"gists_url": "https://api.github.com/users/tango4j/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tango4j/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tango4j/subscriptions",
"organizations_url": "https://api.github.com/users/tango4j/orgs",
"repos_url": "https://api.github.com/users/tango4j/repos",
"events_url": "https://api.github.com/users/tango4j/events{/privacy}",
"received_events_url": "https://api.github.com/users/tango4j/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-08T00:47:12 | 2021-12-14T20:40:08 | 2021-12-14T20:38:04 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3296",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3296",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3296.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3296.patch",
"merged_at": "2021-12-14T20:38:04"
} | This PR adds multiscale processing feature to NeMo speaker diarization pipeline.
examples/speaker_tasks/diarization/conf/offline_diarization.yaml is also modified to enable single scale and multiscale at the same time.
| {
"login": "tango4j",
"id": 13211483,
"node_id": "MDQ6VXNlcjEzMjExNDgz",
"avatar_url": "https://avatars.githubusercontent.com/u/13211483?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tango4j",
"html_url": "https://github.com/tango4j",
"followers_url": "https://api.github.com/users/tango4j/followers",
"following_url": "https://api.github.com/users/tango4j/following{/other_user}",
"gists_url": "https://api.github.com/users/tango4j/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tango4j/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tango4j/subscriptions",
"organizations_url": "https://api.github.com/users/tango4j/orgs",
"repos_url": "https://api.github.com/users/tango4j/repos",
"events_url": "https://api.github.com/users/tango4j/events{/privacy}",
"received_events_url": "https://api.github.com/users/tango4j/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3296/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/3296/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3295 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3295/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3295/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3295/events | https://github.com/NVIDIA/NeMo/issues/3295 | 1,073,498,743 | I_kwDOC_bI7s4__Ep3 | 3,295 | Is "offset" supported in audio reader ? | {
"login": "BenoitWang",
"id": 41187612,
"node_id": "MDQ6VXNlcjQxMTg3NjEy",
"avatar_url": "https://avatars.githubusercontent.com/u/41187612?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/BenoitWang",
"html_url": "https://github.com/BenoitWang",
"followers_url": "https://api.github.com/users/BenoitWang/followers",
"following_url": "https://api.github.com/users/BenoitWang/following{/other_user}",
"gists_url": "https://api.github.com/users/BenoitWang/gists{/gist_id}",
"starred_url": "https://api.github.com/users/BenoitWang/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/BenoitWang/subscriptions",
"organizations_url": "https://api.github.com/users/BenoitWang/orgs",
"repos_url": "https://api.github.com/users/BenoitWang/repos",
"events_url": "https://api.github.com/users/BenoitWang/events{/privacy}",
"received_events_url": "https://api.github.com/users/BenoitWang/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-07T15:39:43 | 2021-12-07T17:15:00 | 2021-12-07T17:15:00 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi, I am totally new to NeMo and I would just like to ask if "offset" is already in use for loading audio? Because I read this warning in the document :
| {
"login": "BenoitWang",
"id": 41187612,
"node_id": "MDQ6VXNlcjQxMTg3NjEy",
"avatar_url": "https://avatars.githubusercontent.com/u/41187612?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/BenoitWang",
"html_url": "https://github.com/BenoitWang",
"followers_url": "https://api.github.com/users/BenoitWang/followers",
"following_url": "https://api.github.com/users/BenoitWang/following{/other_user}",
"gists_url": "https://api.github.com/users/BenoitWang/gists{/gist_id}",
"starred_url": "https://api.github.com/users/BenoitWang/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/BenoitWang/subscriptions",
"organizations_url": "https://api.github.com/users/BenoitWang/orgs",
"repos_url": "https://api.github.com/users/BenoitWang/repos",
"events_url": "https://api.github.com/users/BenoitWang/events{/privacy}",
"received_events_url": "https://api.github.com/users/BenoitWang/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3295/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/3295/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3294 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3294/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3294/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3294/events | https://github.com/NVIDIA/NeMo/pull/3294 | 1,073,005,248 | PR_kwDOC_bI7s4ve4T9 | 3,294 | Fixing the bucketing_batch_size bug. | {
"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 | null | 2021-12-07T07:19:40 | 2022-01-19T07:08:21 | 2021-12-07T08:35:31 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3294",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3294",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3294.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3294.patch",
"merged_at": "2021-12-07T08:35:31"
} | 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/3294/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/3294/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3293 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3293/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3293/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3293/events | https://github.com/NVIDIA/NeMo/pull/3293 | 1,072,836,109 | PR_kwDOC_bI7s4veU59 | 3,293 | Megatron AMP fix for scheduler step counter | {
"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 | null | 2021-12-07T02:17:17 | 2022-01-05T23:20:24 | 2022-01-05T19:06:46 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3293",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3293",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3293.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3293.patch",
"merged_at": "2022-01-05T19:06:46"
} | # Bugfix
- Attempt to prevent a step counter update of the scheduler when skipping a step in the optimizer
- Add training steps when nan/inf gradients are detected
- Properly support LR scheduler with "constant lr" at end of training. Refactor CosineAnnealing model for such support.
# Details
Since there are no pre-existing hooks in PTL to modify the scheduler step before the optimizer step, ive had to splice the support into the current GradScaler and then use the on_train_batch_end hook and manually monitor when the optimizer step occurs via the flag optimizer_update_skipped - None means optimizer didnt step this time (due to accumulated gradient), and True means grads were accumulated but optimizer did not perform step() - skipped step. In such case, perform a no-op for the scheduler too.
Signed-off-by: smajumdar <[email protected]> | {
"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/3293/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/3293/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3291 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3291/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3291/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3291/events | https://github.com/NVIDIA/NeMo/pull/3291 | 1,072,378,782 | PR_kwDOC_bI7s4vczW- | 3,291 | NLP text augmentation | {
"login": "michalivne",
"id": 7453913,
"node_id": "MDQ6VXNlcjc0NTM5MTM=",
"avatar_url": "https://avatars.githubusercontent.com/u/7453913?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/michalivne",
"html_url": "https://github.com/michalivne",
"followers_url": "https://api.github.com/users/michalivne/followers",
"following_url": "https://api.github.com/users/michalivne/following{/other_user}",
"gists_url": "https://api.github.com/users/michalivne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/michalivne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/michalivne/subscriptions",
"organizations_url": "https://api.github.com/users/michalivne/orgs",
"repos_url": "https://api.github.com/users/michalivne/repos",
"events_url": "https://api.github.com/users/michalivne/events{/privacy}",
"received_events_url": "https://api.github.com/users/michalivne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-06T16:59:41 | 2021-12-09T19:45:22 | 2021-12-08T17:25:01 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3291",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3291",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3291.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3291.patch",
"merged_at": "2021-12-08T17:25:01"
} | This PR adds a text augmentation script. The script can be used to generate human-like typos when testing model robustness.
# Summary
The script supports the following text augmentations:
1. Dropping a letter in a word
2. Swapping two letters in a word
3. Human-like typos (based on keyboard structure, and common misspelling) using https://github.com/facebookresearch/AugLy package.
| {
"login": "michalivne",
"id": 7453913,
"node_id": "MDQ6VXNlcjc0NTM5MTM=",
"avatar_url": "https://avatars.githubusercontent.com/u/7453913?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/michalivne",
"html_url": "https://github.com/michalivne",
"followers_url": "https://api.github.com/users/michalivne/followers",
"following_url": "https://api.github.com/users/michalivne/following{/other_user}",
"gists_url": "https://api.github.com/users/michalivne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/michalivne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/michalivne/subscriptions",
"organizations_url": "https://api.github.com/users/michalivne/orgs",
"repos_url": "https://api.github.com/users/michalivne/repos",
"events_url": "https://api.github.com/users/michalivne/events{/privacy}",
"received_events_url": "https://api.github.com/users/michalivne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3291/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/3291/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3290 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3290/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3290/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3290/events | https://github.com/NVIDIA/NeMo/pull/3290 | 1,071,859,950 | PR_kwDOC_bI7s4vbFys | 3,290 | Tn en money fix | {
"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 | null | 2021-12-06T08:21:47 | 2021-12-07T01:54:28 | 2021-12-07T01:54:25 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3290",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3290",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3290.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3290.patch",
"merged_at": "2021-12-07T01:54:25"
} | null | {
"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/3290/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/3290/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3289 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3289/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3289/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3289/events | https://github.com/NVIDIA/NeMo/issues/3289 | 1,071,696,350 | I_kwDOC_bI7s4_4Mne | 3,289 | GPU memory is used although cpu() is called | {
"login": "awsomecod",
"id": 89482819,
"node_id": "MDQ6VXNlcjg5NDgyODE5",
"avatar_url": "https://avatars.githubusercontent.com/u/89482819?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/awsomecod",
"html_url": "https://github.com/awsomecod",
"followers_url": "https://api.github.com/users/awsomecod/followers",
"following_url": "https://api.github.com/users/awsomecod/following{/other_user}",
"gists_url": "https://api.github.com/users/awsomecod/gists{/gist_id}",
"starred_url": "https://api.github.com/users/awsomecod/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/awsomecod/subscriptions",
"organizations_url": "https://api.github.com/users/awsomecod/orgs",
"repos_url": "https://api.github.com/users/awsomecod/repos",
"events_url": "https://api.github.com/users/awsomecod/events{/privacy}",
"received_events_url": "https://api.github.com/users/awsomecod/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 | null | 2021-12-06T03:54:53 | 2021-12-06T04:06:02 | 2021-12-06T04:06:02 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I run the following commands:
```
import nemo
import nemo.collections.asr as nemo_asr
import nemo.collections.nlp as nemo_nlp
import nemo.collections.tts as nemo_tts
quartznet = nemo_asr.models.EncDecCTCModel.from_pretrained(model_name="stt_en_quartznet15x5").cpu()
English_text = quartznet.transcribe(['~/audio1.wav'])
```
In the output of `nvidia-smi`, I see that `800 Mb` of GPU is used when running the above commands. Why? My expectation is that no GPU memory should be used when I use `cpu()`.
| {
"login": "awsomecod",
"id": 89482819,
"node_id": "MDQ6VXNlcjg5NDgyODE5",
"avatar_url": "https://avatars.githubusercontent.com/u/89482819?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/awsomecod",
"html_url": "https://github.com/awsomecod",
"followers_url": "https://api.github.com/users/awsomecod/followers",
"following_url": "https://api.github.com/users/awsomecod/following{/other_user}",
"gists_url": "https://api.github.com/users/awsomecod/gists{/gist_id}",
"starred_url": "https://api.github.com/users/awsomecod/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/awsomecod/subscriptions",
"organizations_url": "https://api.github.com/users/awsomecod/orgs",
"repos_url": "https://api.github.com/users/awsomecod/repos",
"events_url": "https://api.github.com/users/awsomecod/events{/privacy}",
"received_events_url": "https://api.github.com/users/awsomecod/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3289/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/3289/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3288 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3288/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3288/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3288/events | https://github.com/NVIDIA/NeMo/issues/3288 | 1,071,560,077 | I_kwDOC_bI7s4_3rWN | 3,288 | Conformer training from scratch not achieving the reported WER | {
"login": "kssteven418",
"id": 50283958,
"node_id": "MDQ6VXNlcjUwMjgzOTU4",
"avatar_url": "https://avatars.githubusercontent.com/u/50283958?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/kssteven418",
"html_url": "https://github.com/kssteven418",
"followers_url": "https://api.github.com/users/kssteven418/followers",
"following_url": "https://api.github.com/users/kssteven418/following{/other_user}",
"gists_url": "https://api.github.com/users/kssteven418/gists{/gist_id}",
"starred_url": "https://api.github.com/users/kssteven418/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/kssteven418/subscriptions",
"organizations_url": "https://api.github.com/users/kssteven418/orgs",
"repos_url": "https://api.github.com/users/kssteven418/repos",
"events_url": "https://api.github.com/users/kssteven418/events{/privacy}",
"received_events_url": "https://api.github.com/users/kssteven418/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | {
"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
} | [
{
"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
}
] | null | null | 2021-12-05T21:17:52 | 2022-01-18T18:33:00 | 2022-01-18T18:33:00 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hello! Thanks for providing such a nice toolkit.
I am currently training conformer-small on librispeech-960hr from scratch, following the training recipe and instructions in `examples/asr/conf/conformer/conformer_ctc_bpe.yaml`.
However, I'm not able to reproduce the WER reported in this [webpage](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/stt_en_conformer_ctc_small_ls): reported ones are 3.4/8.8, but our WER is only around 4.5/11 on the clean/other datasets with ~300 epochs of training and doesn't seem to decrease anymore.
Here is the list of hyperparameters I'm using:
* d_model, n_heads, n_layers: 176, 16, 16
* tokenizer: WPE with vocab_size 128 (generated using the script in NeMo)
* spec_augment: freq_masks 2, time_masks 5, freq_width:27, time_width: 0.05
* lr: 5.0, betas: [0.9, 0.98], weight_decay: 1e-3 (adamw)
* warmup_steps: 10000 (noam annealing)
* Batch size: 2048 (using 8 machines, local batch size 16, and accumulate_grad_batches 16, multiplying up to 2048)
All the other hyperparameters are the same as the default.
Here is one of the learning curves (validation WER on dev-clean) from our runs:
<img width="1665" alt="Screen Shot 2021-12-05 at 1 18 53 PM" src="https://user-images.githubusercontent.com/50283958/144764357-9cc2609c-cf8e-4158-8693-5e6a7b7c5bd8.png">
I'm wondering if we should change the hyperparameters to achieve the reported WER values, or if the 300-epoch of training is not enough for the model convergence, or if there's something that we are missing.
Any clues regarding the hyperparameters, the number of training epochs, etc. would be really appreciated!
Thank you. | {
"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/3288/reactions",
"total_count": 2,
"+1": 2,
"-1": 0,
"laugh": 0,
"hooray": 0,
"confused": 0,
"heart": 0,
"rocket": 0,
"eyes": 0
} | https://api.github.com/repos/NVIDIA/NeMo/issues/3288/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3286 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3286/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3286/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3286/events | https://github.com/NVIDIA/NeMo/pull/3286 | 1,071,153,968 | PR_kwDOC_bI7s4vY6NE | 3,286 | Reduce test time of punctuation and capitalization model | {
"login": "PeganovAnton",
"id": 10737305,
"node_id": "MDQ6VXNlcjEwNzM3MzA1",
"avatar_url": "https://avatars.githubusercontent.com/u/10737305?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/PeganovAnton",
"html_url": "https://github.com/PeganovAnton",
"followers_url": "https://api.github.com/users/PeganovAnton/followers",
"following_url": "https://api.github.com/users/PeganovAnton/following{/other_user}",
"gists_url": "https://api.github.com/users/PeganovAnton/gists{/gist_id}",
"starred_url": "https://api.github.com/users/PeganovAnton/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/PeganovAnton/subscriptions",
"organizations_url": "https://api.github.com/users/PeganovAnton/orgs",
"repos_url": "https://api.github.com/users/PeganovAnton/repos",
"events_url": "https://api.github.com/users/PeganovAnton/events{/privacy}",
"received_events_url": "https://api.github.com/users/PeganovAnton/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": "PeganovAnton",
"id": 10737305,
"node_id": "MDQ6VXNlcjEwNzM3MzA1",
"avatar_url": "https://avatars.githubusercontent.com/u/10737305?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/PeganovAnton",
"html_url": "https://github.com/PeganovAnton",
"followers_url": "https://api.github.com/users/PeganovAnton/followers",
"following_url": "https://api.github.com/users/PeganovAnton/following{/other_user}",
"gists_url": "https://api.github.com/users/PeganovAnton/gists{/gist_id}",
"starred_url": "https://api.github.com/users/PeganovAnton/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/PeganovAnton/subscriptions",
"organizations_url": "https://api.github.com/users/PeganovAnton/orgs",
"repos_url": "https://api.github.com/users/PeganovAnton/repos",
"events_url": "https://api.github.com/users/PeganovAnton/events{/privacy}",
"received_events_url": "https://api.github.com/users/PeganovAnton/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "PeganovAnton",
"id": 10737305,
"node_id": "MDQ6VXNlcjEwNzM3MzA1",
"avatar_url": "https://avatars.githubusercontent.com/u/10737305?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/PeganovAnton",
"html_url": "https://github.com/PeganovAnton",
"followers_url": "https://api.github.com/users/PeganovAnton/followers",
"following_url": "https://api.github.com/users/PeganovAnton/following{/other_user}",
"gists_url": "https://api.github.com/users/PeganovAnton/gists{/gist_id}",
"starred_url": "https://api.github.com/users/PeganovAnton/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/PeganovAnton/subscriptions",
"organizations_url": "https://api.github.com/users/PeganovAnton/orgs",
"repos_url": "https://api.github.com/users/PeganovAnton/repos",
"events_url": "https://api.github.com/users/PeganovAnton/events{/privacy}",
"received_events_url": "https://api.github.com/users/PeganovAnton/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
}
] | null | null | 2021-12-04T08:05:28 | 2021-12-07T00:16:38 | 2021-12-07T00:16:35 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3286",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3286",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3286.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3286.patch",
"merged_at": "2021-12-07T00:16:35"
} | Signed-off-by: PeganovAnton <[email protected]> | {
"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/3286/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/3286/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3285 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3285/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3285/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3285/events | https://github.com/NVIDIA/NeMo/pull/3285 | 1,071,076,514 | PR_kwDOC_bI7s4vYrZO | 3,285 | [TN] allow semiotic classes to be attached to punctuation marks without a space | {
"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 | null | 2021-12-04T00:54:13 | 2022-05-16T17:38:16 | 2021-12-10T17:56:52 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3285",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3285",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3285.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3285.patch",
"merged_at": "2021-12-10T17:56:52"
} | - allow semiotic[punct]semitic - no space
- reduce audio-based normalization options | {
"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/3285/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/3285/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3284 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3284/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3284/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3284/events | https://github.com/NVIDIA/NeMo/pull/3284 | 1,070,360,827 | PR_kwDOC_bI7s4vWXn2 | 3,284 | Multiscale diarization and update on offline diarization with ASR script | {
"login": "tango4j",
"id": 13211483,
"node_id": "MDQ6VXNlcjEzMjExNDgz",
"avatar_url": "https://avatars.githubusercontent.com/u/13211483?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tango4j",
"html_url": "https://github.com/tango4j",
"followers_url": "https://api.github.com/users/tango4j/followers",
"following_url": "https://api.github.com/users/tango4j/following{/other_user}",
"gists_url": "https://api.github.com/users/tango4j/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tango4j/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tango4j/subscriptions",
"organizations_url": "https://api.github.com/users/tango4j/orgs",
"repos_url": "https://api.github.com/users/tango4j/repos",
"events_url": "https://api.github.com/users/tango4j/events{/privacy}",
"received_events_url": "https://api.github.com/users/tango4j/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-03T08:55:44 | 2022-02-09T06:15:15 | 2021-12-07T22:57:46 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3284",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3284",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3284.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3284.patch",
"merged_at": null
} | This pull request includes the following features:
- Multiscale diarization: segmentation and clustering parts are updated (experimental).
- Optional pyctcdecode feature to apply beam search decoder for ASR.
- Language model based realigning feature for diarization (experimental).
- Added CTM based evaluation (WDER and WER evaluation)
- Miscellaneous updates and bug fix for diarization with ASR. | {
"login": "tango4j",
"id": 13211483,
"node_id": "MDQ6VXNlcjEzMjExNDgz",
"avatar_url": "https://avatars.githubusercontent.com/u/13211483?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/tango4j",
"html_url": "https://github.com/tango4j",
"followers_url": "https://api.github.com/users/tango4j/followers",
"following_url": "https://api.github.com/users/tango4j/following{/other_user}",
"gists_url": "https://api.github.com/users/tango4j/gists{/gist_id}",
"starred_url": "https://api.github.com/users/tango4j/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/tango4j/subscriptions",
"organizations_url": "https://api.github.com/users/tango4j/orgs",
"repos_url": "https://api.github.com/users/tango4j/repos",
"events_url": "https://api.github.com/users/tango4j/events{/privacy}",
"received_events_url": "https://api.github.com/users/tango4j/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3284/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/3284/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3283 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3283/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3283/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3283/events | https://github.com/NVIDIA/NeMo/issues/3283 | 1,070,211,532 | I_kwDOC_bI7s4_yiHM | 3,283 | GPU utilization is zero | {
"login": "awsomecod",
"id": 89482819,
"node_id": "MDQ6VXNlcjg5NDgyODE5",
"avatar_url": "https://avatars.githubusercontent.com/u/89482819?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/awsomecod",
"html_url": "https://github.com/awsomecod",
"followers_url": "https://api.github.com/users/awsomecod/followers",
"following_url": "https://api.github.com/users/awsomecod/following{/other_user}",
"gists_url": "https://api.github.com/users/awsomecod/gists{/gist_id}",
"starred_url": "https://api.github.com/users/awsomecod/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/awsomecod/subscriptions",
"organizations_url": "https://api.github.com/users/awsomecod/orgs",
"repos_url": "https://api.github.com/users/awsomecod/repos",
"events_url": "https://api.github.com/users/awsomecod/events{/privacy}",
"received_events_url": "https://api.github.com/users/awsomecod/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 | null | 2021-12-03T04:37:49 | 2021-12-09T01:25:57 | 2021-12-09T01:25:57 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | I run the following commands:
```
import nemo
import nemo.collections.asr as nemo_asr
import nemo.collections.nlp as nemo_nlp
import nemo.collections.tts as nemo_tts
quartznet = nemo_asr.models.EncDecCTCModel.from_pretrained(model_name="stt_en_quartznet15x5").cuda()
English_text = quartznet.transcribe(['~/audio1.wav'])
```
But GPU utilization is zero as it can be seen from the output of `nvidia-smi
`:
| {
"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/3283/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/3283/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3282 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3282/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3282/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3282/events | https://github.com/NVIDIA/NeMo/pull/3282 | 1,069,622,057 | PR_kwDOC_bI7s4vT80n | 3,282 | Remove ArrayLike because it is not supported in numpy 1.18 | {
"login": "PeganovAnton",
"id": 10737305,
"node_id": "MDQ6VXNlcjEwNzM3MzA1",
"avatar_url": "https://avatars.githubusercontent.com/u/10737305?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/PeganovAnton",
"html_url": "https://github.com/PeganovAnton",
"followers_url": "https://api.github.com/users/PeganovAnton/followers",
"following_url": "https://api.github.com/users/PeganovAnton/following{/other_user}",
"gists_url": "https://api.github.com/users/PeganovAnton/gists{/gist_id}",
"starred_url": "https://api.github.com/users/PeganovAnton/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/PeganovAnton/subscriptions",
"organizations_url": "https://api.github.com/users/PeganovAnton/orgs",
"repos_url": "https://api.github.com/users/PeganovAnton/repos",
"events_url": "https://api.github.com/users/PeganovAnton/events{/privacy}",
"received_events_url": "https://api.github.com/users/PeganovAnton/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": "PeganovAnton",
"id": 10737305,
"node_id": "MDQ6VXNlcjEwNzM3MzA1",
"avatar_url": "https://avatars.githubusercontent.com/u/10737305?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/PeganovAnton",
"html_url": "https://github.com/PeganovAnton",
"followers_url": "https://api.github.com/users/PeganovAnton/followers",
"following_url": "https://api.github.com/users/PeganovAnton/following{/other_user}",
"gists_url": "https://api.github.com/users/PeganovAnton/gists{/gist_id}",
"starred_url": "https://api.github.com/users/PeganovAnton/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/PeganovAnton/subscriptions",
"organizations_url": "https://api.github.com/users/PeganovAnton/orgs",
"repos_url": "https://api.github.com/users/PeganovAnton/repos",
"events_url": "https://api.github.com/users/PeganovAnton/events{/privacy}",
"received_events_url": "https://api.github.com/users/PeganovAnton/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "PeganovAnton",
"id": 10737305,
"node_id": "MDQ6VXNlcjEwNzM3MzA1",
"avatar_url": "https://avatars.githubusercontent.com/u/10737305?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/PeganovAnton",
"html_url": "https://github.com/PeganovAnton",
"followers_url": "https://api.github.com/users/PeganovAnton/followers",
"following_url": "https://api.github.com/users/PeganovAnton/following{/other_user}",
"gists_url": "https://api.github.com/users/PeganovAnton/gists{/gist_id}",
"starred_url": "https://api.github.com/users/PeganovAnton/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/PeganovAnton/subscriptions",
"organizations_url": "https://api.github.com/users/PeganovAnton/orgs",
"repos_url": "https://api.github.com/users/PeganovAnton/repos",
"events_url": "https://api.github.com/users/PeganovAnton/events{/privacy}",
"received_events_url": "https://api.github.com/users/PeganovAnton/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
}
] | null | null | 2021-12-02T14:36:09 | 2021-12-02T17:43:57 | 2021-12-02T17:43:50 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3282",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3282",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3282.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3282.patch",
"merged_at": "2021-12-02T17:43:50"
} | null | {
"login": "PeganovAnton",
"id": 10737305,
"node_id": "MDQ6VXNlcjEwNzM3MzA1",
"avatar_url": "https://avatars.githubusercontent.com/u/10737305?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/PeganovAnton",
"html_url": "https://github.com/PeganovAnton",
"followers_url": "https://api.github.com/users/PeganovAnton/followers",
"following_url": "https://api.github.com/users/PeganovAnton/following{/other_user}",
"gists_url": "https://api.github.com/users/PeganovAnton/gists{/gist_id}",
"starred_url": "https://api.github.com/users/PeganovAnton/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/PeganovAnton/subscriptions",
"organizations_url": "https://api.github.com/users/PeganovAnton/orgs",
"repos_url": "https://api.github.com/users/PeganovAnton/repos",
"events_url": "https://api.github.com/users/PeganovAnton/events{/privacy}",
"received_events_url": "https://api.github.com/users/PeganovAnton/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3282/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/3282/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3279 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3279/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3279/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3279/events | https://github.com/NVIDIA/NeMo/pull/3279 | 1,068,976,451 | PR_kwDOC_bI7s4vR1Yk | 3,279 | CTC Segmentation-Citrinet support | {
"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 | null | 2021-12-01T23:39:22 | 2022-01-06T21:03:44 | 2022-01-06T21:03:40 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3279",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3279",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3279.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3279.patch",
"merged_at": "2022-01-06T21:03:40"
} | - update ctc-segmentation package to the latest version
- add support for Citrinet models | {
"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/3279/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/3279/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3278 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3278/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3278/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3278/events | https://github.com/NVIDIA/NeMo/pull/3278 | 1,068,939,014 | PR_kwDOC_bI7s4vRtdh | 3,278 | Fix megatron_gpt_ckpt_to_nemo.py with torch distributed | {
"login": "yaoyu-33",
"id": 54727607,
"node_id": "MDQ6VXNlcjU0NzI3NjA3",
"avatar_url": "https://avatars.githubusercontent.com/u/54727607?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yaoyu-33",
"html_url": "https://github.com/yaoyu-33",
"followers_url": "https://api.github.com/users/yaoyu-33/followers",
"following_url": "https://api.github.com/users/yaoyu-33/following{/other_user}",
"gists_url": "https://api.github.com/users/yaoyu-33/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yaoyu-33/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yaoyu-33/subscriptions",
"organizations_url": "https://api.github.com/users/yaoyu-33/orgs",
"repos_url": "https://api.github.com/users/yaoyu-33/repos",
"events_url": "https://api.github.com/users/yaoyu-33/events{/privacy}",
"received_events_url": "https://api.github.com/users/yaoyu-33/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-01T22:38:43 | 2021-12-06T06:20:57 | 2021-12-06T06:20:57 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3278",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3278",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3278.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3278.patch",
"merged_at": "2021-12-06T06:20:57"
} | Fixed megatron_gpt_ckpt_to_nemo.py with torch distributed along with a minor fix in loading from checkpoint in nlp_model.py | {
"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/3278/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/3278/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3277 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3277/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3277/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3277/events | https://github.com/NVIDIA/NeMo/pull/3277 | 1,068,757,170 | PR_kwDOC_bI7s4vRGuf | 3,277 | Fix megatron_gpt_ckpt_to_nemo.py with torch distributed | {
"login": "yaoyu-33",
"id": 54727607,
"node_id": "MDQ6VXNlcjU0NzI3NjA3",
"avatar_url": "https://avatars.githubusercontent.com/u/54727607?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yaoyu-33",
"html_url": "https://github.com/yaoyu-33",
"followers_url": "https://api.github.com/users/yaoyu-33/followers",
"following_url": "https://api.github.com/users/yaoyu-33/following{/other_user}",
"gists_url": "https://api.github.com/users/yaoyu-33/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yaoyu-33/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yaoyu-33/subscriptions",
"organizations_url": "https://api.github.com/users/yaoyu-33/orgs",
"repos_url": "https://api.github.com/users/yaoyu-33/repos",
"events_url": "https://api.github.com/users/yaoyu-33/events{/privacy}",
"received_events_url": "https://api.github.com/users/yaoyu-33/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-01T18:47:18 | 2021-12-01T19:21:51 | 2021-12-01T19:21:51 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3277",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3277",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3277.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3277.patch",
"merged_at": "2021-12-01T19:21:51"
} | Signed-off-by: Yu Yao <[email protected]> | {
"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/3277/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/3277/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3276 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3276/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3276/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3276/events | https://github.com/NVIDIA/NeMo/pull/3276 | 1,068,614,613 | PR_kwDOC_bI7s4vQn_O | 3,276 | batch implementation | {
"login": "dimapihtar",
"id": 37850217,
"node_id": "MDQ6VXNlcjM3ODUwMjE3",
"avatar_url": "https://avatars.githubusercontent.com/u/37850217?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/dimapihtar",
"html_url": "https://github.com/dimapihtar",
"followers_url": "https://api.github.com/users/dimapihtar/followers",
"following_url": "https://api.github.com/users/dimapihtar/following{/other_user}",
"gists_url": "https://api.github.com/users/dimapihtar/gists{/gist_id}",
"starred_url": "https://api.github.com/users/dimapihtar/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/dimapihtar/subscriptions",
"organizations_url": "https://api.github.com/users/dimapihtar/orgs",
"repos_url": "https://api.github.com/users/dimapihtar/repos",
"events_url": "https://api.github.com/users/dimapihtar/events{/privacy}",
"received_events_url": "https://api.github.com/users/dimapihtar/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-12-01T16:27:24 | 2021-12-13T20:29:35 | 2021-12-13T20:29:35 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3276",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3276",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3276.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3276.patch",
"merged_at": "2021-12-13T20:29:35"
} | Signed-off-by: Dmytro Pykhtar <[email protected]> | {
"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/3276/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/3276/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3275 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3275/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3275/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3275/events | https://github.com/NVIDIA/NeMo/issues/3275 | 1,067,971,854 | I_kwDOC_bI7s4_p_UO | 3,275 | kenlm for conformer-ctc | {
"login": "sarasesar",
"id": 95332871,
"node_id": "U_kgDOBa6qBw",
"avatar_url": "https://avatars.githubusercontent.com/u/95332871?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sarasesar",
"html_url": "https://github.com/sarasesar",
"followers_url": "https://api.github.com/users/sarasesar/followers",
"following_url": "https://api.github.com/users/sarasesar/following{/other_user}",
"gists_url": "https://api.github.com/users/sarasesar/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sarasesar/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sarasesar/subscriptions",
"organizations_url": "https://api.github.com/users/sarasesar/orgs",
"repos_url": "https://api.github.com/users/sarasesar/repos",
"events_url": "https://api.github.com/users/sarasesar/events{/privacy}",
"received_events_url": "https://api.github.com/users/sarasesar/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 | null | 2021-12-01T05:13:58 | 2021-12-08T11:58:41 | 2021-12-08T11:19:22 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi. i need a LM for ctc-conformer and i trained a kenlm moel by this command:
python train_kenlm.py --train_file /home/mount/librispeech-lm-norm.txt --nemo_model_file stt_en_conformer_ctc_large.nemo --kenlm_model_file ../nemo_lm_6_new --ngram_length 6 --kenlm_bin_path ../kenlm/build/bin/ --do_lowercase
but when i try to use this LM for beam search decode, the output was something like this :(wowliadfbjdslfsofymnyq)
i also played with arameters alpha and beta. but not useful.
could you please help me? | {
"login": "sarasesar",
"id": 95332871,
"node_id": "U_kgDOBa6qBw",
"avatar_url": "https://avatars.githubusercontent.com/u/95332871?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/sarasesar",
"html_url": "https://github.com/sarasesar",
"followers_url": "https://api.github.com/users/sarasesar/followers",
"following_url": "https://api.github.com/users/sarasesar/following{/other_user}",
"gists_url": "https://api.github.com/users/sarasesar/gists{/gist_id}",
"starred_url": "https://api.github.com/users/sarasesar/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/sarasesar/subscriptions",
"organizations_url": "https://api.github.com/users/sarasesar/orgs",
"repos_url": "https://api.github.com/users/sarasesar/repos",
"events_url": "https://api.github.com/users/sarasesar/events{/privacy}",
"received_events_url": "https://api.github.com/users/sarasesar/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3275/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/3275/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3274 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3274/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3274/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3274/events | https://github.com/NVIDIA/NeMo/pull/3274 | 1,067,744,772 | PR_kwDOC_bI7s4vNuxb | 3,274 | fix asr output - eval mode | {
"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 | null | 2021-11-30T22:44:29 | 2021-11-30T23:36:49 | 2021-11-30T23:36:47 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3274",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3274",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3274.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3274.patch",
"merged_at": "2021-11-30T23:36:47"
} | Signed-off-by: nithinraok <[email protected]> | {
"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/3274/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/3274/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3273 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3273/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3273/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3273/events | https://github.com/NVIDIA/NeMo/issues/3273 | 1,067,731,128 | I_kwDOC_bI7s4_pEi4 | 3,273 | AttributeError: type object 'EncDecCTCModel' has no attribute 'list_available_models' | {
"login": "KunwarK13",
"id": 88787251,
"node_id": "MDQ6VXNlcjg4Nzg3MjUx",
"avatar_url": "https://avatars.githubusercontent.com/u/88787251?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/KunwarK13",
"html_url": "https://github.com/KunwarK13",
"followers_url": "https://api.github.com/users/KunwarK13/followers",
"following_url": "https://api.github.com/users/KunwarK13/following{/other_user}",
"gists_url": "https://api.github.com/users/KunwarK13/gists{/gist_id}",
"starred_url": "https://api.github.com/users/KunwarK13/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/KunwarK13/subscriptions",
"organizations_url": "https://api.github.com/users/KunwarK13/orgs",
"repos_url": "https://api.github.com/users/KunwarK13/repos",
"events_url": "https://api.github.com/users/KunwarK13/events{/privacy}",
"received_events_url": "https://api.github.com/users/KunwarK13/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 | null | 2021-11-30T22:22:15 | 2021-12-01T03:22:51 | 2021-12-01T03:22:51 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | ```
import nemo
import nemo.collections.asr as nemo_asr
asr_model = nemo_asr.models.EncDecCTCModel.list_available_models()
print("done")
```
Whenever I run this code, it gives me this error:
`AttributeError: type object 'EncDecCTCModel' has no attribute 'list_available_models'
`
I have all the dependencies installed.
When I hover over the line of code in PyCharm, it shows me the definition of the function and everything, which means it recognizes it. But for some reason it doesn't work when I run it.
<img width="1014" alt="image" src="https://user-images.githubusercontent.com/88787251/144137632-b741ba3a-c8c6-491b-bee7-01daeee7b3fa.png">
| {
"login": "KunwarK13",
"id": 88787251,
"node_id": "MDQ6VXNlcjg4Nzg3MjUx",
"avatar_url": "https://avatars.githubusercontent.com/u/88787251?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/KunwarK13",
"html_url": "https://github.com/KunwarK13",
"followers_url": "https://api.github.com/users/KunwarK13/followers",
"following_url": "https://api.github.com/users/KunwarK13/following{/other_user}",
"gists_url": "https://api.github.com/users/KunwarK13/gists{/gist_id}",
"starred_url": "https://api.github.com/users/KunwarK13/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/KunwarK13/subscriptions",
"organizations_url": "https://api.github.com/users/KunwarK13/orgs",
"repos_url": "https://api.github.com/users/KunwarK13/repos",
"events_url": "https://api.github.com/users/KunwarK13/events{/privacy}",
"received_events_url": "https://api.github.com/users/KunwarK13/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3273/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/3273/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3272 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3272/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3272/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3272/events | https://github.com/NVIDIA/NeMo/pull/3272 | 1,067,676,719 | PR_kwDOC_bI7s4vNgbA | 3,272 | Initial refactor | {
"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 | null | 2021-11-30T21:07:49 | 2021-12-03T19:39:39 | 2021-12-03T19:39:39 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3272",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3272",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3272.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3272.patch",
"merged_at": "2021-12-03T19:39:39"
} | Signed-off-by: Boris Fomitchev <[email protected]> | {
"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/3272/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/3272/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3271 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3271/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3271/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3271/events | https://github.com/NVIDIA/NeMo/pull/3271 | 1,067,502,647 | PR_kwDOC_bI7s4vM8L2 | 3,271 | Normalizer to TTS models, TTS tokenizer updates, AxisKind updates | {
"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 | null | 2021-11-30T17:35:37 | 2021-12-02T15:10:17 | 2021-12-02T15:10:12 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3271",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3271",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3271.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3271.patch",
"merged_at": "2021-12-02T15:10:12"
} | * Add normalizer for FastPitch and Mixer-TTS
* Update types for FastPitch and Mixer-TTS via new proposed signature for time
* Fix small bugs and refactor code in Mixer-TTS, FastPitch and TTS tokenizers
* Add German tokenizer
* Add CMUDict
Signed-off-by: Oktai Tatanov <[email protected]> | {
"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/3271/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/3271/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3269 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3269/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3269/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3269/events | https://github.com/NVIDIA/NeMo/issues/3269 | 1,067,141,003 | I_kwDOC_bI7s4_m0eL | 3,269 | Fine-tuning Conformer | {
"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
} | [] | closed | false | {
"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
} | [
{
"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
}
] | null | null | 2021-11-30T11:49:01 | 2021-12-15T03:37:52 | 2021-12-15T03:37:52 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi,
I want to fine-tune **stt_en_conformer_ctc_large** with Persian dataset. I used **conformer_ctc_char.yaml** from your example folder in repository. I changed the labels, too. Now when I want to run **trainer.fit(asr_model)** I have the following error:
`Interpolation key 'model.encoder.d_model' not found
full_key: optim.sched.d_model
object_type=dict`
Would you please help me how to resolve this error?
Thanks
_Environment overview_
> Environment location: Google Colab
> Method of NeMo install: !pip install nemo_toolkit[asr]
> NeMo version: r1.2.0
> Learning Rate: 1e-4
_Environment details_
> OS version : "Ubuntu20.04.3 LTS"
> PyTorch version : "1.10.0" | {
"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
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3269/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/3269/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3268 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3268/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3268/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3268/events | https://github.com/NVIDIA/NeMo/issues/3268 | 1,067,109,708 | I_kwDOC_bI7s4_ms1M | 3,268 | ECAPA TDNN pretrained fails to export ONNX - missing 'input_example' | {
"login": "ShantanuNair",
"id": 8559347,
"node_id": "MDQ6VXNlcjg1NTkzNDc=",
"avatar_url": "https://avatars.githubusercontent.com/u/8559347?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ShantanuNair",
"html_url": "https://github.com/ShantanuNair",
"followers_url": "https://api.github.com/users/ShantanuNair/followers",
"following_url": "https://api.github.com/users/ShantanuNair/following{/other_user}",
"gists_url": "https://api.github.com/users/ShantanuNair/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ShantanuNair/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ShantanuNair/subscriptions",
"organizations_url": "https://api.github.com/users/ShantanuNair/orgs",
"repos_url": "https://api.github.com/users/ShantanuNair/repos",
"events_url": "https://api.github.com/users/ShantanuNair/events{/privacy}",
"received_events_url": "https://api.github.com/users/ShantanuNair/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://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
}
] | null | null | 2021-11-30T11:16:25 | 2024-06-29T22:30:56 | 2022-02-11T20:27:52 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
I cannot export the pertained ECAPA TDNN model for embeddings to .onnx
Exporting requires the model to have a `input_example` which is not available on the ecapa tdnn model.
**Steps/Code to reproduce bug**
```
import nemo.collections.asr as nemo_asr
speaker_model = nemo_asr.models.EncDecSpeakerLabelModel.from_pretrained(model_name='ecapa_tdnn')
speaker_model.export(output='mymodel.onnx')
```
Output:
```
TypeError Traceback (most recent call last)
<ipython-input-51-d55b2004ba1e> in <module>()
3 import nemo.collections.asr as nemo_asr
4 speaker_model = nemo_asr.models.EncDecSpeakerLabelModel.from_pretrained(model_name='ecapa_tdnn')
----> 5 speaker_model.export(output='mymodel.onnx')
1 frames
/usr/local/lib/python3.7/dist-packages/nemo/core/classes/exportable.py in _setup_input_example(self, input_example)
389
390 def _setup_input_example(self, input_example):
--> 391 input_list = list(input_example)
392 input_dict = {}
393 # process possible kwargs
TypeError: 'NoneType' object is not iterable
```
**Expected behavior**
I get a mymodel.onnx
**Environment overview (please complete the following information)**
- Environment location: [Bare-metal, Docker, Cloud(specify cloud provider - AWS, Azure, GCP, Collab)]
- Method of NeMo install: [pip install or from source]. Please specify exact commands you used to install.
- If method of install is [Docker], provide `docker pull` & `docker run` commands used
**Environment details**
Nemo version: r1.5.0
**Additional context**
GPU: Tesla T4
| {
"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/3268/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/3268/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3267 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3267/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3267/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3267/events | https://github.com/NVIDIA/NeMo/issues/3267 | 1,066,947,558 | I_kwDOC_bI7s4_mFPm | 3,267 | The results cannot be reproduced using the pre-training model | {
"login": "QzzIsCoding",
"id": 56379157,
"node_id": "MDQ6VXNlcjU2Mzc5MTU3",
"avatar_url": "https://avatars.githubusercontent.com/u/56379157?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/QzzIsCoding",
"html_url": "https://github.com/QzzIsCoding",
"followers_url": "https://api.github.com/users/QzzIsCoding/followers",
"following_url": "https://api.github.com/users/QzzIsCoding/following{/other_user}",
"gists_url": "https://api.github.com/users/QzzIsCoding/gists{/gist_id}",
"starred_url": "https://api.github.com/users/QzzIsCoding/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/QzzIsCoding/subscriptions",
"organizations_url": "https://api.github.com/users/QzzIsCoding/orgs",
"repos_url": "https://api.github.com/users/QzzIsCoding/repos",
"events_url": "https://api.github.com/users/QzzIsCoding/events{/privacy}",
"received_events_url": "https://api.github.com/users/QzzIsCoding/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": "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
} | [
{
"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
}
] | null | null | 2021-11-30T08:40:14 | 2022-01-18T18:32:41 | 2022-01-18T18:32:41 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
I tested the model nmt_en_zh_transformer24x6 and nmt_en_zh_transformer6x6 on WMT18 test set and found that the blue score was a little low.
**Steps/Code to reproduce bug**
`model = MTEncDecModel.from_pretrained("nmt_en_zh_transformer24x6")`
`import copy`
`cfg = copy.deepcopy(model.cfg)`
`from omegaconf import OmegaConf, open_dict`
`with open_dict(cfg):`
` cfg.test_ds.use_tarred_dataset = False`
` cfg.test_ds.src_file_name = "/datasets/wmt18/clean.en"`
`cfg.test_ds.tgt_file_name = "/datasets/wmt18/clean.zh"`
`with open_dict(model.cfg):`
`model.cfg.tokens_in_batch=512`
`model.cfg.clean=False`
`model.cfg.max_seq_length = 512`
`model.cfg.cache_ids=False`
`model.cfg.cache_data_per_node=False`
`model.cfg.use_cache=False`
`model.cfg.shuffle=False`
`model.cfg.num_samples=-1`
`model.cfg.drop_last=False`
`model.cfg.pin_memory=False`
`model.cfg.load_from_cached_dataset=False`
`model.cfg.reverse_lang_direction=False`
`model.cfg.load_from_tarred_dataset=False`
`model.cfg.tar_shuffle_n=100`
`import pytorch_lightning as ptl`
`trainer = ptl.Trainer(gpus=1,`
`num_nodes=1,`
`max_steps=100000,`
`accumulate_grad_batches=1,`
`checkpoint_callback=False,`
`val_check_interval=578,`
`sync_batchnorm=False)`
`trainer.test(model)`
24x6 blue score is 29.38408660888672 ，10 points lower than 39.9 in the introduction
6x6 blue score is 2.8，but in the introduction it is 35.0
How can I set the parameters to get the correct results?
| {
"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/3267/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/3267/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3266 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3266/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3266/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3266/events | https://github.com/NVIDIA/NeMo/pull/3266 | 1,066,867,665 | PR_kwDOC_bI7s4vK3Ck | 3,266 | support for gecko tool | {
"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 | null | 2021-11-30T07:03:12 | 2021-11-30T20:41:09 | 2021-11-30T20:41:03 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3266",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3266",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3266.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3266.patch",
"merged_at": "2021-11-30T20:41:03"
} | Signed-off-by: nithinraok <[email protected]>
This PR adds support for the [gecko](https://gong-io.github.io/gecko/) labeling tool. Now diarization outputs *_gecko.json along with current output files for loading in gecko tool. | {
"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/3266/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/3266/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3265 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3265/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3265/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3265/events | https://github.com/NVIDIA/NeMo/pull/3265 | 1,066,669,109 | PR_kwDOC_bI7s4vKOlC | 3,265 | Rewrite megatron_gpt_ckpt_to_nemo.py | {
"login": "yaoyu-33",
"id": 54727607,
"node_id": "MDQ6VXNlcjU0NzI3NjA3",
"avatar_url": "https://avatars.githubusercontent.com/u/54727607?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yaoyu-33",
"html_url": "https://github.com/yaoyu-33",
"followers_url": "https://api.github.com/users/yaoyu-33/followers",
"following_url": "https://api.github.com/users/yaoyu-33/following{/other_user}",
"gists_url": "https://api.github.com/users/yaoyu-33/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yaoyu-33/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yaoyu-33/subscriptions",
"organizations_url": "https://api.github.com/users/yaoyu-33/orgs",
"repos_url": "https://api.github.com/users/yaoyu-33/repos",
"events_url": "https://api.github.com/users/yaoyu-33/events{/privacy}",
"received_events_url": "https://api.github.com/users/yaoyu-33/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-11-30T01:04:27 | 2021-12-01T19:26:46 | 2021-12-01T19:25:42 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3265",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3265",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3265.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3265.patch",
"merged_at": null
} | Signed-off-by: Yu Yao <[email protected]> | {
"login": "yaoyu-33",
"id": 54727607,
"node_id": "MDQ6VXNlcjU0NzI3NjA3",
"avatar_url": "https://avatars.githubusercontent.com/u/54727607?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/yaoyu-33",
"html_url": "https://github.com/yaoyu-33",
"followers_url": "https://api.github.com/users/yaoyu-33/followers",
"following_url": "https://api.github.com/users/yaoyu-33/following{/other_user}",
"gists_url": "https://api.github.com/users/yaoyu-33/gists{/gist_id}",
"starred_url": "https://api.github.com/users/yaoyu-33/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/yaoyu-33/subscriptions",
"organizations_url": "https://api.github.com/users/yaoyu-33/orgs",
"repos_url": "https://api.github.com/users/yaoyu-33/repos",
"events_url": "https://api.github.com/users/yaoyu-33/events{/privacy}",
"received_events_url": "https://api.github.com/users/yaoyu-33/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3265/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/3265/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3264 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3264/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3264/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3264/events | https://github.com/NVIDIA/NeMo/pull/3264 | 1,066,430,066 | PR_kwDOC_bI7s4vJdMw | 3,264 | doc link fixes | {
"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 | null | 2021-11-29T19:47:25 | 2021-11-29T21:29:20 | 2021-11-29T21:29:16 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3264",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3264",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3264.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3264.patch",
"merged_at": "2021-11-29T21:29:16"
} | Signed-off-by: nithinraok <[email protected]> | {
"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/3264/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/3264/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3263 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3263/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3263/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3263/events | https://github.com/NVIDIA/NeMo/pull/3263 | 1,066,422,321 | PR_kwDOC_bI7s4vJb1T | 3,263 | Adaptiv fixed positional embeddings | {
"login": "michalivne",
"id": 7453913,
"node_id": "MDQ6VXNlcjc0NTM5MTM=",
"avatar_url": "https://avatars.githubusercontent.com/u/7453913?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/michalivne",
"html_url": "https://github.com/michalivne",
"followers_url": "https://api.github.com/users/michalivne/followers",
"following_url": "https://api.github.com/users/michalivne/following{/other_user}",
"gists_url": "https://api.github.com/users/michalivne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/michalivne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/michalivne/subscriptions",
"organizations_url": "https://api.github.com/users/michalivne/orgs",
"repos_url": "https://api.github.com/users/michalivne/repos",
"events_url": "https://api.github.com/users/michalivne/events{/privacy}",
"received_events_url": "https://api.github.com/users/michalivne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-11-29T19:38:13 | 2021-12-07T13:43:56 | 2021-12-07T13:43:43 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3263",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3263",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3263.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3263.patch",
"merged_at": "2021-12-07T13:43:43"
} | This PR enhances fixed positional embeddings to be adaptive to input sequences which are longer than the pre-defined max-sequence-length.
The PR also fixes two issues with checkpoint averaging `NeMo/scripts/checkpoint_averaging/checkpoint_averaging.py`:
1. Checkpoint averaging now ignores `-last.ckpt` file (which is not part of top k saved models).
2. The script allows now to add list of file to import before restoring checkpoint. Useful when some classes were defined in the training script, and as such the class cannot be imported.
Example for error:
```
Traceback (most recent call last):
File "~/code/NeMo/scripts/checkpoint_averaging/checkpoint_averaging.py", line 136, in <module>
main()
File "~/code/NeMo/scripts/checkpoint_averaging/checkpoint_averaging.py", line 103, in main
checkpoint = torch.load(path, map_location=device)
File "~/anaconda3/lib/python3.8/site-packages/torch/serialization.py", line 607, in load
return _load(opened_zipfile, map_location, pickle_module, **pickle_load_args) File "~/anaconda3/lib/python3.8/site-packages/torch/serialization.py", line 882, in _load
result = unpickler.load()
File "~/anaconda3/lib/python3.8/site-packages/torch/serialization.py", line 875, in find_class return super().find_class(mod_name, name)
AttributeError: Can't get attribute 'MTBottleneckConfig' on <module '__main__' from '~/code/NeMo/scripts/checkpoint_averaging/checkpoint_averaging.py'> (
```
Usage example:
```
~/code/NeMo/scripts/checkpoint_averaging/checkpoint_averaging.py \
--import_fname_list ~/code/NeMo/examples/nlp/machine_translation/enc_dec_nmt-bottleneck.py \
-- ./nll-perceiver_6x6_steps32_byte-level_sp-bpe_ls0.1_lp0.0-en_de/checkpoints
``` | {
"login": "michalivne",
"id": 7453913,
"node_id": "MDQ6VXNlcjc0NTM5MTM=",
"avatar_url": "https://avatars.githubusercontent.com/u/7453913?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/michalivne",
"html_url": "https://github.com/michalivne",
"followers_url": "https://api.github.com/users/michalivne/followers",
"following_url": "https://api.github.com/users/michalivne/following{/other_user}",
"gists_url": "https://api.github.com/users/michalivne/gists{/gist_id}",
"starred_url": "https://api.github.com/users/michalivne/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/michalivne/subscriptions",
"organizations_url": "https://api.github.com/users/michalivne/orgs",
"repos_url": "https://api.github.com/users/michalivne/repos",
"events_url": "https://api.github.com/users/michalivne/events{/privacy}",
"received_events_url": "https://api.github.com/users/michalivne/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3263/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/3263/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3262 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3262/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3262/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3262/events | https://github.com/NVIDIA/NeMo/pull/3262 | 1,066,383,953 | PR_kwDOC_bI7s4vJTqt | 3,262 | Itn german refactor | {
"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 | null | 2021-11-29T18:57:34 | 2021-12-06T14:32:55 | 2021-12-06T14:32:51 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3262",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3262",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3262.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3262.patch",
"merged_at": "2021-12-06T14:32:51"
} | Refactored ITN geman to reduce loc and to reuse German 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
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3262/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/3262/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3261 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3261/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3261/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3261/events | https://github.com/NVIDIA/NeMo/issues/3261 | 1,066,006,874 | I_kwDOC_bI7s4_ifla | 3,261 | Quartznet replicate some results | {
"login": "Miamoto",
"id": 15928244,
"node_id": "MDQ6VXNlcjE1OTI4MjQ0",
"avatar_url": "https://avatars.githubusercontent.com/u/15928244?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/Miamoto",
"html_url": "https://github.com/Miamoto",
"followers_url": "https://api.github.com/users/Miamoto/followers",
"following_url": "https://api.github.com/users/Miamoto/following{/other_user}",
"gists_url": "https://api.github.com/users/Miamoto/gists{/gist_id}",
"starred_url": "https://api.github.com/users/Miamoto/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/Miamoto/subscriptions",
"organizations_url": "https://api.github.com/users/Miamoto/orgs",
"repos_url": "https://api.github.com/users/Miamoto/repos",
"events_url": "https://api.github.com/users/Miamoto/events{/privacy}",
"received_events_url": "https://api.github.com/users/Miamoto/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-11-29T12:58:02 | 2022-01-18T18:32:22 | 2022-01-18T18:32:22 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hello!
I am trying to replicate Quartznet 5x5 results to get around 11/12% WER on the test set.
So far my last experiment was using 4 gpus, with batch 64, using speed perturbed data, specaugmentation, learning rate 0.01, dropout 0.2. I got around 23.18% on the validation and 17.11% on test set. Part of my config file is below:
<img width="702" alt="Captura de ecrã 2021-11-29, às 12 55 10" src="https://user-images.githubusercontent.com/15928244/143871857-85e7f9e4-f1f9-40f2-b9f7-0dff50e08d20.png">
Here I show my tensorboard results for training loss and validation loss:
<img width="392" alt="Captura de ecrã 2021-11-29, às 12 49 48" src="https://user-images.githubusercontent.com/15928244/143871967-ffe62a03-7f10-448e-aaab-610f52291a79.png">
<img width="383" alt="Captura de ecrã 2021-11-29, às 12 49 52" src="https://user-images.githubusercontent.com/15928244/143871974-70da4f61-735c-46d2-94bf-05261a9f10f9.png">
<img width="376" alt="Captura de ecrã 2021-11-29, às 12 49 59" src="https://user-images.githubusercontent.com/15928244/143871990-e897e64e-77e2-44cb-94d5-3d47eeeee979.png">
<img width="428" alt="Captura de ecrã 2021-11-29, às 12 49 55" src="https://user-images.githubusercontent.com/15928244/143871984-cb3e0b91-130d-4f9a-8d1d-b073deb3bc27.png">
Do you guys have any guess what I should go for to reach a better WER for this architecture? Thank you, guys. Also, If I wanna to replicate results for architecture 5x3, using 4 gpus what hyperparameters should I use?
Thanks a lot!
| {
"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/3261/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/3261/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3260 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3260/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3260/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3260/events | https://github.com/NVIDIA/NeMo/issues/3260 | 1,065,963,901 | I_kwDOC_bI7s4_iVF9 | 3,260 | [Question] What are the advantages of using numba instead of native pytorch while computing RNNT-Loss? | {
"login": "manneh",
"id": 42110229,
"node_id": "MDQ6VXNlcjQyMTEwMjI5",
"avatar_url": "https://avatars.githubusercontent.com/u/42110229?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/manneh",
"html_url": "https://github.com/manneh",
"followers_url": "https://api.github.com/users/manneh/followers",
"following_url": "https://api.github.com/users/manneh/following{/other_user}",
"gists_url": "https://api.github.com/users/manneh/gists{/gist_id}",
"starred_url": "https://api.github.com/users/manneh/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/manneh/subscriptions",
"organizations_url": "https://api.github.com/users/manneh/orgs",
"repos_url": "https://api.github.com/users/manneh/repos",
"events_url": "https://api.github.com/users/manneh/events{/privacy}",
"received_events_url": "https://api.github.com/users/manneh/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-11-29T12:11:23 | 2021-12-03T04:47:37 | 2021-12-03T04:47:37 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi . I saw that the pretrained Transducer model uses Numba implementation of RNNT-Loss. I was wondering what is the reason behind using numba instead of implementing it in native pytorch? | {
"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/3260/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/3260/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3259 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3259/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3259/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3259/events | https://github.com/NVIDIA/NeMo/pull/3259 | 1,065,613,492 | PR_kwDOC_bI7s4vG0hI | 3,259 | (1) O2-style mixed precision recipe, (2) Persistent layer-norm, (3) Grade scale hysteresis, (4) gradient_as_bucket_view | {
"login": "erhoo82",
"id": 15861259,
"node_id": "MDQ6VXNlcjE1ODYxMjU5",
"avatar_url": "https://avatars.githubusercontent.com/u/15861259?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/erhoo82",
"html_url": "https://github.com/erhoo82",
"followers_url": "https://api.github.com/users/erhoo82/followers",
"following_url": "https://api.github.com/users/erhoo82/following{/other_user}",
"gists_url": "https://api.github.com/users/erhoo82/gists{/gist_id}",
"starred_url": "https://api.github.com/users/erhoo82/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/erhoo82/subscriptions",
"organizations_url": "https://api.github.com/users/erhoo82/orgs",
"repos_url": "https://api.github.com/users/erhoo82/repos",
"events_url": "https://api.github.com/users/erhoo82/events{/privacy}",
"received_events_url": "https://api.github.com/users/erhoo82/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [] | closed | false | null | [] | null | null | 2021-11-29T05:04:05 | 2022-01-18T03:06:18 | 2022-01-18T03:06:15 | COLLABORATOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3259",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3259",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3259.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3259.patch",
"merged_at": "2022-01-18T03:06:15"
} | This PR container has many updates.
Please review and suggest any feedback on (1) code structure change, (2) argument names and structure. | {
"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/3259/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/3259/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3258 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3258/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3258/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3258/events | https://github.com/NVIDIA/NeMo/issues/3258 | 1,065,446,063 | I_kwDOC_bI7s4_gWqv | 3,258 | Using G2P (Grapheme2Phoneme) for ASR | {
"login": "ahkarami",
"id": 28620609,
"node_id": "MDQ6VXNlcjI4NjIwNjA5",
"avatar_url": "https://avatars.githubusercontent.com/u/28620609?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ahkarami",
"html_url": "https://github.com/ahkarami",
"followers_url": "https://api.github.com/users/ahkarami/followers",
"following_url": "https://api.github.com/users/ahkarami/following{/other_user}",
"gists_url": "https://api.github.com/users/ahkarami/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ahkarami/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ahkarami/subscriptions",
"organizations_url": "https://api.github.com/users/ahkarami/orgs",
"repos_url": "https://api.github.com/users/ahkarami/repos",
"events_url": "https://api.github.com/users/ahkarami/events{/privacy}",
"received_events_url": "https://api.github.com/users/ahkarami/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": "redoctopus",
"id": 4268876,
"node_id": "MDQ6VXNlcjQyNjg4NzY=",
"avatar_url": "https://avatars.githubusercontent.com/u/4268876?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/redoctopus",
"html_url": "https://github.com/redoctopus",
"followers_url": "https://api.github.com/users/redoctopus/followers",
"following_url": "https://api.github.com/users/redoctopus/following{/other_user}",
"gists_url": "https://api.github.com/users/redoctopus/gists{/gist_id}",
"starred_url": "https://api.github.com/users/redoctopus/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/redoctopus/subscriptions",
"organizations_url": "https://api.github.com/users/redoctopus/orgs",
"repos_url": "https://api.github.com/users/redoctopus/repos",
"events_url": "https://api.github.com/users/redoctopus/events{/privacy}",
"received_events_url": "https://api.github.com/users/redoctopus/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | [
{
"login": "redoctopus",
"id": 4268876,
"node_id": "MDQ6VXNlcjQyNjg4NzY=",
"avatar_url": "https://avatars.githubusercontent.com/u/4268876?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/redoctopus",
"html_url": "https://github.com/redoctopus",
"followers_url": "https://api.github.com/users/redoctopus/followers",
"following_url": "https://api.github.com/users/redoctopus/following{/other_user}",
"gists_url": "https://api.github.com/users/redoctopus/gists{/gist_id}",
"starred_url": "https://api.github.com/users/redoctopus/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/redoctopus/subscriptions",
"organizations_url": "https://api.github.com/users/redoctopus/orgs",
"repos_url": "https://api.github.com/users/redoctopus/repos",
"events_url": "https://api.github.com/users/redoctopus/events{/privacy}",
"received_events_url": "https://api.github.com/users/redoctopus/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/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
}
] | null | null | 2021-11-28T21:51:56 | 2021-12-03T15:20:52 | 2021-12-03T15:20:52 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Hi,
Thank you for your great repo. I have 2 questions:
1- Is it better to use G2P for English ASR (or just use the raw text for it)? if yes, what model (G2P) do you suggest for this work?
2- Is it better to use G2P for ASR of other languages or not? (for example Arabic ASR)
Best | {
"login": "ahkarami",
"id": 28620609,
"node_id": "MDQ6VXNlcjI4NjIwNjA5",
"avatar_url": "https://avatars.githubusercontent.com/u/28620609?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/ahkarami",
"html_url": "https://github.com/ahkarami",
"followers_url": "https://api.github.com/users/ahkarami/followers",
"following_url": "https://api.github.com/users/ahkarami/following{/other_user}",
"gists_url": "https://api.github.com/users/ahkarami/gists{/gist_id}",
"starred_url": "https://api.github.com/users/ahkarami/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/ahkarami/subscriptions",
"organizations_url": "https://api.github.com/users/ahkarami/orgs",
"repos_url": "https://api.github.com/users/ahkarami/repos",
"events_url": "https://api.github.com/users/ahkarami/events{/privacy}",
"received_events_url": "https://api.github.com/users/ahkarami/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3258/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/3258/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3257 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3257/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3257/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3257/events | https://github.com/NVIDIA/NeMo/issues/3257 | 1,065,426,283 | I_kwDOC_bI7s4_gR1r | 3,257 | Performance test on CPU and GPU | {
"login": "awsomecod",
"id": 89482819,
"node_id": "MDQ6VXNlcjg5NDgyODE5",
"avatar_url": "https://avatars.githubusercontent.com/u/89482819?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/awsomecod",
"html_url": "https://github.com/awsomecod",
"followers_url": "https://api.github.com/users/awsomecod/followers",
"following_url": "https://api.github.com/users/awsomecod/following{/other_user}",
"gists_url": "https://api.github.com/users/awsomecod/gists{/gist_id}",
"starred_url": "https://api.github.com/users/awsomecod/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/awsomecod/subscriptions",
"organizations_url": "https://api.github.com/users/awsomecod/orgs",
"repos_url": "https://api.github.com/users/awsomecod/repos",
"events_url": "https://api.github.com/users/awsomecod/events{/privacy}",
"received_events_url": "https://api.github.com/users/awsomecod/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://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
}
] | null | null | 2021-11-28T20:20:43 | 2021-11-30T17:41:59 | 2021-11-30T17:41:59 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | Would you please provide some benchmark on the performance of NeMo ASR on CPU and GPU?
I am particularly interested to know if I can increase the throughput of ASR by using a GPU instead of a CPU? And how much would be the increase in the throughput? | {
"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/3257/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/3257/timeline | null | completed | false |
https://api.github.com/repos/NVIDIA/NeMo/issues/3256 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3256/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3256/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3256/events | https://github.com/NVIDIA/NeMo/pull/3256 | 1,065,176,884 | PR_kwDOC_bI7s4vFtI6 | 3,256 | Add WMT21 paper to Publications | {
"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
} | [] | closed | false | null | [] | null | null | 2021-11-28T03:28:56 | 2021-11-28T04:04:54 | 2021-11-28T04:04:47 | CONTRIBUTOR | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | false | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/pulls/3256",
"html_url": "https://github.com/NVIDIA/NeMo/pull/3256",
"diff_url": "https://github.com/NVIDIA/NeMo/pull/3256.diff",
"patch_url": "https://github.com/NVIDIA/NeMo/pull/3256.patch",
"merged_at": "2021-11-28T04:04:47"
} | 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/3256/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/3256/timeline | null | null | true |
https://api.github.com/repos/NVIDIA/NeMo/issues/3255 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3255/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3255/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3255/events | https://github.com/NVIDIA/NeMo/issues/3255 | 1,065,082,195 | I_kwDOC_bI7s4_e91T | 3,255 | Fine tune “nmt_en_zh_transformer24x6” using a single GPU, dict has not been initialized | {
"login": "QzzIsCoding",
"id": 56379157,
"node_id": "MDQ6VXNlcjU2Mzc5MTU3",
"avatar_url": "https://avatars.githubusercontent.com/u/56379157?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/QzzIsCoding",
"html_url": "https://github.com/QzzIsCoding",
"followers_url": "https://api.github.com/users/QzzIsCoding/followers",
"following_url": "https://api.github.com/users/QzzIsCoding/following{/other_user}",
"gists_url": "https://api.github.com/users/QzzIsCoding/gists{/gist_id}",
"starred_url": "https://api.github.com/users/QzzIsCoding/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/QzzIsCoding/subscriptions",
"organizations_url": "https://api.github.com/users/QzzIsCoding/orgs",
"repos_url": "https://api.github.com/users/QzzIsCoding/repos",
"events_url": "https://api.github.com/users/QzzIsCoding/events{/privacy}",
"received_events_url": "https://api.github.com/users/QzzIsCoding/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 | null | 2021-11-27T16:41:12 | 2021-11-28T01:54:14 | 2021-11-28T01:54:14 | NONE | {
"total": 0,
"completed": 0,
"percent_completed": 0
} | null | null | null | **Describe the bug**
`/NeMo/nemo/collections/nlp/models/machine_translation/mt_enc_dec_model.py in eval_epoch_end(self, outputs, mode)`
`356 # we also need to drop pairs where ground truth is an empty string`
`357 dist.all_gather_object(`
`--> 358 tr_and_gt, [(t, g) for (t, g) in zip(translations, ground_truths) if g.strip() != '']`
`359 )`
`/lib/python3.7/site-packages/torch/distributed/distributed_c10d.py`
RuntimeError: Default process group has not been initialized, please make sure to call init_process_group.
**Steps/Code to reproduce bug**
`import os`
`from nemo.collections.nlp.models import MTEncDecModel`
`os.environ["CUDA_VISIBLE_DEVICES"] = "0"`
`model = MTEncDecModel.from_pretrained("nmt_en_zh_transformer24x6")`
`trainer = ptl.Trainer(gpus=1,
num_nodes=1,
max_epochs = EPOCHS,
accumulate_grad_batches=1,
checkpoint_callback=False,
logger=False,
log_every_n_steps=5,
check_val_every_n_epoch=10,
sync_batchnorm=False)`
`model.set_trainer(trainer)`
`trainer.fit(model)`
**Expected behavior**
I only have one machine with two GPUs. so I can't use the torch.distributed. What should I do to ignore this?
**Environment details**
If NVIDIA docker image is used you don't need to specify these.
Otherwise, please provide:
- OS version
- PyTorch version 1.10.0
- Python version 3.7
| {
"login": "QzzIsCoding",
"id": 56379157,
"node_id": "MDQ6VXNlcjU2Mzc5MTU3",
"avatar_url": "https://avatars.githubusercontent.com/u/56379157?v=4",
"gravatar_id": "",
"url": "https://api.github.com/users/QzzIsCoding",
"html_url": "https://github.com/QzzIsCoding",
"followers_url": "https://api.github.com/users/QzzIsCoding/followers",
"following_url": "https://api.github.com/users/QzzIsCoding/following{/other_user}",
"gists_url": "https://api.github.com/users/QzzIsCoding/gists{/gist_id}",
"starred_url": "https://api.github.com/users/QzzIsCoding/starred{/owner}{/repo}",
"subscriptions_url": "https://api.github.com/users/QzzIsCoding/subscriptions",
"organizations_url": "https://api.github.com/users/QzzIsCoding/orgs",
"repos_url": "https://api.github.com/users/QzzIsCoding/repos",
"events_url": "https://api.github.com/users/QzzIsCoding/events{/privacy}",
"received_events_url": "https://api.github.com/users/QzzIsCoding/received_events",
"type": "User",
"user_view_type": "public",
"site_admin": false
} | {
"url": "https://api.github.com/repos/NVIDIA/NeMo/issues/3255/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/3255/timeline | null | completed | false |
Subsets and Splits