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Create per.py (NVIDIA#7538)
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* Move model precision copy (#7336)

* move cfg precision set to megatron base model

Signed-off-by: Maanu Grover <maanug@nvidia.com>

* remove copy from other models

Signed-off-by: Maanu Grover <maanug@nvidia.com>

* modify attribute not arg

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* fix gpt model test for ptl 2.0

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* rename function and add docstring

Signed-off-by: Maanu Grover <maanug@nvidia.com>

* replace precision to dtype conditionals with func call

Signed-off-by: Maanu Grover <maanug@nvidia.com>

* unnecessary function and cfg reset

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* set default value

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* fix precision lookup in a few more places

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* rename mapping function

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* ununsed import

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* save torch datatype to model

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* set weights precision wrt amp o2

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* Revert "set weights precision wrt amp o2"

This reverts commit 313a4bfe5eb69d771a6d2433898c0685836aef5c.

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* revert half precision at inference attempt

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* move autocast dtype to base model

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* move params dtype to base model, enable fp16 O2 inf

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* unused imports

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* Fix PEFT checkpoint loading (#7388)

* Fix PEFT checkpoint loading

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* Use distributed optimizer support for multiple dtypes (#7359)

* Update distopt wrapper with multiple dtype support

Remove manual handling of separate FP32 optimizer.

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* Use distopt support for contiguous buffers with multiple dtypes

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* Fix typo

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* Separate distopt buckets for first GPT layer and non-overlapped params

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* Add distopt logic for int dtypes

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* Update Apex commit

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* Remove unused variables

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* Update Apex commit in README and Jenkensfile

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* Debug Dockerfile and Jenkinsfile

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* minor fix for llama ckpt conversion script (#7387)

* minor fix for llama ckpt conversion script

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* Update Jenkinsfile

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* remove fast_swiglu configuration

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* Fix wrong calling of librosa.get_duration() in notebook (#7376)

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* [PATCH] PEFT import mcore (#7393)

* [PATCH] PEFT import mcore

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* Create per.py

Script for calculation Punctuation Error Rate and related rates (correct rate, deletions rate, etc.)

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* [TTS] Added a callback for logging initial data (#7384)

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* Update Core Commit (#7402)

* Update Core Commit

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* update commit

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* Use cfg attribute in bert (#7394)

* use cfg attribute instead of arg

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* use torch_dtype in place of cfg.precision

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* move precision copy before super constructor

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* use trainer arg

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* Add support for bias conversion in Swiglu models (#7386)

* Add support for bias conversion in Swiglu models

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* Add support for auto extracting tokenizer model

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* Add support for auto extracting tokenizer model

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* Fix issue with missing tokenizer

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* Refactor

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* Refactor

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* Update save_to and restore_from for dist checkpointing (#7343)

* add dist ckpt to save to, in progress

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* move dist ckpt

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* clean up

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* update restore from, need to figure out how to initialize distributed

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* launch distrib if needed when restoring dist ckpt

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* when using mcore we can change tp pp on the fly

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* add load_from_checkpoint support for dist ckpt

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* update llama convert script to save dist .nemo

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* fix load dist ckpt

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* setup TE TP groups if needed

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* setup te tp groups if needed

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* remove import

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* fix forward for with mcore=false (#7403)

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* Fix logging to remove 's/it' from progress bar in Megatron models and add train_step_timing (#7374)

* Add CustomProgressBar class to exp_manager and trainer callbacks

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* Fix the progress bar to reflect total microbatch cnt

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* Modify CustomProgressBar class

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* Add CustomProgressBar callback to tuning files

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* Set Activation Checkpointing Defaults (#7404)

* Set Activation Checkpointing Defaults

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* make loss mask default to false (#7407)

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* Add dummy userbuffer config files (#7408)

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* add missing ubconf files (#7412)

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* New tutorial on Speech Data Explorer (#7405)

* Added Google Colab based tutorial on Speech Data Explorer

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* Update ptl training ckpt conversion script to work with dist ckpt (#7416)

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* Allow disabling sanity checking when num_sanity_val_steps=0 (#7413)

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* Add comprehensive error messages (#7261)

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* Fix missing pip package 'einops' (#7397)

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* Fix failure of pyaudio in Google Colab (#7396)

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* Add rope dynamic linear scaling (#7437)

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* Fix None dataloader issue in PTL2.0 (#7455)

* Fix None dataloader issue in PTL2.0

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* [ASR] Confidence measure -> method renames (#7434)

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* Add steps for document of getting dataset 'SF Bilingual Speech' (#7378)

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* Fix checking of cuda/cpu device for inputs of Decoder (#7444)

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* Fix failure of ljspeech's get_data.py (#7430)

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* [TTS] Fix audio codec type checks (#7373)

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* Automatic Lip Reading Recognition (ALR) - ASR/CV (Visual ASR) (#7330)

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Signed-off-by: Sangkug Lym <slym@…
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44 changes: 42 additions & 2 deletions examples/asr/speech_to_text_eval.py
Original file line number Diff line number Diff line change
Expand Up @@ -25,12 +25,18 @@
for full list of arguments >>
dataset_manifest: Required - path to dataset JSON manifest file (in NeMo format)
output_filename: Optional - output filename where the transcriptions will be written.
output_filename: Optional - output filename where the transcriptions will be written. (if scores_per_sample=True,
metrics per sample will be written there too)
use_cer: Bool, whether to compute CER or WER
use_punct_er: Bool, compute dataset Punctuation Error Rate (set the punctuation marks for metrics computation with
"text_processing.punctuation_marks")
tolerance: Float, minimum WER/CER required to pass some arbitrary tolerance.
only_score_manifest: Bool, when set will skip audio transcription and just calculate WER of provided manifest.
scores_per_sample: Bool, compute metrics for each sample separately (if only_score_manifest=True, scores per sample
will be added to the manifest at the dataset_manifest path)
# Usage
Expand Down Expand Up @@ -66,7 +72,12 @@
from omegaconf import MISSING, OmegaConf, open_dict

from nemo.collections.asr.metrics.wer import word_error_rate
from nemo.collections.asr.parts.utils.transcribe_utils import PunctuationCapitalization, TextProcessingConfig
from nemo.collections.asr.parts.utils.transcribe_utils import (
PunctuationCapitalization,
TextProcessingConfig,
compute_metrics_per_sample,
)
from nemo.collections.common.metrics.punct_er import DatasetPunctuationErrorRate
from nemo.core.config import hydra_runner
from nemo.utils import logging

Expand All @@ -82,9 +93,11 @@ class EvaluationConfig(transcribe_speech.TranscriptionConfig):
att_context_size: Optional[list] = None

use_cer: bool = False
use_punct_er: bool = False
tolerance: Optional[float] = None

only_score_manifest: bool = False
scores_per_sample: bool = False

text_processing: Optional[TextProcessingConfig] = TextProcessingConfig(
punctuation_marks=".,?", separate_punctuation=False, do_lowercase=False, rm_punctuation=False,
Expand Down Expand Up @@ -154,6 +167,29 @@ def main(cfg: EvaluationConfig):
f"contain value for `pred_text`."
)

if cfg.use_punct_er:
dper_obj = DatasetPunctuationErrorRate(
hypotheses=predicted_text,
references=ground_truth_text,
punctuation_marks=list(cfg.text_processing.punctuation_marks),
)
dper_obj.compute()

if cfg.scores_per_sample:
metrics_to_compute = ["wer", "cer"]

if cfg.use_punct_er:
metrics_to_compute.append("punct_er")

samples_with_metrics = compute_metrics_per_sample(
manifest_path=cfg.dataset_manifest,
reference_field="text",
hypothesis_field="pred_text",
metrics=metrics_to_compute,
punctuation_marks=cfg.text_processing.punctuation_marks,
output_manifest_path=cfg.output_filename,
)

# Compute the WER
cer = word_error_rate(hypotheses=predicted_text, references=ground_truth_text, use_cer=True)
wer = word_error_rate(hypotheses=predicted_text, references=ground_truth_text, use_cer=False)
Expand All @@ -173,6 +209,10 @@ def main(cfg: EvaluationConfig):

logging.info(f'Dataset WER/CER ' + str(round(100 * wer, 2)) + "%/" + str(round(100 * cer, 2)) + "%")

if cfg.use_punct_er:
dper_obj.print()
dper_obj.reset()

# Inject the metric name and score into the config, and return the entire config
with open_dict(cfg):
cfg.metric_name = metric_name
Expand Down
92 changes: 92 additions & 0 deletions nemo/collections/asr/parts/utils/transcribe_utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -23,9 +23,11 @@
from tqdm.auto import tqdm

import nemo.collections.asr as nemo_asr
from nemo.collections.asr.metrics.wer import word_error_rate
from nemo.collections.asr.models import ASRModel, EncDecHybridRNNTCTCModel
from nemo.collections.asr.parts.utils import rnnt_utils
from nemo.collections.asr.parts.utils.streaming_utils import FrameBatchASR
from nemo.collections.common.metrics.punct_er import OccurancePunctuationErrorRate
from nemo.collections.common.parts.preprocessing.manifest import get_full_path
from nemo.utils import logging, model_utils

Expand Down Expand Up @@ -472,6 +474,96 @@ def transcribe_partial_audio(
return hypotheses


def compute_metrics_per_sample(
manifest_path: str,
reference_field: str = "text",
hypothesis_field: str = "pred_text",
metrics: list[str] = ["wer"],
punctuation_marks: list[str] = [".", ",", "?"],
output_manifest_path: str = None,
) -> dict:

'''
Computes metrics per sample for given manifest
Args:
manifest_path: str, Required - path to dataset JSON manifest file (in NeMo format)
reference_field: str, Optional - name of field in .json manifest with the reference text ("text" by default).
hypothesis_field: str, Optional - name of field in .json manifest with the hypothesis text ("pred_text" by default).
metrics: list[str], Optional - list of metrics to be computed (currently supported "wer", "cer", "punct_er")
punctuation_marks: list[str], Optional - list of punctuation marks for computing punctuation error rate ([".", ",", "?"] by default).
output_manifest_path: str, Optional - path where .json manifest with calculated metrics will be saved.
Returns:
samples: dict - Dict of samples with calculated metrics
'''

supported_metrics = ["wer", "cer", "punct_er"]

if len(metrics) == 0:
raise AssertionError(
f"'metrics' list is empty. \
Select the metrics from the supported: {supported_metrics}."
)

for metric in metrics:
if metric not in supported_metrics:
raise AssertionError(
f"'{metric}' metric is not supported. \
Currently supported metrics are {supported_metrics}."
)

if "punct_er" in metrics:
if len(punctuation_marks) == 0:
raise AssertionError("punctuation_marks list can't be empty when 'punct_er' metric is enabled.")
else:
oper_obj = OccurancePunctuationErrorRate(punctuation_marks=punctuation_marks)

use_wer = "wer" in metrics
use_cer = "cer" in metrics
use_punct_er = "punct_er" in metrics

with open(manifest_path, 'r') as manifest:
lines = manifest.readlines()
samples = [json.loads(line) for line in lines]
samples_with_metrics = []

logging.info(f"Computing {', '.join(metrics)} per sample")

for sample in tqdm(samples):
reference = sample[reference_field]
hypothesis = sample[hypothesis_field]

if use_wer:
sample_wer = word_error_rate(hypotheses=[hypothesis], references=[reference], use_cer=False)
sample["wer"] = round(100 * sample_wer, 2)

if use_cer:
sample_cer = word_error_rate(hypotheses=[hypothesis], references=[reference], use_cer=True)
sample["cer"] = round(100 * sample_cer, 2)

if use_punct_er:
operation_amounts, substitution_amounts, punctuation_rates = oper_obj.compute(
reference=reference, hypothesis=hypothesis
)
sample["punct_correct_rate"] = round(100 * punctuation_rates.correct_rate, 2)
sample["punct_deletions_rate"] = round(100 * punctuation_rates.deletions_rate, 2)
sample["punct_insertions_rate"] = round(100 * punctuation_rates.insertions_rate, 2)
sample["punct_substitutions_rate"] = round(100 * punctuation_rates.substitutions_rate, 2)
sample["punct_error_rate"] = round(100 * punctuation_rates.punct_er, 2)

samples_with_metrics.append(sample)

if output_manifest_path is not None:
with open(output_manifest_path, 'w') as output:
for sample in samples_with_metrics:
line = json.dumps(sample)
output.writelines(f'{line}\n')
logging.info(f'Output manifest saved: {output_manifest_path}')

return samples_with_metrics


class PunctuationCapitalization:
def __init__(self, punctuation_marks: str):
"""
Expand Down
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