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Project dependencies may have API risk issues #30

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PyDeps opened this issue Oct 27, 2022 · 1 comment
Open

Project dependencies may have API risk issues #30

PyDeps opened this issue Oct 27, 2022 · 1 comment

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@PyDeps
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PyDeps commented Oct 27, 2022

Hi, In NATSpeech, inappropriate dependency versioning constraints can cause risks.

Below are the dependencies and version constraints that the project is using

matplotlib
librosa==0.8.0
tqdm
pandas
numba==0.53.1
numpy==1.19.2
scipy==1.3
PyYAML==5.3.1
tensorboardX
pyloudnorm
setuptools>=41.0.0
g2p_en
resemblyzer
webrtcvad
tensorboard==2.6.0
scikit-learn==0.24.1
scikit-image==0.16.2
textgrid
jiwer
pycwt
PyWavelets
praat-parselmouth==0.3.3
jieba
einops
chardet

The version constraint == will introduce the risk of dependency conflicts because the scope of dependencies is too strict.
The version constraint No Upper Bound and * will introduce the risk of the missing API Error because the latest version of the dependencies may remove some APIs.

After further analysis, in this project,
The version constraint of dependency tqdm can be changed to >=4.36.0,<=4.64.0.
The version constraint of dependency numpy can be changed to >=1.16.0rc1,<=1.18.5.
The version constraint of dependency setuptools can be changed to >=51.3.0,<=54.1.1.
The version constraint of dependency scikit-image can be changed to >=0.9.0,<=0.9.3.

The above modification suggestions can reduce the dependency conflicts as much as possible,
and introduce the latest version as much as possible without calling Error in the projects.

The invocation of the current project includes all the following methods.

The calling methods from the tqdm
tqdm.tqdm
tqdm.tqdm.set_postfix
The calling methods from the numpy
numpy.linalg.qr
numpy.linalg.pinv
c
The calling methods from the setuptools
b
packaging.version.parse
glob.glob
The calling methods from the scikit-image
six.iteritems
The calling methods from the all methods
numpy.exp
energy.float.sum
matplotlib.pyplot.imshow
self.fs2.transpose
self.conv_k.weight.data.copy_
self.spectral_convergenge_loss
utils.os_utils.link_file
utils.commons.indexed_datasets.IndexedDatasetBuilder.finalize
numpy.random.randint
strip_ids
numpy.array.append
self.ConformerEncoder.super.forward
z_postflow.prior_dist.log_prob.mean
seq_range.unsqueeze.expand.new
torch.cat.sin
is_sil.float.cumsum
MultiprocessManager.add_job
torch.optim.AdamW
callable
self._convert_range
isinstance
size.values.len.values.new.fill_
self.fc2
self.eos
utils.nn.seq_utils.set_incremental_state
u.double.torch.inverse.float
m.weight.data.normal_
n_sqz.nonpadding.unsqueeze.repeat.view
f.write
self.reducer._rebuild_buckets
audio_sample_rate.wav_data.parselmouth.Sound.to_pitch_ac
self.spk_embed_proj
self.conv_o
utils.audio.align.mel2token_to_dur.sum
j.self.num_kernels.i.self.resblocks
process_cls.process_text
convert_pad_shape
numpy.tril
self.layers.extend
self.vocoder
numpy.triu.astype
scipy.spatial.distance.cdist
dur_padding.long.sum
i_word.txt_struct.append
torch.hann_window
x.size.x.size.torch.ones.to
numpy.std
librosa.resample
get_lf0_cwt
self.id_to_token.values
_1D_window.t._1D_window.mm.float.unsqueeze
self.Permute.super.__init__
modules.tts.commons.align_ops.clip_mel2token_to_multiple
self._to_flatten.append
self.ph2word_encoder
torch.nn.functional.mse_loss.mean
maxlen.lengths.len.torch.ones.to
torch.multiprocessing.set_sharing_strategy
self.w_2
numpy.cumprod
self.l_mask.to
xs.size
max
self.encoder.size
AuxModel
torch.nn.Conv1d
montreal_forced_aligner.aligner.TrainableAligner.train
os.path.expanduser
FastSpeech2OrigInfer.example_run
lengths.seq_range_expand.new.unsqueeze
torch.save
src_mask.float.sum
TokenTextEncoder
fix_path
output.transpose.contiguous.view
sample.eq
numpy.squeeze
self.dump_checkpoint.items
torch.tril.transpose
self.add_mel_loss
self.get_task_ref.train_dataloader
h.new_zeros
c
self.model.fvae.named_children
self.last_norm
montreal_forced_aligner.exceptions.ArgumentError
input.lower
m.flatten_parameters
costs.T.cpu.detach.numpy
wav_gt.clamp.view
query.self._in_proj.chunk
range
mel2ph.numpy.numpy
nonpadding_sqz.loss_kl.sum
img1.size
handler.close
decoder_inp.detach.mean
dur.sum.max.torch.arange.to
os.makedirs
montreal_forced_aligner.thirdparty.kaldi.validate_transcribe_binaries
to_torch
super.__getitem__.update
utils.commons.indexed_datasets.IndexedDatasetBuilder
pos.self.padding_idx.self.weights.expand
self.bias.shape.logs.torch.exp.m.view.to
move_link_func
torch.empty
self.post_flow.train
fn
torch.load
self.ffn_1
self.proj.bias.data.zero_
train_mfa_align
torch.zeros
preprocess_cls.split
target_len.new
optimizer.zero_grad
data_gen.tts.runs.preprocess.preprocess
torch.nn.utils.rnn.pack_padded_sequence.sum
modules.commons.transformer.FFTBlocks
torch.abs
get_cont_lf0
self.save_valid_result
self.end
torch.unsqueeze
end.bias.data.zero_
ph_token.torch.zeros_like.float
process_cls.process_wav
matplotlib.pyplot.matshow
numpy.zeros
self.conv_post
self.run_training_batch
self.convs.apply
torch.cat.unsqueeze
x.abs.sum.eq
torch.nn.parallel.distributed._DDPSink.apply
sample_lens.append
self.wn
matplotlib.pyplot.hlines
numpy.ones
self.conv_k
hp.get
self.reset
six.iteritems
torch.nn.functional.mse_loss
self.run_post_glow
matplotlib.pyplot.subplots
torch.round
self.dec_res_proj
diffusion_step.self.diffusion_projection.unsqueeze
tgt_padding_mask.float.sum
self.parameters
w.replace
torch.nn.parallel.distributed._find_tensors
self.drop
utils.commons.tensor_utils.move_to_cuda
argparse.ArgumentParser.add_argument
extract_pitch
self.FastSpeech2Orig.super.forward_pitch
self.meta_data
encoder_out.abs.sum
fused_add_tanh_sigmoid_multiply
l.double.torch.inverse.float
target_padding_mask.src_seg_mask.src_padding_mask.attn.get_phone_coverage_rate.mean
torch.nn.utils.rnn.pack_padded_sequence
self.logger.set_runtime_stats_and_log
utils.commons.dataset_utils.BaseConcatDataset
encdec_attn.max.values.sum
utils.audio.align.mel2token_to_dur.tolist
self.model.post_flow.parameters
self.p_sample
os.path.isdir
target.abs.sum.ne.float
x_padding.float
self.LambdaLayer.super.__init__
torch.cumsum
pos_emb.self.linear_pos.view
w_shape.np.random.randn.np.linalg.qr.astype
output.get
l.double.torch.inverse.float.double
self.cwt_stats_layers
dur_input.data.abs
f0.log.long
layers.Swish
self.PortaSpeechFlowTask.super.save_valid_result
self.restore_opt_state
x.view
attn.transpose.contiguous
dur.self.length_regulator.detach
MultiheadAttention
infer_cls
CBHG
x_pos.sum.clamp
utils.audio.trim_long_silences
numpy.cumsum
txt_tokens.shape.torch.LongTensor.to
mel.torch.from_numpy.float
self.get_task_ref.test_start
self._word_encoder
traceback.print_exc
is_sil.float.float
torch.cuda.amp.autocast
l
values.new
self.data_file.seek
montreal_forced_aligner.command_line.transcribe.run_transcribe_corpus
self.id_to_token.get
inspect.isfunction
f
torch.nn.Dropout
getattr.process
self.MultiPeriodDiscriminator.super.__init__
repeat_noise
librosa.feature.delta
self.cond_layer.transpose
p.transpose.transpose
add_global_options
self.save_checkpoint
self.load_meta_data
utils.nn.schedulers.WarmupSchedule
encdec_attn.gather.mean
torch.nn.parallel.distributed.Join.notify_join_context
costs.T.cpu
matplotlib.pyplot.tight_layout
utils.audio.librosa_wav2spec.astype
self.PortaSpeechFlow.super.forward.transpose
sample.cpu.numpy.tolist
self.get_task_ref.validation_end
self.amp_scalar.step
torch.cuda.is_available
torch.log1p
attn.sum.sum
self.embed_positions
self.LayerNorm.super.__init__
utils.commons.hparams.hparams.y.squeeze.mel_spectrogram.transpose.detach
self.build_tts_model
self.step
energy_embed_inp.torch.clamp.long
self.g_pre_net
REGISTERED_VOCODERS.get
nonpadding.unsqueeze.x_recon.noise.abs.mean
ax.twinx.legend
xs.dim
matplotlib.pyplot.title
modules.commons.conv.ConvBlocks
x.tgt_nonpadding_BHT.z.self.fvae.decoder.transpose
self.pitch_predictor
v.cpu.numpy
self.init_ddp_connection
montreal_forced_aligner.helper.setup_logger.warning
utils.text.text_encoder.build_token_encoder.encode
self.dec_query_proj
monitor_op
torch.nn.init.xavier_uniform_
self._init_vocab
samples.items
dur_pred.cpu.numpy
torch.distributed.is_initialized
audio.numpy.numpy
min
t_s.self.k_channels.self.n_heads.b.key.view.transpose.size
p.size
dur.numpy.tolist
torch.LongTensor.new_zeros
hparams.FS_ENCODERS
self.ffn_2
modules.tts.glow.utils.squeeze
x.np.abs.sum
self.energy_predictor
self.linear_v
self.model_disc.parameters
self.logs.data.copy_
self.num_heads.attn_mask.repeat.reshape.size
utils.audio.pitch_extractors.extract_pitch_simple
self.build_model
self.fc1
hiddens.append
self.W1
torch.nn.utils.remove_weight_norm
numpy.eye
montreal_forced_aligner.config.load_global_config
x_padded.view.view
self.ffn.clear_buffer
self.run_model
torch.softmax
torch.nn.Linear
torch.distributions.Normal
wav_gt.view.cpu
f0_mel.long.max
torch.nn.functional.gelu
f0.cpu.numpy
self.sin_pos.cumsum
montreal_forced_aligner.thirdparty.kaldi.validate_alignment_binaries
state.items
self.infer_ins.infer_once
scales.len.torch.arange.float.to
self.model.eval
enc_dec_attn_constraint_mask.unsqueeze.bool
torch.rsqrt
os.path.join
nonpadding.uv.p_pred.F.binary_cross_entropy_with_logits.sum
self.extend_pe
self._matmul_with_relative_keys
g.detach.detach
self.window.to
self.sin_pos.sum
IndexedDataset
modules.tts.diffspeech.shallow_diffusion_tts.GaussianDiffusion.eval
self.out_file.write
self.embedding
modules.vocoder.hifigan.hifigan.HifiGanGenerator
c1
ctx.embed_utterance
self.MultiLayeredConv1d.super.__init__
scipy.ndimage.morphology.binary_dilation
y.reshape.reshape
utils.commons.hparams.hparams.get
torch.clamp
subparser.add_argument
montreal_forced_aligner.config.update_global_config
self._in_proj
dynamic_range_decompression_torch
strip_ids.pop
dur.numpy.clamp
text.replace
utils.nn.seq_utils.weights_nonzero_speech.sum
main
window.type_as.cuda
encdec_attn.gather.max
numpy.full
linear_beta_schedule
h.isoformat
self.conv_pre
self.decode_list
numpy.mean
load_adapt_config
Conv1d
pycwt.wavelet.MexicanHat
convolutions.append
numpy.copy
montreal_forced_aligner.utils.get_pretrained_acoustic_path
torch.flatten.view
self.maxpool
sum
torch.isnan
torch.nn.init.kaiming_normal_
json.load.most_common
DecSALayer
self.get_task_ref.on_train_end
self.reducer._set_forward_pass_work_handle
self.save_codes
x.size.x_lengths.sequence_mask.torch.unsqueeze.to
filter
gradio.Interface
i.self.norm_layers_1
get_all_ckpts
torch.qr
sample.cpu.numpy
fmap.append
LogSTFTMagnitudeLoss
utils.audio.cwt.get_cont_lf0
LayerNorm
self.op.set_buffer
self.DiscriminatorS.super.__init__
torch.distributed.is_available
f0_mel.np.rint.astype
b
f0.data.cpu.numpy
join.split
numpy.where
numpy.linspace
webrtcvad.Vad
os.path.splitext
moving_average
self.out_proj.size
self.save_terminal_logs
self.linear_pos
utils.commons.hparams.hparams.update
self.encoder.long
lengths.device.maxlen.lengths.len.torch.ones.to.cumsum.t
self.run_evaluation
tasks.tts.tts_utils.load_data_preprocessor
self.forward_qkv
matplotlib.pyplot.xlim
self.pre_highway
self.conv_q
self.bias_k.repeat
binarizer_cls
montreal_forced_aligner.config.load_basic_align
utils.nn.model_utils.num_params
self.relu_drop
self.linear.transpose
self.conv_project2
self.feed_forward_macaron
_1D_window.t._1D_window.mm.float
self.model.named_children
utils.commons.ddp_utils.DDP.cuda
width2.width1.width2.width1.torch.where.float
utils.nn.seq_utils.softmax
torch.matmul.float
self.input_to_batch.get
self.ResBlock2.super.__init__
self.q_posterior
self._attention_bias_proximal
ExitHooks
dur_pred.new_zeros
numpy.linalg.qr
cosine_beta_schedule
librosa.effects.trim
torch.nn.parallel.distributed._tree_flatten_with_rref
collections.defaultdict
sample.max
resemblyzer.VoiceEncoder
modules.tts.portaspeech.portaspeech_flow.PortaSpeechFlow.to
end.weight.data.zero_
self.add_pitch_loss
f0.clamp.to
self.build_dataloader
w.terminate
self.dec_inp_noise_proj
utils.audio.align.mel2token_to_dur.log
nonpadding.unsqueeze
self.start
torch.tensor
torch.cuda.synchronize
torch.cuda.empty_cache
self.word_pos_proj
alpha.dur.float.torch.round.long
conv
S.np.abs.astype
super.__getitem__
f0.clamp.clamp
self.model_disc
torch.nn.functional.pad
self.get_pos_embed
scales.len.torch.arange.float
textgrid.TextGrid.fromFile.write
self.predict_start_from_noise
unfix_path
self.get_weight
loss.backward
self.log_stft_magnitude_loss
self.head_dim.self.num_heads.bsz.k.contiguous.view.transpose
self.preprocessor.load_dict
modules.vocoder.hifigan.mel_utils.mel_spectrogram
numpy.log
os.environ.get
MultiprocessManager.get_results
utils.commons.dataset_utils.batch_by_size.append
list.items
dur.sum.max
loss.self.amp_scalar.scale.backward
preprocess_args.get
self.MultiHeadedAttention.super.__init__
os.path.basename
scipy.io.wavfile.write
utils.commons.dataset_utils.collate_1d_or_2d
self.wn.view
self.norm_spec
decoder_inp.detach.detach
attn.size.torch.arange.to
scores.masked_fill.masked_fill
torch.angle
self.WN.super.__init__
self.metrics_to_scalars.state_dict
torch.split
cls.preprocess_text
mel2ph.numpy.tolist
batch.append
warnings.filterwarnings
torch.Size
word_len.dur_pred.device.T.torch.arange.to.float
binarizer_cls.split
self.w_1
self.res_blocks
IndexError
self.amp_scalar.scale
self.reducer.prepare_for_backward
self.norm_layers.append
torch.nn.init.calculate_gain
sys.exit
self.forward_model
self.l_mask.transpose.contiguous
setattr
tensors.item.items
encdec_attn.gather.size
self._get_weight
self.add_dur_loss
self._relative_position_to_absolute_position
word_dur_g.float.sum
torch.cuda.amp.GradScaler
encoder_padding_mask.float.transpose
src_padding.dur.self.length_regulator.detach
RESERVED_TOKENS.index
word_len.max
super.__init__
self.model.fs2.named_parameters
self.wn.size
data_gen.tts.txt_processors.base_text_processor.register_txt_processors
self.PortaSpeechTask.super.save_valid_result
librosa.feature.mfcc
time_warp
w.join
v.contiguous.view
torch.zeros_like
numpy.exp.astype
self.encoder.abs
montreal_forced_aligner.utils.get_available_dict_languages
tensors_to_np
_ssim
functools.wraps
metrics.items
validate_args
x.permute
modules.tts.commons.align_ops.build_word_mask
self._get_item.get
word_nonpadding.wdur_loss.sum
torch.flip
self.logger.add_audio
self.ResBlock1.super.__init__
dur.self.length_regulator.detach.float
utils.metrics.diagonal_metrics.get_diagonal_focus_rate
torch.arange.unsqueeze
os.path.dirname
self.training_losses_meter.update
self.validation_step
task
torch.nn.init.zeros_
self.model.detach
SpectralConvergengeLoss
self.layer_norm
scipy.interpolate.interp1d
self.prior_flow
new_audio.append
self.vocoder.spec2wav
argparse.ArgumentParser.parse_known_args
self.id_to_token.update
utils.commons.hparams.hparams.y.squeeze.mel_spectrogram.transpose
re.search
utils.commons.ckpt_utils.get_all_ckpts
tgt_mels.transpose.transpose
EncSALayer
self.encoder.view
torch.distributed.barrier
IndexedDatasetBuilder.finalize
self.model.named_parameters
spec_out.cpu.numpy
modules.commons.transformer.MultiheadAttention
nonpadding.f0.f0_pred.F.l1_loss.sum
self.resolve_root_node_address.split
self.resolve_root_node_address
idx.items.idx.ds.all
collate_2d
self.get_task_ref.validation_step
librosa.core.load
x_recon.noise.abs.mean
x.self.dropout.transpose
numpy.dot
self.model.store_inverse_all
self.num_heads.attn_mask.repeat.reshape.repeat
base_model_name.state_dict.items
encdec_attn.shape.encdec_attn.reshape.softmax
montreal_forced_aligner.command_line.download.run_download
data_gen.tts.wav_processors.base_processor.get_wav_processor_cls
pandas.DataFrame
self.ConditionalConvBlocks.super.forward
numpy.linalg.pinv
all_ones.seg_ids.max_len.B.h.new_zeros.scatter_add_.contiguous
t_t.self.k_channels.self.n_heads.b.query.view.transpose.view
utils.audio.pitch.utils.denorm_f0
montreal_forced_aligner.helper.setup_logger
itvs_.append
self.model_gen.detach
montreal_forced_aligner.command_line.train_and_align.run_train_corpus
DiffSpeechInfer.example_run
torch.log2
modules.commons.rnn.DecoderRNN
numpy.isnan
self.rnn
torch.cat.size
acoustic_model.adaptation_config.update_from_align
dynamic_range_compression_torch
x.abs.sum
matplotlib.pyplot.vlines
self.get_task_ref.val_dataloader
slice
montreal_forced_aligner.dictionary.MultispeakerDictionary
TransformerFFNLayer
x.abs.sum.transpose
self.input_to_batch
txt_struct_.append
x_sqz.permute.contiguous
self.MultiResolutionSTFTLoss.super.__init__
self.stft_loss
self.preprocess_input
torch.ones_like
self.encoder
self.head_dim.self.num_heads.bsz.v.contiguous.view.transpose
t.float.fill_.type_as
self.size
numpy.exp.exp
random.shuffle
numpy.repeat
self.preprocessor.load_spk_map
self.dilated_conv
type
torch.inverse
multiprocessing.Queue
ph2word.gather
item_raw.get
textgrid.TextGrid.fromFile
h.new_ones
argparse.ArgumentParser
attn.size.torch.zeros.to
self.enc_pos_proj
torch.autograd.Variable
layer
T_txt.B.mel2token.new_zeros.scatter_add
self.restore_weights
torch.nn.functional.softplus
collections.Counter
math.sqrt
self.flows.append
fmap_rs.append
torch.cat.view
i.self.ffn_layers
InvConvNear
align_from_distances
x_mask.unsqueeze.repeat
dur_pred.np.cumsum.astype.cpu
torch.transpose
format
lengths.unsqueeze.ids.bool.type
k.task_ref.getattr.load_state_dict
self.logger.add_figure
tuple
x2word.word2word.build_word_mask.float
src_len.tgt_len.self.num_heads.bsz.attn_weights_float.view.transpose
f0.clamp.min
torch.cat.transpose
torch.matmul
gaussian
time.gmtime
self.eye.to
data_gen.tts.wav_processors.base_processor.register_wav_processors
torch.Tensor.sum
numpy.concatenate.append
torch.mean
torch.nn.ModuleDict
os.path.normpath
numpy.random.shuffle
numpy.cos
mel_lengths.append
montreal_forced_aligner.helper.log_config
self.encoder_attn.in_proj_v
ConvNorm
self._absolute_position_to_relative_position
importlib.import_module
sample.split
multiprocessing.Process.start
args.corpus_directory.rstrip.rstrip
file_to_cmp.append
move_to_cpu
torch.nn.utils.rnn.pack_padded_sequence.abs
torch.nn.Conv2d
self.proj_out
torch.cat
mel.torch.FloatTensor.unsqueeze.to
time.strftime
utils.commons.meters.AvgrageMeter.items
tgt_padding_mask.float
attn.max.values.sum
self.register_buffer
value.self.linear_v.view
scores.torch.ones_like.triu
torch.nn.functional.leaky_relu
costs.T.cpu.detach
numpy.interp
x.size
wav_pred.view.cpu.float
re.findall
self.scatter
torch.gather
self.embed
utils.commons.meters.AvgrageMeter.update
self.file.flush
utils.text.encoding.get_encoding
mfa_usr.adapt.run_adapt_model
register_pitch_extractor
torch.nn.Identity
self._init_vocab_from_list
modules.vocoder.hifigan.hifigan.MultiScaleDiscriminator
utils.commons.hparams.hparams.split
x.transpose.self.in_conv1d.transpose
math.isinf
self.proj.weight.data.zero_
y.squeeze
self.ln
wav_gt.clamp.clamp
utils.commons.hparams.hparams.y_.squeeze.mel_spectrogram.transpose
numpy.abs
norm_f
espnet_positional_embedding.RelPositionalEncoding
montreal_forced_aligner.utils.validate_dictionary_arg
modules.tts.fs2_orig.FastSpeech2Orig.eval
cur_model.load_state_dict
self.op.clear_buffer
self.run_model.cpu
losses.detach
txt_tokens.torch.zeros_like.bool
override_config
layers.Embedding
self.get_task_ref.test_end
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@developer
Could please help me check this issue?
May I pull a request to fix it?
Thank you very much.

@MarsMeng1994
Copy link

use this, and apt install scipy PyYAML
matplotlib
librosa==0.8.0
tqdm
pandas
numba==0.53.1
numpy==1.19.2
#scipy==1.3
#PyYAML==5.3.1
tensorboardX
pyloudnorm
setuptools>=41.0.0
g2p_en
resemblyzer==0.1.1.dev0
webrtcvad
tensorboard==2.6.0
scikit-learn==0.24.1
scikit-image==0.16.2
textgrid
jiwer
pycwt
PyWavelets
praat-parselmouth==0.3.3
jieba
einops
chardet

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