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They use their own tokenizer. Here are a list of bugs that we deal with in this client: - The prompt must contains anthropic.HUMAN_PROMPT (' Human:') and anthropic.AI_PROMPT (' Assistant:') - The completions is often too verbose, so we add the PROMPT_ANSWER_START to the prompt. TODO(#1521): Remove this when we have a better way to do prompt engineering. - The completions often start with a colon, space, or newline, so we remove it. This means that we need to query more tokens than necessary to ensure that the completion does not start with a colon, space, or newline. We query `max_tokens + ADDITIONAL_TOKENS` tokens and then remove the excess tokens at the end of the completion. TODO(#1512): Once we have a good way to post-process the completion, move this logic to the post-processing. - The API sometimes returns "Prompt must contain anthropic.AI_PROMPT". This is a bug related to the window_service that does not properly truncate some prompts. It is caused by the suffix being truncated. - The API sometimes return Prompt length + max_tokens exceeds max (9192). This is something we do not handle yet (we have not limit on prompt length + max_tokens). 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Example with a multi-speaker model: >>> from TTS.api import TTS >>> tts = TTS(TTS.list_models()[0]) >>> wav = tts.tts("This is a test! This is also a test!!", speaker=tts.speakers[0], language=tts.languages[0]) >>> tts.tts_to_file(text="Hello world!", speaker=tts.speakers[0], language=tts.languages[0], file_path="output.wav") Example with a single-speaker model: >>> tts = TTS(model_name="tts_models/de/thorsten/tacotron2-DDC", progress_bar=False, gpu=False) >>> tts.tts_to_file(text="Ich bin eine Testnachricht.", file_path="output.wav") Example loading a model from a path: >>> tts = TTS(model_path="/path/to/checkpoint_100000.pth", config_path="/path/to/config.json", progress_bar=False, gpu=False) >>> tts.tts_to_file(text="Ich bin eine Testnachricht.", file_path="output.wav") Example voice cloning with YourTTS in English, French and Portuguese: >>> tts = TTS(model_name="tts_models/multilingual/multi-dataset/your_tts", progress_bar=False, gpu=True) >>> tts.tts_to_file("This is voice cloning.", speaker_wav="my/cloning/audio.wav", language="en", file_path="thisisit.wav") >>> tts.tts_to_file("C'est le clonage de la voix.", speaker_wav="my/cloning/audio.wav", language="fr", file_path="thisisit.wav") >>> tts.tts_to_file("Isso é clonagem de voz.", speaker_wav="my/cloning/audio.wav", language="pt", file_path="thisisit.wav") Example Fairseq TTS models (uses ISO language codes in https://dl.fbaipublicfiles.com/mms/tts/all-tts-languages.html): >>> tts = TTS(model_name="tts_models/eng/fairseq/vits", progress_bar=False, gpu=True) >>> tts.tts_to_file("This is a test.", file_path="output.wav") Args: model_name (str, optional): Model name to load. You can list models by ```tts.models```. Defaults to None. model_path (str, optional): Path to the model checkpoint. Defaults to None. config_path (str, optional): Path to the model config. Defaults to None. vocoder_path (str, optional): Path to the vocoder checkpoint. Defaults to None. vocoder_config_path (str, optional): Path to the vocoder config. Defaults to None. progress_bar (bool, optional): Whether to pring a progress bar while downloading a model. Defaults to True. gpu (bool, optional): Enable/disable GPU. Some models might be too slow on CPU. Defaults to False.� Class for easy construction of a term document matrix. This class let's you define an iterator for each document (text_iter), an iterator for each document's category name (category_iter), and a document cleaning function that's applied to each document before it's parsed. Parameters ---------- category_text_iter : iter An iterator of pairs. The first element is a string category name, the second the text of a document. You can also set this using the function set_category_text_iter. clean_function : function (default lambda x: x) A function that strips invalid characters out of a string, returning the new string. post_nlp_clean_function : function (default lambda x: x) A function that takes a spaCy Doc nlp : spacy.load('en_core_web_sm') (default None) The spaCy parser used to parse documents. If it's None, the class will go through the expensive operation of creating one to parse the text feats_from_spacy_doc : FeatsFromSpacyDoc (default None) Class for extraction of features from spacy Attributes ---------- _clean_function : Callable function that takes a unicode document and returns a cleaned version of that document _text_iter : iter an iterator that iterates through the unicode text of each document _category_iter : iter an iterator the same size as text iter that gives a string or unicode name of each document catgory Examples -------- >>> import scattertext as ST >>> documents = [u'What art thou that usurp''st this time of night,', ...u'Together with that fair and warlike form', ...u'In which the majesty of buried Denmark', ...u'Did sometimes march? by heaven I charge thee, speak!', ...u'Halt! Who goes there?', ...u'[Intro]', ...u'It is I sire Tone from Brooklyn.', ...u'Well, speak up man what is it?', ...u'News from the East sire! 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() ��bitfl.��4��xst�� �all its  { 4p^6 ]b"��.*V,("B", 0xFF ^unp�q 9i�-i�$ :@b�:)����������������������������������������������������������������������������������R���u��u��u����9,� 6(� def write_files(self): for file in self.segments: for key, val in file.items(): if self.args.input_type == "xml": tempo, val = val score = dict( tempo=tempo, item_list=["st", "et", "lyric", "midi"], note=val, ) self.writer[key] = score segment_begin = "{:.3f}".format(val[0][0]) segment_end = "{:.3f}".format(val[-1][1]) self.update_segments.write( "{} {} {} {}\n".format( key, "_".join(key.split("_")[:-1]), segment_begin, segment_end, ) ) self.update_text.write("{} ".format(key)) self.update_label.write("{}".format(key)) for v in val: if self.args.input_type == "hts": self.update_label.write( " {:.3f} {:.3f} {}".format(v[0], v[1], v[2]) ) self.update_text.write(" {}".format(v[2])) if self.args.input_type == "hts": self.update_label.write("\n") self.update_text.write("\n") �def Cluster( request, ipython_dir, controller_launcher_class, engine_launcher_class, cluster_config, ): """Fixture for instantiating Clusters""" def ClusterConstructor(**kwargs): log = logging.getLogger(__file__) log.setLevel(logging.DEBUG) log.handlers = [logging.StreamHandler(sys.stdout)] kwargs["log"] = log kwargs.setdefault("controller", controller_launcher_class) kwargs.setdefault("engines", engine_launcher_class) cfg = kwargs.setdefault("config", cluster_config) cfg.EngineLauncher.engine_args = ["--log-level=10"] cfg.ControllerLauncher.controller_args = ["--log-level=10"] kwargs.setdefault("controller_args", ["--ping=250"]) kwargs.setdefault("load_profile", False) c = ipp.Cluster(**kwargs) if not kwargs["load_profile"]: assert c.config == cfg request.addfinalizer(c.stop_cluster_sync) return c yield ClusterConstructor ��S�L� Edef process_hts_files(self): self.update_segments = open( ,os.path.join=0.args.scp, "s 6.tmp"),V"w" 8encoding="utf-8 ) . for �_line in � scp:$label %= $ *.read@()0if not7Khello", "text/html", csp_scripts_sha256s=None 9�8expected_csp = 9z4"default-src '!"';fon. data:;"u"frame.2img 1, blob:;objec Onone'.I styl.I%Hs://www.gstatic.com R'u%~-ina�2J connh �s% �z �)s#,.assertEqual9r.head!�xget("Content-Security-Policy"),2U%) bM8сxml����Z�_frome���!R��%�,6�xml"= -�� =J�1�Ia�o,�g����er[.']�Q'��xm=�.`6$ �%�.�F���������K pars�X��  = arg .Argu�P (�dei 0ion="Prepare 1= AX, either HTS-e� \niC"alignZ�0s or MUSICXML �2$ter_class=B�D��sHelpF_ter)Ii��r.add_a �X("scp", type=str, help= fo�n1N<5 "--input_G�V*0choices=["hts�� xml"�& ~8 of U) 27 (hts!=W:J,a#M2P) �f�"--� 6� =int� ��4v�( identificaA%.H�4=30000 M�� [Kac]="�<n.� � 1_phon.7�["pau1��� core_dump�%stMsb"R0 �K K$ directory U �a� =Q�E�A�s� return ,. �i� __upgrade.hcod# �ext� J , ls�o� n�6ls��$ n) � B(__setitem__ G i, n I while Tru*� tryUY.�[i] = nU�)T 07o-�) W �I� ��iB e,)�@9� 90 �� [ __ne5 o�-!ifP is � � Fals� (isinstance(I , IntList R <NotImple��ed% B� != �2� ��eq��!�z��v�=R��Q�Q�Q�Q�Q�Q�Q�Q�Q�Q�Q�Q�Q�Q�QnQ�writeF� ��� �ƅ� �b#key, val'/.��s(�L���  W �v. 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I'm a� e!5-a + b �2�.�X�res(clHF1�pYcls-�oYcls"J�.�wY�wYOK z"wY�X~��[_�S�D�N��N��N��N��N��N��N��N��N��N��N��N��N��N��N��N��NʒN��0##�("��u>�Z*��z :����.n�- 19 �. \�e(n�g]WK{Yue�# ��(*�#2�#/�x���ʩ�Wg6�g v5�ndo��ʲ�� {1"6@ �����������E�j �>Y�#�.�&pro�edE�1"�$A�M�&Ő�� [� , 3*'�&iv�I�Arex_W/��6Ie % � ]F:'7M�# Equal��,�9m>Ixd 20.5�5�e_� I� ���2�' T��BY�%p}�=2 0.R`,-�s=(j*)��"R%AllClos*�|2t&j!6j.a{�-.6;��3 M �# Fac5� �WRc�x s se�"�-�>!�%�.m.(lV�:mB�mZm2�8^mG�*"�UJ�) �ď?,� 6(�def zero_grad(self, set_to_none: bool = False): """ Clear gradients. Clears ``p.grad``, ``p.grad_sample`` and ``p.summed_grad`` for all of it's parameters Notes: ``set_to_none`` argument only affects ``p.grad``. ``p.grad_sample`` and ``p.summed_grad`` is never zeroed out and always set to None. Normal grads can do this, because their shape is always the same. Grad samples do not behave like this, as we accumulate gradients from different batches in a list Args: set_to_none: instead of setting to zero, set the grads to None. (only affects regular gradients. Per sample gradients are always set to None) """ if set_to_none is False: logger.debug( "Despite set_to_none is set to False, " "opacus will set p.grad_sample and p.summed_grad to None due to " "non-trivial gradient accumulation behaviour" ) for p in self.params: p.grad_sample = None if not self._is_last_step_skipped: p.summed_grad = None self.original_optimizer.zero_grad(set_to_none) � def AddRun(self, path, name=None): """Add a run to the multiplexer. If the name is not specified, it is the same as the path. If a run by that name exists, and we are already watching the right path, do nothing. If we are watching a different path, replace the event accumulator. If `Reload` has been called, it will `Reload` the newly created accumulators. Args: path: Path to the event files (or event directory) for given run. name: Name of the run to add. If not provided, is set to path. Returns: The `EventMultiplexer`. """ name = name or path accumulator = None with self._accumulators_mutex: if ( name not in self._accumulators or self._paths[name] != path ): if name in self._paths and self._paths[name] != path: # TODO(@decentralion) - Make it impossible to overwrite an old path # with a new path (just give the new path a distinct name) logger.warning( "Conflict for name %s: old path %s, new path %s", name, self._paths[name], path, ) logger.info("Constructing EventAccumulator for %s", path) accumulator = event_accumulator.EventAccumulator( path, size_guidance=self._size_guidance, purge_orphaned_data=self.purge_orphaned_data, ) self._accumulators[name] = accumulator self._paths[name] = path if accumulator: if self._reload_called: accumulator.Reload() return self ��^��  def test_weighted_sampler_negative �s(self): """Test for exception with negative Qs."""4Xvertices, faces = mesh_}putils.create_square_triangle_'()D:_wt=Hnp.array([-0.3, 0.15L6], dtype=np.float32 Anum �D10VDerror_msg = "Condi�Lx >= y did not hold. ��!L.assertRaisesRegexp(Stf.ZDs.InvalidArgumentEp,w2-Z-�.)Bed_rando�:=:d,.�)x1�=1K@ ) n5�_r�dE� , *shapes �M$(s that the Y08s are properly VES�5 QD=t�is�ͮC,6%�A �s ) �"not��,GI��"A}���!:�E) .?M�Tbarycentric_coordinate�<, u_%T6&%�gener�vMY�� O =�.-s� intp� `� = F��9.}=. %6 � �_sum =�5reducZ0input_tensor=F� , axis=-1e [expec�>Bdnp.on!�a�2� :A��� AllClose(ZN,:�) I.# �Z)�}�I� ��N^ 69�_v�Y_el1�jm�0�M�p;�M��>��B�RGE>�not.��>>�i(r�B�=R�� ) �J?��ind�.j�y>8Q�:4R�G _UJ \.�.��2�}.84��)L�m F[| �)* 60�YAP� Equal�qSs.%�[0]2}�Y comp� Hpoisson_equivalence����{)�:&set1�, [label"])(F��__init__� ,a="a", b="b" �<"""Some class to( depreca!s�Pa!Bter�%-�a: Strin� Up5 `a`)bV)other./b` w NoterD@Look at me! 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          summary_writer, train_metrics, train_time, step
      ):
          summary_writer.scalar("train_time", train_time, step)
      
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          for key, vals in train_metrics.items():
              tag = f"train_{key}"
              for i, val in enumerate(vals):
                  summary_writer.scalar(tag, val, step - len(vals) + i + 1)
      �
      def ComputePerSliceMetrics(  # pylint: disable=invalid-name
          slice_result: beam.pvalue.PCollection,
          eval_shared_model: types.EvalSharedModel,
          desired_batch_size: Optional[int] = None,
          compute_with_sampling: Optional[bool] = False,
          random_seed_for_testing: Optional[int] = None,
      ) -> beam.pvalue.PCollection:
          """PTransform for computing, aggregating and combining metrics.
      
          Args:
            slice_result: Incoming PCollection consisting of slice key and extracts.
            eval_shared_model: Shared model parameters for EvalSavedModel.
            desired_batch_size: Optional batch size for batching in Aggregate.
            compute_with_sampling: True to compute with sampling.
            random_seed_for_testing: Seed to use for unit testing.
      
          Returns:
            PCollection of (slice key, dict of metrics).
          """
          return (
              slice_result
              | "CombinePerSlice"
              >> beam.CombinePerKey(
                  _AggregateCombineFn(
                      eval_shared_model=eval_shared_model,
                      desired_batch_size=desired_batch_size,
                      compute_with_sampling=compute_with_sampling,
                      seed_for_testing=random_seed_for_testing,
                  )
              )
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