

import re
import time
from typing import Optional

import IPython.display as disp

from ..trainer_callback import TrainerCallback
from ..trainer_utils import IntervalStrategy, has_length





def 	__a     (      A__			:  str       ):
    SCREAMING_SNAKE_CASE										=   int(A__       )
    SCREAMING_SNAKE_CASE							,	SCREAMING_SNAKE_CASE							,	SCREAMING_SNAKE_CASE										=   t // 3600, (t // 60) % 60, t % 60
    return F"{h}:{m:02d}:{s:02d}" if h != 0 else F"{m:02d}:{s:02d}"





def 	__a     (      A__			:  Dict			,  A__			:  Union[str, Any]			,  A__			:  Dict			,  A__			:  Tuple			,  A__			:  Union[str, Any]=300       ):
    # docstyle-ignore
    return F"\n    <div>\n      {prefix}\n      <progress value='{value}' max='{total}' style='width:{width}px; height:20px; vertical-align: middle;'></progress>\n      {label}\n    </div>\n    "





def 	__a     (      A__			:  str       ):
    SCREAMING_SNAKE_CASE										=   "<table border=\"1\" class=\"dataframe\">\n"
    html_code += """  <thead>\n <tr style="text-align: left;">\n"""
    for i in items[0]:
        html_code += F"      <th>{i}</th>\n"
    html_code += "    </tr>\n  </thead>\n  <tbody>\n"
    for line in items[1:]:
        html_code += "    <tr>\n"
        for elt in line:
            SCREAMING_SNAKE_CASE										=   F"{elt:.6f}" if isinstance(A__			,  A__       ) else str(A__       )
            html_code += F"      <td>{elt}</td>\n"
        html_code += "    </tr>\n"
    html_code += "  </tbody>\n</table><p>"
    return html_code





class 			_SCREAMING_SNAKE_CASE :







   '''simple docstring'''




   lowerCamelCase__				=      5
   lowerCamelCase__				=      0.2





   def __init__(       self					:			Optional[int]     , __lowerCamelCase					:			int     , __lowerCamelCase					:			Optional[str] = None     , __lowerCamelCase					:			bool = True     , __lowerCamelCase					:			Optional["NotebookTrainingTracker"] = None     , __lowerCamelCase					:			int = 300     , ):
       SCREAMING_SNAKE_CASE										=   total
       SCREAMING_SNAKE_CASE										=   "" if prefix is None else prefix
       SCREAMING_SNAKE_CASE										=   leave
       SCREAMING_SNAKE_CASE										=   parent
       SCREAMING_SNAKE_CASE										=   width
       SCREAMING_SNAKE_CASE										=   None
       SCREAMING_SNAKE_CASE										=   None
       SCREAMING_SNAKE_CASE										=   None





   def      _snake_case		(       self					:			Union[str, Any]     , __lowerCamelCase					:			int     , __lowerCamelCase					:			bool = False     , __lowerCamelCase					:			str = None			):
       SCREAMING_SNAKE_CASE										=   value
       if comment is not None:
           SCREAMING_SNAKE_CASE										=   comment
       if self.last_value is None:
           SCREAMING_SNAKE_CASE										=   SCREAMING_SNAKE_CASE										=   time.time()
           SCREAMING_SNAKE_CASE										=   SCREAMING_SNAKE_CASE										=   value
           SCREAMING_SNAKE_CASE										=   SCREAMING_SNAKE_CASE										=   None
           SCREAMING_SNAKE_CASE										=   self.warmup
           SCREAMING_SNAKE_CASE										=   1
           self.update_bar(__lowerCamelCase			)
       elif value <= self.last_value and not force_update:
           return
       elif force_update or self.first_calls > 0 or value >= min(self.last_value + self.wait_for     , self.total			):
           if self.first_calls > 0:
               self.first_calls -= 1
           SCREAMING_SNAKE_CASE										=   time.time()
           SCREAMING_SNAKE_CASE										=   current_time - self.start_time
           # We could have value = self.start_value if the update is called twixe with the same start value.
           if value > self.start_value:
               SCREAMING_SNAKE_CASE										=   self.elapsed_time / (value - self.start_value)
           else:
               SCREAMING_SNAKE_CASE										=   None
           if value >= self.total:
               SCREAMING_SNAKE_CASE										=   self.total
               SCREAMING_SNAKE_CASE										=   None
               if not self.leave:
                   self.close()
           elif self.average_time_per_item is not None:
               SCREAMING_SNAKE_CASE										=   self.average_time_per_item * (self.total - value)
           self.update_bar(__lowerCamelCase			)
           SCREAMING_SNAKE_CASE										=   value
           SCREAMING_SNAKE_CASE										=   current_time
           if self.average_time_per_item is None:
               SCREAMING_SNAKE_CASE										=   1
           else:
               SCREAMING_SNAKE_CASE										=   max(int(self.update_every / self.average_time_per_item			)     , 1			)





   def      _snake_case		(       self					:			str     , __lowerCamelCase					:			List[Any]     , __lowerCamelCase					:			List[Any]=None			):
       SCREAMING_SNAKE_CASE										=   " " * (len(str(self.total			)			) - len(str(__lowerCamelCase			)			)) + str(__lowerCamelCase			)
       if self.elapsed_time is None:
           SCREAMING_SNAKE_CASE										=   f"[{spaced_value}/{self.total} : < :"
       elif self.predicted_remaining is None:
           SCREAMING_SNAKE_CASE										=   f"[{spaced_value}/{self.total} {format_time(self.elapsed_time			)}"
       else:
           SCREAMING_SNAKE_CASE										=   (
               f"[{spaced_value}/{self.total} {format_time(self.elapsed_time			)} <"
               f" {format_time(self.predicted_remaining			)}"
           )
           self.label += f", {1/self.average_time_per_item:.2f} it/s"
       self.label += "]" if self.comment is None or len(self.comment			) == 0 else f", {self.comment}]"
       self.display()





   def      _snake_case		(       self					:			Optional[Any]			):
       SCREAMING_SNAKE_CASE										=   html_progress_bar(self.value     , self.total     , self.prefix     , self.label     , self.width			)
       if self.parent is not None:
           # If this is a child bar, the parent will take care of the display.
           self.parent.display()
           return
       if self.output is None:
           SCREAMING_SNAKE_CASE										=   disp.display(disp.HTML(self.html_code			)     , display_id=__lowerCamelCase			)
       else:
           self.output.update(disp.HTML(self.html_code			)			)





   def      _snake_case		(       self					:			Union[str, Any]			):
       if self.parent is None and self.output is not None:
           self.output.update(disp.HTML(""			)			)





class 			_SCREAMING_SNAKE_CASE (   __snake_case		):







   '''simple docstring'''




   def __init__(       self					:			int     , __lowerCamelCase					:			Optional[int]     , __lowerCamelCase					:			List[str]=None			):
       super().__init__(__lowerCamelCase			)
       SCREAMING_SNAKE_CASE										=   None if column_names is None else [column_names]
       SCREAMING_SNAKE_CASE										=   None





   def      _snake_case		(       self					:			Any			):
       SCREAMING_SNAKE_CASE										=   html_progress_bar(self.value     , self.total     , self.prefix     , self.label     , self.width			)
       if self.inner_table is not None:
           self.html_code += text_to_html_table(self.inner_table			)
       if self.child_bar is not None:
           self.html_code += self.child_bar.html_code
       if self.output is None:
           SCREAMING_SNAKE_CASE										=   disp.display(disp.HTML(self.html_code			)     , display_id=__lowerCamelCase			)
       else:
           self.output.update(disp.HTML(self.html_code			)			)





   def      _snake_case		(       self					:			Optional[Any]     , __lowerCamelCase					:			Optional[Any]			):
       if self.inner_table is None:
           SCREAMING_SNAKE_CASE										=   [list(values.keys()			), list(values.values()			)]
       else:
           SCREAMING_SNAKE_CASE										=   self.inner_table[0]
           if len(self.inner_table			) == 1:
               # We give a chance to update the column names at the first iteration
               for key in values.keys():
                   if key not in columns:
                       columns.append(__lowerCamelCase			)
               SCREAMING_SNAKE_CASE										=   columns
           self.inner_table.append([values[c] for c in columns]			)





   def      _snake_case		(       self					:			Dict     , __lowerCamelCase					:			Any     , __lowerCamelCase					:			List[str]=None     , __lowerCamelCase					:			str=300			):
       SCREAMING_SNAKE_CASE										=   NotebookProgressBar(__lowerCamelCase     , prefix=__lowerCamelCase     , parent=self     , width=__lowerCamelCase			)
       return self.child_bar





   def      _snake_case		(       self					:			Tuple			):
       SCREAMING_SNAKE_CASE										=   None
       self.display()





class 			_SCREAMING_SNAKE_CASE (   __snake_case		):







   '''simple docstring'''




   def __init__(       self					:			Dict			):
       SCREAMING_SNAKE_CASE										=   None
       SCREAMING_SNAKE_CASE										=   None
       SCREAMING_SNAKE_CASE										=   False





   def      _snake_case		(       self					:			Optional[int]     , __lowerCamelCase					:			Optional[Any]     , __lowerCamelCase					:			str     , __lowerCamelCase					:			str     , **__lowerCamelCase					:			Tuple			):
       SCREAMING_SNAKE_CASE										=   "Epoch" if args.evaluation_strategy == IntervalStrategy.EPOCH else "Step"
       SCREAMING_SNAKE_CASE										=   0
       SCREAMING_SNAKE_CASE										=   0
       SCREAMING_SNAKE_CASE										=   [self.first_column] + ["Training Loss"]
       if args.evaluation_strategy != IntervalStrategy.NO:
           column_names.append("Validation Loss"			)
       SCREAMING_SNAKE_CASE										=   NotebookTrainingTracker(state.max_steps     , __lowerCamelCase			)





   def      _snake_case		(       self					:			Dict     , __lowerCamelCase					:			Optional[Any]     , __lowerCamelCase					:			Dict     , __lowerCamelCase					:			Tuple     , **__lowerCamelCase					:			List[str]			):
       SCREAMING_SNAKE_CASE										=   int(state.epoch			) if int(state.epoch			) == state.epoch else f"{state.epoch:.2f}"
       self.training_tracker.update(
           state.global_step + 1     , comment=f"Epoch {epoch}/{state.num_train_epochs}"     , force_update=self._force_next_update     , )
       SCREAMING_SNAKE_CASE										=   False





   def      _snake_case		(       self					:			Dict     , __lowerCamelCase					:			int     , __lowerCamelCase					:			List[str]     , __lowerCamelCase					:			int     , __lowerCamelCase					:			Any=None     , **__lowerCamelCase					:			int			):
       if not has_length(__lowerCamelCase			):
           return
       if self.prediction_bar is None:
           if self.training_tracker is not None:
               SCREAMING_SNAKE_CASE										=   self.training_tracker.add_child(len(__lowerCamelCase			)			)
           else:
               SCREAMING_SNAKE_CASE										=   NotebookProgressBar(len(__lowerCamelCase			)			)
           self.prediction_bar.update(1			)
       else:
           self.prediction_bar.update(self.prediction_bar.value + 1			)





   def      _snake_case		(       self					:			Union[str, Any]     , __lowerCamelCase					:			Optional[int]     , __lowerCamelCase					:			Union[str, Any]     , __lowerCamelCase					:			List[str]     , **__lowerCamelCase					:			List[Any]			):
       if self.prediction_bar is not None:
           self.prediction_bar.close()
       SCREAMING_SNAKE_CASE										=   None





   def      _snake_case		(       self					:			Optional[Any]     , __lowerCamelCase					:			str     , __lowerCamelCase					:			int     , __lowerCamelCase					:			Tuple     , __lowerCamelCase					:			Dict=None     , **__lowerCamelCase					:			Dict			):
       # Only for when there is no evaluation
       if args.evaluation_strategy == IntervalStrategy.NO and "loss" in logs:
           SCREAMING_SNAKE_CASE										=   {"Training Loss": logs["loss"]}
           # First column is necessarily Step sine we're not in epoch eval strategy
           SCREAMING_SNAKE_CASE										=   state.global_step
           self.training_tracker.write_line(__lowerCamelCase			)





   def      _snake_case		(       self					:			str     , __lowerCamelCase					:			str     , __lowerCamelCase					:			List[Any]     , __lowerCamelCase					:			Any     , __lowerCamelCase					:			Optional[int]=None     , **__lowerCamelCase					:			int			):
       if self.training_tracker is not None:
           SCREAMING_SNAKE_CASE										=   {"Training Loss": "No log", "Validation Loss": "No log"}
           for log in reversed(state.log_history			):
               if "loss" in log:
                   SCREAMING_SNAKE_CASE										=   log["loss"]
                   break

           if self.first_column == "Epoch":
               SCREAMING_SNAKE_CASE										=   int(state.epoch			)
           else:
               SCREAMING_SNAKE_CASE										=   state.global_step
           SCREAMING_SNAKE_CASE										=   "eval"
           for k in metrics:
               if k.endswith("_loss"			):
                   SCREAMING_SNAKE_CASE										=   re.sub(r"\_loss$"     , ""     , __lowerCamelCase			)
           SCREAMING_SNAKE_CASE										=   metrics.pop("total_flos"     , __lowerCamelCase			)
           SCREAMING_SNAKE_CASE										=   metrics.pop("epoch"     , __lowerCamelCase			)
           SCREAMING_SNAKE_CASE										=   metrics.pop(f"{metric_key_prefix}_runtime"     , __lowerCamelCase			)
           SCREAMING_SNAKE_CASE										=   metrics.pop(f"{metric_key_prefix}_samples_per_second"     , __lowerCamelCase			)
           SCREAMING_SNAKE_CASE										=   metrics.pop(f"{metric_key_prefix}_steps_per_second"     , __lowerCamelCase			)
           SCREAMING_SNAKE_CASE										=   metrics.pop(f"{metric_key_prefix}_jit_compilation_time"     , __lowerCamelCase			)
           for k, v in metrics.items():
               if k == f"{metric_key_prefix}_loss":
                   SCREAMING_SNAKE_CASE										=   v
               else:
                   SCREAMING_SNAKE_CASE										=   k.split("_"			)
                   SCREAMING_SNAKE_CASE										=   " ".join([part.capitalize() for part in splits[1:]]			)
                   SCREAMING_SNAKE_CASE										=   v
           self.training_tracker.write_line(__lowerCamelCase			)
           self.training_tracker.remove_child()
           SCREAMING_SNAKE_CASE										=   None
           # Evaluation takes a long time so we should force the next update.
           SCREAMING_SNAKE_CASE										=   True





   def      _snake_case		(       self					:			Union[str, Any]     , __lowerCamelCase					:			Dict     , __lowerCamelCase					:			Dict     , __lowerCamelCase					:			Dict     , **__lowerCamelCase					:			Any			):
       self.training_tracker.update(
           state.global_step     , comment=f"Epoch {int(state.epoch			)}/{state.num_train_epochs}"     , force_update=__lowerCamelCase			)
       SCREAMING_SNAKE_CASE										=   None


from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_torch_available


__A			:					List[Any]						=			{
    'configuration_git': ['GIT_PRETRAINED_CONFIG_ARCHIVE_MAP', 'GitConfig', 'GitVisionConfig'],
    'processing_git': ['GitProcessor'],
}

try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    pass
else:
    __A			:					int						=			[
        'GIT_PRETRAINED_MODEL_ARCHIVE_LIST',
        'GitForCausalLM',
        'GitModel',
        'GitPreTrainedModel',
        'GitVisionModel',
    ]

if TYPE_CHECKING:
    from .configuration_git import GIT_PRETRAINED_CONFIG_ARCHIVE_MAP, GitConfig, GitVisionConfig
    from .processing_git import GitProcessor

    try:
        if not is_torch_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        pass
    else:
        from .modeling_git import (
            GIT_PRETRAINED_MODEL_ARCHIVE_LIST,
            GitForCausalLM,
            GitModel,
            GitPreTrainedModel,
            GitVisionModel,
        )

else:
    import sys

    __A			:					List[Any]						=			_LazyModule(__name__, globals()['__file__'], _import_structure, module_spec=__spec__)