code: 
  
  
  
  
  
  
  """simple docstring"""
  
  
  
  
  
  
  import argparse
  import itertools
  import operator
  import sys
  from collections import OrderedDict
  
  from run_eval import datetime_now, run_generate
  
  from utils import ROUGE_KEYS
  
  
  # A table of supported tasks and the list of scores in the order of importance to be sorted by.
  # To add a new task, simply list the score names that `run_eval.run_generate()` returns
  A_			  =    {
      'translation': ['bleu'],
      'summarization': ROUGE_KEYS,
  }
  
  
  
  
  def 						_UpperCamelCase			(  A			):
        UpperCamelCase_     =search.split()
        UpperCamelCase_     =dict((g.split("="			) for g in groups)			)
        UpperCamelCase_     =list(entries.keys()			)
        UpperCamelCase_     =[[f"""--{k} {v}""" for v in vs.split(":"			)] for k, vs in entries.items()]
        UpperCamelCase_     =[list(A			) for x in itertools.product(*A			)]
        return matrix, entry_names
  
  
  
  
  def 						_UpperCamelCase			(  ):
        UpperCamelCase_     =sys.argv[0]
  
        UpperCamelCase_     =argparse.ArgumentParser(
            usage=(
                "\n\nImportant: this script accepts all arguments `run_eval.py` accepts and then a few extra, therefore"
                " refer to `run_eval.py -h` for the complete list."
            )			)
        parser.add_argument(
            "--search"    ,       type=A    ,       required=A    ,       help="param space to search, e.g. \"num_beams=5:10 length_penalty=0.8:1.0:1.2\""    ,       )
        parser.add_argument(
            "--bs"    ,       type=A    ,       default=8    ,       required=A    ,       help="initial batch size (may get reduced if it's too big)"			)
        parser.add_argument("--task"    ,       type=A    ,       help="used for task_specific_params + metrics"			)
        parser.add_argument(
            "--info"    ,       nargs="?"    ,       type=A    ,       const=datetime_now()    ,       help=(
                "add custom notes to be printed before the results table. If no value is passed, the current datetime"
                " string will be used."
            )    ,       )
        UpperCamelCase_    ,							UpperCamelCase_     =parser.parse_known_args()
        # we share some of the args
        args_main.extend(["--task", args.task]			)
        UpperCamelCase_     =[prog] + args_main
  
        # to support variations like translation_en_to_de"
        UpperCamelCase_     ="translation" if "translation" in args.task else "summarization"
  
        UpperCamelCase_    ,							UpperCamelCase_     =parse_search_arg(args.search			)
        UpperCamelCase_     =task_score_names[task]  # score cols first
        UpperCamelCase_     ={col: len(str(A			)			) for col in col_names}
        UpperCamelCase_     =[]
        for r in matrix:
              UpperCamelCase_     =dict((x.replace("--"    ,       ""			).split() for x in r)			)
              UpperCamelCase_     =" ".join(A			).split()
              args_exp.extend(["--bs", str(args.bs			)]			)  # in case we need to reduce its size due to CUDA OOM
              UpperCamelCase_     =args_normal + args_exp
  
              # XXX: need to trap CUDA OOM and lower args.bs if that happens and retry
  
              UpperCamelCase_     =run_generate(verbose=A			)
              # make sure scores are first in the table
              UpperCamelCase_     =OrderedDict()
              for score in task_score_names[task]:
                    UpperCamelCase_     =scores[score]
              result.update(A			)
              results.append(A			)
  
              # find widest entries
              for k, v in result.items():
                    UpperCamelCase_     =len(str(A			)			)
                    if l > col_widths[k]:
                          UpperCamelCase_     =l
  
        UpperCamelCase_     =sorted(A    ,       key=operator.itemgetter(*task_score_names[task]			)    ,       reverse=A			)
        print(" | ".join([f"""{col:{col_widths[col]}}""" for col in col_names]			)			)
        print(" | ".join([f"""{"-"*col_widths[col]}""" for col in col_names]			)			)
        for row in results_sorted:
              print(" | ".join([f"""{row[col]:{col_widths[col]}}""" for col in col_names]			)			)
  
        UpperCamelCase_     =results_sorted[0]
        for score in task_score_names[task]:
              del best[score]
        UpperCamelCase_     =[f"""--{k} {v}""" for k, v in best.items()]
        UpperCamelCase_     =["--bs", str(args.bs			)]
        if args.info:
              print(f"""\nInfo: {args.info}"""			)
        print("\nBest score args:"			)
        print(" ".join(args_main + best_args + dyn_args			)			)
  
        return results_sorted
  
  
  if __name__ == "__main__":
      # Usage:
      # [normal-run_eval_search.py cmd plus] \
      # --search="num_beams=1:5:10 length_penalty=0.8:1:1.2 early_stopping=true:false"
      #
      # Example:
      # PYTHONPATH="src:examples/seq2seq" python examples/seq2seq/run_eval_search.py $MODEL_NAME \
      # $DATA_DIR/val.source $SAVE_DIR/test_translations.txt --reference_path $DATA_DIR/val.target \
      # --score_path $SAVE_DIR/test_bleu.json --bs $BS --task translation \
      # --search="num_beams=1:5:10 length_penalty=0.8:1:1.2 early_stopping=true:false"
      run_search()
  
style_context: 
  
  
  
  
  
  
  """simple docstring"""
  
  
  
  
  
  
  from math import radians as angle_to_radians
  from math import sin
  
  # Acceleration Constant on Earth (unit m/s^2)
  A_			  =    9.80665
  
  
  
  
  def 						_UpperCamelCase			(  A    ,       A			):
  
     # Ensure valid instance
     if not isinstance(A    ,       (int, float)			):
        raise TypeError("Invalid velocity. Should be a positive number."			)
  
     if not isinstance(A    ,       (int, float)			):
        raise TypeError("Invalid angle. Range is 1-90 degrees."			)
  
     # Ensure valid angle
     if angle > 90 or angle < 1:
        raise ValueError("Invalid angle. Range is 1-90 degrees."			)
  
     # Ensure valid velocity
     if init_velocity < 0:
        raise ValueError("Invalid velocity. Should be a positive number."			)
  
  
  
  
  def 						_UpperCamelCase			(  A    ,       A			):
     check_args(A    ,       A			)
     UpperCamelCase_     =angle_to_radians(2 * angle			)
     return round(init_velocity**2 * sin(A			) / g    ,       2			)
  
  
  
  
  def 						_UpperCamelCase			(  A    ,       A			):
     check_args(A    ,       A			)
     UpperCamelCase_     =angle_to_radians(A			)
     return round(init_velocity**2 * sin(A			) ** 2 / (2 * g)    ,       2			)
  
  
  
  
  def 						_UpperCamelCase			(  A    ,       A			):
     check_args(A    ,       A			)
     UpperCamelCase_     =angle_to_radians(A			)
     return round(2 * init_velocity * sin(A			) / g    ,       2			)
  
  
  
  
  def 						_UpperCamelCase			(  ):
     UpperCamelCase_    ,							UpperCamelCase_     =25, 20
     assert horizontal_distance(A    ,       A			) == 40.97
     assert max_height(A    ,       A			) == 3.73
     assert total_time(A    ,       A			) == 1.74
  
  
  if __name__ == "__main__":
      from doctest import testmod
  
      testmod()
  
      # Get input from user
      A_			  =    float(input("Initial Velocity: ").strip())
  
      # Get input from user
      A_			  =    float(input("angle: ").strip())
  
      # Print results
      print()
      print("Results: ")
      print(f'''Horizontal Distance: {horizontal_distance(init_vel, angle)!s} [m]''')
      print(f'''Maximum Height: {max_height(init_vel, angle)!s} [m]''')
      print(f'''Total Time: {total_time(init_vel, angle)!s} [s]''')
  