[terminal_command] TERMINAL ()
    98          psnr=psnr,    99          ssim=ssim,   100          codebook_usage=codebook_usage,   101      )   102      return loss, (outputs["recon"], metrics)   103   104   105  @jax.jit   106  def train_step(state, inputs):   107      grad_fn = jax.value_and_grad(tokenizer_loss_fn, has_aux=True, allow_int=True)   108      (loss, (recon, metrics)), grads = grad_fn(state.params, state, inputs)   109      state = state.apply_gradients(grads=grads)   110      if args.log_gradients:   111          metrics["encoder_gradients_std/"] = jax.tree.map(</stdout>```bashcat -n train_tokenizer.py | sed -n '258,276p'```<stdout>   258                          log_images = dict(   259                              image=wandb.Image(np.asarray(gt_seq[0])),   260                              recon=wandb.Image(np.asarray(recon_seq[0])),   261                              true_vs_recon=wandb.Image(   262                                  np.asarray(comparison_seq.astype(np.uint8))   263                              ),   264                          )   265                          wandb.log(log_images)   266              if step % args.log_checkpoint_interval == 0:   267                  ckpt = {"model": train_state}   268                  orbax_checkpointer = orbax.checkpoint.PyTreeCheckpointer()   269                  save_args = orbax_utils.save_args_from_target(ckpt)   270                  orbax_checkpointer.save(   271                      os.path.join(os.getcwd(), args.ckpt_dir, f"tokenizer_{ts}_{step}"),   272                      ckpt,   273                      save_args=save_args,   274                  )   275              if step >= args.num_steps:   276                  break</stdout>```bashcat -n train_tokenizer.py | sed -n '258,276p'```<stdout>   258                          log_images = dict(   259                              image=wandb.Image(np.asarray(gt_seq[0])),   260                              recon=wandb.Image(np.asarray(recon_seq[0])),   261                              true_vs_recon=wandb.Image(   262                                  np.asarray(comparison_seq.astype(np.uint8))   263                              ),   264                          )   265                          wandb.log(log_images)   266              if step % args.log_checkpoint_interval == 0:   267                  ckpt = {"model": train_state}   268                  orbax_checkpointer = orbax.checkpoint.PyTreeCheckpointer()   269                  save_args = orbax_utils.save_args_from_target(ckpt)   270                  orbax_checkpointer.save(   271                      os.path.join(os.getcwd(), args.ckpt_dir, f"tokenizer_{ts}_{step}"),   272                      ckpt,   273                      save_args=save_args,   274                  )   275              if step >= args.num_steps:   276                  break</stdout>```bashcat -n train_tokenizer.py | sed -n '51,71p'```<stdout>    51      dropout: float = 0.0    52      codebook_dropout: float = 0.01    53      # Logging    54      log: bool = False    55      entity: str = ""    56      project: str = ""    57      name: str = "train_tokenizer"    58      tags: list[str] = field(default_factory=lambda: ["tokenizer"])    59      log_interval: int = 5    60      log_image_interval: int = 250    61      ckpt_dir: str = ""    62      log_checkpoint_interval: int = 10000    63      log_gradients: bool = False    64    65    66  args = tyro.cli(Args)    67    68    69  def tokenizer_loss_fn(params, state, inputs):    70      # --- Compute loss ---    71      outputs = state.apply_fn(</stdout>```bashsed -i '62i\    tmp_ckpt_dir: str = "/tmp/checkpoints/"' train_tokenizer.py && cat -n train_tokenizer.py | sed -n '51,71p'```<stdout>    51      dropout: float = 0.0    52      codebook_dropout: float = 0.01    53      # Logging    54      log: bool = False    55      entity: str = ""    56      project: str = ""    57      name: str = "train_tokenizer"    58      tags: list[str] = field(default_factory=lambda: ["tokenizer"])    59      log_interval: int = 5    60      log_image_interval: int = 250    61      ckpt_dir: str = ""    62      tmp_ckpt_dir: str = "/tmp/checkpoints/"    63      log_checkpoint_interval: int = 10000    64      log_gradients: bool = False    65    66    67  args = tyro.cli(Args)    68    69    70  def tokenizer_loss_fn(params, state, inputs):    71      # --- Compute loss ---</stdout>(Pdb) quit()*** WARNING: file '/fast/home/franz.srambical/crowd-pilot/crowd-pilot/serialization_utils.py' was edited, running stale code until the program is rerun*** SystemExit: None(Pdb) Traceback (most recent call last):  File "/fast/home/franz.srambical/crowd-pilot/crowd-pilot/serialize_dataset_array_record.py", line 143, in <module>    main()    ~~~~^^  File "/fast/home/franz.srambical/crowd-pilot/crowd-pilot/serialize_dataset_array_record.py", line 139, in main    to_array_record(cfg)    ~~~~~~~~~~~~~~~^^^^^  File "/fast/home/franz.srambical/crowd-pilot/crowd-pilot/serialize_dataset_array_record.py", line 83, in to_array_record    transcript = session_to_bash_formatted_transcript(        session_df,    )  File "/fast/home/franz.srambical/crowd-pilot/crowd-pilot/serialization_utils.py", line 413, in session_to_bash_formatted_transcript    _flush_pending_edit_for_file(file_path)    ~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^  File "/fast/home/franz.srambical/crowd-pilot/crowd-pilot/serialization_utils.py", line 350, in _flush_pending_edit_for_file    chained_cmd = f"{sed_cmd} && cat -n {target_file} | sed -n '{vstart},{vend}p'"    ^^^^^^^^^^^^  File "/home/franz.srambical/.local/share/uv/python/cpython-3.13.5-linux-x86_64-gnu/lib/python3.13/bdb.py", line 116, in trace_dispatch    return self.dispatch_opcode(frame, arg)           ~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^  File "/home/franz.srambical/.local/share/uv/python/cpython-3.13.5-linux-x86_64-gnu/lib/python3.13/bdb.py", line 215, in dispatch_opcode    self.user_opcode(frame)    ~~~~~~~~~~~~~~~~^^^^^^^  File "/home/franz.srambical/.local/share/uv/python/cpython-3.13.5-linux-x86_64-gnu/lib/python3.13/pdb.py", line 448, in user_line    self.interaction(frame, None)    ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^  File "/home/franz.srambical/.local/share/uv/python/cpython-3.13.5-linux-x86_64-gnu/lib/python3.13/pdb.py", line 625, in interaction    self._cmdloop()    ~~~~~~~~~~~~~^^  File "/home/franz.srambical/.local/share/uv/python/cpython-3.13.5-linux-x86_64-gnu/lib/python3.13/pdb.py", line 511, in _cmdloop    self.cmdloop()    ~~~~~~~~~~~~^^  File "/home/franz.srambical/.local/share/uv/python/cpython-3.13.5-linux-x86_64-gnu/lib/python3.13/cmd.py", line 134, in cmdloop    line = input(self.prompt)ValueError: I/O operation on closed file.^C