[chore] fix minor typos (#457)

Co-authored-by: Barkhayot Juraev <barkhayotjuraev@Barkhayots-MacBook-Pro.local>

Author: barkhayot

agentlightning/verl/trainer.py

@@ -368,7 +368,7 @@ def _train_step(self, batch_dict: dict) -> dict:
             # Calculate the metrics before processing. Refer to the comments of function `compute_data_metrics` for details.
             metrics.update(compute_data_metrics(batch=batch, use_critic=self.use_critic, suffix="_before_processing"))
 
-            # after advantages are assinged, we begin to drop (1) long prompt (2) floor to ppo minisize
+            # after advantages are assigned, we begin to drop (1) long prompt (2) floor to ppo minisize
             keep_indices = (~batch.batch["is_drop_mask"]).nonzero(as_tuple=True)[0]
             metrics["training/n_triplets_prompt_too_long"] = (
                 batch.batch["is_drop_mask"].shape[0] - keep_indices.shape[0]

examples/apo/apo_debug.py

@@ -80,7 +80,7 @@ async def on_trace_end(  # type: ignore
 
 
 def debug_with_trainer():
-    """This appraoch integrates the trainer and is very similar to the real `fit()` loop.
+    """This approach integrates the trainer and is very similar to the real `fit()` loop.
 
     The trainer will create a mock algorithm which will communicates with the runner.
     Do this for end-to-end testing and debugging purposes.

examples/apo/room_selector.py

@@ -215,7 +215,7 @@ def room_selector(task: RoomSelectionTask, prompt_template: PromptTemplate) -> f
                 )
             )
 
-        # Update the messages for hte next call
+        # Update the messages for the next call
         messages.append(
             ChatCompletionAssistantMessageParam(
                 role="assistant",

examples/spider/spider_eval/evaluation.py

@@ -996,7 +996,7 @@ def build_foreign_key_map_from_json(table):
     )
     args = parser.parse_args()
 
-    # only evaluting exact match needs this argument
+    # only evaluating exact match needs this argument
     kmaps = None
     if args.etype in ["all", "match"]:
         assert args.table is not None, "table argument must be non-None if exact set match is evaluated"

examples/spider/spider_eval/exec_eval.py

@@ -183,7 +183,7 @@ def postprocess(query: str) -> str:
 # that are in the same directory as db
 # 0 if denotationally equivalent
 # 1 otherwise
-# the meaning of each auxillary argument can be seen in the parser definition in evaluation.py
+# the meaning of each auxiliary argument can be seen in the parser definition in evaluation.py
 def eval_exec_match(
     db: str, p_str: str, g_str: str, plug_value: bool, keep_distinct: bool, progress_bar_for_each_datapoint: bool
 ) -> int:
@@ -229,7 +229,7 @@ def eval_exec_match(
             g_flag, g_denotation = run_sync_ephemeral(exec_on_db(db_path, g_str))
             p_flag, p_denotation = run_sync_ephemeral(exec_on_db(db_path, pred))
 
-            # we should expect the gold to be succesfully executed on the database
+            # we should expect the gold to be successfully executed on the database
             assert g_flag != "exception", "gold query %s has error on database file %s" % (g_str, db_path)
 
             # wrong if execution fails

examples/spider/spider_eval/parse.py

@@ -109,8 +109,8 @@ def replace_values(sql: str) -> Tuple[List[str], Set[str]]:
 # extract the non-value tokens and the set of values
 # from a sql query
 def extract_query_values(sql: str) -> Tuple[List[str], Set[str]]:
-    reformated = reformat_query(query=sql)
-    query_value_replaced, values = replace_values(reformated)
+    reformatted = reformat_query(query=sql)
+    query_value_replaced, values = replace_values(reformatted)
     return query_value_replaced, values