Use /checkpoints instead of events parsing

pyproject.toml

@@ -12,7 +12,7 @@ build-backend = "poetry.masonry.api"
 
 [tool.poetry]
 name = "together"
-version = "1.5.7"
+version = "1.5.8"
 authors = ["Together AI <[email protected]>"]
 description = "Python client for Together's Cloud Platform!"
 readme = "README.md"

src/together/resources/finetune.py

@@ -2,7 +2,7 @@
 
 import re
 from pathlib import Path
-from typing import List, Literal
+from typing import Dict, List, Literal
 
 from rich import print as rprint
 
@@ -30,16 +30,8 @@
     TrainingMethodSFT,
     TrainingType,
 )
-from together.types.finetune import (
-    DownloadCheckpointType,
-    FinetuneEvent,
-    FinetuneEventType,
-)
-from together.utils import (
-    get_event_step,
-    log_warn_once,
-    normalize_key,
-)
+from together.types.finetune import DownloadCheckpointType
+from together.utils import log_warn_once, normalize_key
 
 
 _FT_JOB_WITH_STEP_REGEX = r"^ft-[\dabcdef-]+:\d+$"
@@ -222,68 +214,38 @@ def create_finetune_request(
     return finetune_request
 
 
-def _process_checkpoints_from_events(
-    events: List[FinetuneEvent], id: str
+def _parse_raw_checkpoints(
+    checkpoints: List[Dict[str, str]], id: str
 ) -> List[FinetuneCheckpoint]:
     """
-    Helper function to process events and create checkpoint list.
+    Helper function to process raw checkpoints and create checkpoint list.
 
     Args:
-        events (List[FinetuneEvent]): List of fine-tune events to process
+        checkpoints (List[Dict[str, str]]): List of raw checkpoints metadata
         id (str): Fine-tune job ID
 
     Returns:
         List[FinetuneCheckpoint]: List of available checkpoints
     """
-    checkpoints: List[FinetuneCheckpoint] = []
-
-    for event in events:
-        event_type = event.type
-
-        if event_type == FinetuneEventType.CHECKPOINT_SAVE:
-            step = get_event_step(event)
-            checkpoint_name = f"{id}:{step}" if step is not None else id
-
-            checkpoints.append(
-                FinetuneCheckpoint(
-                    type=(
-                        f"Intermediate (step {step})"
-                        if step is not None
-                        else "Intermediate"
-                    ),
-                    timestamp=event.created_at,
-                    name=checkpoint_name,
-                )
-            )
-        elif event_type == FinetuneEventType.JOB_COMPLETE:
-            if hasattr(event, "model_path"):
-                checkpoints.append(
-                    FinetuneCheckpoint(
-                        type=(
-                            "Final Merged"
-                            if hasattr(event, "adapter_path")
-                            else "Final"
-                        ),
-                        timestamp=event.created_at,
-                        name=id,
-                    )
-                )
 
-            if hasattr(event, "adapter_path"):
-                checkpoints.append(
-                    FinetuneCheckpoint(
-                        type=(
-                            "Final Adapter" if hasattr(event, "model_path") else "Final"
-                        ),
-                        timestamp=event.created_at,
-                        name=id,
-                    )
-                )
+    parsed_checkpoints = []
+    for checkpoint in checkpoints:
+        step = checkpoint["step"]
+        checkpoint_type = checkpoint["checkpoint_type"]
+        checkpoint_name = (
+            f"{id}:{step}" if "intermediate" in checkpoint_type.lower() else id
+        )
 
-    # Sort by timestamp (newest first)
-    checkpoints.sort(key=lambda x: x.timestamp, reverse=True)
+        parsed_checkpoints.append(
+            FinetuneCheckpoint(
+                type=checkpoint_type,
+                timestamp=checkpoint["created_at"],
+                name=checkpoint_name,
+            )
+        )
 
-    return checkpoints
+    parsed_checkpoints.sort(key=lambda x: x.timestamp, reverse=True)
+    return parsed_checkpoints
 
 
 class FineTuning:
@@ -561,8 +523,21 @@ def list_checkpoints(self, id: str) -> List[FinetuneCheckpoint]:
         Returns:
             List[FinetuneCheckpoint]: List of available checkpoints
         """
-        events = self.list_events(id).data or []
-        return _process_checkpoints_from_events(events, id)
+        requestor = api_requestor.APIRequestor(
+            client=self._client,
+        )
+
+        response, _, _ = requestor.request(
+            options=TogetherRequest(
+                method="GET",
+                url=f"fine-tunes/{id}/checkpoints",
+            ),
+            stream=False,
+        )
+        assert isinstance(response, TogetherResponse)
+
+        raw_checkpoints = response.data["data"]
+        return _parse_raw_checkpoints(raw_checkpoints, id)
 
     def download(
         self,
@@ -936,11 +911,9 @@ async def list_events(self, id: str) -> FinetuneListEvents:
             ),
             stream=False,
         )
+        assert isinstance(events_response, TogetherResponse)
 
-        # FIXME: API returns "data" field with no object type (should be "list")
-        events_list = FinetuneListEvents(object="list", **events_response.data)
-
-        return events_list
+        return FinetuneListEvents(**events_response.data)
 
     async def list_checkpoints(self, id: str) -> List[FinetuneCheckpoint]:
         """
@@ -950,11 +923,23 @@ async def list_checkpoints(self, id: str) -> List[FinetuneCheckpoint]:
             id (str): Unique identifier of the fine-tune job to list checkpoints for
 
         Returns:
-            List[FinetuneCheckpoint]: Object containing list of available checkpoints
+            List[FinetuneCheckpoint]: List of available checkpoints
         """
-        events_list = await self.list_events(id)
-        events = events_list.data or []
-        return _process_checkpoints_from_events(events, id)
+        requestor = api_requestor.APIRequestor(
+            client=self._client,
+        )
+
+        response, _, _ = await requestor.arequest(
+            options=TogetherRequest(
+                method="GET",
+                url=f"fine-tunes/{id}/checkpoints",
+            ),
+            stream=False,
+        )
+        assert isinstance(response, TogetherResponse)
+
+        raw_checkpoints = response.data["data"]
+        return _parse_raw_checkpoints(raw_checkpoints, id)
 
     async def download(
         self, id: str, *, output: str | None = None, checkpoint_step: int = -1