Let a jsonl export keep a record a value

`--format jsonl` existed, but `_cell` ran json.dumps at row-build time,
before a format was chosen — so a nested value was a string by then and
jsonl only re-escaped it, leaving a consumer against csv's 128KB field
limit either way. Stringifying moved to the csv writer, so csv is
byte-identical and jsonl carries json. The runs TUI followed, or a record
would draw as a Python repr.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01KYM38KSb4V4v2T71eifnZv

backend/fluksio/api/routes/runs.py

@@ -406,12 +406,10 @@ def _selected(
 
 
 def _cell(value: Any) -> Any:
-    """A value as a table holds it: a scalar, or JSON when it is not one."""
-    if hasattr(value, "isoformat"):
-        return value.isoformat()
-    if value is None or isinstance(value, (str, int, float, bool)):
-        return value
-    return json.dumps(value)
+    """A value as a table holds it: a scalar, a date as its ISO string, or a
+    record kept as one — csv stringifies it at write time; jsonl wants it a
+    value, not a string full of it."""
+    return value.isoformat() if hasattr(value, "isoformat") else value
 
 
 def _leaves(value: Any, prefix: str = "") -> Iterator[tuple[str, Any]]:
@@ -464,13 +462,25 @@ def _drain(buffer: io.StringIO) -> str:
 
 
 def _csv(columns: list[str], chunks: Iterator[list[dict[str, Any]]]) -> Iterator[str]:
-    """Header first, then a chunk at a time through one reused buffer."""
+    """Header first, then a chunk at a time through one reused buffer.
+
+    A cell that is still a record here — `_cell` leaves one alone for jsonl's
+    sake — becomes the JSON string a csv cell can hold.
+    """
     buffer = io.StringIO()
     writer = csv.DictWriter(buffer, fieldnames=columns)
     writer.writeheader()
     yield _drain(buffer)
     for chunk in chunks:
-        writer.writerows(chunk)
+        writer.writerows(
+            {
+                key: value
+                if value is None or isinstance(value, (str, int, float, bool))
+                else json.dumps(value)
+                for key, value in row.items()
+            }
+            for row in chunk
+        )
         yield _drain(buffer)
 
 

backend/fluksio/sdk/cli.py

@@ -1128,9 +1128,20 @@ def _write_rows(rows: list[dict[str, Any]], fmt: str, out: str, hint: str = "")
         if fmt == "jsonl":
             handle.writelines(json.dumps(row) + "\n" for row in rows)
         else:
+            # The wire is jsonl either way (see `Client._export`), so a record
+            # a jsonl row keeps as a value is still one here — stringify it
+            # for the csv cell it has to sit in.
             writer = csv.DictWriter(handle, fieldnames=list(rows[0]))
             writer.writeheader()
-            writer.writerows(rows)
+            writer.writerows(
+                {
+                    key: value
+                    if value is None or isinstance(value, (str, int, float, bool))
+                    else json.dumps(value)
+                    for key, value in row.items()
+                }
+                for row in rows
+            )
     return 0
 
 

backend/fluksio/tui/compare.py

@@ -9,6 +9,7 @@ So nothing here computes what a route already knows.
 
 from __future__ import annotations
 
+import json
 from typing import Any
 
 from rich.text import Text
@@ -45,6 +46,10 @@ def _cell(value: Any) -> str:
     """
     if isinstance(value, float):
         return f"{value:.4g}"
+    if isinstance(value, (dict, list)):
+        # An export keeps a record a value now, and python's repr of one is
+        # not what anybody reading a run wrote down.
+        return json.dumps(value)
     return "" if value is None else str(value)
 
 

backend/tests/api/routes/test_runs.py

@@ -4,6 +4,7 @@ The pipeline half — what a hit restores and what a key is made of — is in
 `tests/flow/test_runs.py`, which runs without one.
 """
 
+import csv
 import json
 from datetime import UTC, datetime, timedelta
 
@@ -954,6 +955,15 @@ def test_an_exported_run_row_carries_every_recorded_input(
         "metric.test_metrics.known.perfect"
     )
 
+    # `final_metrics` alone, short of `.train_loss`, is a record rather than a
+    # leaf — the shape a large nested blob is. jsonl keeps it a json value;
+    # csv still has nowhere to put it but a quoted string, unchanged.
+    nested = _lines(export(format="jsonl", metrics="final_metrics"))
+    assert nested[0]["metric.final_metrics"] == {"train_loss": 0.5}
+
+    rows = list(csv.reader(export(metrics="final_metrics").text.splitlines()))
+    assert rows[1][-1] == '{"train_loss": 0.5}'
+
 
 @pytest.fixture
 def paged():