fix: handle azure gpt-4o-mini and output to csv

docetl/operations/utils.py

@@ -615,7 +615,7 @@ def call_llm_with_cache(
             len(props) == 1
             and list(props.values())[0].get("type") == "string"
             and scratchpad is None
-            and "ollama" in model
+            and ("ollama" in model or "azure/gpt-4o-mini" in model)
         ):
             use_tools = False
 
@@ -635,7 +635,7 @@ def call_llm_with_cache(
                     "type": "function",
                     "function": {
                         "name": "send_output",
-                        "description": "Send structured output back to the user",
+                        "description": "Send output back to the user",
                         "strict": True,
                         "parameters": parameters,
                         "additionalProperties": False,
@@ -858,7 +858,7 @@ def call_llm_with_gleaning(
                         "type": "function",
                         "function": {
                             "name": "send_output",
-                            "description": "Send structured output back to the user",
+                            "description": "Send output back to the user",
                             "strict": True,
                             "parameters": parameters,
                             "additionalProperties": False,

docetl/runner.py

@@ -54,13 +54,16 @@ def __init__(self, config: Dict, max_threads: int = None):
         # Check if output path is correctly formatted as JSON
         output_path = self.config.get("pipeline", {}).get("output", {}).get("path")
         if output_path:
-            if not output_path.lower().endswith(".json"):
+            if not (
+                output_path.lower().endswith(".json")
+                or output_path.lower().endswith(".csv")
+            ):
                 raise ValueError(
-                    f"Output path '{output_path}' is not a JSON file. Please provide a path ending with '.json'."
+                    f"Output path '{output_path}' is not a JSON or CSV file. Please provide a path ending with '.json' or '.csv'."
                 )
         else:
             raise ValueError(
-                "No output path specified in the configuration. Please provide an output path ending with '.json' in the configuration."
+                "No output path specified in the configuration. Please provide an output path ending with '.json' or '.csv' in the configuration."
             )
 
         self.syntax_check()
@@ -77,6 +80,11 @@ def __init__(self, config: Dict, max_threads: int = None):
                 all_ops_until_and_including_current = [
                     op_map[prev_op] for prev_op in step["operations"][:idx]
                 ] + [op_map[op_name]]
+                # If there's no model in the op, add the default model
+                for op in all_ops_until_and_including_current:
+                    if "model" not in op:
+                        op["model"] = self.default_model
+
                 all_ops_str = json.dumps(all_ops_until_and_including_current)
                 self.step_op_hashes[step["name"]][op_name] = hashlib.sha256(
                     all_ops_str.encode()
@@ -207,8 +215,16 @@ def save_output(self, data: List[Dict]):
         self.console.rule("[cyan]Saving Output[/cyan]")
         output_config = self.config["pipeline"]["output"]
         if output_config["type"] == "file":
-            with open(output_config["path"], "w") as file:
-                json.dump(data, file, indent=2)
+            if output_config["path"].lower().endswith(".json"):
+                with open(output_config["path"], "w") as file:
+                    json.dump(data, file, indent=2)
+            else:  # CSV
+                import csv
+
+                with open(output_config["path"], "w", newline="") as file:
+                    writer = csv.DictWriter(file, fieldnames=data[0].keys())
+                    writer.writeheader()
+                    writer.writerows(data)
             self.console.print(
                 f"[green italic]💾 Output saved to {output_config['path']}[/green italic]"
             )