Align batch logits processor token contract

tests/test_generate.py

@@ -402,6 +402,25 @@ def test_batch_generate_with_logits_processors(self):
         self.assertEqual(responses[uid1].logprobs[1].item(), 0.0)
         self.assertEqual(responses[uid2].logprobs[2].item(), 0.0)
 
+    def test_batch_generate_processor_tokens_match_prompt_on_first_step(self):
+        prompt = self.tokenizer.encode("hello")
+        seen = []
+
+        def processor(tokens, logits):
+            seen.append(tokens)
+            return logits
+
+        batch_gen = BatchGenerator(
+            self.model,
+            max_tokens=1,
+            logits_processors=[processor],
+        )
+        batch_gen.insert([prompt])
+        batch_gen.next_generated()
+
+        self.assertTrue(hasattr(seen[0], "shape"))
+        self.assertEqual(seen[0].tolist(), prompt)
+
     def test_batch_generate_function_with_logits_processors(self):
         """Test that batch_generate function with logits_processors produces correct results."""
         logit_bias = {0: 2000.0, 1: -2000.0}