Add TF generate sample tests with all logit processors (#15852)

* Add GPT2 TF generate sample test with all logits processor

* Add T5 generate sample test

tests/t5/test_modeling_tf_t5.py

@@ -480,6 +480,33 @@ class TFT5GenerationIntegrationTests(unittest.TestCase):
 
         self.assertListEqual(expected_output_string, output_strings)
 
+    @slow
+    def test_sample_generate(self):
+        model = TFT5ForConditionalGeneration.from_pretrained("t5-small")
+        tokenizer = T5Tokenizer.from_pretrained("t5-small")
+
+        sentences = ["I really love my", "Translate English to German: the transformers are truly amazing"]
+        input_ids = tokenizer(sentences, return_tensors="tf", padding=True).input_ids
+
+        generation_kwargs = {
+            "do_sample": True,
+            "bad_words_ids": [tokenizer("my").input_ids, tokenizer("ein schöner").input_ids],
+            "no_repeat_ngram_size": 3,
+            "repetition_penalty": 2.2,
+            "temperature": 0.8,
+            "top_k": 500,
+            "top_p": 0.9,
+        }
+        tf.random.set_seed(42)  # deterministic sampling sequence -> deterministic generation
+
+        output_ids = model.generate(input_ids, **generation_kwargs)
+
+        output_strings = tokenizer.batch_decode(output_ids, skip_special_tokens=True)
+
+        expected_output_string = ["i love her I really love my heart", "die Transformatoren sind wirklich erstaunlich"]
+
+        self.assertListEqual(expected_output_string, output_strings)
+
 
 @require_tf
 @require_sentencepiece