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diff --git a/config.gin b/config.gin
old mode 100644
new mode 100755
diff --git a/config.json b/config.json
old mode 100644
new mode 100755
index a1771314e5b52778f361aae33c9899dec1750612..bd64b3cda1bc4acc85714d33dd083853e429353e
--- a/config.json
+++ b/config.json
@@ -1,27 +1,29 @@
 {
-    "architectures": [
-      "T5ForConditionalGeneration"
-    ],
-    "d_ff": 3968,
-    "d_kv": 64,
-    "d_model": 1536,
-    "decoder_start_token_id": 0,
-    "dropout_rate": 0.1,
-    "eos_token_id": 1,
-    "feed_forward_proj": "gated-gelu",
-    "gradient_checkpointing": false,
-    "initializer_factor": 1.0,
-    "is_encoder_decoder": true,
-    "layer_norm_epsilon": 1e-06,
-    "model_type": "t5",
-    "num_decoder_layers": 6,
-    "num_heads": 12,
-    "num_layers": 18,
-    "output_past": true,
-    "pad_token_id": 0,
-    "relative_attention_num_buckets": 32,
-    "tie_word_embeddings": false,
-    "tokenizer_class": "ByT5Tokenizer",
-    "use_cache": true,
-    "vocab_size": 384
-  }
\ No newline at end of file
+  "architectures": [
+    "T5ForConditionalGeneration"
+  ],
+  "d_ff": 3968,
+  "d_kv": 64,
+  "d_model": 1536,
+  "decoder_start_token_id": 0,
+  "dropout_rate": 0.1,
+  "eos_token_id": 1,
+  "feed_forward_proj": "gated-gelu",
+  "gradient_checkpointing": false,
+  "initializer_factor": 1.0,
+  "is_encoder_decoder": true,
+  "layer_norm_epsilon": 1e-06,
+  "model_type": "t5",
+  "num_decoder_layers": 6,
+  "num_heads": 12,
+  "num_layers": 18,
+  "output_past": true,
+  "pad_token_id": 0,
+  "relative_attention_max_distance": 128,
+  "relative_attention_num_buckets": 32,
+  "tie_word_embeddings": false,
+  "tokenizer_class": "ByT5Tokenizer",
+  "transformers_version": "4.18.0",
+  "use_cache": true,
+  "vocab_size": 384
+}
diff --git a/convert_t5x_checkpoint_to_flax.py b/convert_t5x_checkpoint_to_flax.py
old mode 100644
new mode 100755
index 8f4f9c2cb1a8e5a3e85ded0cd8fa219ac1941793..e237484b94c6a0fb4c41db88de7eb87769c40d1f
--- a/convert_t5x_checkpoint_to_flax.py
+++ b/convert_t5x_checkpoint_to_flax.py
@@ -63,7 +63,7 @@ def convert_t5x_checkpoint_to_flax(t5x_checkpoint_path, config_name, flax_dump_f
     flax_model.params["encoder"]["final_layer_norm"]["weight"] = t5x_encoder_norm
 
     # Decoder
-    for layer_index in range(config.num_layers):
+    for layer_index in range(config.num_decoder_layers):
         layer_name = f"layers_{str(layer_index)}"
 
         # Self-Attention
diff --git a/flax_model.msgpack b/flax_model.msgpack
old mode 100644
new mode 100755
diff --git a/model-info.txt b/model-info.txt
old mode 100644
new mode 100755
diff --git a/special_tokens_map.json b/special_tokens_map.json
old mode 100644
new mode 100755
diff --git a/start_train.sh b/start_train.sh
old mode 100644
new mode 100755
diff --git a/tasks.py b/tasks.py
old mode 100644
new mode 100755
diff --git a/tokenizer_config.json b/tokenizer_config.json
old mode 100644
new mode 100755
diff --git a/train/events.out.tfevents.1651151362.t1v-n-9798b699-w-0.1022149.0.v2 b/train/events.out.tfevents.1651151362.t1v-n-9798b699-w-0.1022149.0.v2
old mode 100644
new mode 100755
diff --git a/train/events.out.tfevents.1651390691.t1v-n-9798b699-w-0.78338.0.v2 b/train/events.out.tfevents.1651390691.t1v-n-9798b699-w-0.78338.0.v2
old mode 100644
new mode 100755
diff --git a/training_eval/byt5_pretrain_finnish/events.out.tfevents.1651151362.t1v-n-9798b699-w-0.1022149.1.v2 b/training_eval/byt5_pretrain_finnish/events.out.tfevents.1651151362.t1v-n-9798b699-w-0.1022149.1.v2
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