diff --git a/.gitattributes b/.gitattributes
index 43557b3ad941a0fe1987fa243b59cbd7e958d5d0..b280943e3c0eb8a95bf507c6d0419c7a0485b636 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -90,3 +90,9 @@ phi3/phi3_4k__fft__instruct__masked__75/gguf/phi3_4k__fft__instruct__masked__75_
 qwen25/qwen25_7b__fft__instruct__masked/merged/checkpoint-1500/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 qwen25/qwen25_7b__fft__instruct__masked/merged/checkpoint-1626/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 qwen25/qwen25_7b__fft__instruct__masked/merged/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+gemma2/gemma2_9b__fft__instruct__masked/awq/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+gemma2/gemma2_9b__fft__instruct__masked/gguf/gemma2_9b__fft__instruct__masked_q8_0.gguf filter=lfs diff=lfs merge=lfs -text
+gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-400/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+gemma2/gemma2_9b__fft__instruct__masked/merged/tokenizer.json filter=lfs diff=lfs merge=lfs -text
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/TRAINING_TAGS.json b/gemma2/gemma2_9b__fft__instruct__masked/TRAINING_TAGS.json
new file mode 100644
index 0000000000000000000000000000000000000000..90fea09c6e92dce17a5b648519a04a2973724ea8
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/TRAINING_TAGS.json
@@ -0,0 +1,23 @@
+{
+  "variant_name": "gemma2_9b__fft__instruct__masked",
+  "model_id": "google/gemma-2-9b-it",
+  "method": "fft",
+  "is_instruct": true,
+  "loss_mode": "masked",
+  "max_length": 1024,
+  "epochs": 3,
+  "lr": 2e-05,
+  "bs": 1,
+  "grad_accum": 16,
+  "dtype": "bfloat16",
+  "num_gpus": 2,
+  "split_sizes": {
+    "train": 4119,
+    "validation": 217
+  },
+  "outputs": {
+    "merged": "./outputs_gemma2/gemma2_9b__fft__instruct__masked/merged",
+    "gguf": "./outputs_gemma2/gemma2_9b__fft__instruct__masked/gguf",
+    "awq": "./outputs_gemma2/gemma2_9b__fft__instruct__masked/awq"
+  }
+}
\ No newline at end of file
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/awq/chat_template.jinja b/gemma2/gemma2_9b__fft__instruct__masked/awq/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/awq/chat_template.jinja
@@ -0,0 +1,4 @@
+{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '
+' + message['content'] | trim + '<end_of_turn>
+' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
+'}}{% endif %}
\ No newline at end of file
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/awq/config.json b/gemma2/gemma2_9b__fft__instruct__masked/awq/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc0dfa91f4a8f7b086892d1bd67701e25472055d
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/awq/config.json
@@ -0,0 +1,41 @@
+{
+  "architectures": [
+    "Gemma2ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "attn_logit_softcapping": 50.0,
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "final_logit_softcapping": 30.0,
+  "head_dim": 256,
+  "hidden_act": "gelu_pytorch_tanh",
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 3584,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 8192,
+  "model_type": "gemma2",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 42,
+  "num_key_value_heads": 8,
+  "pad_token_id": 0,
+  "quantization_config": {
+    "bits": 4,
+    "group_size": 128,
+    "modules_to_not_convert": null,
+    "quant_method": "awq",
+    "version": "gemm",
+    "zero_point": true
+  },
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "sliding_window_size": 4096,
+  "torch_dtype": "float16",
+  "transformers_version": "4.52.4",
+  "use_cache": false,
+  "vocab_size": 256000
+}
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/awq/generation_config.json b/gemma2/gemma2_9b__fft__instruct__masked/awq/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0923189337fd71dc3294f08c5c9b281052209cf
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/awq/generation_config.json
@@ -0,0 +1,9 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "do_sample": true,
+  "eos_token_id": 1,
+  "pad_token_id": 0,
+  "transformers_version": "4.52.4"
+}
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new file mode 100644
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new file mode 100644
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diff --git a/gemma2/gemma2_9b__fft__instruct__masked/awq/model.safetensors.index.json b/gemma2/gemma2_9b__fft__instruct__masked/awq/model.safetensors.index.json
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diff --git a/gemma2/gemma2_9b__fft__instruct__masked/eval_metrics.json b/gemma2/gemma2_9b__fft__instruct__masked/eval_metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e56bdfe38861996d67e1764c25f22f2b4bbba12
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diff --git a/gemma2/gemma2_9b__fft__instruct__masked/gguf/gemma2_9b__fft__instruct__masked_q8_0.gguf b/gemma2/gemma2_9b__fft__instruct__masked/gguf/gemma2_9b__fft__instruct__masked_q8_0.gguf
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diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/chat_template.jinja b/gemma2/gemma2_9b__fft__instruct__masked/merged/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/chat_template.jinja
@@ -0,0 +1,4 @@
+{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '
+' + message['content'] | trim + '<end_of_turn>
+' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
+'}}{% endif %}
\ No newline at end of file
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/chat_template.jinja b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/chat_template.jinja
@@ -0,0 +1,4 @@
+{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '
+' + message['content'] | trim + '<end_of_turn>
+' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
+'}}{% endif %}
\ No newline at end of file
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/config.json b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b1c61ddb476d5def6121706e2d418bbe700f4f5
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/config.json
@@ -0,0 +1,33 @@
+{
+  "architectures": [
+    "Gemma2ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "attn_logit_softcapping": 50.0,
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "final_logit_softcapping": 30.0,
+  "head_dim": 256,
+  "hidden_act": "gelu_pytorch_tanh",
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 3584,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 8192,
+  "model_type": "gemma2",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 42,
+  "num_key_value_heads": 8,
+  "pad_token_id": 0,
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "sliding_window_size": 4096,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.52.4",
+  "use_cache": false,
+  "vocab_size": 256000
+}
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/generation_config.json b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c4f1b1f4d5abfaef8f03bbf8a4681ad628ceb70
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/generation_config.json
@@ -0,0 +1,8 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "pad_token_id": 0,
+  "transformers_version": "4.52.4"
+}
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diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/trainer_state.json b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/trainer_state.json
new file mode 100644
index 0000000000000000000000000000000000000000..925eba45cf4eca9cc9ea8f6083cbe67d9cfff81c
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/trainer_state.json
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+        "early_stopping_threshold": 0.0
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diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/training_args.bin b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/training_args.bin
new file mode 100644
index 0000000000000000000000000000000000000000..c472bbe549d517f9f19f2c10077c672bdcaee5f2
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-200/training_args.bin
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diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/chat_template.jinja b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/chat_template.jinja
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+{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '
+' + message['content'] | trim + '<end_of_turn>
+' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
+'}}{% endif %}
\ No newline at end of file
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/config.json b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..2b1c61ddb476d5def6121706e2d418bbe700f4f5
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/config.json
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+{
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+    "Gemma2ForCausalLM"
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+  "hidden_act": "gelu_pytorch_tanh",
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+  "initializer_range": 0.02,
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+  "pad_token_id": 0,
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "sliding_window_size": 4096,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.52.4",
+  "use_cache": false,
+  "vocab_size": 256000
+}
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/generation_config.json b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7c4f1b1f4d5abfaef8f03bbf8a4681ad628ceb70
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/generation_config.json
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+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "pad_token_id": 0,
+  "transformers_version": "4.52.4"
+}
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new file mode 100644
index 0000000000000000000000000000000000000000..4036e92c53aa7d986eb9962129b232e57c7d7ecf
--- /dev/null
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+  "trial_name": null,
+  "trial_params": null
+}
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/training_args.bin b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/training_args.bin
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--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-300/training_args.bin
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diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-400/chat_template.jinja b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-400/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..923ec253c8dbefbb41cf084db7251df41d000f6d
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-400/chat_template.jinja
@@ -0,0 +1,4 @@
+{{ bos_token }}{% if messages[0]['role'] == 'system' %}{{ raise_exception('System role not supported') }}{% endif %}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if (message['role'] == 'assistant') %}{% set role = 'model' %}{% else %}{% set role = message['role'] %}{% endif %}{{ '<start_of_turn>' + role + '
+' + message['content'] | trim + '<end_of_turn>
+' }}{% endfor %}{% if add_generation_prompt %}{{'<start_of_turn>model
+'}}{% endif %}
\ No newline at end of file
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-400/config.json b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-400/config.json
new file mode 100644
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--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-400/config.json
@@ -0,0 +1,33 @@
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+    "Gemma2ForCausalLM"
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+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "final_logit_softcapping": 30.0,
+  "head_dim": 256,
+  "hidden_act": "gelu_pytorch_tanh",
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 3584,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 8192,
+  "model_type": "gemma2",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 42,
+  "num_key_value_heads": 8,
+  "pad_token_id": 0,
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "sliding_window_size": 4096,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.52.4",
+  "use_cache": false,
+  "vocab_size": 256000
+}
diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-400/generation_config.json b/gemma2/gemma2_9b__fft__instruct__masked/merged/checkpoint-400/generation_config.json
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+  "cache_implementation": "hybrid",
+  "eos_token_id": 1,
+  "pad_token_id": 0,
+  "transformers_version": "4.52.4"
+}
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diff --git a/gemma2/gemma2_9b__fft__instruct__masked/merged/special_tokens_map.json b/gemma2/gemma2_9b__fft__instruct__masked/merged/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..8d6368f7e735fbe4781bf6e956b7c6ad0586df80
--- /dev/null
+++ b/gemma2/gemma2_9b__fft__instruct__masked/merged/special_tokens_map.json
@@ -0,0 +1,34 @@
+{
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+    "normalized": false,
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