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diff --git a/tokenizer/added_tokens.json b/tokenizer/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..e17bde03d42feda32d1abfca6d3b598b9a020df7
--- /dev/null
+++ b/tokenizer/added_tokens.json
@@ -0,0 +1,3 @@
+{
+  "<image_soft_token>": 262144
+}
diff --git a/tokenizer/chat_template.jinja b/tokenizer/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..1117055ab8e8c90e1b200be00cddb78943616d9e
--- /dev/null
+++ b/tokenizer/chat_template.jinja
@@ -0,0 +1,47 @@
+{{ bos_token }}
+{%- if messages[0]['role'] == 'system' -%}
+    {%- if messages[0]['content'] is string -%}
+        {%- set first_user_prefix = messages[0]['content'] + '
+
+' -%}
+    {%- else -%}
+        {%- set first_user_prefix = messages[0]['content'][0]['text'] + '
+
+' -%}
+    {%- endif -%}
+    {%- set loop_messages = messages[1:] -%}
+{%- else -%}
+    {%- set first_user_prefix = "" -%}
+    {%- set loop_messages = messages -%}
+{%- endif -%}
+{%- for message in loop_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 + '
+' + (first_user_prefix if loop.first else "") }}
+    {%- if message['content'] is string -%}
+        {{ message['content'] | trim }}
+    {%- elif message['content'] is iterable -%}
+        {%- for item in message['content'] -%}
+            {%- if item['type'] == 'image' -%}
+                {{ '<start_of_image>' }}
+            {%- elif item['type'] == 'text' -%}
+                {{ item['text'] | trim }}
+            {%- endif -%}
+        {%- endfor -%}
+    {%- else -%}
+        {{ raise_exception("Invalid content type") }}
+    {%- endif -%}
+    {{ '<end_of_turn>
+' }}
+{%- endfor -%}
+{%- if add_generation_prompt -%}
+    {{'<start_of_turn>model
+'}}
+{%- endif -%}
diff --git a/tokenizer/preprocessor_config.json b/tokenizer/preprocessor_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1e00fc184f61b698181821169c6374cd5813e5c
--- /dev/null
+++ b/tokenizer/preprocessor_config.json
@@ -0,0 +1,29 @@
+{
+  "do_convert_rgb": null,
+  "do_normalize": true,
+  "do_pan_and_scan": null,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "image_processor_type": "Gemma3ImageProcessor",
+  "image_seq_length": 256,
+  "image_std": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "pan_and_scan_max_num_crops": null,
+  "pan_and_scan_min_crop_size": null,
+  "pan_and_scan_min_ratio_to_activate": null,
+  "processor_class": "Gemma3Processor",
+  "resample": 2,
+  "rescale_factor": 0.00392156862745098,
+  "size": {
+    "height": 896,
+    "width": 896
+  }
+}
diff --git a/tokenizer/processor_config.json b/tokenizer/processor_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..453c7966d4b5d0b4a317c585989f64c58c2a6bf0
--- /dev/null
+++ b/tokenizer/processor_config.json
@@ -0,0 +1,4 @@
+{
+  "image_seq_length": 256,
+  "processor_class": "Gemma3Processor"
+}
diff --git a/tokenizer/special_tokens_map.json b/tokenizer/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a6193244714d3d78be48666cb02cdbfac62ad86
--- /dev/null
+++ b/tokenizer/special_tokens_map.json
@@ -0,0 +1,33 @@
+{
+  "boi_token": "<start_of_image>",
+  "bos_token": {
+    "content": "<bos>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eoi_token": "<end_of_image>",
+  "eos_token": {
+    "content": "<eos>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "image_token": "<image_soft_token>",
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/tokenizer/tokenizer.json b/tokenizer/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..29401f984828a18bb09a6128d437c6766785eb66
--- /dev/null
+++ b/tokenizer/tokenizer.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4667f2089529e8e7657cfb6d1c19910ae71ff5f28aa7ab2ff2763330affad795
+size 33384568
diff --git a/tokenizer/tokenizer.model b/tokenizer/tokenizer.model
new file mode 100644
index 0000000000000000000000000000000000000000..14f810a829755bae3fafd6f97096dbd2eac556bd
--- /dev/null
+++ b/tokenizer/tokenizer.model
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1299c11d7cf632ef3b4e11937501358ada021bbdf7c47638d13c0ee982f2e79c
+size 4689074
diff --git a/tokenizer/tokenizer_config.json b/tokenizer/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ba114d514c9f82c551d8c98b7185da62e8a263f8
--- /dev/null
+++ b/tokenizer/tokenizer_config.json
@@ -0,0 +1,51345 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
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+      "normalized": false,
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+    },
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+      "content": "<bos>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
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+      "single_word": false,
+      "special": true
+    },
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+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "5": {
+      "content": "[multimodal]",
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+  "unk_token": "<unk>",
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+}
diff --git a/transformer/config.json b/transformer/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e718f86e6320566913bdb383de05b66c3ac8d39
--- /dev/null
+++ b/transformer/config.json
@@ -0,0 +1,44 @@
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