Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+onnx/model.onnx_data filter=lfs diff=lfs merge=lfs -text
+onnx/model_fp16.onnx_data filter=lfs diff=lfs merge=lfs -text
+onnx/model_q4.onnx_data filter=lfs diff=lfs merge=lfs -text
+onnx/model_q4f16.onnx_data filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

chat_template.jinja

@@ -0,0 +1,277 @@
+{%- macro format_parameters(properties, required) -%}
+    {%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%}
+    {%- set ns = namespace(found_first=false) -%}
+    {%- for key, value in properties | dictsort -%}
+        {%- if key not in standard_keys -%}
+            {%- if ns.found_first %},{% endif -%}
+            {%- set ns.found_first = true -%}
+            {{- key }}:{description:<escape>{{ value['description'] }}<escape>
+            {%- if value['type'] | upper == 'STRING' -%}
+                {%- if value['enum'] -%}
+                    ,enum:{{ format_argument(value['enum']) }}
+                {%- endif -%}
+            {%- elif value['type'] | upper == 'OBJECT' -%}
+                ,properties:{
+                {%- if value['properties'] is defined and value['properties'] is mapping -%}
+                    {{- format_parameters(value['properties'], value['required'] | default([])) -}}
+                {%- elif value is mapping -%}
+                    {{- format_parameters(value, value['required'] | default([])) -}}
+                {%- endif -%}
+                }
+                {%- if value['required'] -%}
+                    ,required:[
+                    {%- for item in value['required'] | default([]) -%}
+                        <escape>{{- item -}}<escape>
+                        {%- if not loop.last %},{% endif -%}
+                    {%- endfor -%}
+                    ]
+                {%- endif -%}
+            {%- elif value['type'] | upper == 'ARRAY' -%}
+                {%- if value['items'] is mapping and value['items'] -%}
+                    ,items:{
+                    {%- set ns_items = namespace(found_first=false) -%}
+                    {%- for item_key, item_value in value['items'] | dictsort -%}
+                        {%- if item_value is not none -%}
+                            {%- if ns_items.found_first %},{% endif -%}
+                            {%- set ns_items.found_first = true -%}
+                            {%- if item_key == 'properties' -%}
+                                properties:{
+                                {%- if item_value is mapping -%}
+                                    {{- format_parameters(item_value, value['items']['required'] | default([])) -}}
+                                {%- endif -%}
+                                }
+                            {%- elif item_key == 'required' -%}
+                                required:[
+                                {%- for req_item in item_value -%}
+                                    <escape>{{- req_item -}}<escape>
+                                    {%- if not loop.last %},{% endif -%}
+                                {%- endfor -%}
+                                ]
+                            {%- elif item_key == 'type' -%}
+                                {%- if item_value is string -%}
+                                    type:{{ format_argument(item_value | upper) }}
+                                {%- else -%}
+                                    type:{{ format_argument(item_value | map('upper') | list) }}
+                                {%- endif -%}
+                            {%- else -%}
+                                {{ item_key }}:{{ format_argument(item_value) }}
+                            {%- endif -%}
+                        {%- endif -%}
+                    {%- endfor -%}
+                    }
+                {%- endif -%}
+            {%- endif -%}
+            ,type:<escape>{{ value['type'] | upper }}<escape>}
+        {%- endif -%}
+    {%- endfor -%}
+{%- endmacro -%}
+{% macro format_function_declaration(tool_data) -%}
+declaration:{{- tool_data['function']['name'] -}}
+{description:<escape>{{- tool_data['function']['description'] -}}<escape>
+{%- set params = tool_data['function']['parameters'] -%}
+{%- if params -%}
+    ,parameters:{
+    {%- if params['properties'] -%}
+        properties:{ {{- format_parameters(params['properties'], params['required']) -}} },
+    {%- endif -%}
+    {%- if params['required'] -%}
+        required:[
+        {%- for item in params['required'] -%}
+            <escape>{{- item -}}<escape>
+            {{- ',' if not loop.last -}}
+        {%- endfor -%}
+        ],
+    {%- endif -%}
+    {%- if params['type'] -%}
+        type:<escape>{{- params['type'] | upper -}}<escape>}
+    {%- endif -%}
+{%- endif -%}
+}
+{%- endmacro -%}
+{% macro format_argument(argument, escape_keys=True) -%}
+{%- if argument is string -%}
+    {{- '<escape>' + argument + '<escape>' -}}
+{%- elif argument is boolean -%}
+    {%- if argument -%}
+        {{- 'true' -}}
+    {%- else -%}
+        {{- 'false' -}}
+    {%- endif -%}
+{%- elif argument is mapping -%}
+    {{- '{' -}}
+    {%- set ns = namespace(found_first=false) -%}
+    {%- for key, value in argument | dictsort -%}
+        {%- if ns.found_first %},{% endif -%}
+        {%- set ns.found_first = true -%}
+        {%- if escape_keys -%}
+            {{- '<escape>' + key + '<escape>' -}}
+        {%- else -%}
+            {{- key -}}
+        {%- endif -%}
+        :{{- format_argument(value, escape_keys=escape_keys) -}}
+    {%- endfor -%}
+    {{- '}' -}}
+{%- elif argument is sequence -%}
+    {{- '[' -}}
+    {%- for item in argument -%}
+        {{- format_argument(item, escape_keys=escape_keys) -}}
+        {%- if not loop.last %},{% endif -%}
+    {%- endfor -%}
+    {{- ']' -}}
+{%- else -%}
+    {{- argument -}}
+{%- endif -%}
+{%- endmacro -%}
+{{ bos_token }}
+{%- set ns = namespace(prev_message_type=None) -%}
+{#- Tool Declarations -#}
+{%- set loop_messages = messages -%}
+{%- if tools or messages[0]['role'] == 'system' or messages[0]['role'] == 'developer' -%}
+    {{- '<start_of_turn>developer\n' -}}
+    {%- if messages[0]['role'] == 'system' or messages[0]['role'] == 'developer' -%}
+        {%- if messages[0]['content'] is string -%}
+            {{- messages[0]['content'] | trim -}}
+        {%- elif messages[0]['content'] is sequence -%}
+            {%- for item in messages[0]['content'] -%}
+                {%- if item['type'] == 'text' -%}
+                    {{- item['text'] | trim -}}
+                {%- endif -%}
+            {%- endfor -%}
+        {%- endif -%}
+        {%- set loop_messages = messages[1:] -%}
+    {%- endif -%}
+    {%- for tool in tools %}
+        {{- '<start_function_declaration>' -}}
+        {{- format_function_declaration(tool) | trim }}
+        {{- '<end_function_declaration>' -}}
+    {%- endfor %}
+    {{- '<end_of_turn>\n' }}
+{%- endif %}
+{#- Loop through messages. -#}
+{%- for message in loop_messages -%}
+    {%- if (message['role'] == 'assistant') -%}
+        {#- Rename "assistant" to "model". -#}
+        {%- set role = "model" -%}
+    {%- else -%}
+        {%- set role = message['role'] -%}
+    {%- endif -%}
+    {%- if role != 'tool' -%}
+        {%- if ns.prev_message_type != 'tool_response' -%}
+            {{- '<start_of_turn>' + role + '\n' }}
+        {%- endif -%}
+        {%- set ns.prev_message_type = None -%}
+        {%- if 'content' in message and message['content'] is not none -%}
+            {%- if message['content'] is string -%}
+                {{ message['content'] | trim }}
+            {%- elif message['content'] is sequence -%}
+                {%- 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 in user/assistant message") }}
+            {%- endif -%}
+            {%- set ns.prev_message_type = 'content' -%}
+        {%- endif -%}
+        {%- if 'tool_calls' in message and message['tool_calls'] and message['tool_calls'] is iterable -%}
+            {#- Tool Calls -#}
+            {%- for tool_call in message['tool_calls'] -%}
+                {% set function = tool_call['function'] %}
+                {{-  '<start_function_call>call:' + function['name'] + '{' -}}
+                {%- if 'arguments' in function -%}
+                    {%- if function['arguments'] is mapping -%}
+                        {%- set ns = namespace(found_first=false) -%}
+                        {%- for key, value in function['arguments'] | dictsort -%}
+                            {%- if ns.found_first %},{% endif -%}
+                            {%- set ns.found_first = true -%}
+                            {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                        {%- endfor -%}
+                    {%- elif function['arguments'] is string -%}
+                        {# This handles string-JSON, just in case #}
+                    {{ function['arguments'] }}
+                    {%- endif %}
+                    {{- '}<end_function_call>' -}}
+                {%- endif -%}
+            {%- endfor -%}
+            {%- if loop.last -%}
+                {{ '<start_function_response>' }}
+            {%- endif -%}
+            {%- set ns.prev_message_type = 'tool_call' -%}
+        {%- endif -%}
+    {%- else -%}
+        {#- Tool Responses -#}
+        {%- if 'content' in message and message['content'] -%}
+            {%- if message['content'] is mapping -%}
+                {%- if 'name' in message['content'] and 'response' in message['content'] -%}
+                    {{ '<start_function_response>response:' + message['content']['name'] | trim + '{' }}
+                    {%- set response_ns = namespace(found_first=false) -%}
+                    {%- for key, value in message['content']['response'] | dictsort -%}
+                        {%- if response_ns.found_first %},{% endif -%}
+                        {%- set response_ns.found_first = true -%}
+                        {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                    {%- endfor -%}
+                    {{- '}<end_function_response>' -}}
+                {%- elif 'name' in message -%}
+                    {{ '<start_function_response>response:' + message['name'] | trim + '{' }}
+                    {%- set response_ns = namespace(found_first=false) -%}
+                    {%- for key, value in message['content'] | dictsort -%}
+                        {%- if response_ns.found_first %},{% endif -%}
+                        {%- set response_ns.found_first = true -%}
+                        {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                    {%- endfor -%}
+                    {{- '}<end_function_response>' -}}
+                {%- else -%}
+                    {{ raise_exception("Invalid tool response mapping: must contain 'name' and 'response' keys, or 'name' must be in the message.") }}
+                {%- endif -%}
+            {%- elif message['content'] is string -%}
+                {%- if 'name' in message -%}
+                     {{ '<start_function_response>response:' + message['name'] | trim + '{value:' + format_argument(message['content'], escape_keys=False) + '}<end_function_response>' }}
+                {%- else -%}
+                     {{ raise_exception("Invalid tool response: 'name' must be provided.") }}
+                {%- endif -%}
+            {%- elif message['content'] is sequence -%}
+                {%- for item in message['content'] -%}
+                    {%- if item is mapping -%}
+                        {%- if 'name' in item and 'response' in item -%}
+                            {{ '<start_function_response>response:' + item['name'] | trim + '{' }}
+                            {%- set response_ns = namespace(found_first=false) -%}
+                            {%- for key, value in item['response'] | dictsort -%}
+                                {%- if response_ns.found_first %},{% endif -%}
+                                {%- set response_ns.found_first = true -%}
+                                {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                            {%- endfor -%}
+                            {{- '}<end_function_response>' -}}
+                        {%- elif 'name' in message -%}
+                            {{ '<start_function_response>response:' + message['name'] | trim + '{' }}
+                            {%- set response_ns = namespace(found_first=false) -%}
+                            {%- for key, value in item | dictsort -%}
+                                {%- if response_ns.found_first %},{% endif -%}
+                                {%- set response_ns.found_first = true -%}
+                                {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                            {%- endfor -%}
+                            {{- '}<end_function_response>' -}}
+                        {%- else -%}
+                            {{ raise_exception("Invalid tool response mapping: must contain 'name' and 'response' keys, or 'name' must be in the message.") }}
+                        {%- endif -%}
+                    {%- else -%}
+                        {{ raise_exception("Invalid tool response message: multiple responses must all be mappings") }}
+                    {%- endif -%}
+                {%- endfor -%}
+            {%- else -%}
+                {{ raise_exception("Invalid content type in tool message: must be mapping, sequence of mappings, or string.") }}
+            {%- endif -%}
+        {%- endif -%}
+        {%- set ns.prev_message_type = 'tool_response' -%}
+    {%- endif -%}
+    {%- if ns.prev_message_type not in ['tool_call', 'tool_response'] -%}
+        {{ '<end_of_turn>\n' }}
+    {%- endif -%}
+{%- endfor -%}
+{%- if add_generation_prompt -%}
+    {%- if ns.prev_message_type != 'tool_response' -%}
+        {{- '<start_of_turn>model\n' -}}
+    {%- endif -%}
+{%- endif -%}

config.json

@@ -0,0 +1,69 @@
+{
+  "_sliding_window_pattern": 6,
+  "architectures": [
+    "Gemma3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "attn_logit_softcapping": null,
+  "bos_token_id": 2,
+  "dtype": "bfloat16",
+  "eos_token_id": 1,
+  "final_logit_softcapping": null,
+  "head_dim": 256,
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 640,
+  "initializer_range": 0.02,
+  "intermediate_size": 2048,
+  "layer_types": [
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 32768,
+  "model_type": "gemma3_text",
+  "num_attention_heads": 4,
+  "num_hidden_layers": 18,
+  "num_key_value_heads": 1,
+  "pad_token_id": 0,
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_parameters": {
+    "full_attention": {
+      "rope_theta": 1000000.0,
+      "rope_type": "default"
+    },
+    "sliding_attention": {
+      "rope_theta": 10000.0,
+      "rope_type": "default"
+    }
+  },
+  "sliding_window": 512,
+  "transformers_version": "5.0.0.dev0",
+  "use_bidirectional_attention": false,
+  "use_cache": true,
+  "vocab_size": 262144,
+  "transformers.js_config": {
+    "dtype": "fp32",
+    "use_external_data_format": true,
+    "kv_cache_dtype": {
+      "q4f16": "float16",
+      "fp16": "float16"
+    }
+  }
+}

generation_config.json

@@ -0,0 +1,13 @@
+{
+  "cache_implementation": "hybrid",
+  "do_sample": true,
+  "eos_token_id": [
+    1,
+    50,
+    106
+  ],
+  "top_k": 64,
+  "top_p": 0.95,
+  "transformers_version": "5.0.0.dev0",
+  "trust_remote_code": false
+}

onnx/model.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf94f0505f62238191a4caf068de415e9e7c5e3be3c74ad4cd46eb955c9ce886
+size 184955

onnx/model.onnx_data

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b513fd3a9d1633a21ebbc4330e0c193a7e118915d21f17079fe672a7dfb546b6
+size 1139501568

onnx/model_fp16.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:37571c5330d55a6d41e08ed58e7efa40d78cb5c147803b57ba273bf3be985a56
+size 268307

onnx/model_fp16.onnx_data

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f4360c8c74dd9d2315c7a367baa65383338af0d51241632ab403fc00bb57c375
+size 569862656

onnx/model_q4.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0b01fbf05e7097accc0e22fd3783008f135998afc5289b720f4488719660b3f
+size 231452

onnx/model_q4.onnx_data

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:45227b2c7b82e4188c06f2c8d4f610897c3c53c53805314aa6e2f91c0468a6f6
+size 801090048

onnx/model_q4f16.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c07c34a7961f96ef44771fd285c276ce2cd0ae7123d5c6bcf514c8c3fda58903
+size 314777

onnx/model_q4f16.onnx_data

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5615c004b32d7a36d26de497885ecbb2d664b448f623978e95b1d4f915c3959
+size 425724416

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7b7371a2129db2fc1d80fafb2382e9b0e533bf4f3f538189a893f258bfee719
+size 20323387

tokenizer_config.json

@@ -0,0 +1,76 @@
+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "additional_special_tokens": null,
+  "backend": "tokenizers",
+  "boi_token": "<start_of_image>",
+  "bos_token": "<bos>",
+  "clean_up_tokenization_spaces": false,
+  "eoi_token": "<end_of_image>",
+  "eos_token": "<eos>",
+  "image_token": "<image_soft_token>",
+  "is_local": false,
+  "mask_token": "<mask>",
+  "model_max_length": 1000000000000000019884624838656,
+  "model_specific_special_tokens": {
+    "boi_token": "<start_of_image>",
+    "eoi_token": "<end_of_image>",
+    "image_token": "<image_soft_token>",
+    "sfr_token": "<start_function_response>"
+  },
+  "pad_token": "<pad>",
+  "padding_side": "left",
+  "response_schema": {
+    "properties": {
+      "content": {
+        "type": "string",
+        "x-regex": "^\\s*(?:<start_function_call>.*?<end_function_call>|<start_function_response>|<end_of_turn>|\\s+)*((?:(?!<start_function_call>|<start_function_response>|<end_of_turn>).)+)(?:<start_function_call>.*?<end_function_call>|<start_function_response>|<end_of_turn>|\\s+)*$"
+      },
+      "role": {
+        "const": "assistant"
+      },
+      "tool_calls": {
+        "items": {
+          "properties": {
+            "function": {
+              "properties": {
+                "arguments": {
+                  "additionalProperties": {
+                    "x-parser": "json",
+                    "x-parser-args": {
+                      "allow_non_json": true
+                    }
+                  },
+                  "type": "object",
+                  "x-regex-key-value": "\\{(?P<key>\\w+):(?P<value>.*)\\}"
+                },
+                "name": {
+                  "type": "string",
+                  "x-regex": "call:([^\\{]*)"
+                }
+              },
+              "type": "object",
+              "x-mapping-regex": {
+                "\\<escape\\>": "\""
+              }
+            },
+            "type": {
+              "const": "function"
+            }
+          },
+          "type": "object"
+        },
+        "type": "array",
+        "x-regex-iterator": "\\<start_function_call\\>(.*?)(?:\\<end_function_call\\>)"
+      }
+    },
+    "type": "object"
+  },
+  "sfr_token": "<start_function_response>",
+  "sp_model_kwargs": null,
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "GemmaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false,
+  "chat_template": "{%- macro format_parameters(properties, required) -%}\n    {%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%}\n    {%- set ns = namespace(found_first=false) -%}\n    {%- for key, value in properties | dictsort -%}\n        {%- if key not in standard_keys -%}\n            {%- if ns.found_first %},{% endif -%}\n            {%- set ns.found_first = true -%}\n            {{- key }}:{description:<escape>{{ value['description'] }}<escape>\n            {%- if value['type'] | upper == 'STRING' -%}\n                {%- if value['enum'] -%}\n                    ,enum:{{ format_argument(value['enum']) }}\n                {%- endif -%}\n            {%- elif value['type'] | upper == 'OBJECT' -%}\n                ,properties:{\n                {%- if value['properties'] is defined and value['properties'] is mapping -%}\n                    {{- format_parameters(value['properties'], value['required'] | default([])) -}}\n                {%- elif value is mapping -%}\n                    {{- format_parameters(value, value['required'] | default([])) -}}\n                {%- endif -%}\n                }\n                {%- if value['required'] -%}\n                    ,required:[\n                    {%- for item in value['required'] | default([]) -%}\n                        <escape>{{- item -}}<escape>\n                        {%- if not loop.last %},{% endif -%}\n                    {%- endfor -%}\n                    ]\n                {%- endif -%}\n            {%- elif value['type'] | upper == 'ARRAY' -%}\n                {%- if value['items'] is mapping and value['items'] -%}\n                    ,items:{\n                    {%- set ns_items = namespace(found_first=false) -%}\n                    {%- for item_key, item_value in value['items'] | dictsort -%}\n                        {%- if item_value is not none -%}\n                            {%- if ns_items.found_first %},{% endif -%}\n                            {%- set ns_items.found_first = true -%}\n                            {%- if item_key == 'properties' -%}\n                                properties:{\n                                {%- if item_value is mapping -%}\n                                    {{- format_parameters(item_value, value['items']['required'] | default([])) -}}\n                                {%- endif -%}\n                                }\n                            {%- elif item_key == 'required' -%}\n                                required:[\n                                {%- for req_item in item_value -%}\n                                    <escape>{{- req_item -}}<escape>\n                                    {%- if not loop.last %},{% endif -%}\n                                {%- endfor -%}\n                                ]\n                            {%- elif item_key == 'type' -%}\n                                {%- if item_value is string -%}\n                                    type:{{ format_argument(item_value | upper) }}\n                                {%- else -%}\n                                    type:{{ format_argument(item_value | map('upper') | list) }}\n                                {%- endif -%}\n                            {%- else -%}\n                                {{ item_key }}:{{ format_argument(item_value) }}\n                            {%- endif -%}\n                        {%- endif -%}\n                    {%- endfor -%}\n                    }\n                {%- endif -%}\n            {%- endif -%}\n            ,type:<escape>{{ value['type'] | upper }}<escape>}\n        {%- endif -%}\n    {%- endfor -%}\n{%- endmacro -%}\n{% macro format_function_declaration(tool_data) -%}\ndeclaration:{{- tool_data['function']['name'] -}}\n{description:<escape>{{- tool_data['function']['description'] -}}<escape>\n{%- set params = tool_data['function']['parameters'] -%}\n{%- if params -%}\n    ,parameters:{\n    {%- if params['properties'] -%}\n        properties:{ {{- format_parameters(params['properties'], params['required']) -}} },\n    {%- endif -%}\n    {%- if params['required'] -%}\n        required:[\n        {%- for item in params['required'] -%}\n            <escape>{{- item -}}<escape>\n            {{- ',' if not loop.last -}}\n        {%- endfor -%}\n        ],\n    {%- endif -%}\n    {%- if params['type'] -%}\n        type:<escape>{{- params['type'] | upper -}}<escape>}\n    {%- endif -%}\n{%- endif -%}\n}\n{%- endmacro -%}\n{% macro format_argument(argument, escape_keys=True) -%}\n{%- if argument is string -%}\n    {{- '<escape>' + argument + '<escape>' -}}\n{%- elif argument is boolean -%}\n    {%- if argument -%}\n        {{- 'true' -}}\n    {%- else -%}\n        {{- 'false' -}}\n    {%- endif -%}\n{%- elif argument is mapping -%}\n    {{- '{' -}}\n    {%- set ns = namespace(found_first=false) -%}\n    {%- for key, value in argument | dictsort -%}\n        {%- if ns.found_first %},{% endif -%}\n        {%- set ns.found_first = true -%}\n        {%- if escape_keys -%}\n            {{- '<escape>' + key + '<escape>' -}}\n        {%- else -%}\n            {{- key -}}\n        {%- endif -%}\n        :{{- format_argument(value, escape_keys=escape_keys) -}}\n    {%- endfor -%}\n    {{- '}' -}}\n{%- elif argument is sequence -%}\n    {{- '[' -}}\n    {%- for item in argument -%}\n        {{- format_argument(item, escape_keys=escape_keys) -}}\n        {%- if not loop.last %},{% endif -%}\n    {%- endfor -%}\n    {{- ']' -}}\n{%- else -%}\n    {{- argument -}}\n{%- endif -%}\n{%- endmacro -%}\n{{ bos_token }}\n{%- set ns = namespace(prev_message_type=None) -%}\n{#- Tool Declarations -#}\n{%- set loop_messages = messages -%}\n{%- if tools or messages[0]['role'] == 'system' or messages[0]['role'] == 'developer' -%}\n    {{- '<start_of_turn>developer\\n' -}}\n    {%- if messages[0]['role'] == 'system' or messages[0]['role'] == 'developer' -%}\n        {%- if messages[0]['content'] is string -%}\n            {{- messages[0]['content'] | trim -}}\n        {%- elif messages[0]['content'] is sequence -%}\n            {%- for item in messages[0]['content'] -%}\n                {%- if item['type'] == 'text' -%}\n                    {{- item['text'] | trim -}}\n                {%- endif -%}\n            {%- endfor -%}\n        {%- endif -%}\n        {%- set loop_messages = messages[1:] -%}\n    {%- endif -%}\n    {%- for tool in tools %}\n        {{- '<start_function_declaration>' -}}\n        {{- format_function_declaration(tool) | trim }}\n        {{- '<end_function_declaration>' -}}\n    {%- endfor %}\n    {{- '<end_of_turn>\\n' }}\n{%- endif %}\n{#- Loop through messages. -#}\n{%- for message in loop_messages -%}\n    {%- if (message['role'] == 'assistant') -%}\n        {#- Rename \"assistant\" to \"model\". -#}\n        {%- set role = \"model\" -%}\n    {%- else -%}\n        {%- set role = message['role'] -%}\n    {%- endif -%}\n    {%- if role != 'tool' -%}\n        {%- if ns.prev_message_type != 'tool_response' -%}\n            {{- '<start_of_turn>' + role + '\\n' }}\n        {%- endif -%}\n        {%- set ns.prev_message_type = None -%}\n        {%- if 'content' in message and message['content'] is not none -%}\n            {%- if message['content'] is string -%}\n                {{ message['content'] | trim }}\n            {%- elif message['content'] is sequence -%}\n                {%- for item in message['content'] -%}\n                    {%- if item['type'] == 'image' -%}\n                        {{ '<start_of_image>' }}\n                    {%- elif item['type'] == 'text' -%}\n                        {{ item['text'] | trim }}\n                    {%- endif -%}\n                {%- endfor -%}\n            {%- else -%}\n                {{ raise_exception(\"Invalid content type in user/assistant message\") }}\n            {%- endif -%}\n            {%- set ns.prev_message_type = 'content' -%}\n        {%- endif -%}\n        {%- if 'tool_calls' in message and message['tool_calls'] and message['tool_calls'] is iterable -%}\n            {#- Tool Calls -#}\n            {%- for tool_call in message['tool_calls'] -%}\n                {% set function = tool_call['function'] %}\n                {{-  '<start_function_call>call:' + function['name'] + '{' -}}\n                {%- if 'arguments' in function -%}\n                    {%- if function['arguments'] is mapping -%}\n                        {%- set ns = namespace(found_first=false) -%}\n                        {%- for key, value in function['arguments'] | dictsort -%}\n                            {%- if ns.found_first %},{% endif -%}\n                            {%- set ns.found_first = true -%}\n                            {{- key -}}:{{- format_argument(value, escape_keys=False) -}}\n                        {%- endfor -%}\n                    {%- elif function['arguments'] is string -%}\n                        {# This handles string-JSON, just in case #}\n                    {{ function['arguments'] }}\n                    {%- endif %}\n                    {{- '}<end_function_call>' -}}\n                {%- endif -%}\n            {%- endfor -%}\n            {%- if loop.last -%}\n                {{ '<start_function_response>' }}\n            {%- endif -%}\n            {%- set ns.prev_message_type = 'tool_call' -%}\n        {%- endif -%}\n    {%- else -%}\n        {#- Tool Responses -#}\n        {%- if 'content' in message and message['content'] -%}\n            {%- if message['content'] is mapping -%}\n                {%- if 'name' in message['content'] and 'response' in message['content'] -%}\n                    {{ '<start_function_response>response:' + message['content']['name'] | trim + '{' }}\n                    {%- set response_ns = namespace(found_first=false) -%}\n                    {%- for key, value in message['content']['response'] | dictsort -%}\n                        {%- if response_ns.found_first %},{% endif -%}\n                        {%- set response_ns.found_first = true -%}\n                        {{- key -}}:{{- format_argument(value, escape_keys=False) -}}\n                    {%- endfor -%}\n                    {{- '}<end_function_response>' -}}\n                {%- elif 'name' in message -%}\n                    {{ '<start_function_response>response:' + message['name'] | trim + '{' }}\n                    {%- set response_ns = namespace(found_first=false) -%}\n                    {%- for key, value in message['content'] | dictsort -%}\n                        {%- if response_ns.found_first %},{% endif -%}\n                        {%- set response_ns.found_first = true -%}\n                        {{- key -}}:{{- format_argument(value, escape_keys=False) -}}\n                    {%- endfor -%}\n                    {{- '}<end_function_response>' -}}\n                {%- else -%}\n                    {{ raise_exception(\"Invalid tool response mapping: must contain 'name' and 'response' keys, or 'name' must be in the message.\") }}\n                {%- endif -%}\n            {%- elif message['content'] is string -%}\n                {%- if 'name' in message -%}\n                     {{ '<start_function_response>response:' + message['name'] | trim + '{value:' + format_argument(message['content'], escape_keys=False) + '}<end_function_response>' }}\n                {%- else -%}\n                     {{ raise_exception(\"Invalid tool response: 'name' must be provided.\") }}\n                {%- endif -%}\n            {%- elif message['content'] is sequence -%}\n                {%- for item in message['content'] -%}\n                    {%- if item is mapping -%}\n                        {%- if 'name' in item and 'response' in item -%}\n                            {{ '<start_function_response>response:' + item['name'] | trim + '{' }}\n                            {%- set response_ns = namespace(found_first=false) -%}\n                            {%- for key, value in item['response'] | dictsort -%}\n                                {%- if response_ns.found_first %},{% endif -%}\n                                {%- set response_ns.found_first = true -%}\n                                {{- key -}}:{{- format_argument(value, escape_keys=False) -}}\n                            {%- endfor -%}\n                            {{- '}<end_function_response>' -}}\n                        {%- elif 'name' in message -%}\n                            {{ '<start_function_response>response:' + message['name'] | trim + '{' }}\n                            {%- set response_ns = namespace(found_first=false) -%}\n                            {%- for key, value in item | dictsort -%}\n                                {%- if response_ns.found_first %},{% endif -%}\n                                {%- set response_ns.found_first = true -%}\n                                {{- key -}}:{{- format_argument(value, escape_keys=False) -}}\n                            {%- endfor -%}\n                            {{- '}<end_function_response>' -}}\n                        {%- else -%}\n                            {{ raise_exception(\"Invalid tool response mapping: must contain 'name' and 'response' keys, or 'name' must be in the message.\") }}\n                        {%- endif -%}\n                    {%- else -%}\n                        {{ raise_exception(\"Invalid tool response message: multiple responses must all be mappings\") }}\n                    {%- endif -%}\n                {%- endfor -%}\n            {%- else -%}\n                {{ raise_exception(\"Invalid content type in tool message: must be mapping, sequence of mappings, or string.\") }}\n            {%- endif -%}\n        {%- endif -%}\n        {%- set ns.prev_message_type = 'tool_response' -%}\n    {%- endif -%}\n    {%- if ns.prev_message_type not in ['tool_call', 'tool_response'] -%}\n        {{ '<end_of_turn>\\n' }}\n    {%- endif -%}\n{%- endfor -%}\n{%- if add_generation_prompt -%}\n    {%- if ns.prev_message_type != 'tool_response' -%}\n        {{- '<start_of_turn>model\\n' -}}\n    {%- endif -%}\n{%- endif -%}\n"
+}