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.gitattributes

@@ -33,3 +33,4 @@ 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
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

chat_template.jinja

@@ -0,0 +1,121 @@
+{#- Default system message if no system prompt is passed. #}
+{%- set default_system_message = '' %}
+
+{#- Begin of sequence token. #}
+{{- bos_token }}
+
+{#- Handle system prompt if it exists. #}
+{#- System prompt supports text content or text chunks. #}
+{%- if messages[0]['role'] == 'system' %}
+    {{- '[SYSTEM_PROMPT]' -}}
+    {%- if messages[0]['content'] is string %}
+        {{- messages[0]['content'] -}}
+    {%- else %}        
+        {%- for block in messages[0]['content'] %}
+            {%- if block['type'] == 'text' %}
+                {{- block['text'] }}
+            {%- else %}
+                {{- raise_exception('Only text chunks are supported in system message contents.') }}
+            {%- endif %}
+        {%- endfor %}
+    {%- endif %}
+    {{- '[/SYSTEM_PROMPT]' -}}
+    {%- set loop_messages = messages[1:] %}
+{%- else %}
+    {%- set loop_messages = messages %}
+    {%- if default_system_message != '' %}
+        {{- '[SYSTEM_PROMPT]' + default_system_message + '[/SYSTEM_PROMPT]' }}
+    {%- endif %}
+{%- endif %}
+
+
+{#- Tools definition #}
+{%- set tools_definition = '' %}
+{%- set has_tools = false %}
+{%- if tools is defined and tools is not none and tools|length > 0 %}
+    {%- set has_tools = true %}
+    {%- set tools_definition = '[AVAILABLE_TOOLS]' + (tools| tojson) + '[/AVAILABLE_TOOLS]' %}
+    {{- tools_definition }}
+{%- endif %}
+
+{#- Checks for alternating user/assistant messages. #}
+{%- set ns = namespace(index=0) %}
+{%- for message in loop_messages %}
+    {%- if message.role == 'user' or (message.role == 'assistant' and (message.tool_calls is not defined or message.tool_calls is none or message.tool_calls | length == 0)) %}
+        {%- if (message['role'] == 'user') != (ns.index % 2 == 0) %}
+            {{- raise_exception('After the optional system message, conversation roles must alternate user and assistant roles except for tool calls and results.') }}
+        {%- endif %}
+        {%- set ns.index = ns.index + 1 %}
+    {%- endif %}
+{%- endfor %}
+
+{#- Handle conversation messages. #}
+{%- for message in loop_messages %}
+
+    {#- User messages supports text content or text and image chunks. #}
+    {%- if message['role'] == 'user' %}
+        {%- if message['content'] is string %}
+            {{- '[INST]' + message['content'] + '[/INST]' }}
+        {%- elif message['content'] | length > 0 %}
+            {{- '[INST]' }}
+            {%- if message['content'] | length == 2 %}
+                {%- set blocks = message['content'] | sort(attribute='type') %}
+            {%- else %}
+                {%- set blocks = message['content'] %}
+            {%- endif %}
+            {%- for block in blocks %}
+                {%- if block['type'] == 'text' %}
+                    {{- block['text'] }}
+                {%- elif block['type'] in ['image', 'image_url'] %}
+                    {{- '[IMG]' }}
+                {%- else %}
+                    {{- raise_exception('Only text, image and image_url chunks are supported in user message content.') }}
+                {%- endif %}
+            {%- endfor %}
+            {{- '[/INST]' }}
+        {%- else %}
+            {{- raise_exception('User message must have a string or a list of chunks in content') }}
+        {%- endif %}
+
+    {#- Assistant messages supports text content or text and image chunks. #}
+    {%- elif message['role'] == 'assistant' %}
+        {%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %}
+            {{- raise_exception('Assistant message must have a string or a list of chunks in content or a list of tool calls.') }}
+        {%- endif %}
+
+        {%- if message['content'] is string %}
+            {{- message['content'] }}
+        {%- elif message['content'] | length > 0 %}
+            {%- for block in message['content'] %}
+                {%- if block['type'] == 'text' %}
+                    {{- block['text'] }}
+                {%- else %}
+                    {{- raise_exception('Only text chunks are supported in assistant message contents.') }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        
+        {%- if message['tool_calls'] is defined and message['tool_calls'] is not none and message['tool_calls']|length > 0 %}
+            {%- for tool in message['tool_calls'] %}
+                {%- set arguments = tool['function']['arguments'] %}
+                {%- if arguments is not string %}
+                    {%- set arguments = arguments|tojson|safe %}
+                {%- elif arguments == '' %}
+                    {%- set arguments = '{}' %}
+                {%- endif %}
+                {{- '[TOOL_CALLS]' + tool['function']['name'] + '[ARGS]' + arguments }}
+            {%- endfor %}
+        {%- endif %}
+
+        {#- End of sequence token for each assistant messages. #}
+        {{- eos_token }}
+
+    {#- Tool messages only supports text content. #}
+    {%- elif message['role'] == 'tool' %}
+        {{- '[TOOL_RESULTS]' + message['content']|string + '[/TOOL_RESULTS]' }}
+
+    {#- Raise exception for unsupported roles. #}
+    {%- else %}
+        {{- raise_exception('Only user, assistant and tool roles are supported, got ' + message['role'] + '.') }}
+    {%- endif %}
+{%- endfor %}

config.json

@@ -0,0 +1,69 @@
+{
+    "architectures": [
+        "Mistral3ForConditionalGeneration"
+    ],
+    "torch_dtype": "bfloat16",
+    "image_token_index": 10,
+    "model_name": "akoumpa/Devstral-Small-2-24B-Instruct-2512-BF16",
+    "model_type": "mistral3",
+    "multimodal_projector_bias": false,
+    "pad_token_id": 11,
+    "projector_hidden_act": "gelu",
+    "spatial_merge_size": 2,
+    "text_config": {
+        "attention_dropout": 0.0,
+        "bos_token_id": 1,
+        "torch_dtype": "bfloat16",
+        "eos_token_id": 2,
+        "head_dim": 128,
+        "hidden_act": "silu",
+        "hidden_size": 5120,
+        "initializer_range": 0.02,
+        "intermediate_size": 32768,
+        "max_position_embeddings": 393216,
+        "model_type": "ministral3",
+        "num_attention_heads": 32,
+        "num_hidden_layers": 40,
+        "num_key_value_heads": 8,
+        "pad_token_id": 11,
+        "rms_norm_eps": 1e-05,
+        "rope_parameters": {
+            "beta_fast": 32.0,
+            "beta_slow": 1.0,
+            "factor": 48.0,
+            "llama_4_scaling_beta": 0.1,
+            "mscale": 1.0,
+            "mscale_all_dim": 1.0,
+            "original_max_position_embeddings": 8192,
+            "rope_theta": 100000000.0,
+            "rope_type": "yarn",
+            "type": "yarn"
+        },
+        "sliding_window": null,
+        "tie_word_embeddings": false,
+        "use_cache": true,
+        "vocab_size": 131072
+    },
+    "tie_word_embeddings": false,
+    "unsloth_version": "2026.3.11",
+    "vision_config": {
+        "attention_dropout": 0.0,
+        "torch_dtype": "bfloat16",
+        "head_dim": 64,
+        "hidden_act": "silu",
+        "hidden_size": 1024,
+        "image_size": 1540,
+        "initializer_range": 0.02,
+        "intermediate_size": 4096,
+        "model_type": "pixtral",
+        "num_attention_heads": 16,
+        "num_channels": 3,
+        "num_hidden_layers": 24,
+        "patch_size": 14,
+        "rope_parameters": {
+            "rope_theta": 10000.0,
+            "rope_type": "default"
+        }
+    },
+    "vision_feature_layer": -1
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:571d4e3d4828701c083f4ae68143da21f6d686e4b336ef2feed9dee2b7519129
+size 48022801424

processor_config.json

@@ -0,0 +1,32 @@
+{
+  "image_break_token": "[IMG_BREAK]",
+  "image_end_token": "[IMG_END]",
+  "image_processor": {
+    "data_format": "channels_first",
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "image_mean": [
+      0.48145466,
+      0.4578275,
+      0.40821073
+    ],
+    "image_processor_type": "PixtralImageProcessorFast",
+    "image_std": [
+      0.26862954,
+      0.26130258,
+      0.27577711
+    ],
+    "patch_size": 14,
+    "resample": 3,
+    "rescale_factor": 0.00392156862745098,
+    "size": {
+      "longest_edge": 1540
+    }
+  },
+  "image_token": "[IMG]",
+  "patch_size": 14,
+  "processor_class": "PixtralProcessor",
+  "spatial_merge_size": 2
+}

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:286acad9b0e27fce778ac429763536accf618ccb6ed72963b6f94685e531c5c7
+size 17077402

tokenizer_config.json

@@ -0,0 +1,14 @@
+{
+  "backend": "tokenizers",
+  "bos_token": "<s>",
+  "eos_token": "</s>",
+  "extra_special_tokens": [],
+  "is_local": false,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<pad>",
+  "padding_side": "left",
+  "processor_class": "PixtralProcessor",
+  "tokenizer_class": "TokenizersBackend",
+  "unk_token": "<unk>",
+  "chat_template": "{#- Default system message if no system prompt is passed. #}\n{%- set default_system_message = '' %}\n\n{#- Begin of sequence token. #}\n{{- bos_token }}\n\n{#- Handle system prompt if it exists. #}\n{#- System prompt supports text content or text chunks. #}\n{%- if messages[0]['role'] == 'system' %}\n    {{- '[SYSTEM_PROMPT]' -}}\n    {%- if messages[0]['content'] is string %}\n        {{- messages[0]['content'] -}}\n    {%- else %}        \n        {%- for block in messages[0]['content'] %}\n            {%- if block['type'] == 'text' %}\n                {{- block['text'] }}\n            {%- else %}\n                {{- raise_exception('Only text chunks are supported in system message contents.') }}\n            {%- endif %}\n        {%- endfor %}\n    {%- endif %}\n    {{- '[/SYSTEM_PROMPT]' -}}\n    {%- set loop_messages = messages[1:] %}\n{%- else %}\n    {%- set loop_messages = messages %}\n    {%- if default_system_message != '' %}\n        {{- '[SYSTEM_PROMPT]' + default_system_message + '[/SYSTEM_PROMPT]' }}\n    {%- endif %}\n{%- endif %}\n\n\n{#- Tools definition #}\n{%- set tools_definition = '' %}\n{%- set has_tools = false %}\n{%- if tools is defined and tools is not none and tools|length > 0 %}\n    {%- set has_tools = true %}\n    {%- set tools_definition = '[AVAILABLE_TOOLS]' + (tools| tojson) + '[/AVAILABLE_TOOLS]' %}\n    {{- tools_definition }}\n{%- endif %}\n\n{#- Checks for alternating user/assistant messages. #}\n{%- set ns = namespace(index=0) %}\n{%- for message in loop_messages %}\n    {%- if message.role == 'user' or (message.role == 'assistant' and (message.tool_calls is not defined or message.tool_calls is none or message.tool_calls | length == 0)) %}\n        {%- if (message['role'] == 'user') != (ns.index % 2 == 0) %}\n            {{- raise_exception('After the optional system message, conversation roles must alternate user and assistant roles except for tool calls and results.') }}\n        {%- endif %}\n        {%- set ns.index = ns.index + 1 %}\n    {%- endif %}\n{%- endfor %}\n\n{#- Handle conversation messages. #}\n{%- for message in loop_messages %}\n\n    {#- User messages supports text content or text and image chunks. #}\n    {%- if message['role'] == 'user' %}\n        {%- if message['content'] is string %}\n            {{- '[INST]' + message['content'] + '[/INST]' }}\n        {%- elif message['content'] | length > 0 %}\n            {{- '[INST]' }}\n            {%- if message['content'] | length == 2 %}\n                {%- set blocks = message['content'] | sort(attribute='type') %}\n            {%- else %}\n                {%- set blocks = message['content'] %}\n            {%- endif %}\n            {%- for block in blocks %}\n                {%- if block['type'] == 'text' %}\n                    {{- block['text'] }}\n                {%- elif block['type'] in ['image', 'image_url'] %}\n                    {{- '[IMG]' }}\n                {%- else %}\n                    {{- raise_exception('Only text, image and image_url chunks are supported in user message content.') }}\n                {%- endif %}\n            {%- endfor %}\n            {{- '[/INST]' }}\n        {%- else %}\n            {{- raise_exception('User message must have a string or a list of chunks in content') }}\n        {%- endif %}\n\n    {#- Assistant messages supports text content or text and image chunks. #}\n    {%- elif message['role'] == 'assistant' %}\n        {%- if (message['content'] is none or message['content'] == '' or message['content']|length == 0) and (message['tool_calls'] is not defined or message['tool_calls'] is none or message['tool_calls']|length == 0) %}\n            {{- raise_exception('Assistant message must have a string or a list of chunks in content or a list of tool calls.') }}\n        {%- endif %}\n\n        {%- if message['content'] is string %}\n            {{- message['content'] }}\n        {%- elif message['content'] | length > 0 %}\n            {%- for block in message['content'] %}\n                {%- if block['type'] == 'text' %}\n                    {{- block['text'] }}\n                {%- else %}\n                    {{- raise_exception('Only text chunks are supported in assistant message contents.') }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        \n        {%- if message['tool_calls'] is defined and message['tool_calls'] is not none and message['tool_calls']|length > 0 %}\n            {%- for tool in message['tool_calls'] %}\n                {%- set arguments = tool['function']['arguments'] %}\n                {%- if arguments is not string %}\n                    {%- set arguments = arguments|tojson|safe %}\n                {%- elif arguments == '' %}\n                    {%- set arguments = '{}' %}\n                {%- endif %}\n                {{- '[TOOL_CALLS]' + tool['function']['name'] + '[ARGS]' + arguments }}\n            {%- endfor %}\n        {%- endif %}\n\n        {#- End of sequence token for each assistant messages. #}\n        {{- eos_token }}\n\n    {#- Tool messages only supports text content. #}\n    {%- elif message['role'] == 'tool' %}\n        {{- '[TOOL_RESULTS]' + message['content']|string + '[/TOOL_RESULTS]' }}\n\n    {#- Raise exception for unsupported roles. #}\n    {%- else %}\n        {{- raise_exception('Only user, assistant and tool roles are supported, got ' + message['role'] + '.') }}\n    {%- endif %}\n{%- endfor %}"
+}