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README.md

@@ -1,20 +1,21 @@
 ---
 base_model: TeichAI/gemma-4-31B-it-Claude-Opus-Distill
+language: en
+pipeline_tag: image-text-to-text
+library_name: mlx
 tags:
-- text-generation-inference
-- transformers
-- unsloth
-- gemma4
-- reasoning
-- mlx
+  - mlx
+  - text-generation-inference
+  - transformers
+  - unsloth
+  - gemma4
+  - reasoning
 license: apache-2.0
 datasets:
-- TeichAI/Claude-Opus-4.6-Reasoning-887x
-- TeichAI/Claude-Sonnet-4.6-Reasoning-1100x
-- TeichAI/claude-4.5-opus-high-reasoning-250x
-- Crownelius/Opus-4.6-Reasoning-2100x-formatted
-library_name: mlx
-pipeline_tag: image-text-to-text
+  - TeichAI/Claude-Opus-4.6-Reasoning-887x
+  - TeichAI/Claude-Sonnet-4.6-Reasoning-1100x
+  - TeichAI/claude-4.5-opus-high-reasoning-250x
+  - Crownelius/Opus-4.6-Reasoning-2100x-formatted
 ---
 # 🦆 zecanard/gemma-4-31B-it-Claude-Opus-Distilled-MLX-8bit-mxfp8
 
@@ -23,9 +24,9 @@ Please refer to the [original model card](https://huggingface.co/TeichAI/gemma-4
 
 ## 🌟 Quality
 
-Quantized vision language model with **8.564 bits per weight**.
+Quantized vision language model with an effective **8.564 bits per weight**.
 
-`mlx_vlm.convert --hf-path TeichAI/gemma-4-31B-it-Claude-Opus-Distill --quantize --q-bits 8 --q-group-size 32 --q-mode mxfp8`
+`mlx_vlm.convert --quantize --q-bits 8 --q-group-size 32 --q-mode mxfp8`
 
 ## 🛠️ Customizations
 
@@ -33,6 +34,8 @@ This quant is aware of the current date, and also enables thinking (if available
 
 `{%- set enable_thinking = true %}`
 
+You may also need to adjust your environment’s **Reasoning Section Parsing** to recognize `<|channel>thought` as the **Start String**, and `<channel|>` as the **End String**.
+
 ## 🖥️ Use with `mlx`
 
 ```bash
@@ -40,5 +43,5 @@ pip install -U mlx-vlm
 ```
 
 ```bash
-mlx_vlm.generate --model zecanard/gemma-4-31B-it-Claude-Opus-Distilled-MLX-8bit-mxfp8 --max-tokens 100 --temperature 0.0 --prompt "Describe this image." --image <path_to_image>
+mlx_vlm.generate --model zecanard/gemma-4-31B-it-Claude-Opus-Distilled-MLX-8bit-mxfp8 --max-tokens 100 --temperature 0 --prompt "Describe this image." --image <path_to_image>
 ```

chat_template.jinja

@@ -3,7 +3,7 @@
 {%- if strftime_now is defined %}
 	{%- set currentDate = strftime_now("%Y-%m-%d %G:%i:%s") %}
 {%- elif not currentDate is defined %}
-	{%- set currentDate = "2026-04-13" %}
+	{%- set currentDate = "2026-04-15" %}
 {%- endif %}
 {{- "The current date is: " + currentDate + ".\n\n" }}
 {#- Template customizations by @zecanard. #}
@@ -20,15 +20,34 @@
                 description:<|"|>{{ value['description'] }}<|"|>
                 {%- set add_comma = true -%}
             {%- endif -%}
+            {%- if value['nullable'] %}
+                {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
+                nullable:true
+            {%- endif -%}
             {%- if value['type'] | upper == 'STRING' -%}
                 {%- if value['enum'] -%}
                     {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
                     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([]) -%}
+                        <|"|>{{- item -}}<|"|>
+                        {%- if not loop.last %},{% endif -%}
+                    {%- endfor -%}
+                    ]
+                {%- endif -%}
             {%- elif value['type'] | upper == 'ARRAY' -%}
                 {%- if value['items'] is mapping and value['items'] -%}
-                    {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
-                    items:{
+                    ,items:{
                     {%- set ns_items = namespace(found_first=false) -%}
                     {%- for item_key, item_value in value['items'] | dictsort -%}
                         {%- if item_value is not none -%}
@@ -61,32 +80,6 @@
                     }
                 {%- endif -%}
             {%- endif -%}
-            {%- if value['nullable'] %}
-                {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
-                nullable:true
-            {%- endif -%}
-            {%- if value['type'] | upper == 'OBJECT' -%}
-                {%- if value['properties'] is defined and value['properties'] is mapping -%}
-                    {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
-                    properties:{
-                    {{- format_parameters(value['properties'], value['required'] | default([])) -}}
-                    }
-                {%- elif value is mapping -%}
-                    {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
-                    properties:{
-                    {{- format_parameters(value, value['required'] | default([])) -}}
-                    }
-                {%- endif -%}
-                {%- if value['required'] -%}
-                    {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
-                    required:[
-                    {%- for item in value['required'] | default([]) -%}
-                        <|"|>{{- item -}}<|"|>
-                        {%- if not loop.last %},{% endif -%}
-                    {%- endfor -%}
-                    ]
-                {%- endif -%}
-            {%- endif -%}
             {%- if add_comma %},{%- else -%} {%- set add_comma = true -%} {% endif -%}
             type:<|"|>{{ value['type'] | upper }}<|"|>}
         {%- endif -%}
@@ -166,31 +159,16 @@
     {{- ns.result | trim -}}
 {%- endmacro -%}
 
-{%- macro format_tool_response_block(tool_name, response) -%}
-    {{- '<|tool_response>' -}}
-    {%- if response is mapping -%}
-        {{- 'response:' + tool_name + '{' -}}
-        {%- for key, value in response | dictsort -%}
-            {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
-            {%- if not loop.last %},{% endif -%}
-        {%- endfor -%}
-        {{- '}' -}}
-    {%- else -%}
-        {{- 'response:' + tool_name + '{value:' + format_argument(response, escape_keys=False) + '}' -}}
-    {%- endif -%}
-    {{- '<tool_response|>' -}}
-{%- endmacro -%}
-
 {%- set ns = namespace(prev_message_type=None) -%}
 {%- set loop_messages = messages -%}
-{{- bos_token -}}
+{{ bos_token }}
 {#- Handle System/Tool Definitions Block -#}
 {%- if enable_thinking | default(true) or tools or messages[0]['role'] in ['system', 'developer'] -%}
     {{- '<|turn>system\n' -}}
 
     {#- Inject Thinking token at the very top of the FIRST system turn -#}
     {%- if enable_thinking | default(true) -%}
-        {{- '<|think|>\n' -}}
+        {{- '<|think|>' -}}
         {%- set ns.prev_message_type = 'think' -%}
     {%- endif -%}
 
@@ -211,41 +189,11 @@
     {{- '<turn|>\n' -}}
 {%- endif %}
 
-{#- Pre-scan: find last user message index for reasoning guard -#}
-{%- set ns_turn = namespace(last_user_idx=-1) -%}
-{%- for i in range(loop_messages | length) -%}
-    {%- if loop_messages[i]['role'] == 'user' -%}
-        {%- set ns_turn.last_user_idx = i -%}
-    {%- endif -%}
-{%- endfor -%}
-
 {#- Loop through messages -#}
 {%- for message in loop_messages -%}
-    {%- if message['role'] != 'tool' -%}
     {%- set ns.prev_message_type = None -%}
     {%- set role = 'model' if message['role'] == 'assistant' else message['role'] -%}
-    {#- Detect continuation: suppress duplicate <|turn>model when previous non-tool message was also assistant -#}
-    {%- set prev_nt = namespace(role=None, found=false) -%}
-    {%- if loop.index0 > 0 -%}
-        {%- for j in range(loop.index0 - 1, -1, -1) -%}
-            {%- if not prev_nt.found -%}
-                {%- if loop_messages[j]['role'] != 'tool' -%}
-                    {%- set prev_nt.role = loop_messages[j]['role'] -%}
-                    {%- set prev_nt.found = true -%}
-                {%- endif -%}
-            {%- endif -%}
-        {%- endfor -%}
-    {%- endif -%}
-    {%- set continue_same_model_turn = (role == 'model' and prev_nt.role == 'assistant') -%}
-    {%- if not continue_same_model_turn -%}
         {{- '<|turn>' + role + '\n' }}
-    {%- endif -%}
-
-    {#- Render reasoning/reasoning_content as thinking channel -#}
-    {%- set thinking_text = message.get('reasoning') or message.get('reasoning_content') -%}
-    {%- if thinking_text and loop.index0 > ns_turn.last_user_idx -%}
-        {{- '<|channel>thought\n' + thinking_text + '\n<channel|>' -}}
-    {%- endif -%}
 
             {%- if message['tool_calls'] -%}
                 {%- for tool_call in message['tool_calls'] -%}
@@ -266,49 +214,23 @@
                 {%- set ns.prev_message_type = 'tool_call' -%}
             {%- endif -%}
 
-            {%- set ns_tr_out = namespace(flag=false) -%}
-            {%- if message.get('tool_responses') -%}
-                {#- Legacy: tool_responses embedded on the assistant message (Google/Gemma native) -#}
+            {%- if message['tool_responses'] -%}
+                {#- Tool Response handling -#}
                 {%- for tool_response in message['tool_responses'] -%}
-                    {{- format_tool_response_block(tool_response['name'] | default('unknown'), tool_response['response']) -}}
-                    {%- set ns_tr_out.flag = true -%}
-                    {%- set ns.prev_message_type = 'tool_response' -%}
-                {%- endfor -%}
-            {%- elif message.get('tool_calls') -%}
-                {#- OpenAI Chat Completions: forward-scan consecutive role:tool messages -#}
-                {%- set ns_tool_scan = namespace(stopped=false) -%}
-                {%- for k in range(loop.index0 + 1, loop_messages | length) -%}
-                    {%- if ns_tool_scan.stopped -%}
-                    {%- elif loop_messages[k]['role'] != 'tool' -%}
-                        {%- set ns_tool_scan.stopped = true -%}
-                    {%- else -%}
-                        {%- set follow = loop_messages[k] -%}
-                        {#- Resolve tool_call_id to function name -#}
-                        {%- set ns_tname = namespace(name=follow.get('name') | default('unknown')) -%}
-                        {%- for tc in message['tool_calls'] -%}
-                            {%- if tc.get('id') == follow.get('tool_call_id') -%}
-                                {%- set ns_tname.name = tc['function']['name'] -%}
-                            {%- endif -%}
+                    {{- '<|tool_response>' -}}
+                    {%- if tool_response['response'] is mapping -%}
+                        {{- 'response:' + tool_response['name'] | default('unknown') + '{' -}}
+                        {%- for key, value in tool_response['response'] | dictsort -%}
+                            {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                            {%- if not loop.last %},{% endif -%}
                         {%- endfor -%}
-                        {#- Handle content as string or content-parts array -#}
-                        {%- set tool_body = follow.get('content') -%}
-                        {%- if tool_body is string -%}
-                            {{- format_tool_response_block(ns_tname.name, tool_body) -}}
-                        {%- elif tool_body is sequence and tool_body is not string -%}
-                            {%- set ns_txt = namespace(s='') -%}
-                            {%- for part in tool_body -%}
-                                {%- if part.get('type') == 'text' -%}
-                                    {%- set ns_txt.s = ns_txt.s + (part.get('text') | default('')) -%}
-                                {%- endif -%}
-                            {%- endfor -%}
-                            {{- format_tool_response_block(ns_tname.name, ns_txt.s) -}}
-                        {%- else -%}
-                            {{- format_tool_response_block(ns_tname.name, tool_body) -}}
-                        {%- endif -%}
-                        {%- set ns_tr_out.flag = true -%}
-                        {%- set ns.prev_message_type = 'tool_response' -%}
+                        {{- '}' -}}
+                    {%- else -%}
+                        {{- 'response:' + tool_response['name'] | default('unknown') + '{value:' + format_argument(tool_response['response'], escape_keys=False) + '}' -}}
                     {%- endif -%}
+                    {{- '<tool_response|>' -}}
                 {%- endfor -%}
+                {%- set ns.prev_message_type = 'tool_response' -%}
             {%- endif -%}
 
             {%- if message['content'] is string -%}
@@ -326,31 +248,28 @@
                             {{- item['text'] | trim -}}
                         {%- endif -%}
                     {%- elif item['type'] == 'image' -%}
-                        {{- '<|image|>' -}}
+                        {{- '\n\n<|image|>\n\n' -}}
                         {%- set ns.prev_message_type = 'image' -%}
                     {%- elif item['type'] == 'audio' -%}
                         {{- '<|audio|>' -}}
                         {%- set ns.prev_message_type = 'audio' -%}
                     {%- elif item['type'] == 'video' -%}
-                        {{- '<|video|>' -}}
+                        {{- '\n\n<|video|>\n\n' -}}
                         {%- set ns.prev_message_type = 'video' -%}
                     {%- endif -%}
                 {%- endfor -%}
             {%- endif -%}
 
-        {%- if ns.prev_message_type == 'tool_call' and not ns_tr_out.flag -%}
-            {{- '<|tool_response>' -}}
-        {%- elif not (ns_tr_out.flag and not message.get('content')) -%}
+        {%- if not (message['tool_responses'] and not message['content']) -%}
             {{- '<turn|>\n' -}}
         {%- endif -%}
-    {%- endif -%}
 {%- endfor -%}
 
 {%- if add_generation_prompt -%}
-    {%- if ns.prev_message_type != 'tool_response' and ns.prev_message_type != 'tool_call' -%}
+    {%- if ns.prev_message_type != 'tool_response' -%}
         {{- '<|turn>model\n' -}}
-        {%- if not enable_thinking | default(true) -%}
-            {{- '<|channel>thought\n<channel|>' -}}
-        {%- endif -%}
     {%- endif -%}
-{%- endif -%}
+    {%- if not enable_thinking | default(true) -%}
+        {{- '<|channel>thought\n<channel|>' -}}
+    {%- endif -%}
+{%- endif -%}

tokenizer_config.json

@@ -7,7 +7,7 @@
   "eoa_token": "<audio|>",
   "eoc_token": "<channel|>",
   "eoi_token": "<image|>",
-  "eos_token": "<turn|>",
+  "eos_token": "<eos>",
   "eot_token": "<turn|>",
   "escape_token": "<|\"|>",
   "etc_token": "<tool_call|>",
@@ -19,7 +19,7 @@
   "image_token": "<|image|>",
   "is_local": true,
   "mask_token": "<mask>",
-  "model_max_length": 262144,
+  "model_max_length": 1000000000000000019884624838656,
   "model_specific_special_tokens": {
     "audio_token": "<|audio|>",
     "boa_token": "<|audio>",
@@ -41,7 +41,7 @@
     "think_token": "<|think|>"
   },
   "pad_token": "<pad>",
-  "padding_side": "right",
+  "padding_side": "left",
   "processor_class": "Gemma4Processor",
   "response_schema": {
     "properties": {
@@ -82,7 +82,7 @@
       }
     },
     "type": "object",
-    "x-regex": "(\\<\\|channel\\>thought\\n(?P<thinking>.*?)\\<channel\\|\\>)?(?P<tool_calls>\\<\\|tool_call\\>.*\\<tool_call\\|\\>)?(?P<content>(?:(?!\\<turn\\|\\>)(?!\\<\\|tool_response\\>).)+)?(?:\\<turn\\|\\>|\\<\\|tool_response\\>)?"
+    "x-regex": "(\\<\\|channel\\>thought\\n(?P<thinking>.*?)\\<channel\\|\\>)?(?P<content>(?:(?!\\<\\|tool_call\\>)(?!\\<turn\\|\\>).)+)?(?P<tool_calls>\\<\\|tool_call\\>.*\\<tool_call\\|\\>)?(?:\\<turn\\|\\>)?"
   },
   "soc_token": "<|channel>",
   "sot_token": "<|turn>",