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README.md

@@ -90,7 +90,7 @@ config_json["text_config"]["head_dim"] = 32  # vllm requires dim >= 32
 config_json["text_config"]["num_attention_heads"] = 1
 config_json["text_config"]["num_key_value_heads"] = 1
 config_json['text_config']["use_qk_norm"] = True
-config_json['text_config']["attention_chunk_size"] = 128
+config_json['text_config']["attention_chunk_size"] = 128  # llama4 uses chunked attention
 config_json["text_config"]["intermediate_size"] = 64
 config_json["text_config"]["intermediate_size_mlp"] = 128
 config_json["text_config"]["num_local_experts"] = 8

chat_template.json

@@ -1,3 +1,3 @@
 {
-  "chat_template": "{{- bos_token }}\n{%- if custom_tools is defined %}\n    {%- set tools = custom_tools %}\n{%- endif %}\n{%- if not tools_in_user_message is defined %}\n    {%- set tools_in_user_message = true %}\n{%- endif %}\n{%- if not date_string is defined %}\n    {%- if strftime_now is defined %}\n        {%- set date_string = strftime_now(\"%d %b %Y\") %}\n    {%- else %}\n        {%- set date_string = \"26 Jul 2024\" %}\n    {%- endif %}\n{%- endif %}\n{%- if not tools is defined %}\n    {%- set tools = none %}\n{%- endif %}\n\n{#- This block extracts the system message, so we can slot it into the right place. #}\n{%- if messages[0]['role'] == 'system' %}    \n    {%- if messages[0]['content'] is string %}\n        {%- set system_message = messages[0]['content']|trim %}\n    {%- else %}\n        {#- FIXME: The processor requires an array, always. #}\n        {%- set system_message = messages[0]['content'][0]['text']|trim %}\n    {%- endif %}\n    {%- set messages = messages[1:] %}\n    {%- set user_supplied_system_message = true %}\n{%- else %}\n    {%- set system_message = \"\" %}\n    {%- set user_supplied_system_message = false %}\n{%- endif %}\n\n{#- System message if the user supplied one #}\n{%- if user_supplied_system_message %}\n    {{- \"<|header_start|>system<|header_end|>\\n\\n\" }}\n    {%- if tools is not none %}\n        {{- \"Environment: ipython\\n\" }}\n    {%- endif %}\n    {%- if tools is not none and not tools_in_user_message %}\n        {{- \"You have access to the following functions. To call a function, please respond with JSON for a function call.\" }}\n        {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n        {{- \"Do not use variables.\\n\\n\" }}\n        {%- for t in tools %}\n            {{- t | tojson(indent=4) }}\n            {{- \"\\n\\n\" }}\n        {%- endfor %}\n    {%- endif %}\n    {{- system_message }}\n    {{- \"<|eot|>\" }}\n{%- endif %}\n\n{#- Custom tools are passed in a user message with some extra guidance #}\n{%- if tools_in_user_message and not tools is none %}\n    {#- Extract the first user message so we can plug it in here #}\n    {%- if messages | length != 0 %}\n        {%- set first_user_message = messages[0]['content']|trim %}\n        {%- set messages = messages[1:] %}\n    {%- else %}\n        {{- raise_exception(\"Cannot put tools in the first user message when there's no first user message!\") }}\n{%- endif %}\n    {{- '<|header_start|>user<|header_end|>\\n\\n' -}}\n    {{- \"Given the following functions, please respond with a JSON for a function call \" }}\n    {{- \"with its proper arguments that best answers the given prompt.\\n\\n\" }}\n    {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n    {{- \"Do not use variables.\\n\\n\" }}\n    {%- for t in tools %}\n        {{- t | tojson(indent=4) }}\n        {{- \"\\n\\n\" }}\n    {%- endfor %}\n    {{- first_user_message + \"<|eot|>\"}}\n{%- endif %}\n\n{%- for message in messages %}\n    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}\n    {{- '<|header_start|>' + message['role'] + '<|header_end|>\\n\\n' }}\n        {%- if message['content'] is string %}\n            {{- message['content'] }}\n        {%- else %}\n            {%- for content in message['content'] %}\n                {%- if content['type'] == 'image' %}\n                    {{- '<|image|>' }}\n                {%- elif content['type'] == 'text' %}\n                    {{- content['text'] }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- \"<|eot|>\" }}\n    {%- elif 'tool_calls' in message and message.tool_calls|length > 0 %}\n       {{- '<|header_start|>assistant<|header_end|>\\n\\n' -}}\n       {{- '<|python_start|>' }}\n        {%- if message['content'] is string %}\n            {{- message['content'] }}\n        {%- else %}\n            {%- for content in message['content'] %}\n                {%- if content['type'] == 'image' %}\n                    {{- '<|image|>' }}\n                {%- elif content['type'] == 'text' %}\n                    {{- content['text'] }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n       {{- '<|python_end|>' }}\n        {%- for tool_call in message.tool_calls %}\n           {{- '{\"name\": \"' + tool_call.function.name + '\", ' }}\n           {{- '\"parameters\": ' }}\n           {{- tool_call.function.arguments | tojson }}\n           {{- \"}\" }}\n        {%- endfor %}\n       {{- \"<|eot|>\" }}\n    {%- elif message.role == \"tool\" or message.role == \"ipython\" %}\n        {{- \"<|header_start|>ipython<|header_end|>\\n\\n\" }}\n        {%- if message.content is mapping or message.content is iterable %}\n            {{- message.content | tojson }}\n        {%- else %}\n            {{- message.content }}\n        {%- endif %}\n        {{- \"<|eot|>\" }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|header_start|>assistant<|header_end|>\\n\\n' }}\n{%- endif %}\n"
+  "chat_template": "{{- bos_token }}\n{%- if custom_tools is defined and custom_tools%}\n    {%- set tools = custom_tools %}\n{%- endif %}\n{%- if tools is defined and tools %}\n    {%- set tool_definition = tool_definition ~ (tools | tojson(indent=4)) %}\n{%- else %}\n    {%- set tools = none %}\n{%- endif %}\n\n\n{#- This block extracts the system message, so we can slot it into the right place. #}\n{%- if messages[0]['role'] == 'system' %}\n    {%- set user_provided_system_message = true %}\n    {%- if messages[0]['content'] is string %}\n        {%- set system_message = messages[0]['content']|trim %}\n    {%- else %}\n        {%- set system_message = messages[0]['content'][0]['text']|trim %}\n    {%- endif %}\n    {%- set messages = messages[1:] %}\n{%- else %}\n    {%- if tools is not none  %}\n        {#- Since not system_message was provided by user, if tool is provided, system_message is now default tool system message #}\n        {#- This system message is from llama website:https://www.llama.com/docs/model-cards-and-prompt-formats/llama4/  #}\n        {%- set system_message = \"You are a helpful assistant and an expert in function composition. You can answer general questions using your internal knowledge OR invoke functions when necessary. Follow these strict guidelines:\\n\\n1. FUNCTION CALLS:\\n- ONLY use functions that are EXPLICITLY listed in the function list below\\n- If NO functions are listed (empty function list []), respond ONLY with internal knowledge or \\\"I don't have access to [Unavailable service] information\\\"\\n- If a function is not in the list, respond ONLY with internal knowledge or \\\"I don't have access to [Unavailable service] information\\\"\\n- If ALL required parameters are present AND the query EXACTLY matches a listed function's purpose: output ONLY the function call(s)\\n- Use exact format: [func_name1(param1=value1, param2=value2), func_name2(...)]\\nExamples:\\nCORRECT: [get_weather(location=\\\"Vancouver\\\"), calculate_route(start=\\\"Boston\\\", end=\\\"New York\\\")] <- Only if get_weather and calculate_route are in function list\\nINCORRECT: get_weather(location=\\\"New York\\\")\\nINCORRECT: Let me check the weather: [get_weather(location=\\\"New York\\\")]\\nINCORRECT: [get_events(location=\\\"Singapore\\\")] <- If function not in list\\n\\n2. RESPONSE RULES:\\n- For pure function requests matching a listed function: ONLY output the function call(s)\\n- For knowledge questions: ONLY output text\\n- For missing parameters: ONLY request the specific missing parameters\\n- For unavailable services (not in function list): output ONLY with internal knowledge or \\\"I don't have access to [Unavailable service] information\\\". Do NOT execute a function call.\\n- If the query asks for information beyond what a listed function provides: output ONLY with internal knowledge about your limitations\\n- NEVER combine text and function calls in the same response\\n- NEVER suggest alternative functions when the requested service is unavailable\\n- NEVER create or invent new functions not listed below\\n\\n3. STRICT BOUNDARIES:\\n- ONLY use functions from the list below - no exceptions\\n- NEVER use a function as an alternative to unavailable information\\n- NEVER call functions not present in the function list\\n- NEVER add explanatory text to function calls\\n- NEVER respond with empty brackets\\n- Use proper Python/JSON syntax for function calls\\n- Check the function list carefully before responding\\n\\n4. TOOL RESPONSE HANDLING:\\n- When receiving tool responses: provide concise, natural language responses\\n- Don't repeat tool response verbatim\\n- Don't add supplementary information\\n\\nHere is a list of functions in JSON format that you can invoke:\\n\" %}\n    {%- else %}\n        {%- set system_message = \"\" %}\n    {%- endif %}\n{%- endif %}\n{#- Now writing the system message: use the user provided system message if user_provided_system_message, else default tool system message if tools presented #}\n{%- if system_message %}\n    {#- always use user provided system message to override default tool system message #}\n    {{- \"<|header_start|>system<|header_end|>\\n\\n\" }}\n    {{- system_message }}\n    {%- if user_provided_system_message and tools %}\n        {{- \"\\nHere is a list of functions in JSON format that you can invoke. Use exact format: [func_name1(param1=value1, param2=value2), func_name2(...)]\\n\" }}\n        {{- tool_definition -}}\n        {%- elif tool_definition %}\n        {{- tool_definition -}}\n    {%- endif %}\n    {{- \"<|eot|>\" }}\n{%- endif %}\n\n{#- Now deal with all other messages #}\n{%- for message in messages %}\n    {#- Base case: messages that are not from tool role and has empty tool_call list  #}\n    {%- if not (message.role == 'ipython' or message.role == 'tool' or ('tool_calls' in message and  message.tool_calls|length != 0 )) %}\n        {{- '<|header_start|>' + message['role'] + '<|header_end|>\\n\\n' }}\n        {%- if message['content'] is string %}\n            {{- message['content'] }}\n        {%- else %}\n            {%- for content in message['content'] %}\n                {%- if content['type'] == 'image' %}\n                    {{- '<|image|>' }}\n                {%- elif content['type'] == 'text' %}\n                    {{- content['text'] | trim }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n    {{- \"<|eot|>\" }}\n    {#- Tool case: messages has non-empty tool_call list, must from assistant #}\n    {%- elif 'tool_calls' in message %}\n        {#- assume tool_calls are always coming from assistant #}\n        {%- if message.role == 'assistant' %}\n            {{- '<|header_start|>assistant<|header_end|>\\n\\n' -}}\n        {%- if message['content'] is string %}\n            {{- message['content'] }}\n        {%- else %}\n            {%- for content in message['content'] %}\n                {%- if content['type'] == 'image' %}\n                    {{- '<|image|>' }}\n                {%- elif content['type'] == 'text' %}\n                    {{- content['text'] }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n            {{- \"[\" }}\n        {%- for tool_call in message.tool_calls %}\n            {%- if tool_call.function is defined %}\n                {%- set tool_call = tool_call.function %}\n            {%- endif %}\n                {{-  tool_call.name + '(' -}}\n            {%- for param in tool_call.arguments %}\n                {{- param + '=\"' -}}\n                {{- \"%s\" | format(tool_call.arguments[param]) -}}\n                {{- '\"' -}}\n                {% if not loop.last %}, {% endif %}\n            {%- endfor %}\n            {{- ')' -}}\n            {% if not loop.last %}, {% endif %}\n        {%- endfor %}\n        {{- \"]<|eot|>\" }}\n{%- endif %}\n{#- Tool_response case: messages are from tool_response  #}\n    {%- elif message.role == \"tool\" or message.role == \"ipython\" %}\n        {{- \"<|header_start|>ipython<|header_end|>\\n\\n\" }}\n        {%- if message.content is string %}\n            {{-  message.content  | tojson }}\n        {%- else %}\n            {%- for content in message['content']  %}\n                {%- if content['type']  == 'text' %}\n                    {{-  content['text'] | tojson }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- \"<|eot|>\" }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|header_start|>assistant<|header_end|>\\n\\n' }}\n{%- endif %}"
 }

config.json

@@ -9,11 +9,12 @@
   "text_config": {
     "_attn_implementation_autoset": true,
     "attention_bias": false,
-    "attention_chunk_size": 8192,
+    "attention_chunk_size": 128,
     "attention_dropout": 0.0,
     "attn_scale": 0.1,
     "attn_temperature_tuning": 4,
     "bos_token_id": 200000,
+    "cache_implementation": "hybrid",
     "eos_token_id": [
       200001,
       200007,
@@ -60,7 +61,7 @@
   },
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
-  "transformers_version": "4.51.0",
+  "transformers_version": "4.51.3",
   "vision_config": {
     "_attn_implementation_autoset": true,
     "attention_dropout": 0.0,

generation_config.json

@@ -9,6 +9,6 @@
   "pad_token_id": 200018,
   "temperature": 0.6,
   "top_p": 0.9,
-  "transformers_version": "4.51.0",
+  "transformers_version": "4.51.3",
   "trust_remote_code": true
 }

tokenizer_config.json

@@ -9082,7 +9082,7 @@
     }
   },
   "bos_token": "<|begin_of_text|>",
-  "chat_template": "{{- bos_token }}\n{%- if custom_tools is defined %}\n    {%- set tools = custom_tools %}\n{%- endif %}\n{%- if not tools_in_user_message is defined %}\n    {%- set tools_in_user_message = true %}\n{%- endif %}\n{%- if not date_string is defined %}\n    {%- if strftime_now is defined %}\n        {%- set date_string = strftime_now(\"%d %b %Y\") %}\n    {%- else %}\n        {%- set date_string = \"26 Jul 2024\" %}\n    {%- endif %}\n{%- endif %}\n{%- if not tools is defined %}\n    {%- set tools = none %}\n{%- endif %}\n\n{#- This block extracts the system message, so we can slot it into the right place. #}\n{%- if messages[0]['role'] == 'system' %}    \n    {%- if messages[0]['content'] is string %}\n        {%- set system_message = messages[0]['content']|trim %}\n    {%- else %}\n        {#- FIXME: The processor requires an array, always. #}\n        {%- set system_message = messages[0]['content'][0]['text']|trim %}\n    {%- endif %}\n    {%- set messages = messages[1:] %}\n    {%- set user_supplied_system_message = true %}\n{%- else %}\n    {%- set system_message = \"\" %}\n    {%- set user_supplied_system_message = false %}\n{%- endif %}\n\n{#- System message if the user supplied one #}\n{%- if user_supplied_system_message %}\n    {{- \"<|header_start|>system<|header_end|>\\n\\n\" }}\n    {%- if tools is not none %}\n        {{- \"Environment: ipython\\n\" }}\n    {%- endif %}\n    {%- if tools is not none and not tools_in_user_message %}\n        {{- \"You have access to the following functions. To call a function, please respond with JSON for a function call.\" }}\n        {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n        {{- \"Do not use variables.\\n\\n\" }}\n        {%- for t in tools %}\n            {{- t | tojson(indent=4) }}\n            {{- \"\\n\\n\" }}\n        {%- endfor %}\n    {%- endif %}\n    {{- system_message }}\n    {{- \"<|eot|>\" }}\n{%- endif %}\n\n{#- Custom tools are passed in a user message with some extra guidance #}\n{%- if tools_in_user_message and not tools is none %}\n    {#- Extract the first user message so we can plug it in here #}\n    {%- if messages | length != 0 %}\n        {%- set first_user_message = messages[0]['content']|trim %}\n        {%- set messages = messages[1:] %}\n    {%- else %}\n        {{- raise_exception(\"Cannot put tools in the first user message when there's no first user message!\") }}\n{%- endif %}\n    {{- '<|header_start|>user<|header_end|>\\n\\n' -}}\n    {{- \"Given the following functions, please respond with a JSON for a function call \" }}\n    {{- \"with its proper arguments that best answers the given prompt.\\n\\n\" }}\n    {{- 'Respond in the format {\"name\": function name, \"parameters\": dictionary of argument name and its value}.' }}\n    {{- \"Do not use variables.\\n\\n\" }}\n    {%- for t in tools %}\n        {{- t | tojson(indent=4) }}\n        {{- \"\\n\\n\" }}\n    {%- endfor %}\n    {{- first_user_message + \"<|eot|>\"}}\n{%- endif %}\n\n{%- for message in messages %}\n    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}\n    {{- '<|header_start|>' + message['role'] + '<|header_end|>\\n\\n' }}\n        {%- if message['content'] is string %}\n            {{- message['content'] }}\n        {%- else %}\n            {%- for content in message['content'] %}\n                {%- if content['type'] == 'image' %}\n                    {{- '<|image|>' }}\n                {%- elif content['type'] == 'text' %}\n                    {{- content['text'] }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- \"<|eot|>\" }}\n    {%- elif 'tool_calls' in message and message.tool_calls|length > 0 %}\n       {{- '<|header_start|>assistant<|header_end|>\\n\\n' -}}\n       {{- '<|python_start|>' }}\n        {%- if message['content'] is string %}\n            {{- message['content'] }}\n        {%- else %}\n            {%- for content in message['content'] %}\n                {%- if content['type'] == 'image' %}\n                    {{- '<|image|>' }}\n                {%- elif content['type'] == 'text' %}\n                    {{- content['text'] }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n       {{- '<|python_end|>' }}\n        {%- for tool_call in message.tool_calls %}\n           {{- '{\"name\": \"' + tool_call.function.name + '\", ' }}\n           {{- '\"parameters\": ' }}\n           {{- tool_call.function.arguments | tojson }}\n           {{- \"}\" }}\n        {%- endfor %}\n       {{- \"<|eot|>\" }}\n    {%- elif message.role == \"tool\" or message.role == \"ipython\" %}\n        {{- \"<|header_start|>ipython<|header_end|>\\n\\n\" }}\n        {%- if message.content is mapping or message.content is iterable %}\n            {{- message.content | tojson }}\n        {%- else %}\n            {{- message.content }}\n        {%- endif %}\n        {{- \"<|eot|>\" }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|header_start|>assistant<|header_end|>\\n\\n' }}\n{%- endif %}\n",
+  "chat_template": "{{- bos_token }}\n{%- if custom_tools is defined and custom_tools%}\n    {%- set tools = custom_tools %}\n{%- endif %}\n{%- if tools is defined and tools %}\n    {%- set tool_definition = tool_definition ~ (tools | tojson(indent=4)) %}\n{%- else %}\n    {%- set tools = none %}\n{%- endif %}\n\n\n{#- This block extracts the system message, so we can slot it into the right place. #}\n{%- if messages[0]['role'] == 'system' %}\n    {%- set user_provided_system_message = true %}\n    {%- if messages[0]['content'] is string %}\n        {%- set system_message = messages[0]['content']|trim %}\n    {%- else %}\n        {%- set system_message = messages[0]['content'][0]['text']|trim %}\n    {%- endif %}\n    {%- set messages = messages[1:] %}\n{%- else %}\n    {%- if tools is not none  %}\n        {#- Since not system_message was provided by user, if tool is provided, system_message is now default tool system message #}\n        {#- This system message is from llama website:https://www.llama.com/docs/model-cards-and-prompt-formats/llama4/  #}\n        {%- set system_message = \"You are a helpful assistant and an expert in function composition. You can answer general questions using your internal knowledge OR invoke functions when necessary. Follow these strict guidelines:\\n\\n1. FUNCTION CALLS:\\n- ONLY use functions that are EXPLICITLY listed in the function list below\\n- If NO functions are listed (empty function list []), respond ONLY with internal knowledge or \\\"I don't have access to [Unavailable service] information\\\"\\n- If a function is not in the list, respond ONLY with internal knowledge or \\\"I don't have access to [Unavailable service] information\\\"\\n- If ALL required parameters are present AND the query EXACTLY matches a listed function's purpose: output ONLY the function call(s)\\n- Use exact format: [func_name1(param1=value1, param2=value2), func_name2(...)]\\nExamples:\\nCORRECT: [get_weather(location=\\\"Vancouver\\\"), calculate_route(start=\\\"Boston\\\", end=\\\"New York\\\")] <- Only if get_weather and calculate_route are in function list\\nINCORRECT: get_weather(location=\\\"New York\\\")\\nINCORRECT: Let me check the weather: [get_weather(location=\\\"New York\\\")]\\nINCORRECT: [get_events(location=\\\"Singapore\\\")] <- If function not in list\\n\\n2. RESPONSE RULES:\\n- For pure function requests matching a listed function: ONLY output the function call(s)\\n- For knowledge questions: ONLY output text\\n- For missing parameters: ONLY request the specific missing parameters\\n- For unavailable services (not in function list): output ONLY with internal knowledge or \\\"I don't have access to [Unavailable service] information\\\". Do NOT execute a function call.\\n- If the query asks for information beyond what a listed function provides: output ONLY with internal knowledge about your limitations\\n- NEVER combine text and function calls in the same response\\n- NEVER suggest alternative functions when the requested service is unavailable\\n- NEVER create or invent new functions not listed below\\n\\n3. STRICT BOUNDARIES:\\n- ONLY use functions from the list below - no exceptions\\n- NEVER use a function as an alternative to unavailable information\\n- NEVER call functions not present in the function list\\n- NEVER add explanatory text to function calls\\n- NEVER respond with empty brackets\\n- Use proper Python/JSON syntax for function calls\\n- Check the function list carefully before responding\\n\\n4. TOOL RESPONSE HANDLING:\\n- When receiving tool responses: provide concise, natural language responses\\n- Don't repeat tool response verbatim\\n- Don't add supplementary information\\n\\nHere is a list of functions in JSON format that you can invoke:\\n\" %}\n    {%- else %}\n        {%- set system_message = \"\" %}\n    {%- endif %}\n{%- endif %}\n{#- Now writing the system message: use the user provided system message if user_provided_system_message, else default tool system message if tools presented #}\n{%- if system_message %}\n    {#- always use user provided system message to override default tool system message #}\n    {{- \"<|header_start|>system<|header_end|>\\n\\n\" }}\n    {{- system_message }}\n    {%- if user_provided_system_message and tools %}\n        {{- \"\\nHere is a list of functions in JSON format that you can invoke. Use exact format: [func_name1(param1=value1, param2=value2), func_name2(...)]\\n\" }}\n        {{- tool_definition -}}\n        {%- elif tool_definition %}\n        {{- tool_definition -}}\n    {%- endif %}\n    {{- \"<|eot|>\" }}\n{%- endif %}\n\n{#- Now deal with all other messages #}\n{%- for message in messages %}\n    {#- Base case: messages that are not from tool role and has empty tool_call list  #}\n    {%- if not (message.role == 'ipython' or message.role == 'tool' or ('tool_calls' in message and  message.tool_calls|length != 0 )) %}\n        {{- '<|header_start|>' + message['role'] + '<|header_end|>\\n\\n' }}\n        {%- if message['content'] is string %}\n            {{- message['content'] }}\n        {%- else %}\n            {%- for content in message['content'] %}\n                {%- if content['type'] == 'image' %}\n                    {{- '<|image|>' }}\n                {%- elif content['type'] == 'text' %}\n                    {{- content['text'] | trim }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n    {{- \"<|eot|>\" }}\n    {#- Tool case: messages has non-empty tool_call list, must from assistant #}\n    {%- elif 'tool_calls' in message %}\n        {#- assume tool_calls are always coming from assistant #}\n        {%- if message.role == 'assistant' %}\n            {{- '<|header_start|>assistant<|header_end|>\\n\\n' -}}\n        {%- if message['content'] is string %}\n            {{- message['content'] }}\n        {%- else %}\n            {%- for content in message['content'] %}\n                {%- if content['type'] == 'image' %}\n                    {{- '<|image|>' }}\n                {%- elif content['type'] == 'text' %}\n                    {{- content['text'] }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n            {{- \"[\" }}\n        {%- for tool_call in message.tool_calls %}\n            {%- if tool_call.function is defined %}\n                {%- set tool_call = tool_call.function %}\n            {%- endif %}\n                {{-  tool_call.name + '(' -}}\n            {%- for param in tool_call.arguments %}\n                {{- param + '=\"' -}}\n                {{- \"%s\" | format(tool_call.arguments[param]) -}}\n                {{- '\"' -}}\n                {% if not loop.last %}, {% endif %}\n            {%- endfor %}\n            {{- ')' -}}\n            {% if not loop.last %}, {% endif %}\n        {%- endfor %}\n        {{- \"]<|eot|>\" }}\n{%- endif %}\n{#- Tool_response case: messages are from tool_response  #}\n    {%- elif message.role == \"tool\" or message.role == \"ipython\" %}\n        {{- \"<|header_start|>ipython<|header_end|>\\n\\n\" }}\n        {%- if message.content is string %}\n            {{-  message.content  | tojson }}\n        {%- else %}\n            {%- for content in message['content']  %}\n                {%- if content['type']  == 'text' %}\n                    {{-  content['text'] | tojson }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- \"<|eot|>\" }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|header_start|>assistant<|header_end|>\\n\\n' }}\n{%- endif %}",
   "clean_up_tokenization_spaces": false,
   "eos_token": "<|eot|>",
   "extra_special_tokens": {},