diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..73174ec2b542b138d4481cb62133f8fdb4f9fcb2
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1,309 @@
+{#- ----------‑‑‑ special token variables ‑‑‑---------- -#}
+{%- set HYTK = ':opensource' %}
+{%- set hy_start_token = '<|hy_start{}|>'.format(HYTK) %}
+{%- set hy_middle_token = '<|hy_middle{}|>'.format(HYTK) %}
+{%- set hy_end_token = '<|hy_end{}|>'.format(HYTK) %}
+{%- set think_begin_token = ''.format(HYTK) %}
+{%- set think_end_token = ''.format(HYTK) %}
+{%- set toolcalls_begin_token = ''.format(HYTK) %}
+{%- set toolcalls_end_token = ''.format(HYTK) %}
+{%- set toolcall_begin_token = ''.format(HYTK) %}
+{%- set toolcall_end_token = ''.format(HYTK) %}
+{%- set argkey_begin_token = ''.format(HYTK) %}
+{%- set argkey_end_token = ''.format(HYTK) %}
+{%- set argvalue_begin_token = ''.format(HYTK) %}
+{%- set argvalue_end_token = ''.format(HYTK) %}
+{%- set toolresponse_begin_token = ''.format(HYTK) %}
+{%- set toolresponse_end_token = ''.format(HYTK) %}
+{%- set reasoning_mode_token = '<|reasoning_mode{}|>'.format(HYTK) %}
+
+{#- ----------‑‑‑ hyperparameters variables ‑‑‑---------- -#}
+{%- if not add_generation_prompt is defined %}
+ {%- set add_generation_prompt = false %}
+{%- endif %}
+{%- if not preserved_thinking is defined %}
+ {%- if not tools %}
+ {%- set preserved_thinking = false %}
+ {%- else %}
+ {%- set preserved_thinking = true %}
+ {%- endif %}
+{%- endif %}
+
+{%- if not reasoning_effort is defined %}
+ {%- set reasoning_effort = 'high' %}
+{%- elif reasoning_effort not in ['high', 'no_think'] %}
+ {%- if reasoning_effort is none %}
+ {{- raise_exception('reasoning_effort error : None, should be no_think/high') }}
+ {%- else %}
+ {{- raise_exception('reasoning_effort error : ' + reasoning_effort + ', should be no_think/high') }}
+ {%- endif %}
+{%- endif %}
+
+{%- if fallback_strategy is defined and fallback_strategy == 'reasoning_toolcall_retry' %}
+ {%- set reasoning_effort = 'high' %}
+ {%- set add_generation_prompt = false %}
+{%- endif %}
+{%- if not raw_last_assistant is defined %}
+ {%- set raw_last_assistant = false %}
+{%- endif %}
+
+{%- macro tool_to_json(tool) -%}
+ {%- set ns_tool = namespace(first=true) -%}
+ {{- '{' -}}
+ {%- for k, v in tool.items() -%}
+ {%- if k != 'defer_loading' and k != 'strict' -%}
+ {%- if not ns_tool.first -%}{{- ', ' -}}{%- endif -%}
+ {%- set ns_tool.first = false -%}
+ {{- '"' ~ k ~ '": ' ~ (v | tojson(ensure_ascii=False)) -}}
+ {%- endif -%}
+ {%- endfor -%}
+ {{- '}' -}}
+{%- endmacro -%}
+
+{%- macro render_content(content) -%}
+ {%- if content is string -%}
+ {{- content -}}
+ {%- elif content is iterable and content is not mapping -%}
+ {%- for item in content -%}
+ {%- if item is mapping and item.type == 'text' -%}
+ {{- item.text -}}
+ {%- elif item is string -%}
+ {{- item -}}
+ {%- else -%}
+ {{- item | string -}}
+ {%- endif -%}
+ {%- endfor -%}
+ {%- elif content is none -%}
+ {{- '' -}}
+ {%- else -%}
+ {{- content | string -}}
+ {%- endif -%}
+{%- endmacro -%}
+
+{%- macro render_tools_prompt() -%}
+ {{- '# Tools\n\nYou may call one or more functions to assist with the user query.' -}}
+ {{- '\n\nYou are provided with function signatures within XML tags:' -}}
+ {{- '\n\n' -}}
+ {%- set tool_ns = namespace(first=true) -%}
+ {%- for tool in tools -%}
+ {%- set t = tool['function'] if tool is mapping and 'function' in tool else tool -%}
+ {%- if t.defer_loading is not defined or not t.defer_loading -%}
+ {%- if not tool_ns.first -%}{{- '\n' -}}{%- endif -%}
+ {%- set tool_ns.first = false -%}
+ {{- tool_to_json(t) -}}
+ {%- endif -%}
+ {%- endfor -%}
+ {{- '\n\n\n' -}}
+ {{- 'For function call returns, you should first print ' ~ toolcalls_begin_token -}}
+ {{- '\nFor each function call, you should return object like:\n' -}}
+ {{- toolcall_begin_token ~ '{function-name}' -}}
+ {{- argkey_begin_token ~ '{arg-key-1}' ~ argkey_end_token -}}
+ {{- argvalue_begin_token ~ '{arg-value-1}' ~ argvalue_end_token -}}
+ {{- argkey_begin_token ~ '{arg-key-2}' ~ argkey_end_token -}}
+ {{- argvalue_begin_token ~ '{arg-value-2}' ~ argvalue_end_token -}}
+ {{- '...' -}}
+ {{- toolcall_end_token -}}
+ {{- '\nAt the end of function call returns, you should print ' ~ toolcalls_end_token -}}
+{%- endmacro -%}
+
+{%- macro render_tool_response(message) -%}
+ {%- set content = message['content'] -%}
+ {%- if content is string -%}
+ {{- toolresponse_begin_token ~ content ~ toolresponse_end_token -}}
+ {%- elif content is iterable and content is not mapping and content and content[0] is mapping and content[0].type == 'tool_reference' -%}
+ {{- toolresponse_begin_token -}}
+ {{- '\n' -}}
+ {%- for tr in content -%}
+ {%- for tool in tools -%}
+ {%- set t = tool['function'] if tool is mapping and 'function' in tool else tool -%}
+ {%- if t.name == tr.name -%}
+ {{- tool_to_json(t) ~ '\n' -}}
+ {%- endif -%}
+ {%- endfor -%}
+ {%- endfor -%}
+ {{- '' -}}
+ {{- toolresponse_end_token -}}
+ {%- elif content is iterable and content is not mapping and content and content[0] is mapping and content[0].output is defined -%}
+ {%- for tr in content -%}
+ {{- toolresponse_begin_token ~ tr.output ~ toolresponse_end_token -}}
+ {%- endfor -%}
+ {%- else -%}
+ {{- toolresponse_begin_token ~ render_content(content) ~ toolresponse_end_token -}}
+ {%- endif -%}
+{%- endmacro -%}
+
+{#- consecutive tool messages are clustered into a single tool message whose content is the list of the original tool messages; the result is written to merged_ns.messages (a macro cannot return a list) -#}
+{%- set merged_ns = namespace(messages=[]) %}
+{%- macro merge_tool_responses(messages) -%}
+ {%- set merge_ns = namespace(result=[], cluster=[]) -%}
+ {%- for message in messages -%}
+ {%- if message['role'] == 'tool' -%}
+ {%- set merge_ns.cluster = merge_ns.cluster + [message] -%}
+ {%- else -%}
+ {%- if merge_ns.cluster -%}
+ {%- set merge_ns.result = merge_ns.result + [{'role': 'tool', 'content': merge_ns.cluster}] -%}
+ {%- set merge_ns.cluster = [] -%}
+ {%- endif -%}
+ {%- set merge_ns.result = merge_ns.result + [message] -%}
+ {%- endif -%}
+ {%- endfor -%}
+ {%- if merge_ns.cluster -%}
+ {%- set merge_ns.result = merge_ns.result + [{'role': 'tool', 'content': merge_ns.cluster}] -%}
+ {%- endif -%}
+ {%- set merged_ns.messages = merge_ns.result -%}
+{%- endmacro -%}
+
+{#- render one tool cluster, reordered to follow the tool_call order of the preceding assistant turn; any missing / ambiguous id falls back to the original tool message order for the whole cluster -#}
+{%- macro render_tool_responses(tool_messages, tool_call_ids) -%}
+ {%- set order_ns = namespace(ordered=[], matched=true) -%}
+ {%- if tool_call_ids and tool_call_ids | length == tool_messages | length -%}
+ {%- for tool_call_id in tool_call_ids -%}
+ {%- set hit_ns = namespace(count=0, message=none) -%}
+ {%- for tool_message in tool_messages -%}
+ {%- set message_id = tool_message['tool_call_id'] if tool_message['tool_call_id'] is defined else tool_message['id'] -%}
+ {%- if message_id is defined and message_id == tool_call_id -%}
+ {%- set hit_ns.count = hit_ns.count + 1 -%}
+ {%- set hit_ns.message = tool_message -%}
+ {%- endif -%}
+ {%- endfor -%}
+ {%- if hit_ns.count == 1 -%}
+ {%- set order_ns.ordered = order_ns.ordered + [hit_ns.message] -%}
+ {%- else -%}
+ {%- set order_ns.matched = false -%}
+ {%- endif -%}
+ {%- endfor -%}
+ {%- else -%}
+ {%- set order_ns.matched = false -%}
+ {%- endif -%}
+ {%- for tool_message in (order_ns.ordered if order_ns.matched else tool_messages) -%}
+ {{- render_tool_response(tool_message) -}}
+ {%- endfor -%}
+{%- endmacro -%}
+
+{%- set _ = merge_tool_responses(messages) %}
+{%- set normed_messages = merged_ns.messages %}
+
+{%- set ns = namespace(last_user_index=-1, has_leading_system=false) %}
+{%- if normed_messages and normed_messages[0].role == 'system' %}
+ {%- set ns.has_leading_system = true %}
+{%- endif %}
+{%- for message in normed_messages %}
+ {%- if message['role'] == 'user' %}
+ {%- set ns.last_user_index = loop.index0 %}
+ {%- endif %}
+{%- endfor %}
+
+{#- no leading system: synthesize one for tools and/or reasoning_mode -#}
+{%- if not ns.has_leading_system %}
+ {{- hy_start_token ~ 'system' ~ hy_middle_token -}}
+ {%- if tools %}
+ {{- render_tools_prompt() -}}
+ {%- endif %}
+ {{- reasoning_mode_token ~ 'reasoning_effort:' ~ reasoning_effort -}}
+ {{- hy_end_token -}}
+{%- endif %}
+
+{%- set last_ns = namespace(last_is_assistant=false) %}
+{%- set prev_ns = namespace(tool_call_ids=[]) %}
+{%- for message in normed_messages %}
+ {%- if message['role'] == 'system' %}
+ {{- hy_start_token ~ 'system' ~ hy_middle_token -}}
+ {#- tools / reasoning_mode only attach to the leading system (messages[0]) -#}
+ {%- if loop.first %}
+ {%- if tools %}
+ {{- render_tools_prompt() -}}
+ {%- endif %}
+ {%- set content = render_content(message['content']) -%}
+ {%- if tools and content -%}
+ {{- '\n\n' -}}
+ {%- endif -%}
+ {{- content -}}
+ {{- reasoning_mode_token ~ 'reasoning_effort:' ~ reasoning_effort -}}
+ {%- else %}
+ {{- render_content(message['content']) -}}
+ {%- endif %}
+ {{- hy_end_token -}}
+ {%- elif message['role'] == 'user' %}
+ {{- hy_start_token ~ 'user' ~ hy_middle_token -}}
+ {{- render_content(message['content']) -}}
+ {{- hy_end_token -}}
+ {%- elif message['role'] == 'assistant' %}
+ {%- set content_body = render_content(message['content']) -%}
+ {#- 'reasoning' takes precedence, fall back to 'reasoning_content' when it is empty -#}
+ {%- set reasoning_text = '' %}
+ {%- if message['reasoning'] is defined and message['reasoning'] is string and message['reasoning'] %}
+ {%- set reasoning_text = message['reasoning'] %}
+ {%- elif message['reasoning_content'] is defined and message['reasoning_content'] is string and message['reasoning_content'] %}
+ {%- set reasoning_text = message['reasoning_content'] %}
+ {%- endif %}
+ {#- no_think overrides preserved_thinking: history is always emitted with empty think tags -#}
+ {%- if reasoning_effort != 'no_think' and (preserved_thinking or loop.index0 > ns.last_user_index) and reasoning_text %}
+ {%- set content = think_begin_token ~ reasoning_text ~ think_end_token ~ content_body %}
+ {%- else %}
+ {%- set content = think_begin_token ~ think_end_token ~ content_body %}
+ {%- endif %}
+ {{- hy_start_token ~ 'assistant' ~ hy_middle_token -}}
+ {%- if message['tool_calls'] is defined and message['tool_calls'] %}
+ {#- remember the tool_call ids of this turn to order the following tool responses; an incomplete id set means "do not reorder" -#}
+ {%- set ids_ns = namespace(ids=[], complete=true) %}
+ {%- for tool in message['tool_calls'] %}
+ {%- set tool_call_id = tool['id'] if tool['id'] is defined and tool['id'] else tool['tool_call_id'] %}
+ {%- if tool_call_id is defined and tool_call_id %}
+ {%- set ids_ns.ids = ids_ns.ids + [tool_call_id] %}
+ {%- else %}
+ {%- set ids_ns.complete = false %}
+ {%- endif %}
+ {%- endfor %}
+ {%- set prev_ns.tool_call_ids = ids_ns.ids if ids_ns.complete else [] %}
+ {{- content -}}
+ {{- toolcalls_begin_token -}}
+ {%- for tool in message['tool_calls'] -%}
+ {%- set func = tool['function'] if tool is mapping and 'function' in tool else tool -%}
+ {%- set arguments = func['arguments'] -%}
+ {{- toolcall_begin_token ~ func['name'] -}}
+ {%- for key, value in arguments.items() -%}
+ {{- argkey_begin_token ~ key ~ argkey_end_token -}}
+ {%- if value is not string -%}
+ {%- set value = value | tojson(ensure_ascii=False) -%}
+ {%- endif -%}
+ {{- argvalue_begin_token ~ value ~ argvalue_end_token -}}
+ {%- endfor -%}
+ {{- toolcall_end_token -}}
+ {%- endfor -%}
+ {{- toolcalls_end_token -}}
+ {%- else %}
+ {%- if loop.last and raw_last_assistant %}
+ {{- content_body -}}
+ {%- else %}
+ {{- content -}}
+ {%- endif %}
+ {%- endif %}
+ {#- continuation / prefill: last assistant is still open, do not close with hy_end -#}
+ {%- if not (loop.last and raw_last_assistant) and not (loop.last and fallback_strategy is defined and fallback_strategy == 'reasoning_toolcall_retry') %}
+ {{- hy_end_token -}}
+ {%- endif %}
+ {%- elif message['role'] == 'tool' %}
+ {{- hy_start_token ~ 'tool' ~ hy_middle_token -}}
+ {{- render_tool_responses(message['content'], prev_ns.tool_call_ids) -}}
+ {{- hy_end_token -}}
+ {%- else %}
+ {{- hy_start_token ~ message['role'] ~ hy_middle_token -}}
+ {{- render_content(message['content']) -}}
+ {{- hy_end_token -}}
+ {%- endif %}
+ {%- if message['role'] != 'assistant' or not (message['tool_calls'] is defined and message['tool_calls']) %}
+ {%- set prev_ns.tool_call_ids = [] %}
+ {%- endif %}
+ {%- if loop.last and message['role'] == 'assistant' %}
+ {%- set last_ns.last_is_assistant = true %}
+ {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+ {%- if not last_ns.last_is_assistant %}
+ {%- if reasoning_effort == 'no_think' %}
+ {{- hy_start_token ~ 'assistant' ~ hy_middle_token ~ think_begin_token ~ think_end_token -}}
+ {%- else %}
+ {{- hy_start_token ~ 'assistant' ~ hy_middle_token ~ think_begin_token -}}
+ {%- endif %}
+ {%- endif %}
+{%- endif %}
diff --git a/config.json b/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..933547e4ae8f723848729de810f66a79b5d3f951
--- /dev/null
+++ b/config.json
@@ -0,0 +1,651 @@
+{
+ "architectures": [
+ "HYV4ForCausalLM"
+ ],
+ "attention_bias": false,
+ "attention_dropout": 0.0,
+ "bitwise_backward_align": false,
+ "bos_token_id": 120000,
+ "dtype": "bfloat16",
+ "enable_ihc": true,
+ "enable_lm_head_fp32": true,
+ "eos_token_id": 120025,
+ "gated_mla": true,
+ "gating_type": "elementwise",
+ "hc_eps": 1e-06,
+ "hc_magnitude": 2.0,
+ "hc_mult": 4,
+ "head_dim": 64,
+ "hidden_act": "silu",
+ "hidden_size": 6144,
+ "index_head_dim": 128,
+ "index_n_heads": 32,
+ "index_topk": 2048,
+ "indexer_types": [
+ "full",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full",
+ "shared",
+ "shared",
+ "shared",
+ "full"
+ ],
+ "initializer_range": 0.006,
+ "intermediate_size": 18432,
+ "kv_lora_rank": 512,
+ "layer_types": [
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention",
+ "deepseek_sparse_attention"
+ ],
+ "learnable_sink": true,
+ "learnable_sink_init": 0.0,
+ "max_position_embeddings": 1048576,
+ "mlp_layer_types": [
+ "dense",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
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+ "sparse",
+ "sparse",
+ "sparse",
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+ "sparse",
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+ "sparse",
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+ "sparse",
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+ "sparse",
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+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse",
+ "sparse"
+ ],
+ "model_type": "hy_v4",
+ "moe_intermediate_size": 2048,
+ "mtp_loss_factor": 0.1,
+ "n_group": 1,
+ "n_routed_experts": 256,
+ "n_shared_experts": 1,
+ "norm_topk_prob": true,
+ "num_attention_heads": 64,
+ "num_experts_per_tok": 8,
+ "num_hidden_layers": 78,
+ "num_key_value_heads": 8,
+ "num_nextn_predict_layers": 1,
+ "pad_token_id": 120002,
+ "q_lora_rank": 2048,
+ "qk_head_dim": 256,
+ "qk_nope_head_dim": 192,
+ "qk_rope_head_dim": 64,
+ "rms_norm_eps": 1e-05,
+ "rope_parameters": {
+ "rope_theta": 10000000,
+ "rope_type": "default"
+ },
+ "routed_scaling_factor": 2.827,
+ "swiglu_limit": 10.0,
+ "tie_word_embeddings": false,
+ "topk_group": 1,
+ "transformers_version": "5.10.2",
+ "use_cache": true,
+ "use_dsa": true,
+ "use_mla": true,
+ "v_head_dim": 256,
+ "vocab_size": 120832,
+ "quantization_config": {
+ "quant_method": "modelopt",
+ "quantization": {
+ "quant_algo": "MXFP8",
+ "kv_cache_quant_algo": null,
+ "exclude_modules": [
+ "lm_head",
+ "model.embed_tokens",
+ "model.hc_head.hc_head_fn",
+ "model.layers.0.hc_attn_layer.hc_pre.hc_fn",
+ "model.layers.0.hc_mlp_layer.hc_pre.hc_fn",
+ "model.layers.0.self_attn.indexer.weights_proj",
+ "model.layers.0.self_attn.linear_gate",
+ "model.layers.1.hc_attn_layer.hc_pre.hc_fn",
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diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..6026c0e72ad6d03891fa8f381047a8da97e2ab47
--- /dev/null
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