diff --git a/.DS_Store b/.DS_Store
new file mode 100644
index 0000000000000000000000000000000000000000..409a715bd27354ec2a345d2e4dc2ccfc307839f0
Binary files /dev/null and b/.DS_Store differ
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..b59aba0b8844f4adb4ead13ae902acaffe6fcb93
--- /dev/null
+++ b/README.md
@@ -0,0 +1,17 @@
+---
+license: mit
+library_name: mlx
+pipeline_tag: text-generation
+tags:
+- transformers
+- mlx
+base_model: meituan-longcat/LongCat-Flash-Chat
+---
+
+This model [finding1/LongCat-Flash-Chat-MLX-5.5bpw](https://huggingface.co/finding1/LongCat-Flash-Chat-MLX-5.5bpw) was
+converted to MLX format from [meituan-longcat/LongCat-Flash-Chat](https://huggingface.co/meituan-longcat/LongCat-Flash-Chat)
+using mlx-lm version **0.27.1** by running
+`mlx_lm.convert --quantize --q-bits 5 --mlx-path MLX-8.5bpw --hf-path meituan-longcat/LongCat-Flash-Chat`
+until it crashed with a `KeyError`;
+[adding `"model_type": "longcat_flash",` to the downloaded `config.json`](https://github.com/ml-explore/mlx-lm/issues/433#issuecomment-3262138687),
+then running the command again.
diff --git a/chat_template.jinja b/chat_template.jinja
new file mode 100644
index 0000000000000000000000000000000000000000..cbca5a5732d77b19acaa3db53e54367069ab78e5
--- /dev/null
+++ b/chat_template.jinja
@@ -0,0 +1,138 @@
+{%- set tool_choice = tool_choice | default('auto') %}
+{%- set ns = namespace(rounds = 0, tool_types = [], last_query_index = -1) %}
+
+{%- if tools and tool_choice != 'none' %}
+    {{- "# Tools
+" }}
+    {{- "You have access to the following tools: 
+
+" }}
+    {%- for tool in tools %}
+        {%- if tool.type in ['code_interpreter', 'function'] %}
+            {%- if tool.type not in ns.tool_types %}
+                {%- set ns.tool_types = ns.tool_types + [tool.type] %}
+                {{- "## Tool namespace: " ~ tool.type ~ "
+
+" }}
+            {%- endif %}
+            {%- if tool.type == 'code_interpreter' %}
+                {%- set tool = {"type":"code_interpreter","function":{"name":"code_interpreter_preview","description":"The code will be executed in a stateful Jupyter notebook sandbox environment, only supports local computation, data processing, and file operations. 
+Code sandbox environment (network isolated) Any external network requests or online API calls are prohibited. 
+If online functionality is needed, please use other permitted tools. 
+Code will respond with the output of the execution or time out after 60.0 seconds. ","parameters":{"type":"object","properties":{"language":{"type":"string","description":"The programming language of the code to be executed. Available values: python (Default), java, go, js, ts, c, c++."},"code":{"type":"string","description":"Python code to be executed must not include the following:
+- Importing network libraries such as requests, httplib, etc.
+- Any form of HTTP requests.
+- External API calls.
+- Network port operations. Example: ```python
+import pandas as pd
+pd.DataFrame({'A':[1,2]})
+```"},"timeout":{"type":"number","description":"The maximum execution time of the code, in seconds. Default is 60.0."}}},"required":["code"]}} %}
+            {%- endif %}
+            {{- "### Tool name: " + tool.function.name + "
+
+" }}
+            {{- "Description: " + tool.function.description + "
+
+" }}
+            {{- "InputSchema: 
+" + tool.function.parameters | tojson(indent=2) + "
+
+" }}
+        {%- endif %}
+    {%- endfor %}
+    {{- '**Note**: For each function call, return a json object with function name and arguments within <longcat_tool_call></longcat_tool_call> XML tags as follows:
+<longcat_tool_call>
+{"name": <function-name>, "arguments": <args-dict>}
+</longcat_tool_call>
+' }}
+    {{- 'When multiple functions need to be called simultaneously, each function call should be wrapped in its own <longcat_tool_call> tag and placed consecutively. For example:
+<longcat_tool_call>
+{"name": <function-name>, "arguments": <args-dict>}
+</longcat_tool_call><longcat_tool_call>
+{"name": <function-name>, "arguments": <args-dict>}
+</longcat_tool_call>
+
+' }}
+    {{- "# Messages
+" }}
+
+    {%- for idx in range(messages|length - 1) %}
+        {%- set msg = messages[idx] %}
+        {%- if msg.role == 'assistant' and not msg.tool_calls %}
+            {%- set ns.last_query_index = idx %}
+        {%- endif %}
+    {%- endfor%}
+{%- endif %}
+
+{%- for msg in messages %}
+    {%- if msg.role == "system" %}
+        {{- "SYSTEM:" + msg.content }}
+    {%- elif msg.role == "user" %}
+        {%- if loop.first %}
+            {{- "[Round " ~ (ns.rounds) ~ "] USER:" }}
+        {%- else %}
+            {{- " [Round " ~ (ns.rounds) ~ "] USER:"}}
+        {%- endif %}
+        {%- set ns.rounds = ns.rounds + 1 %}
+        {%- if msg["files"] %}
+            {{- '<longcat_files>
+' ~ msg.files | tojson(indent=2) ~ '
+</longcat_files>' }}
+        {%- endif %}
+        {{- msg.content }}
+    {%- elif msg.role == "assistant" %}
+        {{- " ASSISTANT:" }}
+        {%- if enable_thinking == true and msg.reasoning_content and ns.tool_types != [] and loop.index0 > ns.last_query_index %}
+            {{- "
+<longcat_think>
+" ~ msg.reasoning_content ~ "
+</longcat_think>
+" }}
+        {%- endif %}
+        {%- if msg.content%}
+            {{- msg.content }}
+        {%- endif %}
+        {%- if msg.tool_calls %}
+            {%- for tool_call in msg.tool_calls -%}
+                {{- "<longcat_tool_call>
+" -}}
+                {%- if tool_call.function.arguments is string -%}
+                    {"name": "{{ tool_call.function.name}}", "arguments": {{tool_call.function.arguments}}}
+                {%- else -%}
+                    {"name": "{{ tool_call.function.name}}", "arguments": {{tool_call.function.arguments | tojson}}}
+                {%- endif -%}
+                {{- "
+</longcat_tool_call>" }}
+            {%- endfor %}
+        {%- endif %}
+        {{- "</longcat_s>" -}}
+    {%- elif msg.role == "tool" %}
+        {{- " TOOL:" -}}
+        {%- if msg.name -%}
+            {"name": {{msg.name | tojson}}, "content": {{msg.content | tojson}}}
+        {%- else -%}
+            {"content": {{msg.content | tojson}}}
+        {%- endif -%}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %} 
+    {%- if enable_thinking == true %}
+        {{- " /think_on" }}
+        {%- if thinking_budget %}
+            {%- if thinking_budget < 1024 %}
+                {%- set thinking_budget = 1024 %}
+            {%- endif%}
+            {{- "
+thinking_budget: < " ~ thinking_budget ~ "."}}
+        {%- endif %}
+        {{- " ASSISTANT:<longcat_think>
+"}}
+    {%- elif enable_thinking == false %}
+        {{- " /think_off ASSISTANT:<longcat_think>
+
+</longcat_think>
+" }}
+    {%- else %}
+        {{- " ASSISTANT:" }}
+    {%- endif %}
+{%- endif %}
\ No newline at end of file
diff --git a/config.json b/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac223893839685c1e3b02d280fd8e16ae894edb5
--- /dev/null
+++ b/config.json
@@ -0,0 +1,272 @@
+{
+    "architectures": [
+        "LongcatFlashForCausalLM"
+    ],
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "attention_method": "MLA",
+    "auto_map": {
+        "AutoConfig": "configuration_longcat_flash.LongcatFlashConfig",
+        "AutoModel": "modeling_longcat_flash.LongcatFlashModel",
+        "AutoModelForCausalLM": "modeling_longcat_flash.LongcatFlashForCausalLM"
+    },
+    "bos_token_id": 1,
+    "eos_token_id": 2,
+    "expert_ffn_hidden_size": 2048,
+    "ffn_hidden_size": 12288,
+    "hidden_size": 6144,
+    "kv_lora_rank": 512,
+    "max_position_embeddings": 131072,
+    "mla_scale_kv_lora": true,
+    "mla_scale_q_lora": true,
+    "model_type": "longcat_flash",
+    "moe_topk": 12,
+    "n_routed_experts": 512,
+    "num_attention_heads": 64,
+    "num_layers": 28,
+    "q_lora_rank": 1536,
+    "qk_nope_head_dim": 128,
+    "qk_rope_head_dim": 64,
+    "quantization": {
+        "group_size": 64,
+        "bits": 5,
+        "mode": "affine",
+        "model.layers.0.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.1.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.2.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.3.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.4.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.5.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.6.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.7.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.8.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.9.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.10.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.11.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.12.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.13.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.14.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.15.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.16.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.17.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.18.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.19.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.20.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.21.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.22.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.23.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.24.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.25.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.26.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.27.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        }
+    },
+    "quantization_config": {
+        "group_size": 64,
+        "bits": 5,
+        "mode": "affine",
+        "model.layers.0.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.1.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.2.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.3.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.4.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.5.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.6.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.7.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.8.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.9.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.10.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.11.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.12.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.13.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.14.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.15.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.16.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.17.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.18.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.19.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.20.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.21.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.22.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.23.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.24.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.25.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.26.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        },
+        "model.layers.27.mlp.router.classifier": {
+            "group_size": 64,
+            "bits": 8
+        }
+    },
+    "rms_norm_eps": 1e-05,
+    "rope_theta": 10000000.0,
+    "routed_scaling_factor": 6.0,
+    "use_cache": true,
+    "v_head_dim": 128,
+    "vocab_size": 131072,
+    "zero_expert_num": 256,
+    "zero_expert_type": "identity"
+}
\ No newline at end of file
diff --git a/configuration_longcat_flash.py b/configuration_longcat_flash.py
new file mode 100644
index 0000000000000000000000000000000000000000..e70b239db05a4f4d35edd503b56086043f51b221
--- /dev/null
+++ b/configuration_longcat_flash.py
@@ -0,0 +1,216 @@
+
+"""LongcatFlash model configuration"""
+
+from transformers.configuration_utils import PretrainedConfig
+from transformers.modeling_rope_utils import rope_config_validation
+
+
+LONGCAT_PRETRAINED_CONFIG_ARCHIVE_MAP = {}
+
+
+class LongcatFlashConfig(PretrainedConfig):
+    r"""
+    This is the configuration class to store the configuration of a [`LongcatFlashModel`]. It is used to instantiate an LongcatFlash
+    model according to the specified arguments, defining the model architecture. Instantiating a configuration with the
+    defaults will yield a similar configuration to that of the LongcatFlash.
+    Configuration objects inherit from [`PretrainedConfig`] and can be used to control the model outputs. Read the
+    documentation from [`PretrainedConfig`] for more information.
+
+
+    Args:
+        vocab_size (`int`, *optional*, defaults to 131072):
+            Vocabulary size of the Deep model. Defines the number of different tokens that can be represented by the
+            `inputs_ids` passed when calling [`LongcatFlashModel`]
+        hidden_size (`int`, *optional*, defaults to 7168):
+            Dimension of the hidden representations.
+        ffn_hidden_size (`int`, *optional*, defaults to 18432):
+            Dimension of the MLP representations.
+        expert_ffn_hidden_size (`int`, *optional*, defaults to 2048):
+            Dimension of the MoE representations.
+        num_layers (`int`, *optional*, defaults to 61):
+            Number of hidden layers in the Transformer decoder.
+        num_attention_heads (`int`, *optional*, defaults to 128):
+            Number of attention heads for each attention layer in the Transformer decoder.
+        num_key_value_heads (`int`, *optional*, defaults to 128):
+            This is the number of key_value heads that should be used to implement Grouped Query Attention. If
+            `num_key_value_heads=num_attention_heads`, the model will use Multi Head Attention (MHA), if
+            `num_key_value_heads=1 the model will use Multi Query Attention (MQA) otherwise GQA is used. When
+            converting a multi-head checkpoint to a GQA checkpoint, each group key and value head should be constructed
+            by meanpooling all the original heads within that group. For more details checkout [this
+            paper](https://arxiv.org/pdf/2305.13245.pdf). If it is not specified, will default to
+            `num_attention_heads`.
+        n_routed_experts (`int`, *optional*, defaults to 256):
+            Number of routed experts.
+        routed_scaling_factor (`float`, *optional*, defaults to 2.5):
+            Scaling factor or routed experts.
+        kv_lora_rank (`int`, *optional*, defaults to 512):
+            Rank of the LoRA matrices for key and value projections.
+        q_lora_rank (`int`, *optional*, defaults to 1536):
+            Rank of the LoRA matrices for query projections.
+        qk_rope_head_dim (`int`, *optional*, defaults to 64):
+            Dimension of the query/key heads that use rotary position embeddings.
+        v_head_dim (`int`, *optional*, defaults to 128):
+            Dimension of the value heads.
+        qk_nope_head_dim (`int`, *optional*, defaults to 128):
+            Dimension of the query/key heads that don't use rotary position embeddings.
+        norm_topk_prob (`bool`, *optional*, defaults to `True`):
+            Whether to normalize the weights of the routed experts.
+        hidden_act (`str` or `function`, *optional*, defaults to `"silu"`):
+            The non-linear activation function (function or string) in the decoder.
+        max_position_embeddings (`int`, *optional*, defaults to 4096):
+            The maximum sequence length that this model might ever be used with.
+        rms_norm_eps (`float`, *optional*, defaults to 1e-06):
+            The epsilon used by the rms normalization layers.
+        use_cache (`bool`, *optional*, defaults to `True`):
+            Whether or not the model should return the last key/values attentions (not used by all models). Only
+            relevant if `config.is_decoder=True`.
+        pad_token_id (`int`, *optional*):
+            Padding token id.
+        bos_token_id (`int`, *optional*, defaults to 0):
+            Beginning of stream token id.
+        eos_token_id (`int`, *optional*, defaults to 1):
+            End of stream token id.
+        tie_word_embeddings (`bool`, *optional*, defaults to `False`):
+            Whether to tie weight embeddings
+        rope_theta (`float`, *optional*, defaults to 10000.0):
+            The base period of the RoPE embeddings.
+        attention_bias (`bool`, defaults to `False`, *optional*, defaults to `False`):
+            Whether to use a bias in the query, key, value and output projection layers during self-attention.
+        attention_dropout (`float`, *optional*, defaults to 0.0):
+            The dropout ratio for the attention probabilities.
+        attention_method (`str`, *optional*, defaults to `"MLA"`):
+            The attention method to use.
+        initializer_range (`float`, *optional*, defaults to 0.006):
+            The initializer range for the model.
+        router_bias (`bool`, *optional*, defaults to `False`):
+            Whether to use a bias in the router.
+        zero_expert_num (`int`, *optional*, defaults to `None`):
+            The number of zero experts to use.
+        zero_expert_type (`str`, *optional*, defaults to `None`):
+            The type of zero expert to use.
+
+    ```python
+    >>> from transformers import LongcatFlashModel, LongcatFlashConfig
+
+    >>> # Initializing a LongcatFlash style configuration
+    >>> configuration = LongcatFlashConfig()
+
+    >>> # Accessing the model configuration
+    >>> configuration = model.config
+    ```"""
+
+    model_type = "longcat_flash"
+    keys_to_ignore_at_inference = ["past_key_values"]
+    base_model_tp_plan = {
+        "layers.*.self_attn.k_proj": "colwise",
+        "layers.*.self_attn.v_proj": "colwise",
+        "layers.*.self_attn.o_proj": "rowwise",
+        "layers.*.mlp.experts.*.gate_proj": "local_colwise",
+        "layers.*.mlp.experts.*.up_proj": "local_colwise",
+        "layers.*.mlp.experts.*.down_proj": "local_rowwise",
+        "layers.*.mlps.*.gate_proj": "local_colwise",
+        "layers.*.mlps.*.up_proj": "local_colwise",
+        "layers.*.mlps.*.down_proj": "local_rowwise",
+    }
+    base_model_pp_plan = {
+        "embed_tokens": (["input_ids"], ["inputs_embeds"]),
+        "layers": (["hidden_states", "attention_mask"], ["hidden_states"]),
+        "norm": (["hidden_states"], ["hidden_states"]),
+    }
+
+    def __init__(
+        self,
+        vocab_size=131072,
+        hidden_size=7168,
+        ffn_hidden_size=18432,
+        expert_ffn_hidden_size=2048,
+        num_layers=61,
+        num_attention_heads=128,
+        num_key_value_heads=None,
+        n_routed_experts=256,
+        routed_scaling_factor=1,
+        kv_lora_rank=512,
+        q_lora_rank=1536,
+        qk_rope_head_dim=64,
+        v_head_dim=128,
+        qk_nope_head_dim=128,
+        mla_scale_q_lora=True,
+        mla_scale_kv_lora=True,
+        moe_topk=8,
+        norm_topk_prob=False,
+        hidden_act="silu",
+        max_position_embeddings=4096,
+        rms_norm_eps=1e-6,
+        use_cache=True,
+        pad_token_id=None,
+        bos_token_id=0,
+        eos_token_id=1,
+        tie_word_embeddings=False,
+        rope_theta=10000.0,
+        attention_bias=False,
+        attention_dropout=0.0,
+        attention_method='MLA',
+        initializer_range=0.006,
+        router_bias=False,
+        zero_expert_num=None,
+        zero_expert_type=None,
+        **kwargs,
+    ):
+        self.vocab_size = vocab_size
+        self.max_position_embeddings = max_position_embeddings
+        self.hidden_size = hidden_size
+        self.ffn_hidden_size = ffn_hidden_size
+        self.expert_ffn_hidden_size = expert_ffn_hidden_size
+        self.num_layers = num_layers
+        self.num_attention_heads = num_attention_heads
+        self.n_routed_experts = n_routed_experts
+        self.routed_scaling_factor = routed_scaling_factor
+        self.kv_lora_rank = kv_lora_rank
+        self.q_lora_rank = q_lora_rank
+        self.qk_rope_head_dim = qk_rope_head_dim
+        self.v_head_dim = v_head_dim
+        self.qk_nope_head_dim = qk_nope_head_dim
+        self.qk_head_dim = qk_nope_head_dim + qk_rope_head_dim
+        self.moe_topk = moe_topk
+        self.norm_topk_prob = norm_topk_prob
+        self.mla_scale_q_lora = mla_scale_q_lora
+        self.mla_scale_kv_lora = mla_scale_kv_lora
+        self.attention_method = attention_method
+        self.initializer_range = initializer_range
+        self.router_bias = router_bias
+        self.zero_expert_num = zero_expert_num
+        self.zero_expert_type = zero_expert_type
+
+        if self.attention_method == "MLA":
+            self.head_dim = qk_rope_head_dim
+        else:
+            ValueError('attention_method should be one of ["MLA"]')
+
+
+        if num_key_value_heads is None:
+            num_key_value_heads = num_attention_heads
+
+        self.num_key_value_heads = num_key_value_heads
+        self.hidden_act = hidden_act
+        self.rms_norm_eps = rms_norm_eps
+        self.use_cache = use_cache
+        self.rope_theta = rope_theta
+        self.attention_bias = attention_bias
+        self.attention_dropout = attention_dropout
+
+        rope_config_validation(self)
+
+        super().__init__(
+            pad_token_id=pad_token_id,
+            bos_token_id=bos_token_id,
+            eos_token_id=eos_token_id,
+            tie_word_embeddings=tie_word_embeddings,
+            **kwargs,
+        )
+
+    @property
+    def num_hidden_layers(self):
+        return self.num_layers
+
+
+__all__ = ["LongcatFlashConfig"]
diff --git a/generation_config.json b/generation_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..778f600d04e3f1a148383c1a99c7948be9249bdd
--- /dev/null
+++ b/generation_config.json
@@ -0,0 +1,7 @@
+{
+    "_from_model_config": true,
+    "bos_token_id": 1,
+    "eos_token_id": 2,
+    "pad_token_id": 3,
+    "transformers_version": "4.55.0"
+}
\ No newline at end of file
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+    }
+}
\ No newline at end of file
diff --git a/modeling_longcat_flash.py b/modeling_longcat_flash.py
new file mode 100644
index 0000000000000000000000000000000000000000..a05a4a388bfc4d5751548b89c2809f9259f85d64
--- /dev/null
+++ b/modeling_longcat_flash.py
@@ -0,0 +1,648 @@
+# -*- coding: utf-8 -*-
+# Copyright (c) 2025 Meituan
+# This code is licensed under the MIT License, for details, see the ./LICENSE file. 
+
+from typing import Callable, Optional, Union
+
+import torch
+import torch.nn.functional as F
+from torch import nn
+
+from transformers.activations import ACT2FN
+from transformers.cache_utils import Cache, DynamicCache
+from transformers.generation import GenerationMixin
+from transformers.integrations import use_kernel_forward_from_hub
+from transformers.masking_utils import create_causal_mask
+from transformers.modeling_flash_attention_utils import FlashAttentionKwargs
+from transformers.modeling_layers import GradientCheckpointingLayer
+from transformers.modeling_outputs import BaseModelOutputWithPast, CausalLMOutputWithPast
+from transformers.modeling_rope_utils import ROPE_INIT_FUNCTIONS, dynamic_rope_update
+from transformers.modeling_utils import ALL_ATTENTION_FUNCTIONS, PreTrainedModel
+from transformers.processing_utils import Unpack
+from transformers.utils import TransformersKwargs, auto_docstring, can_return_tuple
+from transformers.utils.generic import check_model_inputs
+from .configuration_longcat_flash import LongcatFlashConfig
+
+
+@use_kernel_forward_from_hub("RMSNorm")
+class LongcatFlashRMSNorm(nn.Module):
+    def __init__(self, hidden_size, eps=1e-6):
+        """
+        LongcatFlashRMSNorm is equivalent to T5LayerNorm
+        """
+        super().__init__()
+        self.weight = nn.Parameter(torch.ones(hidden_size))
+        self.variance_epsilon = eps
+
+    def forward(self, hidden_states):
+        input_dtype = hidden_states.dtype
+        hidden_states = hidden_states.to(torch.float32)
+        variance = hidden_states.pow(2).mean(-1, keepdim=True)
+        hidden_states = hidden_states * torch.rsqrt(variance + self.variance_epsilon)
+        return self.weight * hidden_states.to(input_dtype)
+
+    def extra_repr(self):
+        return f"{tuple(self.weight.shape)}, eps={self.variance_epsilon}"
+
+
+class LongcatFlashRotaryEmbedding(nn.Module):
+    def __init__(self, config: LongcatFlashConfig, device=None):
+        super().__init__()
+        # BC: "rope_type" was originally "type"
+        if hasattr(config, "rope_scaling") and isinstance(config.rope_scaling, dict):
+            self.rope_type = config.rope_scaling.get("rope_type", config.rope_scaling.get("type"))
+        else:
+            self.rope_type = "default"
+        self.max_seq_len_cached = config.max_position_embeddings
+        self.original_max_seq_len = config.max_position_embeddings
+
+        self.config = config
+        self.rope_init_fn = ROPE_INIT_FUNCTIONS[self.rope_type]
+
+        inv_freq, self.attention_scaling = self.rope_init_fn(self.config, device)
+        self.register_buffer("inv_freq", inv_freq, persistent=False)
+        self.original_inv_freq = self.inv_freq
+
+    @torch.no_grad()
+    @dynamic_rope_update  # power user: used with advanced RoPE types (e.g. dynamic rope)
+    def forward(self, x, position_ids):
+        inv_freq_expanded = self.inv_freq[None, :, None].float().expand(position_ids.shape[0], -1, 1).to(x.device)
+        position_ids_expanded = position_ids[:, None, :].float()
+
+        device_type = x.device.type if isinstance(x.device.type, str) and x.device.type != "mps" else "cpu"
+        with torch.autocast(device_type=device_type, enabled=False):  # Force float32
+            freqs = (inv_freq_expanded.float() @ position_ids_expanded.float()).transpose(1, 2)
+            emb = torch.cat((freqs, freqs), dim=-1)
+            cos = emb.cos() * self.attention_scaling
+            sin = emb.sin() * self.attention_scaling
+
+        return cos.to(dtype=x.dtype), sin.to(dtype=x.dtype)
+
+
+class LongcatFlashMLP(nn.Module):
+    def __init__(self, config, hidden_size=None, intermediate_size=None):
+        super().__init__()
+        self.config = config
+        self.hidden_size = config.hidden_size if hidden_size is None else hidden_size
+        self.intermediate_size = config.ffn_hidden_size if intermediate_size is None else intermediate_size
+
+        self.gate_proj = nn.Linear(self.hidden_size, self.intermediate_size, bias=False)
+        self.up_proj = nn.Linear(self.hidden_size, self.intermediate_size, bias=False)
+        self.down_proj = nn.Linear(self.intermediate_size, self.hidden_size, bias=False)
+        self.act_fn = ACT2FN[config.hidden_act]
+
+    def forward(self, x):
+        down_proj = self.down_proj(self.act_fn(self.gate_proj(x)) * self.up_proj(x))
+        return down_proj
+
+
+class LongcatFlashTopkRouter(nn.Module):
+    def __init__(self, config):
+        super().__init__()
+        self.config = config
+        self.top_k = config.moe_topk
+        self.n_routed_experts = (
+            config.n_routed_experts
+            if config.zero_expert_num is None
+            else config.n_routed_experts + config.zero_expert_num
+        )
+        self.routed_scaling_factor = config.routed_scaling_factor
+        self.norm_topk_prob = config.norm_topk_prob
+        self.router_bias = config.router_bias
+
+        self.classifier = nn.Linear(config.hidden_size, self.n_routed_experts, bias=self.router_bias)
+        self.register_buffer("e_score_correction_bias", torch.zeros((self.n_routed_experts)))
+
+    @torch.no_grad()
+    def get_topk_indices(self, scores):
+        scores_for_choice = scores.view(-1, self.n_routed_experts) + self.e_score_correction_bias.unsqueeze(0)
+        topk_indices = torch.topk(scores_for_choice, k=self.top_k, dim=-1, sorted=False)[1]
+        return topk_indices
+
+    def forward(self, hidden_states):
+        hidden_states = hidden_states.view(-1, self.config.hidden_size)
+        router_logits = F.linear(hidden_states.type(torch.float32), self.classifier.weight.type(torch.float32))
+        scores = router_logits.softmax(dim=-1)
+        topk_indices = self.get_topk_indices(scores)
+        topk_weights = scores.gather(1, topk_indices)
+        if self.norm_topk_prob:
+            denominator = topk_weights.sum(dim=-1, keepdim=True) + 1e-20
+            topk_weights /= denominator
+        topk_weights = topk_weights * self.routed_scaling_factor
+        return topk_indices, topk_weights
+
+
+class LongcatFlashMoE(nn.Module):
+    """
+    moe module.
+    """
+
+    def __init__(self, config):
+        super().__init__()
+        self.config = config
+        self.experts = nn.ModuleList(
+            [
+                LongcatFlashMLP(config, intermediate_size=config.expert_ffn_hidden_size)
+                for _ in range(config.n_routed_experts)
+            ]
+        )
+        self.router = LongcatFlashTopkRouter(config)
+        self.zero_expert_num = config.zero_expert_num
+        self.zero_expert_type = config.zero_expert_type
+
+    def moe(self, hidden_states: torch.Tensor, topk_indices: torch.Tensor, topk_weights: torch.Tensor):
+        final_hidden_states = torch.zeros_like(hidden_states, dtype=topk_weights.dtype)
+        total_experts = len(self.experts) if self.zero_expert_num is None else len(self.experts) + self.zero_expert_num
+
+        expert_mask = torch.nn.functional.one_hot(topk_indices, num_classes=total_experts)
+        expert_mask = expert_mask.permute(2, 0, 1)
+
+        for expert_idx in range(total_experts):
+            expert = self.experts[expert_idx] if expert_idx < len(self.experts) else None
+            mask = expert_mask[expert_idx]
+            token_indices, weight_indices = torch.where(mask)
+
+            if token_indices.numel() > 0:
+                expert_weights = topk_weights[token_indices, weight_indices]
+                expert_input = hidden_states[token_indices]
+
+                if self.zero_expert_num is None or expert_idx < len(self.experts):
+                    expert_output = expert(expert_input)
+                elif self.zero_expert_type == "identity":
+                    expert_output = expert_input
+                else:
+                    raise ValueError("Unknown condition")
+
+                weighted_output = expert_output * expert_weights.unsqueeze(-1)
+                final_hidden_states.index_add_(0, token_indices, weighted_output)
+
+        return final_hidden_states.type(hidden_states.dtype)
+
+    def forward(self, hidden_states):
+        orig_shape = hidden_states.shape
+        topk_indices, topk_weights = self.router(hidden_states)
+        hidden_states = hidden_states.view(-1, hidden_states.shape[-1])
+        hidden_states = self.moe(hidden_states, topk_indices, topk_weights).view(*orig_shape)
+        return hidden_states
+
+
+def rotate_half(x):
+    """Rotates half the hidden dims of the input."""
+    x1 = x[..., : x.shape[-1] // 2]
+    x2 = x[..., x.shape[-1] // 2 :]
+    return torch.cat((-x2, x1), dim=-1)
+
+
+def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor:
+    """
+    This is the equivalent of torch.repeat_interleave(x, dim=1, repeats=n_rep). The hidden states go from (batch,
+    num_key_value_heads, seqlen, head_dim) to (batch, num_attention_heads, seqlen, head_dim)
+    """
+    batch, num_key_value_heads, slen, head_dim = hidden_states.shape
+    if n_rep == 1:
+        return hidden_states
+    hidden_states = hidden_states[:, :, None, :, :].expand(batch, num_key_value_heads, n_rep, slen, head_dim)
+    return hidden_states.reshape(batch, num_key_value_heads * n_rep, slen, head_dim)
+
+
+def eager_attention_forward(
+    module: nn.Module,
+    query: torch.Tensor,
+    key: torch.Tensor,
+    value: torch.Tensor,
+    attention_mask: Optional[torch.Tensor],
+    scaling: float,
+    dropout: float = 0.0,
+    **kwargs: Unpack[TransformersKwargs],
+):
+    key_states = repeat_kv(key, module.num_key_value_groups)
+    value_states = repeat_kv(value, module.num_key_value_groups)
+
+    attn_weights = torch.matmul(query, key_states.transpose(2, 3)) * scaling
+    if attention_mask is not None:
+        causal_mask = attention_mask[:, :, :, : key_states.shape[-2]]
+        attn_weights = attn_weights + causal_mask
+
+    attn_weights = nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(query.dtype)
+    attn_weights = nn.functional.dropout(attn_weights, p=dropout, training=module.training)
+    attn_output = torch.matmul(attn_weights, value_states)
+    attn_output = attn_output.transpose(1, 2).contiguous()
+
+    return attn_output, attn_weights
+
+
+def apply_rotary_pos_emb(q, k, cos, sin, position_ids=None, unsqueeze_dim=1, use_mla=False):
+    """Applies Rotary Position Embedding to the query and key tensors.
+
+    Args:
+        q (`torch.Tensor`): The query tensor.
+        k (`torch.Tensor`): The key tensor.
+        cos (`torch.Tensor`): The cosine part of the rotary embedding.
+        sin (`torch.Tensor`): The sine part of the rotary embedding.
+        position_ids (`torch.Tensor`, *optional*):
+            Deprecated and unused.
+        unsqueeze_dim (`int`, *optional*, defaults to 1):
+            The 'unsqueeze_dim' argument specifies the dimension along which to unsqueeze cos[position_ids] and
+            sin[position_ids] so that they can be properly broadcasted to the dimensions of q and k. For example, note
+            that cos[position_ids] and sin[position_ids] have the shape [batch_size, seq_len, head_dim]. Then, if q and
+            k have the shape [batch_size, heads, seq_len, head_dim], then setting unsqueeze_dim=1 makes
+            cos[position_ids] and sin[position_ids] broadcastable to the shapes of q and k. Similarly, if q and k have
+            the shape [batch_size, seq_len, heads, head_dim], then set unsqueeze_dim=2.
+    Returns:
+        `tuple(torch.Tensor)` comprising of the query and key tensors rotated using the Rotary Position Embedding.
+    """
+    cos = cos.unsqueeze(unsqueeze_dim)
+    sin = sin.unsqueeze(unsqueeze_dim)
+
+    if use_mla:
+        b, h, s, d = q.shape
+        q = q.view(b, h, s, d // 2, 2).transpose(4, 3).reshape(b, h, s, d)
+
+        b, h, s, d = k.shape
+        k = k.view(b, h, s, d // 2, 2).transpose(4, 3).reshape(b, h, s, d)
+
+    q_embed = (q * cos) + (rotate_half(q) * sin)
+    k_embed = (k * cos) + (rotate_half(k) * sin)
+    return q_embed, k_embed
+
+
+class LongcatFlashMLA(nn.Module):
+    """Modified from Deepseek MLA"""
+
+    def __init__(self, config: LongcatFlashConfig, layer_idx: int):
+        super().__init__()
+        self.config = config
+        self.layer_idx = layer_idx
+        self.num_key_value_groups = config.num_attention_heads // config.num_key_value_heads
+        self.attention_dropout = config.attention_dropout
+        self.num_heads = config.num_attention_heads
+        self.rope_theta = config.rope_theta
+        self.q_lora_rank = config.q_lora_rank
+        self.qk_rope_head_dim = config.qk_rope_head_dim
+        self.kv_lora_rank = config.kv_lora_rank
+        self.v_head_dim = config.v_head_dim
+        self.qk_nope_head_dim = config.qk_nope_head_dim
+        self.qk_head_dim = config.qk_head_dim
+
+        self.is_causal = True
+        if self.q_lora_rank is None:
+            self.q_proj = nn.Linear(config.hidden_size, self.num_heads * self.qk_head_dim, bias=False)
+        else:
+            self.q_a_proj = nn.Linear(config.hidden_size, config.q_lora_rank, bias=config.attention_bias)
+            self.q_a_layernorm = LongcatFlashRMSNorm(config.q_lora_rank)
+            self.q_b_proj = nn.Linear(config.q_lora_rank, self.num_heads * self.qk_head_dim, bias=False)
+
+        self.kv_a_proj_with_mqa = nn.Linear(
+            config.hidden_size,
+            self.kv_lora_rank + self.qk_rope_head_dim,
+            bias=config.attention_bias,
+        )
+        self.kv_a_layernorm = LongcatFlashRMSNorm(self.kv_lora_rank)
+        self.kv_b_proj = nn.Linear(
+            self.kv_lora_rank,
+            self.num_heads * (self.qk_nope_head_dim + self.v_head_dim),
+            bias=False,
+        )
+
+        self.o_proj = nn.Linear(
+            self.num_heads * self.v_head_dim,
+            config.hidden_size,
+            bias=config.attention_bias,
+        )
+
+        if config.mla_scale_q_lora:
+            self.mla_scale_q_lora = (config.hidden_size / self.q_lora_rank) ** 0.5
+        if config.mla_scale_kv_lora:
+            self.mla_scale_kv_lora = (config.hidden_size / self.kv_lora_rank) ** 0.5
+        self.scaling = self.qk_head_dim ** (-0.5)
+
+    def forward(
+        self,
+        hidden_states: torch.Tensor,
+        position_embeddings: tuple[torch.Tensor, torch.Tensor],
+        attention_mask: Optional[torch.Tensor],
+        past_key_value: Optional[Cache] = None,
+        cache_position: Optional[torch.LongTensor] = None,
+        **kwargs: Unpack[FlashAttentionKwargs],
+    ) -> tuple[torch.Tensor, Optional[torch.Tensor], Optional[tuple[torch.Tensor]]]:
+        batch_size, seq_length = hidden_states.shape[:-1]
+        query_shape = (batch_size, seq_length, -1, self.qk_head_dim)
+        key_shape = (batch_size, seq_length, -1, self.qk_nope_head_dim + self.v_head_dim)
+
+        q_states = self.q_b_proj(self.q_a_layernorm(self.q_a_proj(hidden_states))).view(query_shape).transpose(1, 2)
+        q_pass, q_rot = torch.split(q_states, [self.qk_nope_head_dim, self.qk_rope_head_dim], dim=-1)
+
+        # apply q_lora scaling
+        if self.mla_scale_q_lora is not None:
+            q_pass = q_pass * self.mla_scale_q_lora
+            q_rot = q_rot * self.mla_scale_q_lora
+
+        compressed_kv = self.kv_a_proj_with_mqa(hidden_states)
+        k_pass, k_rot = torch.split(compressed_kv, [self.kv_lora_rank, self.qk_rope_head_dim], dim=-1)
+        k_pass = self.kv_a_layernorm(k_pass)
+
+        # apply kv_lora scaling
+        if self.mla_scale_kv_lora is not None:
+            k_pass = k_pass * self.mla_scale_kv_lora
+
+        k_pass = self.kv_b_proj(k_pass).view(key_shape).transpose(1, 2)
+        k_pass, value_states = torch.split(k_pass, [self.qk_nope_head_dim, self.v_head_dim], dim=-1)
+
+        k_rot = k_rot.view(batch_size, 1, seq_length, self.qk_rope_head_dim)
+
+        cos, sin = position_embeddings
+        q_rot, k_rot = apply_rotary_pos_emb(q_rot, k_rot, cos, sin, use_mla=True)
+        k_rot = k_rot.expand(*k_pass.shape[:-1], -1)
+
+        query_states = torch.cat((q_pass, q_rot), dim=-1)
+        key_states = torch.cat((k_pass, k_rot), dim=-1)
+
+        if past_key_value is not None:
+            cache_kwargs = {"sin": sin, "cos": cos, "cache_position": cache_position}
+            key_states, value_states = past_key_value.update(key_states, value_states, self.layer_idx, cache_kwargs)
+
+        if self.config._attn_implementation == "flash_attention_2" and self.qk_head_dim != self.v_head_dim:
+            value_states = F.pad(value_states, [0, self.qk_head_dim - self.v_head_dim])
+
+        attention_interface: Callable = eager_attention_forward
+        if self.config._attn_implementation != "eager":
+            attention_interface = ALL_ATTENTION_FUNCTIONS[self.config._attn_implementation]
+
+        attn_output, attn_weights = attention_interface(
+            self,
+            query_states,
+            key_states,
+            value_states,
+            attention_mask,
+            dropout=0.0 if not self.training else self.attention_dropout,
+            scaling=self.scaling,
+            **kwargs,
+        )
+
+        if self.config._attn_implementation == "flash_attention_2" and self.qk_head_dim != self.v_head_dim:
+            attn_output = attn_output[:, :, :, : self.v_head_dim]
+
+        attn_output = attn_output.reshape(batch_size, seq_length, -1).contiguous()
+        attn_output = self.o_proj(attn_output)
+        return attn_output, attn_weights
+
+
+def create_attention_block(class_name, *args, **kwargs):
+    attention_mapping = {"MLA": LongcatFlashMLA}
+
+    chosen_class = attention_mapping.get(class_name)
+    if not chosen_class:
+        raise ValueError(f"No class found for name: {class_name}")
+
+    return chosen_class(*args, **kwargs)
+
+
+class LongcatFlashDecoderLayer(GradientCheckpointingLayer):
+    def __init__(self, config: LongcatFlashConfig, layer_idx: int):
+        super().__init__()
+        self.layer_idx = layer_idx
+        self.hidden_size = config.hidden_size
+        self.mlp = LongcatFlashMoE(config)
+
+        self_attn = []
+        mlps = []
+        input_layernorm = []
+        post_attention_layernorm = []
+        for i in range(2):
+            self_attn.append(
+                create_attention_block(config.attention_method, config=config, layer_idx=layer_idx * 2 + i)
+            )
+            mlps.append(LongcatFlashMLP(config))
+            input_layernorm.append(LongcatFlashRMSNorm(config.hidden_size, eps=config.rms_norm_eps))
+            post_attention_layernorm.append(LongcatFlashRMSNorm(config.hidden_size, eps=config.rms_norm_eps))
+
+        self.self_attn = nn.ModuleList(self_attn)
+        self.mlps = nn.ModuleList(mlps)
+        self.input_layernorm = nn.ModuleList(input_layernorm)
+        self.post_attention_layernorm = nn.ModuleList(post_attention_layernorm)
+
+    def forward(
+        self,
+        hidden_states: torch.Tensor,
+        attention_mask: Optional[torch.Tensor] = None,
+        position_ids: Optional[torch.LongTensor] = None,
+        past_key_value: Optional[Cache] = None,
+        use_cache: Optional[bool] = False,
+        cache_position: Optional[torch.LongTensor] = None,
+        position_embeddings: Optional[tuple[torch.Tensor, torch.Tensor]] = None,
+        **kwargs: Unpack[FlashAttentionKwargs],
+    ) -> tuple[torch.FloatTensor, Optional[tuple[torch.FloatTensor, torch.FloatTensor]]]:
+        for i in range(2):
+            residual = hidden_states
+
+            hidden_states = self.input_layernorm[i](hidden_states)
+
+            hidden_states, _ = self.self_attn[i](
+                hidden_states=hidden_states,
+                attention_mask=attention_mask,
+                position_ids=position_ids,
+                past_key_value=past_key_value,
+                use_cache=use_cache,
+                cache_position=cache_position,
+                position_embeddings=position_embeddings,
+                **kwargs,
+            )
+            hidden_states = residual + hidden_states
+
+            residual = hidden_states
+            hidden_states = self.post_attention_layernorm[i](hidden_states)
+
+            if i == 0:
+                shortcut_mlp_output = self.mlp(hidden_states)  # shortcut output (MoE output)
+
+            hidden_states = self.mlps[i](hidden_states)
+            hidden_states = residual + hidden_states
+            if i == 1:
+                hidden_states = hidden_states + shortcut_mlp_output
+
+        return hidden_states
+
+
+@auto_docstring
+class LongcatFlashPreTrainedModel(PreTrainedModel):
+    config: LongcatFlashConfig
+    base_model_prefix = "model"
+    supports_gradient_checkpointing = True
+    _no_split_modules = ["LongcatFlashDecoderLayer"]
+    _skip_keys_device_placement = ["past_key_values"]
+    _supports_flash_attn = True
+    _supports_sdpa = True
+    _supports_flex_attn = True
+    _can_compile_fullgraph = True
+    _supports_attention_backend = True
+    _can_record_outputs = {
+        "hidden_states": LongcatFlashDecoderLayer,
+        "attentions": LongcatFlashMLA,
+    }
+
+
+@auto_docstring
+class LongcatFlashModel(LongcatFlashPreTrainedModel):
+    _keys_to_ignore_on_load_unexpected = [r"model\.mtp.*"]
+
+    def __init__(self, config: LongcatFlashConfig):
+        super().__init__(config)
+        self.padding_idx = config.pad_token_id
+        self.vocab_size = config.vocab_size
+
+        self.embed_tokens = nn.Embedding(config.vocab_size, config.hidden_size, self.padding_idx)
+        self.layers = nn.ModuleList(
+            [LongcatFlashDecoderLayer(config, layer_idx) for layer_idx in range(config.num_hidden_layers)]
+        )
+        self.norm = LongcatFlashRMSNorm(config.hidden_size, eps=config.rms_norm_eps)
+        self.rotary_emb = LongcatFlashRotaryEmbedding(config=config)
+        self.gradient_checkpointing = False
+
+        # Initialize weights and apply final processing
+        self.post_init()
+
+    @check_model_inputs
+    @auto_docstring
+    def forward(
+        self,
+        input_ids: Optional[torch.LongTensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+        position_ids: Optional[torch.LongTensor] = None,
+        past_key_values: Optional[Cache] = None,
+        inputs_embeds: Optional[torch.FloatTensor] = None,
+        cache_position: Optional[torch.LongTensor] = None,
+        use_cache: Optional[bool] = None,
+        **kwargs: Unpack[TransformersKwargs],
+    ) -> BaseModelOutputWithPast:
+        if (input_ids is None) ^ (inputs_embeds is not None):
+            raise ValueError("You must specify exactly one of input_ids or inputs_embeds")
+
+        if inputs_embeds is None:
+            inputs_embeds: torch.Tensor = self.embed_tokens(input_ids)
+
+        if use_cache and past_key_values is None:
+            past_key_values = DynamicCache()
+
+        if cache_position is None:
+            past_seen_tokens = past_key_values.get_seq_length() if past_key_values is not None else 0
+            cache_position: torch.Tensor = torch.arange(
+                past_seen_tokens, past_seen_tokens + inputs_embeds.shape[1], device=inputs_embeds.device
+            )
+
+        if position_ids is None:
+            position_ids = cache_position.unsqueeze(0)
+
+        causal_mask = create_causal_mask(
+            config=self.config,
+            input_embeds=inputs_embeds,
+            attention_mask=attention_mask,
+            cache_position=cache_position,
+            past_key_values=past_key_values,
+            position_ids=position_ids,
+        )
+
+        hidden_states = inputs_embeds
+        position_embeddings = self.rotary_emb(hidden_states, position_ids)
+
+        for decoder_layer in self.layers[: self.config.num_hidden_layers]:
+            hidden_states = decoder_layer(
+                hidden_states,
+                attention_mask=causal_mask,
+                position_ids=position_ids,
+                past_key_value=past_key_values,
+                cache_position=cache_position,
+                position_embeddings=position_embeddings,
+                **kwargs,
+            )
+
+        hidden_states = self.norm(hidden_states)
+        return BaseModelOutputWithPast(
+            last_hidden_state=hidden_states,
+            past_key_values=past_key_values,
+        )
+
+
+@auto_docstring
+class LongcatFlashForCausalLM(LongcatFlashPreTrainedModel, GenerationMixin):
+    _tied_weights_keys = ["lm_head.weight"]
+    _tp_plan = {"lm_head": "colwise_rep"}
+    _pp_plan = {"lm_head": (["hidden_states"], ["logits"])}
+    _keys_to_ignore_on_load_unexpected = [r"model\.mtp.*"]
+
+    def __init__(self, config):
+        super().__init__(config)
+        self.model = LongcatFlashModel(config)
+        self.vocab_size = config.vocab_size
+        self.lm_head = nn.Linear(config.hidden_size, config.vocab_size, bias=False)
+
+        # Initialize weights and apply final processing
+        self.post_init()
+
+    def set_decoder(self, decoder):
+        self.model = decoder
+
+    def get_decoder(self):
+        return self.model
+
+    @can_return_tuple
+    @auto_docstring
+    def forward(
+        self,
+        input_ids: Optional[torch.LongTensor] = None,
+        attention_mask: Optional[torch.Tensor] = None,
+        position_ids: Optional[torch.LongTensor] = None,
+        past_key_values: Optional[Cache] = None,
+        inputs_embeds: Optional[torch.FloatTensor] = None,
+        labels: Optional[torch.LongTensor] = None,
+        use_cache: Optional[bool] = None,
+        cache_position: Optional[torch.LongTensor] = None,
+        logits_to_keep: Union[int, torch.Tensor] = 0,
+        **kwargs: Unpack[TransformersKwargs],
+    ) -> CausalLMOutputWithPast:
+        r"""
+        Example:
+
+        ```python
+        >>> from transformers import AutoTokenizer, LongcatFlashForCausalLM
+
+        >>> model = LongcatFlashForCausalLM.from_pretrained("meta-longcat_flash/LongcatFlash-2-7b-hf")
+        >>> tokenizer = AutoTokenizer.from_pretrained("meta-longcat_flash/LongcatFlash-2-7b-hf")
+
+        >>> prompt = "Hey, are you conscious? Can you talk to me?"
+        >>> inputs = tokenizer(prompt, return_tensors="pt")
+
+        >>> # Generate
+        >>> generate_ids = model.generate(inputs.input_ids, max_length=30)
+        >>> tokenizer.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]
+        "Hey, are you conscious? Can you talk to me?\nI'm not conscious, but I can talk to you."
+        ```"""
+        outputs: BaseModelOutputWithPast = self.model(
+            input_ids=input_ids,
+            attention_mask=attention_mask,
+            position_ids=position_ids,
+            past_key_values=past_key_values,
+            inputs_embeds=inputs_embeds,
+            use_cache=use_cache,
+            cache_position=cache_position,
+            **kwargs,
+        )
+
+        hidden_states = outputs.last_hidden_state
+        # Only compute necessary logits, and do not upcast them to float if we are not computing the loss
+        slice_indices = slice(-logits_to_keep, None) if isinstance(logits_to_keep, int) else logits_to_keep
+        logits = self.lm_head(hidden_states[:, slice_indices, :])
+
+        loss = None
+        if labels is not None:
+            loss = self.loss_function(logits=logits, labels=labels, vocab_size=self.config.vocab_size, **kwargs)
+
+        return CausalLMOutputWithPast(
+            loss=loss,
+            logits=logits,
+            past_key_values=outputs.past_key_values,
+            hidden_states=outputs.hidden_states,
+            attentions=outputs.attentions,
+        )
+
+
+__all__ = ["LongcatFlashPreTrainedModel", "LongcatFlashModel", "LongcatFlashForCausalLM"]
diff --git a/special_tokens_map.json b/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..365debacc452f0526c29fba6aca892fc55d17435
--- /dev/null
+++ b/special_tokens_map.json
@@ -0,0 +1,30 @@
+{
+  "bos_token": {
+    "content": "<longcat_s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</longcat_s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<longcat_pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<longcat_unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}
diff --git a/tokenizer.json b/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..0823129c151ceba44d9e3942d8ad9617c93bcfb9
--- /dev/null
+++ b/tokenizer.json
@@ -0,0 +1,655525 @@
+{
+  "version": "1.0",
+  "truncation": null,
+  "padding": null,
+  "added_tokens": [
+    {
+      "id": 0,
+      "content": "<longcat_unk>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 1,
+      "content": "<longcat_s>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 2,
+      "content": "</longcat_s>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 3,
+      "content": "<longcat_pad>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 4,
+      "content": "<shift_unk>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 5,
+      "content": "<shift_s>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 6,
+      "content": "</shift_s>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 7,
+      "content": "<shift_pad>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 8,
+      "content": "<mask_0>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 9,
+      "content": "<reponame>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 10,
+      "content": "<filename>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 11,
+      "content": "<gh_stars>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 12,
+      "content": "<issue_start>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 13,
+      "content": "<issue_comment>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 14,
+      "content": "<issue_closed>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 15,
+      "content": "<jupyter_start>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 16,
+      "content": "<jupyter_text>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 17,
+      "content": "<jupyter_code>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 18,
+      "content": "<jupyter_output>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 19,
+      "content": "<empty_output>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 20,
+      "content": "<commit_before>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 21,
+      "content": "<commit_msg>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 22,
+      "content": "<commit_after>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 23,
+      "content": "<program_lang>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 24,
+      "content": "<|image_placeholder|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 25,
+      "content": "<|url_placeholder|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 26,
+      "content": "<|hyperlink_placeholder|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 27,
+      "content": "<|table_placeholder|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 28,
+      "content": "<|equation_placeholder|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 29,
+      "content": "<|code_placeholder|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 30,
+      "content": "<|reference_placeholder|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 31,
+      "content": "<|endoftext|>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 32,
+      "content": "<fim_prefix>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 33,
+      "content": "<fim_middle>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 34,
+      "content": "<fim_suffix>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 35,
+      "content": "<fim_pad>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 36,
+      "content": "<longcat_think>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    {
+      "id": 37,
+      "content": "</longcat_think>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    {
+      "id": 38,
+      "content": "<longcat_answer>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    {
+      "id": 39,
+      "content": "</longcat_answer>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    {
+      "id": 40,
+      "content": "<longcat_files>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    {
+      "id": 41,
+      "content": "</longcat_files>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    {
+      "id": 42,
+      "content": "<longcat_tool_call>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    {
+      "id": 43,
+      "content": "</longcat_tool_call>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": false
+    },
+    {
+      "id": 44,
+      "content": "<mask_20>",
+      "single_word": false,
+      "lstrip": false,
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+      "normalized": false,
+      "special": true
+    },
+    {
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+      "content": "<mask_21>",
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+      "lstrip": false,
+      "rstrip": false,
+      "normalized": false,
+      "special": true
+    },
+    {
+      "id": 46,
+      "content": "<mask_22>",
+      "single_word": false,
+      "lstrip": false,
+      "rstrip": false,
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+      "special": true
+    },
+    {
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+      "content": "<mask_23>",
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+    },
+    {
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+      "content": "<mask_24>",
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+    },
+    {
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+      "content": "<mask_25>",
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+    },
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+      "content": "<mask_50>",
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+    {
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+      "content": "<mask_53>",
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+      "lstrip": false,
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+      [
+        ".Read",
+        "All"
+      ],
+      [
+        "Mus",
+        "ical"
+      ],
+      [
+        "G",
+        "ING"
+      ],
+      [
+        "H",
+        "ands"
+      ],
+      [
+        "k",
+        "iss"
+      ],
+      [
+        "ĠM",
+        "oul"
+      ],
+      [
+        "ap",
+        "plied"
+      ],
+      [
+        "ĠF",
+        "LOAT"
+      ],
+      [
+        "å¤ļ",
+        "å·´"
+      ],
+      [
+        "ok",
+        "an"
+      ],
+      [
+        "æĢ§",
+        "æĪĸ"
+      ],
+      [
+        "车",
+        "æºIJ"
+      ],
+      [
+        "Ġpr",
+        "é"
+      ],
+      [
+        "æĿIJ",
+        "çĶ¨"
+      ],
+      [
+        "第åħ«",
+        "åįģäºĶç«ł"
+      ],
+      [
+        "åįĴ",
+        "ä¸Ń"
+      ],
+      [
+        "/rec",
+        "ording"
+      ],
+      [
+        "èĢĮ",
+        "论"
+      ],
+      [
+        "åĨħ",
+        "åĬĽ"
+      ],
+      [
+        "缸åħ³",
+        "è¯Ħ论"
+      ],
+      [
+        "åł´",
+        "館"
+      ],
+      [
+        "åħ·å¤ĩ",
+        "èī¯å¥½çļĦ"
+      ],
+      [
+        "æĬļ",
+        "å·ŀ"
+      ],
+      [
+        "æĮĩå®ļ",
+        "åľ°çĤ¹"
+      ],
+      [
+        "ĠFlu",
+        "or"
+      ],
+      [
+        "Ġconcaten",
+        "ated"
+      ],
+      [
+        "åįĹåħħ",
+        "å¸Ĥ"
+      ],
+      [
+        "æī«é»ijéĻ¤æģ¶",
+        "ä¸ĵ项æĸĹäºī"
+      ],
+      [
+        "éĢīè°ĥ",
+        "çĶŁ"
+      ],
+      [
+        "-",
+        "branch"
+      ],
+      [
+        "F",
+        "ork"
+      ],
+      [
+        "ĠD",
+        "ROP"
+      ],
+      [
+        "åħ¥",
+        "èį¯"
+      ],
+      [
+        "ĠHe",
+        "ide"
+      ],
+      [
+        "æĿ±",
+        "æ¼¢"
+      ],
+      [
+        "å¯Ħ",
+        "åĽŀ"
+      ],
+      [
+        "çIJĥéĺŁ",
+        "éĺµå®¹"
+      ],
+      [
+        "<<",
+        "("
+      ],
+      [
+        "ä½įæĸ¼è©²åľĭ",
+        "æĿ±åįĹéĥ¨"
+      ],
+      [
+        "Ġsophistic",
+        "ation"
+      ],
+      [
+        "Ġbrev",
+        "ity"
+      ],
+      [
+        "ï¼",
+        "¸"
+      ],
+      [
+        "çļĦ",
+        "æ¯Ķéĩį"
+      ],
+      [
+        "ä¸ĭ",
+        "æĮ«"
+      ],
+      [
+        "å®ŀ",
+        "æĥħ"
+      ],
+      [
+        "æ¯į",
+        "ä½ĵ"
+      ],
+      [
+        "ĠSp",
+        "ice"
+      ],
+      [
+        "æ°ijçĶŁ",
+        "éĵ¶è¡Į"
+      ],
+      [
+        "Ġbull",
+        "s"
+      ],
+      [
+        "ç»ıæµİ社ä¼ļ",
+        "åıijå±ķçļĦ"
+      ],
+      [
+        "-",
+        "commit"
+      ],
+      [
+        "D",
+        "anger"
+      ],
+      [
+        "I",
+        "IS"
+      ],
+      [
+        "W",
+        "OW"
+      ],
+      [
+        "Ġre",
+        "j"
+      ],
+      [
+        ".\"",
+        ");čĊ"
+      ],
+      [
+        "Ġhas",
+        "hing"
+      ],
+      [
+        "_c",
+        "ar"
+      ],
+      [
+        "е",
+        "ÑĨ"
+      ],
+      [
+        "åĬŁèĥ½",
+        "æĺ¯"
+      ],
+      [
+        "Ġorgan",
+        "ist"
+      ],
+      [
+        "åĨ²",
+        "åIJij"
+      ],
+      [
+        "éĩįæĸ°",
+        "åIJ¯åĬ¨"
+      ],
+      [
+        "缴åĪ°",
+        "çİ°åľ¨"
+      ],
+      [
+        "Ġlib",
+        "el"
+      ],
+      [
+        "æĺĬ",
+        "天"
+      ],
+      [
+        "Normal",
+        "ized"
+      ],
+      [
+        "Ġstro",
+        "king"
+      ],
+      [
+        "ĠMEM",
+        "S"
+      ],
+      [
+        "éĺ´å·®",
+        "éĺ³"
+      ],
+      [
+        "åıĹ",
+        "æ½®"
+      ],
+      [
+        "çļĦä¸Ģ",
+        "èµ·"
+      ],
+      [
+        "AL",
+        "LOW"
+      ],
+      [
+        "éļ¾",
+        "äºİ"
+      ],
+      [
+        "亲",
+        "ç¬Ķ"
+      ],
+      [
+        "å¼Ģå§ĭ",
+        "使çĶ¨"
+      ],
+      [
+        "test",
+        "ed"
+      ],
+      [
+        "Ġuns",
+        "ur"
+      ],
+      [
+        "æľºåľº",
+        "çļĦ"
+      ],
+      [
+        "èIJ§",
+        "å±±åĮº"
+      ],
+      [
+        "åĪĨéħį",
+        "ç»Ļ"
+      ],
+      [
+        "çĽ¡",
+        "æĥħ"
+      ],
+      [
+        "ĠPop",
+        "py"
+      ],
+      [
+        "short",
+        "cut"
+      ],
+      [
+        "幸è¿IJ",
+        "çļĦ"
+      ],
+      [
+        "-",
+        "ish"
+      ],
+      [
+        "\\",
+        "&"
+      ],
+      [
+        "_",
+        "analysis"
+      ],
+      [
+        "ĠA",
+        "de"
+      ],
+      [
+        "æľī",
+        "åı¯èĥ½ä¼ļ"
+      ],
+      [
+        "ĠP",
+        "ia"
+      ],
+      [
+        "è¿Ļ",
+        "åıĮ"
+      ],
+      [
+        "åķĨ",
+        "åij¨"
+      ],
+      [
+        "è³",
+        "¤"
+      ],
+      [
+        "ç»ıèIJ¥",
+        "åľºæīĢ"
+      ],
+      [
+        "ĉp",
+        "age"
+      ],
+      [
+        "æĶ¿çŃĸ",
+        "解读"
+      ],
+      [
+        "Message",
+        "Info"
+      ],
+      [
+        "_ex",
+        "ecute"
+      ],
+      [
+        "ca",
+        "ught"
+      ],
+      [
+        "å½ķåıĸ",
+        "éĢļçŁ¥ä¹¦"
+      ],
+      [
+        "ĠCOPY",
+        "ING"
+      ],
+      [
+        "Sen",
+        "ator"
+      ],
+      [
+        "Ġorph",
+        "ans"
+      ],
+      [
+        "h",
+        "man"
+      ],
+      [
+        "j",
+        "ulia"
+      ],
+      [
+        "ç¶",
+        "ı"
+      ],
+      [
+        "çĬ¶",
+        "èĬ±åºı"
+      ],
+      [
+        "缴æİ¥",
+        "è¿Ľåħ¥"
+      ],
+      [
+        "rec",
+        "over"
+      ],
+      [
+        "æĶ¿æ²»",
+        "建设"
+      ],
+      [
+        "伯",
+        "å°Ķ"
+      ],
+      [
+        "Ġdise",
+        "ased"
+      ],
+      [
+        "ĠStat",
+        "ements"
+      ],
+      [
+        "\"",
+        "K"
+      ],
+      [
+        "æľ¬",
+        "æīĢ"
+      ],
+      [
+        "对",
+        "被"
+      ],
+      [
+        "åIJĮ",
+        "ä¸Ģ天"
+      ],
+      [
+        "å·¥ä½ľ",
+        "åĪ¶åº¦"
+      ],
+      [
+        "æīĵ",
+        "æĿ¥"
+      ],
+      [
+        "å¥Ĺ",
+        "çİ°"
+      ],
+      [
+        ".B",
+        "inary"
+      ],
+      [
+        "åļ",
+        "ķ"
+      ],
+      [
+        "éĽ£",
+        "å¾Ĺ"
+      ],
+      [
+        "([",
+        "],"
+      ],
+      [
+        "FL",
+        "T"
+      ],
+      [
+        "Ġlab",
+        "yrinth"
+      ],
+      [
+        "èĩªä¸»çłĶåıij",
+        "çļĦ"
+      ],
+      [
+        "g",
+        "lycer"
+      ],
+      [
+        "Ġt",
+        "ess"
+      ],
+      [
+        "al",
+        "b"
+      ],
+      [
+        "im",
+        "ura"
+      ],
+      [
+        "iss",
+        "uer"
+      ],
+      [
+        "åIJĦ",
+        "é¡¹çĽ®"
+      ],
+      [
+        "of",
+        "ield"
+      ],
+      [
+        "\")",
+        ":"
+      ],
+      [
+        "åŃ¦æł¡",
+        "æľī"
+      ],
+      [
+        "åģľ",
+        "åĪĬ"
+      ],
+      [
+        "Ġste",
+        "ered"
+      ],
+      [
+        ".dat",
+        "abind"
+      ],
+      [
+        "åĬ¡å·¥",
+        "人åijĺ"
+      ],
+      [
+        "ä¸į容",
+        "忽è§Ĩ"
+      ],
+      [
+        "/post",
+        "s"
+      ],
+      [
+        "åĽĽéĿ¢",
+        "åħ«æĸ¹"
+      ],
+      [
+        "G",
+        "len"
+      ],
+      [
+        "ä¸Ģ",
+        "èIJ¬"
+      ],
+      [
+        "ĠC",
+        "URI"
+      ],
+      [
+        "ä¸Ń",
+        "éĢļ"
+      ],
+      [
+        "Ġgr",
+        "ated"
+      ],
+      [
+        "æ¶Ĥ",
+        "å¸ĥ"
+      ],
+      [
+        "Ġconve",
+        "ys"
+      ],
+      [
+        "åıĭè°Ĭ",
+        "èµĽ"
+      ],
+      [
+        "é«ĺå°Ķ夫",
+        "çIJĥåľº"
+      ],
+      [
+        ")",
+        "F"
+      ],
+      [
+        "Ġf",
+        "unn"
+      ],
+      [
+        "åĩº",
+        "çīĩ"
+      ],
+      [
+        "ĠZ",
+        "i"
+      ],
+      [
+        "çĶŁäº§",
+        "éĺŁ"
+      ],
+      [
+        "è®Ĭ",
+        "åĮĸçļĦ"
+      ],
+      [
+        "Ġwreck",
+        "age"
+      ],
+      [
+        "ĠLuft",
+        "waffe"
+      ],
+      [
+        "Ġfor",
+        "age"
+      ],
+      [
+        "ĠG",
+        "la"
+      ],
+      [
+        "èĩª",
+        "ç»Ļ"
+      ],
+      [
+        "ä¹ĭ",
+        "ä¹IJ"
+      ],
+      [
+        "ç±»",
+        "è½»å°ı说"
+      ],
+      [
+        "çł´",
+        "èİ·"
+      ],
+      [
+        "æľīä¸Ģ",
+        "çĤ¹çĤ¹"
+      ],
+      [
+        "è¿ĻäºĽ",
+        "äºĭæĥħ"
+      ],
+      [
+        "æ²Ĵ",
+        "éĮ¯"
+      ],
+      [
+        "(d",
+        "ep"
+      ],
+      [
+        "Ġspect",
+        "ator"
+      ],
+      [
+        "ĠLand",
+        "es"
+      ],
+      [
+        "财产",
+        "æįŁå¤±"
+      ],
+      [
+        "_res",
+        "olution"
+      ],
+      [
+        "íķĺ",
+        "기"
+      ],
+      [
+        "Framework",
+        "s"
+      ],
+      [
+        "æĽ¾çĶ¨",
+        "åIJį"
+      ],
+      [
+        "åĪ»éª¨",
+        "éĵŃ"
+      ],
+      [
+        "(",
+        "controller"
+      ],
+      [
+        "ä¸Ģ",
+        "å¤ķ"
+      ],
+      [
+        "ĠI",
+        "le"
+      ],
+      [
+        "ĠM",
+        "ina"
+      ],
+      [
+        "æĸĩ",
+        "æĨij"
+      ],
+      [
+        "å±ķ",
+        "çİ°åľ¨"
+      ],
+      [
+        "西",
+        "京"
+      ],
+      [
+        "请",
+        "使çĶ¨"
+      ],
+      [
+        "-m",
+        "ouse"
+      ],
+      [
+        "表达",
+        "对"
+      ],
+      [
+        "ðŁĴ",
+        "¯"
+      ],
+      [
+        "æĹħ客",
+        "åĪĹ车"
+      ],
+      [
+        "Ġhug",
+        "ging"
+      ],
+      [
+        "åħ¨å¿ĥåħ¨",
+        "æĦı为"
+      ],
+      [
+        "C",
+        "x"
+      ],
+      [
+        "W",
+        "ise"
+      ],
+      [
+        "èĢĮ",
+        "éĤ£"
+      ],
+      [
+        "éĺ¿",
+        "伦"
+      ],
+      [
+        "He",
+        "ather"
+      ],
+      [
+        "ĠFl",
+        "ush"
+      ],
+      [
+        "çļĦ社ä¼ļ",
+        "åĽ¢ä½ĵ"
+      ],
+      [
+        "好",
+        "ä¸į"
+      ],
+      [
+        "è¿ĩ",
+        "ä¸Ģ"
+      ],
+      [
+        "ĠV",
+        "od"
+      ],
+      [
+        "æĬĺ",
+        "çĸĬ"
+      ],
+      [
+        "ĠMart",
+        "ian"
+      ],
+      [
+        "G",
+        "row"
+      ],
+      [
+        "Ġre",
+        "juven"
+      ],
+      [
+        "Ġn",
+        "ée"
+      ],
+      [
+        "ĠM",
+        "ODULE"
+      ],
+      [
+        "åĴĮ",
+        "åİŁ"
+      ],
+      [
+        "éł",
+        "¤"
+      ],
+      [
+        "åħ¨çIJĥ",
+        "æľĢ"
+      ],
+      [
+        "èģĶç³»",
+        "äºĨ"
+      ],
+      [
+        "Ġnecess",
+        "ities"
+      ],
+      [
+        "è©ķ",
+        "測"
+      ],
+      [
+        "ĠSl",
+        "ip"
+      ],
+      [
+        "Review",
+        "ed"
+      ],
+      [
+        "çĽ´çº¿è·Ŀ离",
+        "约"
+      ],
+      [
+        "ĠCarth",
+        "age"
+      ],
+      [
+        "åĽ½å®¶ç¦ģæŃ¢æĪĸæ¶īåıĬè¡ĮæĶ¿å®¡æī¹çļĦè´§çī©",
+        "åĴĮæĬĢæľ¯è¿Ľåĩºåı£éĻ¤å¤ĸ"
+      ],
+      [
+        "çļĦ",
+        "åºĹ"
+      ],
+      [
+        "ĠN",
+        "LP"
+      ],
+      [
+        "å¹³",
+        "éģ¥"
+      ],
+      [
+        ".C",
+        "o"
+      ],
+      [
+        "两个",
+        "ç»´æĬ¤"
+      ],
+      [
+        "ĠComp",
+        "ilation"
+      ],
+      [
+        "éĩį大",
+        "æĦıä¹ī"
+      ],
+      [
+        "æĪ¿éĹ´",
+        "åĨħ"
+      ],
+      [
+        "èIJĬ",
+        "æĸ¯"
+      ],
+      [
+        "鼻åŃIJ",
+        "éģĬæĪ²"
+      ],
+      [
+        "离åŃIJ",
+        "交æį¢"
+      ],
+      [
+        "æ±Ļ",
+        "æŁĵ"
+      ],
+      [
+        "Ġin",
+        "coherent"
+      ],
+      [
+        "ä¸ŃåĽ½",
+        "åĽ½æ°ijåħļ"
+      ],
+      [
+        "ä¸ŃåĽ½",
+        "足åįı"
+      ],
+      [
+        "éľ²",
+        "æ°´"
+      ],
+      [
+        "è¦ĸ",
+        "å¯Ł"
+      ],
+      [
+        "è§ĦåĪĴ",
+        "ä¸Ń"
+      ],
+      [
+        "åĪ¶éĢł",
+        "æĬĢæľ¯"
+      ],
+      [
+        "Ġspecial",
+        "ties"
+      ],
+      [
+        "æĢĿæĥ³",
+        "认è¯Ĩ"
+      ],
+      [
+        "ĠPre",
+        "nt"
+      ],
+      [
+        "滤",
+        "è¢ĭ"
+      ],
+      [
+        "å®ļæľŁ",
+        "对"
+      ],
+      [
+        "åı¯æĮģç»Ń",
+        "æĢ§"
+      ],
+      [
+        "ĠInstall",
+        "ing"
+      ],
+      [
+        "{tikz",
+        "cd"
+      ],
+      [
+        ".tt",
+        "f"
+      ],
+      [
+        "ĠCIR",
+        "CUIT"
+      ],
+      [
+        "<",
+        "z"
+      ],
+      [
+        "ĠW",
+        "WF"
+      ],
+      [
+        "身",
+        "åħ¼"
+      ],
+      [
+        "äºĶ",
+        "é¦Ļ"
+      ],
+      [
+        "åįļ",
+        "æĸ¯"
+      ],
+      [
+        "è³½",
+        "éģĵ"
+      ],
+      [
+        "çıł",
+        "å³°"
+      ],
+      [
+        "åħij",
+        "ç¾İåħĥ"
+      ],
+      [
+        "Lo",
+        "an"
+      ],
+      [
+        "Ġcryptoc",
+        "urrencies"
+      ]
+    ]
+  }
+}
\ No newline at end of file
diff --git a/tokenizer_config.json b/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6a1b6d96c8f6abf314ad47b28639e0eb894280ab
--- /dev/null
+++ b/tokenizer_config.json
@@ -0,0 +1,1810 @@
+{
+  "add_bos_token": false,
+  "add_eos_token": true,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<longcat_unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<longcat_s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</longcat_s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<longcat_pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "4": {
+      "content": "<shift_unk>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
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+  "tokenizer_class": "BloomTokenizer",
+  "unk_token": "<longcat_unk>",
+  "vocab_file": null
+}