初始化项目，由ModelHub XC社区提供模型

Model: tigerisaac/meeko-1-preview
Source: Original Platform

.gitattributes

@@ -0,0 +1,37 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+assets/meeko.jpeg filter=lfs diff=lfs merge=lfs -text
+meeko-1-preview-Q4_K_M.gguf filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,124 @@
+---
+language:
+- en
+library_name: transformers
+pipeline_tag: text-generation
+license: other
+base_model: LiquidAI/LFM2.5-1.2B-Instruct
+tags:
+- lfm2
+- lfm2.5
+- transcript-cleanup
+- dictation
+- text-editing
+- unsloth
+- gguf
+- llama-cpp
+---
+
+# Meeko 1 Preview
+
+<p align="center">
+  <img src="assets/meeko.jpeg" alt="Meeko the cat" width="520">
+</p>
+
+**Meeko 1 Preview** is a 1.2B-parameter transcript-cleanup model. It turns raw
+speech-to-text output into concise written text with **no system prompt**.
+
+The model is named after Meeko, the cat pictured above.
+
+## What it does
+
+Given a raw transcript as the user message, Meeko returns only the cleaned text.
+Its target editing register is medium-touch written English:
+
+- fix punctuation, capitalization, spacing, and grammar;
+- remove speech fillers and stutters;
+- expand casual forms such as “gonna” to “going to”;
+- split run-on sentences when needed;
+- format numbers, dates, times, money, percentages, symbols, and lists;
+- resolve explicit self-corrections so the final value wins;
+- preserve intent, facts, hedges, contrasts, identifiers, and all
+  non-retracted content.
+
+It is an editor, not a general-purpose chat assistant. Do not add a system
+prompt for the intended cleanup task.
+
+## Quick start
+
+```python
+import torch
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+model_id = "tigerisaac/meeko-1-preview"
+
+tokenizer = AutoTokenizer.from_pretrained(model_id)
+model = AutoModelForCausalLM.from_pretrained(
+    model_id,
+    torch_dtype=torch.float16,
+    device_map="auto",
+)
+
+messages = [{
+    "role": "user",
+    "content": "um so i was gonna send it friday no wait monday morning",
+}]
+
+inputs = tokenizer.apply_chat_template(
+    messages,
+    add_generation_prompt=True,
+    return_tensors="pt",
+).to(model.device)
+
+with torch.inference_mode():
+    generated = model.generate(
+        inputs,
+        max_new_tokens=128,
+        do_sample=False,
+    )
+
+new_tokens = generated[0, inputs.shape[-1]:]
+print(tokenizer.decode(new_tokens, skip_special_tokens=True))
+# I was going to send it Monday morning.
+```
+
+## GGUF (llama.cpp)
+
+A pre-quantized **Q4_K_M** build is included for local inference:
+
+- File: `meeko-1-preview-Q4_K_M.gguf`
+- No system prompt; pass the raw transcript as the user message.
+
+```bash
+llama-server -m meeko-1-preview-Q4_K_M.gguf \
+  --host 127.0.0.1 --port 8080 \
+  --ctx-size 16384 --parallel 1 --reasoning off
+```
+
+## Training
+
+- **Base model:** `LiquidAI/LFM2.5-1.2B-Instruct`
+- **Method:** supervised fine-tuning with Unsloth
+- **Epochs:** 2
+- **Training format:** one raw transcript user message followed by one cleaned
+  assistant response; no system message
+- **Corpus:** 11,438 curated cleanup pairs, assembled into 10,833 training and
+  570 validation examples after deduplication
+- **Label target:** medium-touch written-English cleanup
+
+The corpus includes ordinary dictation, fillers, stutters, number and symbol
+formatting, listification, explicit retractions, and matched contrast/hedge
+examples that must not be over-edited. Constructed number and retraction rows
+use mechanically verified labels.
+
+## License
+
+This fine-tune is derived from `LiquidAI/LFM2.5-1.2B-Instruct` and is released
+under the applicable upstream model terms. Review the
+[base model repository](https://huggingface.co/LiquidAI/LFM2.5-1.2B-Instruct)
+before use or redistribution.
+
+## Acknowledgments
+
+Built with Liquid AI's LFM2.5 base model and Unsloth. Named for Meeko, who
+provided supervision of the non-gradient variety.

assets/meeko.jpeg

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8226065aaf077123a8669b110d58851745b87392014f40b978b37c34cfadcd98
+size 689508

chat_template.jinja

@@ -0,0 +1,45 @@
+{{- bos_token -}}
+{%- set keep_past_thinking = keep_past_thinking | default(false) -%}
+{%- set ns = namespace(system_prompt="") -%}
+{%- if messages[0]["role"] == "system" -%}
+    {%- set ns.system_prompt = messages[0]["content"] -%}
+    {%- set messages = messages[1:] -%}
+{%- endif -%}
+{%- if tools -%}
+    {%- set ns.system_prompt = ns.system_prompt + ("\n" if ns.system_prompt else "") + "List of tools: [" -%}
+    {%- for tool in tools -%}
+        {%- if tool is not string -%}
+            {%- set tool = tool | tojson -%}
+        {%- endif -%}
+        {%- set ns.system_prompt = ns.system_prompt + tool -%}
+        {%- if not loop.last -%}
+            {%- set ns.system_prompt = ns.system_prompt + ", " -%}
+        {%- endif -%}
+    {%- endfor -%}
+    {%- set ns.system_prompt = ns.system_prompt + "]" -%}
+{%- endif -%}
+{%- if ns.system_prompt -%}
+    {{- "<|im_start|>system\n" + ns.system_prompt + "<|im_end|>\n" -}}
+{%- endif -%}
+{%- set ns.last_assistant_index = -1 -%}
+{%- for message in messages -%}
+    {%- if message["role"] == "assistant" -%}
+        {%- set ns.last_assistant_index = loop.index0 -%}
+    {%- endif -%}
+{%- endfor -%}
+{%- for message in messages -%}
+    {{- "<|im_start|>" + message["role"] + "\n" -}}
+    {%- set content = message["content"] -%}
+    {%- if content is not string -%}
+        {%- set content = content | tojson -%}
+    {%- endif -%}
+    {%- if message["role"] == "assistant" and not keep_past_thinking and loop.index0 != ns.last_assistant_index -%}
+        {%- if "</think>" in content -%}
+            {%- set content = content.split("</think>")[-1] | trim -%}
+        {%- endif -%}
+    {%- endif -%}
+    {{- content + "<|im_end|>\n" -}}
+{%- endfor -%}
+{%- if add_generation_prompt -%}
+    {{- "<|im_start|>assistant\n" -}}
+{%- endif -%}

config.json

@@ -0,0 +1,59 @@
+{
+    "architectures": [
+        "Lfm2ForCausalLM"
+    ],
+    "block_auto_adjust_ff_dim": true,
+    "block_dim": 2048,
+    "block_ff_dim": 12288,
+    "block_ffn_dim_multiplier": 1.0,
+    "block_mlp_init_scale": 1.0,
+    "block_multiple_of": 256,
+    "block_norm_eps": 1e-05,
+    "block_out_init_scale": 1.0,
+    "block_use_swiglu": true,
+    "block_use_xavier_init": true,
+    "bos_token_id": 1,
+    "conv_L_cache": 3,
+    "conv_bias": false,
+    "conv_dim": 2048,
+    "conv_use_xavier_init": true,
+    "torch_dtype": "float16",
+    "eos_token_id": 7,
+    "hidden_size": 2048,
+    "initializer_range": 0.02,
+    "intermediate_size": 12288,
+    "layer_types": [
+        "conv",
+        "conv",
+        "full_attention",
+        "conv",
+        "conv",
+        "full_attention",
+        "conv",
+        "conv",
+        "full_attention",
+        "conv",
+        "full_attention",
+        "conv",
+        "full_attention",
+        "conv",
+        "full_attention",
+        "conv"
+    ],
+    "max_position_embeddings": 128000,
+    "model_name": "unsloth/LFM2.5-1.2B-Instruct",
+    "model_type": "lfm2",
+    "norm_eps": 1e-05,
+    "num_attention_heads": 32,
+    "num_heads": 32,
+    "num_hidden_layers": 16,
+    "num_key_value_heads": 8,
+    "pad_token_id": 0,
+    "rope_theta": 1000000.0,
+    "tie_embedding": true,
+    "unsloth_fixed": true,
+    "unsloth_version": "2026.5.5",
+    "use_cache": true,
+    "use_pos_enc": true,
+    "vocab_size": 65536
+}

export_metadata.json

@@ -0,0 +1,3 @@
+{
+  "base_model": "unsloth/LFM2.5-1.2B-Instruct"
+}

generation_config.json

@@ -0,0 +1,8 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 1,
+  "eos_token_id": 7,
+  "max_length": 128000,
+  "pad_token_id": 0,
+  "transformers_version": "4.57.6"
+}

meeko-1-preview-Q4_K_M.gguf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a26d6f85f67ef4a28ce8d14a9a8242b6303c4c281432459af4c3fe69f49205d7
+size 730894880

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f915dc24a499bb0262656327ae2dae4a21306035a7c8444e50cfdf12eb960154
+size 2340697936

special_tokens_map.json

@@ -0,0 +1,23 @@
+{
+  "bos_token": {
+    "content": "<|startoftext|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|pad|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}