初始化项目，由ModelHub XC社区提供模型
Model: rishiu/lucida-1.5b Source: Original Platform
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103
README.md
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README.md
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---
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base_model:
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- Qwen/Qwen2.5-Math-1.5B-Instruct
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pipeline_tag: text-generation
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---
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# Lucida 1.5B
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**Lucida** is a fine-tuned version of [Qwen2.5-Math-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-Math-1.5B-Instruct) trained to decompose mathematical equations into hierarchical explanation trees that build genuine intuition.
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Given any named equation, Lucida breaks it down into its meaningful sub-components — explaining not just *what* each part is, but *why* it exists and what changes when it grows or shrinks.
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## What it does
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Input: a LaTeX equation with an optional name and description.
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Output: a structured decomposition tree where each node contains:
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- The LaTeX fragment
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- A node type (`expression`, `variable`, `constant`, `operator`, `function`, `other`)
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- A short label (2–5 words)
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- An intuition — the "aha" a great teacher would say
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### Example
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**Input:** `K = \frac{1}{2}mv^2` — Kinetic Energy
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**Output:**
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```
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K = \frac{1}{2}mv^2 | expression | Kinetic Energy Equation | Moving objects store energy proportional to mass and the square of speed — doubling speed quadruples energy
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K | variable | Kinetic Energy | Total mechanical energy of motion — zero when still, grows rapidly as speed increases
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\frac{1}{2}mv^2 | expression | Energy of Motion | Mass times squared speed, halved — the ½ comes from integrating F=ma over distance from rest
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\frac{1}{2} | other | Scaling Factor
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m | variable | Mass | How much matter is moving — more mass means proportionally more energy at the same speed
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v^2 | expression | Squared Speed | Speed multiplied by itself — squaring means fast objects carry disproportionately more energy than slow ones
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v | variable | Speed | How fast the object is moving — the dominant factor since it appears squared
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= | operator | —
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```
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## Training
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Lucida was trained in two stages:
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1. **SFT** on ~950 equations annotated in the 4-field compact format using frontier model annotations (Gemini 2.5 Flash) guided by 12 hand-written oracle examples spanning physics, chemistry, ML, calculus, linear algebra, economics, and probability.
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2. **GRPO** starting from the SFT checkpoint, with three reward signals:
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- **Format reward** — output parses cleanly into the compact tree format
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- **Reconstruction reward** — children tokens cover their parent's tokens at every level
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- **Judge reward** — LLM judge scores label quality, intuition quality, and structure quality against oracle exemplars
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**Eval results (50 equations):**
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| Metric | SFT baseline | Lucida (GRPO) |
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|---|---|---|
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| Parseable | 88% | 94% |
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| Recon mean | 0.814 | 0.863 |
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| Depth mean | 0.790 | 0.902 |
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| Combined | 0.832 | 0.895 |
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## Usage
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```python
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from transformers import AutoModelForCausalLM, AutoTokenizer
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model_id = "rishiu/lucida-1.5b"
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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model = AutoModelForCausalLM.from_pretrained(model_id, torch_dtype="auto")
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SYSTEM_PROMPT = """You decompose mathematical equations into hierarchical explanation trees that teach intuition.
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Output format — one line per node, 2 spaces of indent per depth level:
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<latex_fragment> | <type> | <short_label> | <intuition>
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Types: expression, variable, constant, operator, function, other
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Rules:
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- The root node is the full equation
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- Recurse until every leaf is a single variable, named constant, or operator
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- Short label: 2–5 words
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- Intuition: the "aha" moment — for variables, what changes if this gets bigger?
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- Omit intuition for operators and bare numeric factors"""
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def decompose(latex, name=""):
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user = f"Name: {name}\n" if name else ""
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user += f"Equation: {latex}\n\nDecompose:"
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messages = [
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{"role": "system", "content": SYSTEM_PROMPT},
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{"role": "user", "content": user},
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]
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prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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inputs = tokenizer(prompt, return_tensors="pt")
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out = model.generate(**inputs, max_new_tokens=1024, do_sample=False)
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generated = out[0][inputs["input_ids"].shape[1]:]
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return tokenizer.decode(generated, skip_special_tokens=True).strip()
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print(decompose(r"\frac{1}{2}mv^2", name="Kinetic Energy"))
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```
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## Limitations
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- Best on standard named equations from physics, chemistry, ML, and mathematics
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- May produce factual errors on highly specialized or obscure equations
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- Partial derivative notation (e.g. ∂u/∂t) is occasionally split incorrectly into independent symbols
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- Output quality depends on equation complexity — very long equations may be truncated
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added_tokens.json
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{
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"</tool_call>": 151658,
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"<tool_call>": 151657,
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"<|box_end|>": 151649,
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"<|box_start|>": 151648,
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"<|endoftext|>": 151643,
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"<|fim_middle|>": 151660,
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"<|fim_pad|>": 151662,
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"<|fim_prefix|>": 151659,
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"<|fim_suffix|>": 151661,
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"<|im_end|>": 151645,
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"<|im_start|>": 151644,
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"<|image_pad|>": 151655,
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"<|object_ref_end|>": 151647,
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"<|object_ref_start|>": 151646,
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"<|quad_end|>": 151651,
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"<|quad_start|>": 151650,
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"<|video_pad|>": 151656,
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"<|vision_end|>": 151653,
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"<|vision_pad|>": 151654,
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"<|vision_start|>": 151652
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}
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chat_template.jinja
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chat_template.jinja
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0]['role'] == 'system' %}
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{{- messages[0]['content'] }}
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{%- else %}
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{{- 'Please reason step by step, and put your final answer within \\boxed{}.' }}
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{%- endif %}
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{{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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{%- else %}
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{%- if messages[0]['role'] == 'system' %}
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{{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
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{%- else %}
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{{- '<|im_start|>system\nPlease reason step by step, and put your final answer within \\boxed{}.<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
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{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{{- '<|im_start|>' + message.role }}
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{%- if message.content %}
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{{- '\n' + message.content }}
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{%- endif %}
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{%- for tool_call in message.tool_calls %}
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{%- if tool_call.function is defined %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '\n<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{{- tool_call.arguments | tojson }}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- message.content }}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{%- endif %}
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58
config.json
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config.json
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{
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"architectures": [
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"Qwen2ForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"hidden_act": "silu",
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"hidden_size": 1536,
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"initializer_range": 0.02,
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"intermediate_size": 8960,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 4096,
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"max_window_layers": 21,
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"model_type": "qwen2",
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"num_attention_heads": 12,
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"num_hidden_layers": 28,
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"num_key_value_heads": 2,
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"rms_norm_eps": 1e-06,
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"rope_scaling": null,
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"rope_theta": 10000.0,
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"sliding_window": null,
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"tie_word_embeddings": true,
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"transformers_version": "4.57.6",
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"use_cache": true,
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"use_sliding_window": false,
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"vocab_size": 151936
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}
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generation_config.json
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generation_config.json
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{
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"bos_token_id": 151643,
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"eos_token_id": [
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151645,
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151643
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],
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"pad_token_id": 151643,
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"transformers_version": "4.57.6"
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}
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151388
merges.txt
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151388
merges.txt
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3
model.safetensors
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:cf3dc2021cb11398186c505b09c3fd34088eb556b5e374141d79b9d1a8f1bf4b
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size 3087467144
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special_tokens_map.json
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special_tokens_map.json
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{
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"additional_special_tokens": [
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"<|im_start|>",
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"<|im_end|>",
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"<|object_ref_start|>",
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"<|object_ref_end|>",
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"<|box_start|>",
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"<|box_end|>",
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"<|quad_start|>",
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"<|quad_end|>",
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"<|vision_start|>",
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"<|vision_end|>",
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"<|vision_pad|>",
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"<|image_pad|>",
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"<|video_pad|>"
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],
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"eos_token": {
|
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "<|endoftext|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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|
}
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tokenizer.json
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tokenizer.json
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|
version https://git-lfs.github.com/spec/v1
|
||||||
|
oid sha256:9c5ae00e602b8860cbd784ba82a8aa14e8feecec692e7076590d014d7b7fdafa
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|
size 11421896
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207
tokenizer_config.json
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207
tokenizer_config.json
Normal file
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{
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"add_bos_token": false,
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"add_prefix_space": false,
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"added_tokens_decoder": {
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|
"151643": {
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||||||
|
"content": "<|endoftext|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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||||||
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"single_word": false,
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||||||
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"special": true
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},
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"151644": {
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"content": "<|im_start|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"151645": {
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"content": "<|im_end|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"151646": {
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"content": "<|object_ref_start|>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"151647": {
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"content": "<|object_ref_end|>",
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|
"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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|
},
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"151648": {
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"content": "<|box_start|>",
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"lstrip": false,
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||||||
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"normalized": false,
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||||||
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"rstrip": false,
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||||||
|
"single_word": false,
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||||||
|
"special": true
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||||||
|
},
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|
"151649": {
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"content": "<|box_end|>",
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"lstrip": false,
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||||||
|
"normalized": false,
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||||||
|
"rstrip": false,
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||||||
|
"single_word": false,
|
||||||
|
"special": true
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||||||
|
},
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||||||
|
"151650": {
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||||||
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"content": "<|quad_start|>",
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"lstrip": false,
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||||||
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"normalized": false,
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||||||
|
"rstrip": false,
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||||||
|
"single_word": false,
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||||||
|
"special": true
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||||||
|
},
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||||||
|
"151651": {
|
||||||
|
"content": "<|quad_end|>",
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||||||
|
"lstrip": false,
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||||||
|
"normalized": false,
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||||||
|
"rstrip": false,
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||||||
|
"single_word": false,
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||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151652": {
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||||||
|
"content": "<|vision_start|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
|
||||||
|
"151653": {
|
||||||
|
"content": "<|vision_end|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
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||||||
|
"151654": {
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||||||
|
"content": "<|vision_pad|>",
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||||||
|
"lstrip": false,
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||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
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},
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"151655": {
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||||||
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"content": "<|image_pad|>",
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||||||
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"lstrip": false,
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||||||
|
"normalized": false,
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||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": true
|
||||||
|
},
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||||||
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"151656": {
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||||||
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"content": "<|video_pad|>",
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||||||
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"lstrip": false,
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||||||
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"normalized": false,
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||||||
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"rstrip": false,
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||||||
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"single_word": false,
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||||||
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"special": true
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||||||
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},
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||||||
|
"151657": {
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||||||
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"content": "<tool_call>",
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"lstrip": false,
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||||||
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"normalized": false,
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||||||
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"rstrip": false,
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||||||
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"single_word": false,
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||||||
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"special": false
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||||||
|
},
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||||||
|
"151658": {
|
||||||
|
"content": "</tool_call>",
|
||||||
|
"lstrip": false,
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||||||
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"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151659": {
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||||||
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"content": "<|fim_prefix|>",
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||||||
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"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
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"151660": {
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||||||
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"content": "<|fim_middle|>",
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||||||
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"lstrip": false,
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||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151661": {
|
||||||
|
"content": "<|fim_suffix|>",
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||||||
|
"lstrip": false,
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||||||
|
"normalized": false,
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||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151662": {
|
||||||
|
"content": "<|fim_pad|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151663": {
|
||||||
|
"content": "<|repo_name|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
},
|
||||||
|
"151664": {
|
||||||
|
"content": "<|file_sep|>",
|
||||||
|
"lstrip": false,
|
||||||
|
"normalized": false,
|
||||||
|
"rstrip": false,
|
||||||
|
"single_word": false,
|
||||||
|
"special": false
|
||||||
|
}
|
||||||
|
},
|
||||||
|
"additional_special_tokens": [
|
||||||
|
"<|im_start|>",
|
||||||
|
"<|im_end|>",
|
||||||
|
"<|object_ref_start|>",
|
||||||
|
"<|object_ref_end|>",
|
||||||
|
"<|box_start|>",
|
||||||
|
"<|box_end|>",
|
||||||
|
"<|quad_start|>",
|
||||||
|
"<|quad_end|>",
|
||||||
|
"<|vision_start|>",
|
||||||
|
"<|vision_end|>",
|
||||||
|
"<|vision_pad|>",
|
||||||
|
"<|image_pad|>",
|
||||||
|
"<|video_pad|>"
|
||||||
|
],
|
||||||
|
"bos_token": null,
|
||||||
|
"clean_up_tokenization_spaces": false,
|
||||||
|
"eos_token": "<|im_end|>",
|
||||||
|
"errors": "replace",
|
||||||
|
"extra_special_tokens": {},
|
||||||
|
"model_max_length": 131072,
|
||||||
|
"pad_token": "<|endoftext|>",
|
||||||
|
"split_special_tokens": false,
|
||||||
|
"tokenizer_class": "Qwen2Tokenizer",
|
||||||
|
"unk_token": null
|
||||||
|
}
|
||||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user