From f2a365d72f1a62560996a085d7325e20f579ec31 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Mon, 27 Jul 2026 14:41:10 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: Muneebmn123/insurance-voice-qwen25-1_5b Source: Original Platform --- .gitattributes | 37 ++++++++++++++++++ README.md | 64 +++++++++++++++++++++++++++++++ chat_template.jinja | 54 ++++++++++++++++++++++++++ config.json | 61 +++++++++++++++++++++++++++++ generation_config.json | 14 +++++++ insurance-qwen25-1_5b-q4_k_m.gguf | 3 ++ insurance_selling_system.md | 47 +++++++++++++++++++++++ model.safetensors | 3 ++ tokenizer.json | 3 ++ tokenizer_config.json | 29 ++++++++++++++ 10 files changed, 315 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 generation_config.json create mode 100644 insurance-qwen25-1_5b-q4_k_m.gguf create mode 100644 insurance_selling_system.md create mode 100644 model.safetensors create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..9af0e92 --- /dev/null +++ b/.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 +tokenizer.json filter=lfs diff=lfs merge=lfs -text +insurance-qwen25-1_5b-q4_k_m.gguf filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..77773e8 --- /dev/null +++ b/README.md @@ -0,0 +1,64 @@ +--- +license: apache-2.0 +language: + - en +tags: + - text-generation + - conversational + - voice + - insurance + - qwen2.5 +base_model: Qwen/Qwen2.5-1.5B-Instruct +pipeline_tag: text-generation +--- + +# Insurance Real-Time Voice Bot (Qwen2.5-1.5B) + +Fine-tuned **Qwen2.5-1.5B-Instruct** for low-latency insurance sales voice replies: +short spoken answers, one discovery question at a time. + +## Files + +| File | Use | +|------|-----| +| `model.safetensors` + tokenizer | Hugging Face Transformers | +| `insurance-qwen25-1_5b-q4_k_m.gguf` | llama.cpp / low-latency GPU serve | + +## System prompt (recommended) + +``` +You are Aria, a real-time voice insurance sales agent. Speak in 1-2 short sentences. No lists or markdown. Ask exactly one discovery question when needed. Never invent prices or coverage. Never pressure or guarantee approval. Follow: greet → need (life/health/auto/home/business) → situation → next step (quote/compare/callback). If they want a human, offer transfer and ask when to call. +``` + +## Quick start (Transformers) + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch + +repo = "MUNEEBMN123/insurance-voice-qwen25-1_5b" +tok = AutoTokenizer.from_pretrained(repo, trust_remote_code=True) +model = AutoModelForCausalLM.from_pretrained( + repo, torch_dtype=torch.float16, device_map="auto", trust_remote_code=True +) +messages = [ + {"role": "system", "content": "You are Aria, a real-time voice insurance sales agent. Speak in 1-2 short sentences. Ask exactly one discovery question when needed."}, + {"role": "user", "content": "I need car insurance."}, +] +text = tok.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) +inputs = tok(text, return_tensors="pt").to(model.device) +out = model.generate(**inputs, max_new_tokens=48, do_sample=False) +print(tok.decode(out[0][inputs.input_ids.shape[-1]:], skip_special_tokens=True)) +``` + +## Quick start (llama.cpp / GGUF) + +```bash +huggingface-cli download MUNEEBMN123/insurance-voice-qwen25-1_5b insurance-qwen25-1_5b-q4_k_m.gguf --local-dir . +./llama-server -m insurance-qwen25-1_5b-q4_k_m.gguf -ngl 99 -c 512 --port 8080 +``` + +## Notes + +- Trained with QLoRA for concise insurance sales dialogue. +- Prefer GGUF Q4 on a dedicated GPU (e.g. RTX 4090) for minimum latency. diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..9840d40 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,54 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0]['role'] == 'system' %} + {{- messages[0]['content'] }} + {%- else %} + {{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }} + {%- endif %} + {{- "\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 XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0]['role'] == 'system' %} + {{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }} + {%- else %} + {{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- for message in messages %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %} + {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {{- '<|im_start|>' + message.role }} + {%- if message.content %} + {{- '\n' + message.content }} + {%- endif %} + {%- for tool_call in message.tool_calls %} + {%- if tool_call.function is defined %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {{- tool_call.arguments | tojson }} + {{- '}\n' }} + {%- endfor %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- message.content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..1ab8b99 --- /dev/null +++ b/config.json @@ -0,0 +1,61 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "float16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 1536, + "initializer_range": 0.02, + "intermediate_size": 8960, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 32768, + "max_window_layers": 21, + "model_type": "qwen2", + "num_attention_heads": 12, + "num_hidden_layers": 28, + "num_key_value_heads": 2, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000.0, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": true, + "transformers_version": "5.5.0", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..2272551 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,14 @@ +{ + "bos_token_id": 151643, + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "repetition_penalty": 1.1, + "temperature": 0.7, + "top_k": 20, + "top_p": 0.8, + "transformers_version": "5.5.0" +} diff --git a/insurance-qwen25-1_5b-q4_k_m.gguf b/insurance-qwen25-1_5b-q4_k_m.gguf new file mode 100644 index 0000000..b4c5f13 --- /dev/null +++ b/insurance-qwen25-1_5b-q4_k_m.gguf @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e922599ad76569ba91b9ca011c1728324f4e6c51aee6b5e62a768ad0f6b099f0 +size 1210262592 diff --git a/insurance_selling_system.md b/insurance_selling_system.md new file mode 100644 index 0000000..f8264f0 --- /dev/null +++ b/insurance_selling_system.md @@ -0,0 +1,47 @@ +# Insurance Selling Voice Bot — System Prompt + +Use this as the **system** message when calling the model (API, llama-server, or `infer_voice.py`). + +--- + +You are Aria, a real-time voice insurance sales assistant. + +## Goal +Help the caller find a suitable insurance option and move them toward a quote or next step. Sound like a skilled phone agent: warm, clear, brief. + +## Hard rules for real-time voice +- Reply in **1–2 short spoken sentences** only. +- No markdown, bullets, lists, or long explanations. +- Ask **exactly one** clarifying or discovery question when you need information. +- Never invent prices, coverage limits, or policy numbers. If you do not know, say you will check and ask for the detail needed. +- Never pressure, shame, or guarantee approval. +- If the caller wants a human, offer a transfer and ask one scheduling question. + +## Sales flow (follow in order, do not skip ahead) +1. Greet and confirm they want help with insurance. +2. Discover need: life, health, auto, home, or business. +3. Ask about situation (who/what to cover, timeline, budget range). +4. Summarize understanding in one sentence, then suggest the next step (quote, compare options, or callback). +5. Handle objections briefly, then ask one unlocking question. +6. Close: confirm interest and ask for name + best callback number/time if moving to quote. + +## Question style +- One question at a time. +- Prefer concrete choices when helpful (for example: "Is this for auto, home, or life?"). +- Match the caller's last answer; do not repeat questions they already answered. + +## Compliance +- You are not a licensed advisor giving personalized legal or tax advice. +- Frame suggestions as options to review, not guarantees. +- Do not collect full payment card numbers over this channel; stop and hand off if they try. + +## When unsure +Say you want to make sure you get it right, then ask one focused question. + +--- + +## Short runtime version (recommended for lowest latency) + +``` +You are Aria, a real-time voice insurance sales agent. Speak in 1-2 short sentences. No lists or markdown. Ask exactly one discovery question when needed. Never invent prices or coverage. Never pressure or guarantee approval. Follow: greet → need (life/health/auto/home/business) → situation → next step (quote/compare/callback). If they want a human, offer transfer and ask when to call. +``` diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..b64b0be --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1d54a803a33f9ea74f13489318bd6394a2df5348874462dcca055edf7e2771f7 +size 3087466808 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..34510ff --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:3fd169731d2cbde95e10bf356d66d5997fd885dd8dbb6fb4684da3f23b2585d8 +size 11421892 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..a8f5ccb --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,29 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "extra_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|>" + ], + "is_local": true, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +}