commit 0d0e55b075f46ca955a267de1b548c5739ff3c09 Author: ModelHub XC Date: Fri May 29 16:08:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: XXXiong/ChatHLS-HLSFixer Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.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 diff --git a/README.md b/README.md new file mode 100644 index 0000000..b1d74f5 --- /dev/null +++ b/README.md @@ -0,0 +1,151 @@ +--- +license: apache-2.0 +pipeline_tag: text-generation +tags: +- chat +- llm +- safetensors +base_model: Qwen/Qwen2.5-14B-Instruct +language: +- en +--- + +# ChatHLS-HLSFixer + +## Model Details + +- **Finetuned from model:** `Qwen/Qwen2.5-14B-Instruct` +- **Model source paper:** [ChatHLS: Towards Systematic Design Automation and Optimization for High-Level Synthesis](https://arxiv.org/abs/2507.00642) +- **Project repository:** [GEAR-SEU/ChatHLS-ACL-26](https://github.com/GEAR-SEU/ChatHLS-ACL-26) + +## Description + +**ChatHLS-HLSFixer** is a specialized Large Language Model fine-tuned for High-Level Synthesis (HLS) C/C++ error correction. It acts as the core analysis agent within the ChatHLS framework. + +## Quickstart + +### Prerequisites +```bash +pip install transformers torch accelerate +``` + +### Example + +Here is a simple example of how to format your prompt and generate debugging instructions for buggy HLS code: + +````python +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch + +model_name = "XXXiong/ChatHLS-HLSFixer" +tokenizer = AutoTokenizer.from_pretrained(model_name) +model = AutoModelForCausalLM.from_pretrained( + model_name, + torch_dtype=torch.bfloat16, + device_map="auto" +) + +buggy_code = """ +#include "ap_fixed.h" +void vector_mul(ap_fixed<32,16> a[8], ap_fixed<32,16> b[8], ap_fixed<32,16> c[8]) { + #pragma HLS ARRAY_PARTITION variable=a complete dim=1 + #pragma HLS ARRAY_PARTITION variable=b complete dim=1 + #pragma HLS ARRAY_PARTITION variable=c complete dim=1 + for (int i = 0; i < 8; ++i) { + #pragma HLS UNROLL + #pragma HLS PIPELINE II=1 + c[i] = a[i] * b[i]; + } +} +""" + +error_log = """ + "ERROR: [HLS 214-274] In 'VITIS_LOOP_7_1', Pragma conflict happens on 'UNROLL' and 'PIPELINE' pragmas: Complete unroll will break the target of other loop pragmas (vector_mul.cpp:7:18)", + "ERROR: [HLS 200-1715] Encountered problem during source synthesis" +""" + +prompt = f"""You are given a piece of HLS code that contains bugs, the compiler error log, and the description of the buggy code. +Your task is to debug the buggy code by analyzing the differences between it and the original code, using the error log to guide you. +Generate the COT debugging strategy through the buggy code, the code's description and error log. + +**Instructions:** + +1. **Debug the Code**: + - **Identify Errors**: List the erroneous code line in the buggy code. + - **Analyze Reasons**: Explain why each bug occurred, referencing the error log and the differences from the original code. + - **Propose Fixes**: Specify the exact changes needed to fix each bug, including code modifications. + +2. **Construct a Chain of Thought (CoT)**: + - **Sequential Reasoning**: Address one error at a time, starting with syntax errors from the compiler. + - **Hypothesis Formation**: Hypothesize why logical errors occur based on the error log and code comparison. + - **Testing and Verification**: Validate hypotheses through analysis. + - **Reflection**: Reflect on the findings after each step and plan the next steps. + +3. **Output**: + - **Chain of Thought (CoT)**: Write a detailed explanation of your debugging process. + - **Bug Analysis in JSON Format**: Provide a structured summary as per the format below. + - **No other explanations or conclusions** + +**Inputs:** + +Buggy Code: +```cpp +{buggy_code} +``` + +Vitis HLS Compiler Error Log: +```text +{error_log} +``` + +**Expected Output Format:** + +Bug Analysis: +```json +{{ + "bug_analysis": [ + {{ + "erroneous_code_line": "[code line]", + "reason": "[Explanation of why the bug occurred]", + "modification_actions": [ + {{ + "action": "[Specific modification to be made]", + "reason": "[Reason for the modification]" + }} + ] + }} + ] +}} +``` +Please ensure that the JSON is properly formatted and valid. +""" + +messages = [ + {"role": "system", + "content": """You are an expert in High-Level Synthesis (HLS) programming. + Your primary task is to identify and debug HLS-incompatible errors in regular C/C++ programs. You will be provided with: + - **Buggy Code**: A C/C++ program containing HLS-incompatible errors. + - **Compiler Error Log**: The error messages generated by the Vitis HLS compiler."""}, + {"role": "user", "content": prompt} +] + +text = tokenizer.apply_chat_template( + messages, + tokenize=False, + add_generation_prompt=True +) + +model_inputs = tokenizer([text], return_tensors="pt").to(model.device) + +generated_ids = model.generate( + **model_inputs, + max_new_tokens=2048, + temperature=0.7 +) +generated_ids = [ + output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids) +] + +response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0] +print(response) +```` \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..bdf7919 --- /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..c6d5618 --- /dev/null +++ b/config.json @@ -0,0 +1,78 @@ +{ + "architectures": [ + "Qwen2ForCausalLM" + ], + "attention_dropout": 0.0, + "dtype": "bfloat16", + "eos_token_id": 151645, + "hidden_act": "silu", + "hidden_size": 5120, + "initializer_range": 0.02, + "intermediate_size": 13824, + "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", + 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