二、模型压缩 首先,我们需要使用mlc-llm工具对qwen-7b模型进行压缩。这可以通过以下步骤实现: 将qwen-7b模型转换为PyTorch格式(如果尚未转换)。 使用mlc-llm的压缩功能对模型进行压缩。您可以通过调整压缩参数来优化模型大小和性能之间的平衡。 压缩完成后,您将得到一个优化后的模型文件,其体积将比原始模型小得多。
将之前编译的qwen1.5-1.8b-q4f16_1-android.tar放到mlc-llm/dist/prebuilt/lib/qwen1.5-1.8b/目录下。没有就创建该目录。 mkdir -p mlc-llm/dist/prebuilt/lib/qwen1.5-1.8b/ cp dist/prebuilt_libs/qwen1.5-1.8b-q4f16_1-android.tar mlc-llm/dist/prebuilt/lib/qwen1.5-1.8b/ 进入mlc-llm/android...
generation_model="qwen-max", embedding_backend="dashscope_embedding", embedding_model="tex...
gitclonehttps://huggingface.co/mlc-ai/DeepSeek-R1-Distill-Qwen-7B-q4f16_1-MLC 3. 运行 mlc本身可以用cli进行交互式问答,但是启动的时候识别核显内存大小会出错。我直接用server模式强行绕过该问题 mlc_llm serve ./DeepSeek-R1-Distill-Qwen-7B-q4f16_1-MLC/ --overrides"gpu_memory_utilization=3" 然...
Qwen 7B is reporting impressive numbers for both English and Chinese. Qwen is similar to Llama model. Need to add bias params for QKV, and change the tokenizer to tiktoken.
❓ General Questions i convert qwen2.5-3B model to mlc format, when run model on iphone13 pro(ios18), the memory usage is very high, bigger than model size, as the follow picture show: mlc-package-config.json file content: { "device": "ip...
AI distillation is a process that creates smaller, more efficient models from larger ones, retaining much of their reasoning power while reducing computational demands. DeepSeek has applied this technique to develop a suite of distilled models from R1, using Qwen and Llama architectures. That...
【喂饭教程】30分钟学会Qwen2.5-7B微调行业大模型,环境配置+模型微调+模型部署+效果展示详细教程!草履虫都能学会~ 1.6万 24 04:17:53 App 【B站首发】DeepSeek+Ollama+AnythingLLM打造本地免费专属知识库!AI大模型从入门到精通,包含RAG、Agent全集!全程干货,拿走不谢 4.0万 690 24:33:08 App 2025吃透AI大...
Qwen (通义千问): Qwen2 0.5B, 1.5B, 7B If you need more models, request a new model via opening an issue or check Custom Models for how to compile and use your own models with WebLLM. Jumpstart with Examples Learn how to use WebLLM to integrate large language models into your applic...
mlc-llm [Bug] 基于Qwen-72B的一些llamafied模型兼容性测试谢谢，正在努力重现那个。