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Top 23 Python pretrained-model Projects
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Project mention: QwQ-32B: Embracing the Power of Reinforcement Learning | news.ycombinator.com | 2025-03-05
Huggingface's transformers library supports something similar to this. You set a minimum length, and until that length is reached, the end of sequence token has no chance of being output.
https://github.com/huggingface/transformers/blob/51ed61e2f05...
S1 does something similar to put a lower limit on its reasoning output. End of thinking is represented with the <|im_start|> token, followed by the word 'answer'. IIRC the code dynamically adds/removes <|im_start|> to the list of suppressed tokens.
Both of these approaches set the probability to zero, not something small like you were suggesting.
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pytorch-image-models
The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
Project mention: This PR content was generated automatically using cover-agent | news.ycombinator.com | 2024-11-19Those are some pointless tests.
E.g. test_activation_stats_functions [1] that just checks that the returned value is a float, and that it can take random numbers as input.
test_get_state_dict_custom_unwrap [2] is probably supposed to check that custom_unwrap is invoked, but since it doesn't either record being called, or transform its input, the assertions can't actually check that it was called.
[1] https://github.com/huggingface/pytorch-image-models/pull/233...
[2] https://github.com/huggingface/pytorch-image-models/pull/233...
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Project mention: Synchronizing pong to music with constrained optimization | news.ycombinator.com | 2024-09-03
Absolutely wonderful!
> "We obtain these times from MIDI files, though in the future I’d like to explore more automated ways of extracting them from audio."
Same here. In case it helps: I suspect a suitable option is (python libs) Spleeter (https://github.com/deezer/spleeter) to split stems and Librosa (https://github.com/librosa/librosa) for beat times. I haven't ventured into this yet though so I may be off. My ultimate goal is to be able to do it 'on the fly', i.e. in a live music setting being able to generate visualisations a couple of seconds ahead being played along with the track.
Not sure if this is unsavory self promotion, but I am in the middle of documenting something similar at the moment.
Experiments #1 - A Mutating Maurer Rose | Syncing Scripted Geometric Patterns to Music: https://www.youtube.com/watch?v=bfU58rBInpw
It generates a mutating Maurer Rose using react-native-svg on my RN stack, synced to a music track I created in Suno AI.
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Qwen
The official repo of Qwen (通义千问) chat & pretrained large language model proposed by Alibaba Cloud.
Project mention: Running Qwen, Nearly as Powerful as DeepSeek, on a MacBook Pro | dev.to | 2025-02-05Qwen (Qwen GitHub Repository) has been gaining attention recently as a powerful open-source large language model (LLM). I decided to give it a spin on my MacBook Pro using Ollama, a platform designed for running local LLMs. While Qwen2.5-Max boasts the highest performance, my setup could only handle the smaller Qwen2.5 (32B) model. Here's what I found!
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PaddleNLP
👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.
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Here’s some code: https://github.com/mlfoundations/open_clip?tab=readme-ov-fil...
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segmentation_models.pytorch
Semantic segmentation models with 500+ pretrained convolutional and transformer-based backbones.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
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petals
🌸 Run LLMs at home, BitTorrent-style. Fine-tuning and inference up to 10x faster than offloading
Project mention: Serving AI from the Basement – 192GB of VRAM Setup | news.ycombinator.com | 2024-09-08 -
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LMFlow
An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
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Project mention: InterLM: Open-source LLM with 1M context window | news.ycombinator.com | 2024-10-28
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awesome-pretrained-chinese-nlp-models
Awesome Pretrained Chinese NLP Models，高质量中文预训练模型&大模型&多模态模型&大语言模型集合
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Chinese-CLIP
Chinese version of CLIP which achieves Chinese cross-modal retrieval and representation generation.
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facenet-pytorch
Pretrained Pytorch face detection (MTCNN) and facial recognition (InceptionResnet) models
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Efficient-AI-Backbones
Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.
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PINTO_model_zoo
A repository for storing models that have been inter-converted between various frameworks. Supported frameworks are TensorFlow, PyTorch, ONNX, OpenVINO, TFJS, TFTRT, TensorFlowLite (Float32/16/INT8), EdgeTPU, CoreML.
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Pretrained-Language-Model
Pretrained language model and its related optimization techniques developed by Huawei Noah's Ark Lab.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python pretrained-models discussion
Python pretrained-models related posts
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Analyzing Hugging Face Posts with Graphs and Agents
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This PR content was generated automatically using cover-agent
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How to Run Llama 3 405B on Home Devices? Build AI Cluster
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CogAgent-18B – visual-based GUI Agent capabilities
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Are stems a good way of making mashups
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What do you think. When should we expect the next SDXL version?
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Big News!
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Index
What are some of the best open-source pretrained-model projects in Python? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | transformers | 141,182 |
| 2 | pytorch-image-models | 33,472 |
| 3 | spleeter | 26,487 |
| 4 | Qwen | 17,389 |
| 5 | PaddleNLP | 12,421 |
| 6 | open_clip | 11,222 |
| 7 | segmentation_models.pytorch | 10,177 |
| 8 | petals | 9,492 |
| 9 | CodeGeeX | 8,431 |
| 10 | LMFlow | 8,375 |
| 11 | EfficientNet-PyTorch | 7,991 |
| 12 | InternLM | 6,815 |
| 13 | CogVLM | 6,408 |
| 14 | PaddleClas | 5,588 |
| 15 | mmf | 5,546 |
| 16 | awesome-pretrained-chinese-nlp-models | 5,146 |
| 17 | Chinese-CLIP | 4,952 |
| 18 | facenet-pytorch | 4,750 |
| 19 | Efficient-AI-Backbones | 4,156 |
| 20 | PINTO_model_zoo | 3,737 |
| 21 | mmpretrain | 3,576 |
| 22 | deepsparse | 3,114 |
| 23 | Pretrained-Language-Model | 3,047 |
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