towhee-1.1.3

Towhee

This version is to support both pydantic 1 and 2.

towhee-1.1.2

Towhee

This version is to fix the issue of towhee triton server returning incorrect data under high concurrency.

towhee-1.1.1

Towhee

This version is to fix incompatibilities with pydantic 2.0.

towhee-1.1.0

Towhee

• AutoPipes Support pipelines from Towhee hub

  • towhee/image-embedding
  • towhee/audio-embedding
  • towhee/eqa-insert
  • towhee/eqa-search

• Add debug() API

• Support pipeline as a node

• Add revision and latest for operator

• Add retry when downloading operators

• Add DataSource Operators

  • csv
  • glob
  • sqldb
  • readthedocs

Pipelines

• towhee/eqa-insert
• towhee/eqa-search

Operators

• towhee/text-loader
• towhee/text-splitter
• prompt/question-answer
• prompt/template
• LLM/Dolly
• LLM/OpenAIs
• LLM/Ernie

Document

• docs on official website
• readthedocs

towhee-1.0.0

Introduction to New Features of Towhee

• Support batch interface
• Support converting pipeline to Nvidia triton server
• New docs https://docs.towhee.io/ and https://towhee.readthedocs.io/en/main/index.html
• Remove legacy interface.

towhee-0.9.0

Towhee.command

• Support operators code package and upload to pypi
  • towhee package -n [namespace] -p [repo_name]
• Support weight files upload to S3, list files in S3 folder and download from S3
  • towhee lsS3 -p [path in bucket]
  • towhee downloadS3 -pl [path local] -pb [path bucket]

s3: model weights

• 5 model weights on S3: clip4clip, vggish, nnfp_fma, nnfp_fma_distill_128

New Models

• 1 Video classification model
  • Vis4mer
• 3 SOTA vision backbones
  • MCProp
  • RepLKNet
  • Shunted Transformer

Operators

• Add 2 code search operators: code_search.codebert, code_search.unixcoder
• Add 5 image captioning operators: image_captioning.expansionnet-v2, image_captioning.magic, image_captioning.clip_caption_reward, image_captioning.blip, image_captioning.clipcap
• Add 5 image-text embedding operators: image_text_embedding.albef, image_text_embedding.ru_clip, image_text_embedding.japanese_clip, image_text_embedding.taiyi, image_text_embedding.slip
• Add 1 machine-translation operator: machine_translation.opus_mt
• Add 1 filter-tiny-segments operator: video-copy-detection.filter-tiny-segments

Notebooks

• Update the beginner tutorial of audio fingerprinting: Audio Fingerprint I: Build a Demo with Towhee & Milvus (modified vote method)
• Add an advanced tutorial for audio fingerprinting: Audio Fingerprint II: Music Detection with Temporal Localization (increased accuracy from 84% to 90%)

Performance

• Improve video de-copy F1 metrics on MPAA dataset.(88.83% -> 94.46%)

Towhee

• New pipeline interface. The pipeline nodes support map/flat_map/filter/window/time_window/window_all types.

towhee-0.8.1

New Models:

• Vision backbone for video embedding
  • ISC
• 3 SOTA vision backbones
  • MetaFormer
  • ConvNeXt
  • HorNet

Operators:

• Add 2 video de-copy operators: select-video, temporal-network
• Add 1 image embedding operator specifically designed for image retrieval and video de-copy with SOTA performance on VCSL dataset: isc
• Add 1 audio embedding operator specified for audio fingerprint: audio_embedding.nnfp (with pretrained weights)

Notebooks:

• Add 1 tutorial for video de-copy: video_deduplication_at_segment_level.ipynb
• Add 1 beginner tutorial for audio fingerprint: Audio Fingerprint I: Build a Demo with Towhee & Milvus

DC

• dc.flatten now support multi column
• dc.group_by;
• kv storag mixin
  • dc.insert_leveldb；
  • dc.serach_leveldb;
• Operator output nothing, i.e. dc.operator'input',

towhee-0.8.0

towhee

• Use nvidia triton server as a backend of towhee. Towhee supports generating a triton server from a towhee pipeline.
• Towhee supports GPU image decode.

towhee.models

• Add one audio fingerprinting model: nnfp (model & operator)
• Add two image embedding models: RepMLP, WaveViT

towhee-0.7.3

5 New SOTA Models:

• Visual recognition, vision-language alignment, image captioning and multimodal understanding with zero-shot transfer, frozen-feature evaluation or end-to-end finetuning.
  • CoCa
• Grounded situation recognition
  • CoFormer
• Repetitive Action Counting
  • TransRAC
• Image retrieval
  • CVNet
• Backbone
  • MaxViT

towhee-0.7.2

Bug Fix:

• Reduce towhee packages size.