v0.3.0
DeepMatch
⚠️ This version does not support backward compatibility
- this verson is not compatible with v0.2.* and v0.1.*
- 该版本不支持向下兼容,请按照样例进行完整的样本处理和模型构建
Major Features and Improvements
- Support different negative sampling strategies, including
inbatch
,uniform
,frequency
,adaptive
. @shenweichen - refactor & update
preprocess.py
, @shenweichen - DSSM inbatch negative sampling example
- YoutubeDNN/MIND frequency negtivte sampling example
- SDM frequency negtivte sampling example
API Changes
- Add new class
deepmatch.utils.NegativeSampler
- Remove
deepmatch.layers.core.Similarity
- Add
sampler_config
,loss_type
parameters for models - Change
gamma
totemperature
,gamma=1/temperature
DisscussionGroup
- Github Discussions
- Wechat Discussions
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