spring-ai
mergekit
| spring-ai | mergekit | |
|---|---|---|
| 4 | 6 | |
| 2,083 | 3,521 | |
| 34.4% | 18.7% | |
| 9.8 | 9.2 | |
| 3 days ago | 6 days ago | |
| Java | Python | |
| Apache License 2.0 | GNU Lesser General Public License v3.0 only |
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spring-ai
mergekit
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Language Models Are Super Mario: Absorbing Abilities from Homologous Models
For others like me who’d not heard of merging before, this seems to be one tool[0] (there may be others)
[0] https://github.com/arcee-ai/mergekit
- FLaNK AI Weekly 25 March 2025
- Tools for merging pretrained large language models
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Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM
mergekit is the tool you need to do this
https://github.com/cg123/mergekit -
Iambe-RP-20b: An uncensored L2 Frankenstein model directly trained with RP-oriented cDPO
I actually asked the creator of mergekit a question here. In his response, I learned how to use task_arithmetic to isolate the deltas. One could, in theory, use WANDA on that model from the second example, then merge it back into another model. However, that's firmly past the frontier of what has been tried, so experimentation might be messy.
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LLMs cannot find reasoning errors, but can correct them
Ah, actually reviewing that more closely I found a link to it in the acknowledgements.
https://github.com/cg123/mergekit
What are some alternatives?
spring-ai - An Application Framework for AI Engineering [Moved to: https://github.com/spring-projects/spring-ai]
Finetune_LLMs - Repo for fine-tuning Casual LLMs
com.openai.unity - A Non-Official OpenAI Rest Client for Unity (UPM)
xTuring - Build, customize and control you own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community: https://discord.gg/TgHXuSJEk6
ChatGPTClone - ChatGPTClone using Hilla and Spring AI
LLMLingua - To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss.
hilla - Build better business applications, faster. No more juggling REST endpoints or deciphering GraphQL queries. Hilla seamlessly connects Spring Boot and React to accelerate application development.
task_vectors - Editing Models with Task Arithmetic
makeMoE - From scratch implementation of a sparse mixture of experts language model inspired by Andrej Karpathy's makemore :)
difftastic - a structural diff that understands syntax 🟥🟩
FLiPStackWeekly - FLaNK AI Weekly covering Apache NiFi, Apache Flink, Apache Kafka, Apache Spark, Apache Iceberg, Apache Ozone, Apache Pulsar, and more...