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155
I did some testing on the scalability of FWKV. It hits a speed bottleneck at 1B due to the T4’s bandwidth limitations. Theoretically, it should match RWKV’s inference speed if the GPU had more bandwidth. So the 1B size is not accurate.
AI & ML interests
Making funny and goofy LM's and AI's
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209
Greetings Hugging Face!
I started a new project called **FWKV** (Feed-forward Weighted Key Value, or Floored Weighted Key Value), a RWKV-style LM that uses FFNNs (Feed-Forward Neural Networks) instead of RNN and
So far I have:
- FlameF0X/FWKV-29M — this one is undertrained and doesn't have a Space yet. In the attached image you can see its speed on a T4 compared to models with the same configuration.
The only model that's fully working right now is:
- FlameF0X/FWKV-TinyStories — trained on TinyStories for one epoch. The demo Space is FlameF0X/FWKV-demo.
I started a new project called **FWKV** (Feed-forward Weighted Key Value, or Floored Weighted Key Value), a RWKV-style LM that uses FFNNs (Feed-Forward Neural Networks) instead of RNN and
floor(W·K·V). I'm hoping to make it much more efficient and scalable than RWKV.So far I have:
- FlameF0X/FWKV-29M — this one is undertrained and doesn't have a Space yet. In the attached image you can see its speed on a T4 compared to models with the same configuration.
The only model that's fully working right now is:
- FlameF0X/FWKV-TinyStories — trained on TinyStories for one epoch. The demo Space is FlameF0X/FWKV-demo.
- 2 replies
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4371
I am very sad to say that the budget in creating of SnowflakeCore-G1 1b and 7b MoE models ran out and I can't pre-train them anymore.
- 7 replies
aquiffoo
updated a
collection 10 months ago
FlameF0X
updated 3
models 10 months ago
FlameF0X
published a
model 10 months ago
Post
819
the training for SnowflakeCore-G1-1B and 7B would be retaken because now I implemented DeepSpeed and management to use two gpus.
FlameF0X
published a
model 10 months ago
FlameF0X
updated a
collection 10 months ago
aquiffoo
updated a
model 10 months ago
FlameF0X
updated a
collection 10 months ago
Adding `safetensors` variant of this model
#1 opened 10 months ago
by 
SFconvertbot
FlameF0X
published a
model 10 months ago
Post
277
The development of SnowflakeCore-G1-7B-MoE it getting delay. In the mean time I am working on SnowflakeCore-G1-1B-MoE witch would be a pre-train chatbot.
- 1 reply
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2958
The development of SnowflakeCore-G1-7B-MoE. I can't say when it would be publish yet because it's big and it requires a lot of computational power.
- 1 reply
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293
I just finished the benchmarks for https://huggingface.co/FlameF0X/SnowflakeCore-G1-Tiny and https://huggingface.co/FlameF0X/SnowflakeCore-G1-Tiny2 in comparation with openai-community/gpt2 .
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315
Hello! Important announcement, I will rename SnowflakeCore-G1-Medium to SnowflakeCore-G1-Tiny2 because it's going to have the same parameters as the Tiny version, but this one is trained on more data.
- 1 reply
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747
Currently working on SnowflakeCore-G1-Medium. [Updated loss cruve]
- 3 replies