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feat: add new Ollama engine using ggml through cgo This change introduces a new way to run pretrained models. It introduces 3 high level interfaces and a bunch of smaller helper interfaces to facilitate this. - `model.Model` defines the interface for a model architecture. Models such as `llama` and `mllama`, which are provided as examples, can implement the model's forward propagation in the `Forward` method. This method will be called to generate completions. This interface can be found in `model/model.go` - `ml.Backend` defines the interface for a backend tensor library, in this case `ggml`. Among other things, a Backend is responsible for loading a pretrained model into hardware (GPU, CPU, etc) and providing an interface for Models to access loaded tensors. This interface can be found in `ml/backend.go` - `ml.Tensor` defines the interface for a tensor and tensor operations This is the first implementation of the new engine. Follow up PRs will implement more features: - non-greedy sampling (#8410) - integration with Ollama and KV caching (#8301) - more model support (#9080) with more coming soon Co-authored-by: Bruce MacDonald <brucewmacdonald@gmail.com> |
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.. | ||
testdata | ||
alfred.gotmpl | ||
alfred.json | ||
alpaca.gotmpl | ||
alpaca.json | ||
chatml.gotmpl | ||
chatml.json | ||
chatqa.gotmpl | ||
chatqa.json | ||
codellama-70b-instruct.gotmpl | ||
codellama-70b-instruct.json | ||
command-r.gotmpl | ||
command-r.json | ||
falcon-instruct.gotmpl | ||
falcon-instruct.json | ||
gemma-instruct.gotmpl | ||
gemma-instruct.json | ||
granite-instruct.gotmpl | ||
granite-instruct.json | ||
index.json | ||
llama2-chat.gotmpl | ||
llama2-chat.json | ||
llama3-instruct.gotmpl | ||
llama3-instruct.json | ||
magicoder.gotmpl | ||
magicoder.json | ||
mistral-instruct.gotmpl | ||
mistral-instruct.json | ||
openchat.gotmpl | ||
openchat.json | ||
phi-3.gotmpl | ||
phi-3.json | ||
solar-instruct.gotmpl | ||
solar-instruct.json | ||
starcoder2-instruct.gotmpl | ||
starcoder2-instruct.json | ||
template.go | ||
template_test.go | ||
vicuna.gotmpl | ||
vicuna.json | ||
zephyr.gotmpl | ||
zephyr.json |