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| // Copyright 2025 The ODML Authors. | |
| // | |
| // Licensed under the Apache License, Version 2.0 (the "License"); | |
| // you may not use this file except in compliance with the License. | |
| // You may obtain a copy of the License at | |
| // | |
| // http://www.apache.org/licenses/LICENSE-2.0 | |
| // | |
| // Unless required by applicable law or agreed to in writing, software | |
| // distributed under the License is distributed on an "AS IS" BASIS, | |
| // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| // See the License for the specific language governing permissions and | |
| // limitations under the License. | |
| namespace litert::lm { | |
| class EmbeddingLookupMultiModal : public EmbeddingLookup { | |
| public: | |
| ~EmbeddingLookupMultiModal() override = default; | |
| // Creates a EmbeddingLookupMultiModal instance. | |
| // | |
| // The embedding buffer will be used whenever the special token is present in | |
| // the input tokens to the Lookup functions. Whenever the special token is | |
| // present, a number of bytes will be read from the embedding | |
| // buffer into the Lookup function's output tensor. | |
| // | |
| // The output tensor will have the shape [B=1, T=tokens.size(), ...] so the | |
| // number of bytes that are read from this embedding_buffer per special token | |
| // is equal to the product of all the output_tensor dimensions starting with | |
| // the 2nd dimension (ie. if the shape of the output tensor is [1, 2, 4, 32], | |
| // the number of bytes read from embedding_buffer per special_token is | |
| // 4 * 32 = 128). | |
| static absl::StatusOr<std::unique_ptr<EmbeddingLookupMultiModal>> Create( | |
| const ::litert::TensorBuffer* embedding_buffer, int special_token); | |
| // For a given token, looks up the embedding and stores it in the | |
| // provided vector. The caller is responsible for ensuring that the vector is | |
| // the correct size for the embedding. | |
| absl::Status LookupDecode(int token, | |
| std::vector<float>& output_vector) override; | |
| // For a given token, looks up the embedding and stores it in the | |
| // output tensor. | |
| absl::Status LookupDecode(int token, | |
| litert::TensorBuffer* output_tensor) override; | |
| // For a given token, looks up the embedding and stores it in the | |
| // provided vector. The caller is responsible for ensuring that the vector is | |
| // the correct size for the embedding. | |
| // | |
| // If the token is not the special token, then this function will return | |
| // without copying any data. | |
| // | |
| // This is used for the case where the llm_litert_executor needs to look up | |
| // embeddings for the current step and then use the result for the next step. | |
| // At that point, it does not have a TensorBuffer to store the result in. | |
| absl::Status LookupPrefill(int token, | |
| std::vector<float>& output_vector) override; | |
| // For a given list of tokens, looks up the embeddings, concatenates them and | |
| // returns the result through the output tensor. | |
| // | |
| // This function supports the case where the output tensor's 0th dimension is | |
| // of size 1, its 1st dimension is greater than or equal to tokens.size(), and | |
| // its subsequent dimensions match the dimensions of the embedding output. In | |
| // other words, if the embedding output is [B=1, T=1, ...], then the output | |
| // tensor must be [1, >=tokens.size(), ...]. | |
| // | |
| // bytes_offset is used to indicate what byte to start writing to in the | |
| // output_tensor. This is used in cases where the output_tensor has already | |
| // had some embeddings written to it. | |
| absl::Status LookupPrefill(absl::Span<const int> tokens, | |
| litert::TensorBuffer* output_tensor, | |
| size_t byte_offset) override; | |
| // Returns true if there are any embeddings left to be read. | |
| bool HasRemainingEmbeddings() const { return embedding_.size() > 0; } | |
| protected: | |
| absl::Status Initialize(const ::litert::TensorBuffer* embedding_buffer, | |
| int special_token); | |
| absl::Span<float> embedding_; | |
| int special_token_; | |
| }; | |
| } // namespace litert::lm | |