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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 { | |
| // Calculates the confidence of the batch given the logits and the sampled ids. | |
| // Summing the confidence of all batches will give the total perplexity. | |
| // The logits are expected to be in the shape of [batch_size, vocab_size]. | |
| // The sampled_ids are the sampled token ids for the full batch. | |
| // The temperature is used for calculating the softmax function. | |
| // Returns the confidence i.e. negative log probability for the entire batch. | |
| // Ranges from [0, inf) | |
| // In case one of the streams has ended, the user needs to still provide a valid | |
| // sampled id for that stream and ignore the result of that element. | |
| absl::StatusOr<std::vector<float>> ComputeLogLikelihood( | |
| absl::Span<const float> logits, absl::Span<const int> sampled_ids, | |
| float temperature); | |
| } // namespace litert::lm | |