diff --git a/.gitattributes b/.gitattributes
index aa7aacd0134a92c3c1943fdecc75cd8b7420cce6..a6344aac8c09253b3b630fb776ae94478aa0275b 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -33,5 +33,3 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
*.zip filter=lfs diff=lfs merge=lfs -text
*.zst filter=lfs diff=lfs merge=lfs -text
*tfevents* filter=lfs diff=lfs merge=lfs -text
-model.safetensors.index.json filter=lfs diff=lfs merge=lfs -text
-tokenizer.json filter=lfs diff=lfs merge=lfs -text
diff --git a/LICENSE b/LICENSE
deleted file mode 100644
index eba5935b74a2e4419b4e2edc68e674167ab705d2..0000000000000000000000000000000000000000
--- a/LICENSE
+++ /dev/null
@@ -1,9 +0,0 @@
-MIT License
-Copyright (c) 2025 Nvidia
-Copyright (c) 2023 DeepSeek
-
-Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
\ No newline at end of file
diff --git a/README.md b/README.md
index 454b09b0146601a814266c77f9e40227ad1b09ad..50b00304d29d1e76c7ed18b2deaa9c3238919fe8 100644
--- a/README.md
+++ b/README.md
@@ -1,231 +1,184 @@
----
-pipeline_tag: text-generation
-base_model:
-- deepseek-ai/DeepSeek-R1-0528
-license: mit
-library_name: Model Optimizer
-tags:
-- nvidia
-- ModelOpt
-- DeepSeekR1
-- quantized
-- FP4
----
-# Model Overview
-
-## Description:
-The NVIDIA DeepSeek-R1-0528-FP4 model is the quantized version of the DeepSeek AI's DeepSeek R1 0528 model, which is an auto-regressive language model that uses an optimized transformer architecture. For more information, please check [here](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528). The NVIDIA DeepSeek R1 FP4 model is quantized with [TensorRT Model Optimizer](https://github.com/NVIDIA/TensorRT-Model-Optimizer).
-
-This model is ready for commercial/non-commercial use.
-
-## Third-Party Community Consideration
-This model is not owned or developed by NVIDIA. This model has been developed and built to a third-party’s requirements for this application and use case; see link to Non-NVIDIA [(DeepSeek R1) Model Card](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528).
-
-### License/Terms of Use:
-[MIT](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md)
-
-
-## Model Architecture:
-**Architecture Type:** Transformers
-**Network Architecture:** DeepSeek R1
-
-## Input:
-**Input Type(s):** Text
-**Input Format(s):** String
-**Input Parameters:** 1D (One Dimensional): Sequences
-**Other Properties Related to Input:** DeepSeek recommends adhering to the following configurations when utilizing the DeepSeek-R1 series models, including benchmarking, to achieve the expected performance: \
-
-- Set the temperature within the range of 0.5-0.7 (0.6 is recommended) to prevent endless repetitions or incoherent outputs.
-- Avoid adding a system prompt; all instructions should be contained within the user prompt.
-- For mathematical problems, it is advisable to include a directive in your prompt such as: "Please reason step by step, and put your final answer within \boxed{}."
-- When evaluating model performance, it is recommended to conduct multiple tests and average the results.
-
-## Output:
-**Output Type(s):** Text
-**Output Format:** String
-**Output Parameters:** 1D (One Dimensional): Sequences
-
-## Software Integration:
-**Supported Runtime Engine(s):**
-* TensorRT-LLM
-
-**Supported Hardware Microarchitecture Compatibility:**
-* NVIDIA Blackwell
-
-**Preferred Operating System(s):**
-* Linux
-
-## Model Version(s):
-** The model is quantized with nvidia-modelopt **v0.31.0**
-
-## Training Dataset:
-** Data Collection Method by dataset: Hybrid: Human, Automated
-** Labeling Method by dataset: Hybrid: Human, Automated
-
-## Testing Dataset:
-** Data Collection Method by dataset: Hybrid: Human, Automated
-** Labeling Method by dataset: Hybrid: Human, Automated
-
-## Evaluation Dataset:
-** Data Collection Method by dataset: Hybrid: Human, Automated
-** Labeling Method by dataset: Hybrid: Human, Automated
-
-## Calibration Datasets:
-* Calibration Dataset: [cnn_dailymail](https://huggingface.co/datasets/abisee/cnn_dailymail)
-** Data collection method: Automated.
-** Labeling method: Undisclosed.
-
-## Inference:
-**Engine:** TensorRT-LLM
-**Test Hardware:** B200
-
-## Post Training Quantization
-This model was obtained by quantizing the weights and activations of DeepSeek R1 to FP4 data type, ready for inference with TensorRT-LLM. Only the weights and activations of the linear operators within transformer blocks are quantized. This optimization reduces the number of bits per parameter from 8 to 4, reducing the disk size and GPU memory requirements by approximately 1.6x.
-
-## Usage
-
-### Deploy with TensorRT-LLM
-
-To deploy the quantized FP4 checkpoint with [TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM) LLM API, follow the sample codes below (you need 8xB200 GPU and TensorRT LLM built from source with the latest main branch):
-
-#### LLM API sample usage:
-```
-from tensorrt_llm import SamplingParams
-from tensorrt_llm._torch import LLM
-
-def main():
-
- prompts = [
- "Hello, my name is",
- "The president of the United States is",
- "The capital of France is",
- "The future of AI is",
- ]
- sampling_params = SamplingParams(max_tokens=32)
-
- llm = LLM(model="nvidia/DeepSeek-R1-0528-FP4", tensor_parallel_size=8, enable_attention_dp=True)
-
- outputs = llm.generate(prompts, sampling_params)
-
- # Print the outputs.
- for output in outputs:
- prompt = output.prompt
- generated_text = output.outputs[0].text
- print(f"Prompt: {prompt!r}, Generated text: {generated_text!r}")
-
-
-# The entry point of the program need to be protected for spawning processes.
-if __name__ == '__main__':
- main()
-
-```
-
-
-#### Minimum Latency Server Deployment
-
-If you want to deploy your endpoint to minimize response latency for a single-concurrency or low-concurrency use case, follow the instructions below.
-
-**Step 1: Create configuration file (`args.yaml`)**
-
-```yaml
-moe_backend: TRTLLM
-use_cuda_graph: true
-speculative_config:
- decoding_type: MTP
- num_nextn_predict_layers: 3
- use_relaxed_acceptance_for_thinking: true
- relaxed_topk: 10
- relaxed_delta: 0.6
-```
-
-**Step 2: Start the TensorRT-LLM server**
-
-```bash
-trtllm-serve nvidia/DeepSeek-R1-0528-FP4 \
- --host 0.0.0.0 \
- --port 8000 \
- --backend pytorch \
- --max_batch_size 4 \
- --tp_size 8 \
- --ep_size 2 \
- --max_num_tokens 32768 \
- --trust_remote_code \
- --extra_llm_api_options args.yaml \
- --kv_cache_free_gpu_memory_fraction 0.75
-```
-
-**Step 3: Send an example query**
-
-```bash
-curl localhost:8000/v1/chat/completions \
- -H "Content-Type: application/json" \
- -d '{
- "model": "nvidia/DeepSeek-R1-0528-FP4",
- "messages": [{"role": "user", "content": "Why is NVIDIA a great company?"}],
- "max_tokens": 1024
- }'
-```
-
-### Evaluation
-The accuracy benchmark results are presented in the table below:
-
-
- | Precision
- |
- MMLU Pro
- |
- GPQA Diamond
- |
- LiveCodeBench
- |
- SCICODE
- |
- MATH-500
- |
- AIME 2024
- |
-
-
- | FP8 (AA Ref)
- |
- 85
- |
- 81
- |
- 77
- |
- 40
- |
- 98
- |
- 89
- |
-
-
- | FP4
- |
- 84.2
- |
- 80.0
- |
- 76.3
- |
- 40.1
- |
- 98.1
- |
- 91.3
- |
-
-
-
-
-## Model Limitations:
-The base model was trained on data that contains toxic language and societal biases originally crawled from the internet. Therefore, the model may amplify those biases and return toxic responses especially when prompted with toxic prompts. The model may generate answers that may be inaccurate, omit key information, or include irrelevant or redundant text producing socially unacceptable or undesirable text, even if the prompt itself does not include anything explicitly offensive.
-
-## Ethical Considerations
-
-NVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their internal model team to ensure this model meets requirements for the relevant industry and use case and addresses unforeseen product misuse.
-
-Please report security vulnerabilities or NVIDIA AI Concerns [here](https://www.nvidia.com/en-us/support/submit-security-vulnerability/).
-
+---
+pipeline_tag: text-generation
+base_model:
+- deepseek-ai/DeepSeek-R1-0528
+license: mit
+library_name: Model Optimizer
+tags:
+- nvidia
+- ModelOpt
+- DeepSeekR1
+- quantized
+- FP4
+---
+# Model Overview
+
+## Description:
+The NVIDIA DeepSeek R1 FP4 model is the quantized version of the DeepSeek AI's DeepSeek R1 model, which is an auto-regressive language model that uses an optimized transformer architecture. For more information, please check [here](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528). The NVIDIA DeepSeek R1 FP4 model is quantized with [TensorRT Model Optimizer](https://github.com/NVIDIA/TensorRT-Model-Optimizer).
+
+This model is ready for commercial/non-commercial use.
+
+## Third-Party Community Consideration
+This model is not owned or developed by NVIDIA. This model has been developed and built to a third-party’s requirements for this application and use case; see link to Non-NVIDIA [(DeepSeek R1) Model Card](https://huggingface.co/deepseek-ai/DeepSeek-R1-0528).
+
+### License/Terms of Use:
+[MIT](https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md)
+
+
+## Model Architecture:
+**Architecture Type:** Transformers
+**Network Architecture:** DeepSeek R1
+
+## Input:
+**Input Type(s):** Text
+**Input Format(s):** String
+**Input Parameters:** 1D (One Dimensional): Sequences
+**Other Properties Related to Input:** DeepSeek recommends adhering to the following configurations when utilizing the DeepSeek-R1 series models, including benchmarking, to achieve the expected performance: \
+
+- Set the temperature within the range of 0.5-0.7 (0.6 is recommended) to prevent endless repetitions or incoherent outputs.
+- Avoid adding a system prompt; all instructions should be contained within the user prompt.
+- For mathematical problems, it is advisable to include a directive in your prompt such as: "Please reason step by step, and put your final answer within \boxed{}."
+- When evaluating model performance, it is recommended to conduct multiple tests and average the results.
+
+## Output:
+**Output Type(s):** Text
+**Output Format:** String
+**Output Parameters:** 1D (One Dimensional): Sequences
+
+## Software Integration:
+**Supported Runtime Engine(s):**
+* Tensor(RT)-LLM
+
+**Supported Hardware Microarchitecture Compatibility:**
+* NVIDIA Blackwell
+
+**Preferred Operating System(s):**
+* Linux
+
+## Model Version(s):
+** The model is quantized with nvidia-modelopt **v0.3123.0**
+
+## Training Dataset:
+** Data Collection Method by dataset: Hybrid: Human, Automated
+** Labeling Method by dataset: Hybrid: Human, Automated
+
+## Testing Dataset:
+** Data Collection Method by dataset: Hybrid: Human, Automated
+** Labeling Method by dataset: Hybrid: Human, Automated
+
+## Evaluation Dataset:
+** Data Collection Method by dataset: Hybrid: Human, Automated
+** Labeling Method by dataset: Hybrid: Human, Automated
+
+## Calibration Datasets:
+* Calibration Dataset: [cnn_dailymail](https://huggingface.co/datasets/abisee/cnn_dailymail)
+** Data collection method: Automated.
+** Labeling method: Unknown.
+* Evaluation Dataset: [MMLU](https://github.com/hendrycks/test)
+** Data collection method: Unknown.
+** Labeling method: N/A.
+
+
+## Inference:
+**Engine:** Tensor(RT)-LLM
+**Test Hardware:** B200
+
+## Post Training Quantization
+This model was obtained by quantizing the weights and activations of DeepSeek R1 to FP4 data type, ready for inference with TensorRT-LLM. Only the weights and activations of the linear operators within transformers blocks are quantized. This optimization reduces the number of bits per parameter from 8 to 4, reducing the disk size and GPU memory requirements by approximately 1.6x.
+
+## Usage
+
+### Deploy with TensorRT-LLM
+
+To deploy the quantized FP4 checkpoint with [TensorRT-LLM](https://github.com/NVIDIA/TensorRT-LLM) LLM API, follow the sample codes below (you need 8xB200 GPU and TensorRT LLM built from source with the latest main branch):
+
+* LLM API sample usage:
+```
+from tensorrt_llm import SamplingParams
+from tensorrt_llm._torch import LLM
+
+def main():
+
+ prompts = [
+ "Hello, my name is",
+ "The president of the United States is",
+ "The capital of France is",
+ "The future of AI is",
+ ]
+ sampling_params = SamplingParams(max_tokens=32)
+
+ llm = LLM(model="nvidia/DeepSeek-R1-0528-FP4", tensor_parallel_size=8, enable_attention_dp=True)
+
+ outputs = llm.generate(prompts, sampling_params)
+
+ # Print the outputs.
+ for output in outputs:
+ prompt = output.prompt
+ generated_text = output.outputs[0].text
+ print(f"Prompt: {prompt!r}, Generated text: {generated_text!r}")
+
+
+# The entry point of the program need to be protected for spawning processes.
+if __name__ == '__main__':
+ main()
+
+```
+
+### Evaluation
+The accuracy benchmark results are presented in the table below:
+
+
+ | Precision
+ |
+ MMLU-Pro
+ |
+ GPQA Diamond
+ |
+ HLE
+ |
+ LiveCodeBench
+ |
+ AIME2024
+ |
+
+
+ | FP8
+ |
+ 85.0
+ |
+ 81.0
+ |
+ 17.7
+ |
+ 73.3
+ |
+ 91.4
+ |
+
+
+ | FP4
+ |
+ X
+ |
+ X
+ |
+ X
+ |
+ X
+ |
+ X
+ |
+
+
+
+
+## Model Limitations:
+The base model was trained on data that contains toxic language and societal biases originally crawled from the internet. Therefore, the model may amplify those biases and return toxic responses especially when prompted with toxic prompts. The model may generate answers that may be inaccurate, omit key information, or include irrelevant or redundant text producing socially unacceptable or undesirable text, even if the prompt itself does not include anything explicitly offensive.
+
+## Ethical Considerations
+
+NVIDIA believes Trustworthy AI is a shared responsibility and we have established policies and practices to enable development for a wide array of AI applications. When downloaded or used in accordance with our terms of service, developers should work with their internal model team to ensure this model meets requirements for the relevant industry and use case and addresses unforeseen product misuse.
+
+Please report security vulnerabilities or NVIDIA AI Concerns [here](https://www.nvidia.com/en-us/support/submit-security-vulnerability/).
+
+
diff --git a/config.json b/config.json
index 8688ebe514ed193ef26dc350f014dca772334a66..c482e777cbacba9cb292d0fceba48ef52956583e 100644
--- a/config.json
+++ b/config.json
@@ -34,6 +34,15 @@
"q_lora_rank": 1536,
"qk_nope_head_dim": 128,
"qk_rope_head_dim": 64,
+ "quantization_config": {
+ "activation_scheme": "dynamic",
+ "fmt": "e4m3",
+ "quant_method": "fp8",
+ "weight_block_size": [
+ 128,
+ 128
+ ]
+ },
"rms_norm_eps": 1e-06,
"rope_scaling": {
"beta_fast": 32,
diff --git a/configuration_deepseek.py b/configuration_deepseek.py
index 2a162f0f52fc7a6765d34e50a0c8c93e7a856c8a..f549f2b17d9a20fef5c26cb7a3977fafecc9fe79 100644
--- a/configuration_deepseek.py
+++ b/configuration_deepseek.py
@@ -1,42 +1,3 @@
-# Adapted from https://huggingface.co/deepseek-ai/DeepSeek-R1-0528/blob/main/configuration_deepseek.py
-# MIT License
-
-# Copyright (c) 2023 DeepSeek
-
-# Permission is hereby granted, free of charge, to any person obtaining a copy
-# of this software and associated documentation files (the "Software"), to deal
-# in the Software without restriction, including without limitation the rights
-# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-# copies of the Software, and to permit persons to whom the Software is
-# furnished to do so, subject to the following conditions:
-
-# The above copyright notice and this permission notice shall be included in all
-# copies or substantial portions of the Software.
-
-# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-# SOFTWARE.
-
-# SPDX-FileCopyrightText: Copyright (c) 2023-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
-# SPDX-License-Identifier: Apache-2.0
-#
-# 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.
-
-
from transformers.configuration_utils import PretrainedConfig
from transformers.utils import logging
diff --git a/hf_quant_config.json b/hf_quant_config.json
index e8ec801d0b06fba8f2e1e5c28975e9636c6ba6c0..6fc04813b30bc8a6a06e081b2c721958ec44b2a9 100644
--- a/hf_quant_config.json
+++ b/hf_quant_config.json
@@ -1,7 +1,7 @@
{
"producer": {
"name": "modelopt",
- "version": "0.31.0"
+ "version": "0.30.1.dev58+gbf8bcafc6.d20250529"
},
"quantization": {
"quant_algo": "NVFP4",
@@ -71,8 +71,7 @@
"model.layers.60.self_attn*",
"model.layers.7.self_attn*",
"model.layers.8.self_attn*",
- "model.layers.9.self_attn*",
- "model.layers.61*"
+ "model.layers.9.self_attn*"
]
}
}
\ No newline at end of file
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+ }
+}
\ No newline at end of file
diff --git a/modeling_deepseek.py b/modeling_deepseek.py
new file mode 100644
index 0000000000000000000000000000000000000000..28d9ea27aa530726b99c1ec32abc3c568de1f012
--- /dev/null
+++ b/modeling_deepseek.py
@@ -0,0 +1,1848 @@
+# coding=utf-8
+# Copyright 2023 DeepSeek-AI and The HuggingFace Inc. team. All rights reserved.
+#
+# This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX
+# and OPT implementations in this library. It has been modified from its
+# original forms to accommodate minor architectural differences compared
+# to GPT-NeoX and OPT used by the Meta AI team that trained the model.
+#
+# 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.
+""" PyTorch DeepSeek model."""
+import math
+import warnings
+from typing import List, Optional, Tuple, Union
+
+import torch
+import torch.nn.functional as F
+import torch.utils.checkpoint
+from torch import nn
+from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss, MSELoss
+
+from transformers.activations import ACT2FN
+from transformers.cache_utils import Cache, DynamicCache
+from transformers.modeling_attn_mask_utils import (
+ AttentionMaskConverter,
+ _prepare_4d_attention_mask,
+ _prepare_4d_causal_attention_mask,
+)
+from transformers.modeling_outputs import (
+ BaseModelOutputWithPast,
+ CausalLMOutputWithPast,
+ SequenceClassifierOutputWithPast,
+)
+from transformers.modeling_utils import PreTrainedModel
+from transformers.pytorch_utils import (
+ ALL_LAYERNORM_LAYERS,
+ is_torch_greater_or_equal_than_1_13,
+)
+from transformers.utils import (
+ add_start_docstrings,
+ add_start_docstrings_to_model_forward,
+ is_flash_attn_2_available,
+ is_flash_attn_greater_or_equal_2_10,
+ logging,
+ replace_return_docstrings,
+)
+from transformers.utils.import_utils import is_torch_fx_available
+from .configuration_deepseek import DeepseekV3Config
+import torch.distributed as dist
+import numpy as np
+
+if is_flash_attn_2_available():
+ from flash_attn import flash_attn_func, flash_attn_varlen_func
+ from flash_attn.bert_padding import index_first_axis, pad_input, unpad_input # noqa
+
+
+# This makes `_prepare_4d_causal_attention_mask` a leaf function in the FX graph.
+# It means that the function will not be traced through and simply appear as a node in the graph.
+if is_torch_fx_available():
+ if not is_torch_greater_or_equal_than_1_13:
+ import torch.fx
+
+ _prepare_4d_causal_attention_mask = torch.fx.wrap(_prepare_4d_causal_attention_mask)
+
+
+logger = logging.get_logger(__name__)
+
+_CONFIG_FOR_DOC = "DeepseekV3Config"
+
+
+def _get_unpad_data(attention_mask):
+ seqlens_in_batch = attention_mask.sum(dim=-1, dtype=torch.int32)
+ indices = torch.nonzero(attention_mask.flatten(), as_tuple=False).flatten()
+ max_seqlen_in_batch = seqlens_in_batch.max().item()
+ cu_seqlens = F.pad(
+ torch.cumsum(seqlens_in_batch, dim=0, dtype=torch.torch.int32), (1, 0)
+ )
+ return (
+ indices,
+ cu_seqlens,
+ max_seqlen_in_batch,
+ )
+
+
+class DeepseekV3RMSNorm(nn.Module):
+ def __init__(self, hidden_size, eps=1e-6):
+ """
+ DeepseekV3RMSNorm is equivalent to T5LayerNorm
+ """
+ super().__init__()
+ self.weight = nn.Parameter(torch.ones(hidden_size))
+ self.variance_epsilon = eps
+
+ def forward(self, hidden_states):
+ input_dtype = hidden_states.dtype
+ hidden_states = hidden_states.to(torch.float32)
+ variance = hidden_states.pow(2).mean(-1, keepdim=True)
+ hidden_states = hidden_states * torch.rsqrt(variance + self.variance_epsilon)
+ return self.weight * hidden_states.to(input_dtype)
+
+
+ALL_LAYERNORM_LAYERS.append(DeepseekV3RMSNorm)
+
+
+class DeepseekV3RotaryEmbedding(nn.Module):
+ def __init__(self, dim, max_position_embeddings=2048, base=10000, device=None):
+ super().__init__()
+
+ self.dim = dim
+ self.max_position_embeddings = max_position_embeddings
+ self.base = base
+ inv_freq = 1.0 / (
+ self.base ** (torch.arange(0, self.dim, 2).float().to(device) / self.dim)
+ )
+ self.register_buffer("inv_freq", inv_freq, persistent=False)
+
+ # Build here to make `torch.jit.trace` work.
+ self._set_cos_sin_cache(
+ seq_len=max_position_embeddings,
+ device=self.inv_freq.device,
+ dtype=torch.get_default_dtype(),
+ )
+ self.max_seq_len_cached = None
+
+ def _set_cos_sin_cache(self, seq_len, device, dtype):
+ self.max_seq_len_cached = seq_len
+ t = torch.arange(
+ self.max_seq_len_cached, device=device, dtype=self.inv_freq.dtype
+ )
+
+ freqs = torch.outer(t, self.inv_freq.to(t.device))
+ # Different from paper, but it uses a different permutation in order to obtain the same calculation
+ emb = torch.cat((freqs, freqs), dim=-1)
+ self.register_buffer("cos_cached", emb.cos().to(dtype), persistent=False)
+ self.register_buffer("sin_cached", emb.sin().to(dtype), persistent=False)
+
+ def forward(self, x, seq_len=None):
+ # x: [bs, num_attention_heads, seq_len, head_size]
+ if self.max_seq_len_cached is None or seq_len > self.max_seq_len_cached:
+ self._set_cos_sin_cache(seq_len=seq_len, device=x.device, dtype=x.dtype)
+
+ return (
+ self.cos_cached[:seq_len].to(dtype=x.dtype),
+ self.sin_cached[:seq_len].to(dtype=x.dtype),
+ )
+
+
+# Copied from transformers.models.llama.modeling_llama.LlamaLinearScalingRotaryEmbedding with Llama->DeepseekV3
+class DeepseekV3LinearScalingRotaryEmbedding(DeepseekV3RotaryEmbedding):
+ """DeepseekV3RotaryEmbedding extended with linear scaling. Credits to the Reddit user /u/kaiokendev"""
+
+ def __init__(
+ self,
+ dim,
+ max_position_embeddings=2048,
+ base=10000,
+ device=None,
+ scaling_factor=1.0,
+ ):
+ self.scaling_factor = scaling_factor
+ super().__init__(dim, max_position_embeddings, base, device)
+
+ def _set_cos_sin_cache(self, seq_len, device, dtype):
+ self.max_seq_len_cached = seq_len
+ t = torch.arange(
+ self.max_seq_len_cached, device=device, dtype=self.inv_freq.dtype
+ )
+ t = t / self.scaling_factor
+
+ freqs = torch.outer(t, self.inv_freq)
+ # Different from paper, but it uses a different permutation in order to obtain the same calculation
+ emb = torch.cat((freqs, freqs), dim=-1)
+ self.register_buffer("cos_cached", emb.cos().to(dtype), persistent=False)
+ self.register_buffer("sin_cached", emb.sin().to(dtype), persistent=False)
+
+
+# Copied from transformers.models.llama.modeling_llama.LlamaDynamicNTKScalingRotaryEmbedding with Llama->DeepseekV3
+class DeepseekV3DynamicNTKScalingRotaryEmbedding(DeepseekV3RotaryEmbedding):
+ """DeepseekV3RotaryEmbedding extended with Dynamic NTK scaling. Credits to the Reddit users /u/bloc97 and /u/emozilla"""
+
+ def __init__(
+ self,
+ dim,
+ max_position_embeddings=2048,
+ base=10000,
+ device=None,
+ scaling_factor=1.0,
+ ):
+ self.scaling_factor = scaling_factor
+ super().__init__(dim, max_position_embeddings, base, device)
+
+ def _set_cos_sin_cache(self, seq_len, device, dtype):
+ self.max_seq_len_cached = seq_len
+
+ if seq_len > self.max_position_embeddings:
+ base = self.base * (
+ (self.scaling_factor * seq_len / self.max_position_embeddings)
+ - (self.scaling_factor - 1)
+ ) ** (self.dim / (self.dim - 2))
+ inv_freq = 1.0 / (
+ base ** (torch.arange(0, self.dim, 2).float().to(device) / self.dim)
+ )
+ self.register_buffer("inv_freq", inv_freq, persistent=False)
+
+ t = torch.arange(
+ self.max_seq_len_cached, device=device, dtype=self.inv_freq.dtype
+ )
+
+ freqs = torch.outer(t, self.inv_freq)
+ # Different from paper, but it uses a different permutation in order to obtain the same calculation
+ emb = torch.cat((freqs, freqs), dim=-1)
+ self.register_buffer("cos_cached", emb.cos().to(dtype), persistent=False)
+ self.register_buffer("sin_cached", emb.sin().to(dtype), persistent=False)
+
+
+# Inverse dim formula to find dim based on number of rotations
+def yarn_find_correction_dim(
+ num_rotations, dim, base=10000, max_position_embeddings=2048
+):
+ return (dim * math.log(max_position_embeddings / (num_rotations * 2 * math.pi))) / (
+ 2 * math.log(base)
+ )
+
+
+# Find dim range bounds based on rotations
+def yarn_find_correction_range(
+ low_rot, high_rot, dim, base=10000, max_position_embeddings=2048
+):
+ low = math.floor(
+ yarn_find_correction_dim(low_rot, dim, base, max_position_embeddings)
+ )
+ high = math.ceil(
+ yarn_find_correction_dim(high_rot, dim, base, max_position_embeddings)
+ )
+ return max(low, 0), min(high, dim - 1) # Clamp values just in case
+
+
+def yarn_get_mscale(scale=1, mscale=1):
+ if scale <= 1:
+ return 1.0
+ return 0.1 * mscale * math.log(scale) + 1.0
+
+
+def yarn_linear_ramp_mask(min, max, dim):
+ if min == max:
+ max += 0.001 # Prevent singularity
+
+ linear_func = (torch.arange(dim, dtype=torch.float32) - min) / (max - min)
+ ramp_func = torch.clamp(linear_func, 0, 1)
+ return ramp_func
+
+
+class DeepseekV3YarnRotaryEmbedding(DeepseekV3RotaryEmbedding):
+
+ def __init__(
+ self,
+ dim,
+ max_position_embeddings=2048,
+ base=10000,
+ device=None,
+ scaling_factor=1.0,
+ original_max_position_embeddings=4096,
+ beta_fast=32,
+ beta_slow=1,
+ mscale=1,
+ mscale_all_dim=0,
+ ):
+ self.scaling_factor = scaling_factor
+ self.original_max_position_embeddings = original_max_position_embeddings
+ self.beta_fast = beta_fast
+ self.beta_slow = beta_slow
+ self.mscale = mscale
+ self.mscale_all_dim = mscale_all_dim
+ super().__init__(dim, max_position_embeddings, base, device)
+
+ def _set_cos_sin_cache(self, seq_len, device, dtype):
+ self.max_seq_len_cached = seq_len
+ dim = self.dim
+
+ freq_extra = 1.0 / (
+ self.base
+ ** (torch.arange(0, dim, 2, dtype=torch.float32, device=device) / dim)
+ )
+ freq_inter = 1.0 / (
+ self.scaling_factor
+ * self.base
+ ** (torch.arange(0, dim, 2, dtype=torch.float32, device=device) / dim)
+ )
+
+ low, high = yarn_find_correction_range(
+ self.beta_fast,
+ self.beta_slow,
+ dim,
+ self.base,
+ self.original_max_position_embeddings,
+ )
+ inv_freq_mask = 1.0 - yarn_linear_ramp_mask(low, high, dim // 2).to(
+ device=device, dtype=torch.float32
+ )
+ inv_freq = freq_inter * (1 - inv_freq_mask) + freq_extra * inv_freq_mask
+ self.register_buffer("inv_freq", inv_freq, persistent=False)
+
+ t = torch.arange(seq_len, device=device, dtype=torch.float32)
+
+ freqs = torch.outer(t, inv_freq)
+
+ _mscale = float(
+ yarn_get_mscale(self.scaling_factor, self.mscale)
+ / yarn_get_mscale(self.scaling_factor, self.mscale_all_dim)
+ )
+
+ emb = torch.cat((freqs, freqs), dim=-1)
+ self.register_buffer(
+ "cos_cached", (emb.cos() * _mscale).to(dtype), persistent=False
+ )
+ self.register_buffer(
+ "sin_cached", (emb.sin() * _mscale).to(dtype), persistent=False
+ )
+
+
+# Copied from transformers.models.llama.modeling_llama.rotate_half
+def rotate_half(x):
+ """Rotates half the hidden dims of the input."""
+ x1 = x[..., : x.shape[-1] // 2]
+ x2 = x[..., x.shape[-1] // 2 :]
+ return torch.cat((-x2, x1), dim=-1)
+
+
+# Copied from transformers.models.llama.modeling_llama.apply_rotary_pos_emb
+def apply_rotary_pos_emb(q, k, cos, sin, position_ids, unsqueeze_dim=1):
+ """Applies Rotary Position Embedding to the query and key tensors.
+
+ Args:
+ q (`torch.Tensor`): The query tensor.
+ k (`torch.Tensor`): The key tensor.
+ cos (`torch.Tensor`): The cosine part of the rotary embedding.
+ sin (`torch.Tensor`): The sine part of the rotary embedding.
+ position_ids (`torch.Tensor`):
+ The position indices of the tokens corresponding to the query and key tensors. For example, this can be
+ used to pass offsetted position ids when working with a KV-cache.
+ unsqueeze_dim (`int`, *optional*, defaults to 1):
+ The 'unsqueeze_dim' argument specifies the dimension along which to unsqueeze cos[position_ids] and
+ sin[position_ids] so that they can be properly broadcasted to the dimensions of q and k. For example, note
+ that cos[position_ids] and sin[position_ids] have the shape [batch_size, seq_len, head_dim]. Then, if q and
+ k have the shape [batch_size, heads, seq_len, head_dim], then setting unsqueeze_dim=1 makes
+ cos[position_ids] and sin[position_ids] broadcastable to the shapes of q and k. Similarly, if q and k have
+ the shape [batch_size, seq_len, heads, head_dim], then set unsqueeze_dim=2.
+ Returns:
+ `tuple(torch.Tensor)` comprising of the query and key tensors rotated using the Rotary Position Embedding.
+ """
+ cos = cos[position_ids].unsqueeze(unsqueeze_dim)
+ sin = sin[position_ids].unsqueeze(unsqueeze_dim)
+
+ b, h, s, d = q.shape
+ q = q.view(b, h, s, d // 2, 2).transpose(4, 3).reshape(b, h, s, d)
+
+ b, h, s, d = k.shape
+ k = k.view(b, h, s, d // 2, 2).transpose(4, 3).reshape(b, h, s, d)
+
+ q_embed = (q * cos) + (rotate_half(q) * sin)
+ k_embed = (k * cos) + (rotate_half(k) * sin)
+ return q_embed, k_embed
+
+
+class DeepseekV3MLP(nn.Module):
+ def __init__(self, config, hidden_size=None, intermediate_size=None):
+ super().__init__()
+ self.config = config
+ self.hidden_size = config.hidden_size if hidden_size is None else hidden_size
+ self.intermediate_size = (
+ config.intermediate_size if intermediate_size is None else intermediate_size
+ )
+
+ self.gate_proj = nn.Linear(self.hidden_size, self.intermediate_size, bias=False)
+ self.up_proj = nn.Linear(self.hidden_size, self.intermediate_size, bias=False)
+ self.down_proj = nn.Linear(self.intermediate_size, self.hidden_size, bias=False)
+ self.act_fn = ACT2FN[config.hidden_act]
+
+ def forward(self, x):
+ down_proj = self.down_proj(self.act_fn(self.gate_proj(x)) * self.up_proj(x))
+ return down_proj
+
+
+class MoEGate(nn.Module):
+ def __init__(self, config):
+ super().__init__()
+ self.config = config
+ self.top_k = config.num_experts_per_tok
+ self.n_routed_experts = config.n_routed_experts
+ self.routed_scaling_factor = config.routed_scaling_factor
+ self.scoring_func = config.scoring_func
+ self.topk_method = config.topk_method
+ self.n_group = config.n_group
+ self.topk_group = config.topk_group
+
+ # topk selection algorithm
+ self.norm_topk_prob = config.norm_topk_prob
+ self.gating_dim = config.hidden_size
+ self.weight = nn.Parameter(
+ torch.empty((self.n_routed_experts, self.gating_dim))
+ )
+ if self.topk_method == "noaux_tc":
+ self.e_score_correction_bias = nn.Parameter(
+ torch.empty((self.n_routed_experts))
+ )
+ self.reset_parameters()
+
+ def reset_parameters(self) -> None:
+ import torch.nn.init as init
+
+ init.kaiming_uniform_(self.weight, a=math.sqrt(5))
+
+ def forward(self, hidden_states):
+ bsz, seq_len, h = hidden_states.shape
+ ### compute gating score
+ hidden_states = hidden_states.view(-1, h)
+ logits = F.linear(
+ hidden_states.type(torch.float32), self.weight.type(torch.float32), None
+ )
+ if self.scoring_func == "sigmoid":
+ scores = logits.sigmoid()
+ else:
+ raise NotImplementedError(
+ f"insupportable scoring function for MoE gating: {self.scoring_func}"
+ )
+
+ ### select top-k experts
+ if self.topk_method == "noaux_tc":
+ assert not self.training
+ scores_for_choice = scores.view(bsz * seq_len, -1) + self.e_score_correction_bias.unsqueeze(0)
+ group_scores = (
+ scores_for_choice.view(bsz * seq_len, self.n_group, -1).topk(2, dim=-1)[0].sum(dim = -1)
+ ) # [n, n_group]
+ group_idx = torch.topk(
+ group_scores, k=self.topk_group, dim=-1, sorted=False
+ )[
+ 1
+ ] # [n, top_k_group]
+ group_mask = torch.zeros_like(group_scores) # [n, n_group]
+ group_mask.scatter_(1, group_idx, 1) # [n, n_group]
+ score_mask = (
+ group_mask.unsqueeze(-1)
+ .expand(
+ bsz * seq_len, self.n_group, self.n_routed_experts // self.n_group
+ )
+ .reshape(bsz * seq_len, -1)
+ ) # [n, e]
+ tmp_scores = scores_for_choice.masked_fill(~score_mask.bool(), float("-inf")) # [n, e]
+ _, topk_idx = torch.topk(
+ tmp_scores, k=self.top_k, dim=-1, sorted=False
+ )
+ topk_weight = scores.gather(1, topk_idx)
+ else:
+ raise NotImplementedError(
+ f"insupportable TopK function for MoE gating: {self.topk_method}"
+ )
+
+ ### norm gate to sum 1
+ if self.top_k > 1 and self.norm_topk_prob:
+ denominator = topk_weight.sum(dim=-1, keepdim=True) + 1e-20
+ topk_weight = topk_weight / denominator
+ topk_weight = topk_weight * self.routed_scaling_factor # must multiply the scaling factor
+
+ return topk_idx, topk_weight
+
+class DeepseekV3MoE(nn.Module):
+ """
+ A mixed expert module containing shared experts.
+ """
+
+ def __init__(self, config):
+ super().__init__()
+ self.config = config
+ self.num_experts_per_tok = config.num_experts_per_tok
+
+ if hasattr(config, "ep_size") and config.ep_size > 1:
+ assert config.ep_size == dist.get_world_size()
+ self.ep_size = config.ep_size
+ self.experts_per_rank = config.n_routed_experts // config.ep_size
+ self.ep_rank = dist.get_rank()
+ self.experts = nn.ModuleList(
+ [
+ (
+ DeepseekV3MLP(
+ config, intermediate_size=config.moe_intermediate_size
+ )
+ if i >= self.ep_rank * self.experts_per_rank
+ and i < (self.ep_rank + 1) * self.experts_per_rank
+ else None
+ )
+ for i in range(config.n_routed_experts)
+ ]
+ )
+ else:
+ self.ep_size = 1
+ self.experts_per_rank = config.n_routed_experts
+ self.ep_rank = 0
+ self.experts = nn.ModuleList(
+ [
+ DeepseekV3MLP(
+ config, intermediate_size=config.moe_intermediate_size
+ )
+ for i in range(config.n_routed_experts)
+ ]
+ )
+ self.gate = MoEGate(config)
+ if config.n_shared_experts is not None:
+ intermediate_size = config.moe_intermediate_size * config.n_shared_experts
+ self.shared_experts = DeepseekV3MLP(
+ config=config, intermediate_size=intermediate_size
+ )
+
+ def forward(self, hidden_states):
+ identity = hidden_states
+ orig_shape = hidden_states.shape
+ topk_idx, topk_weight = self.gate(hidden_states)
+ hidden_states = hidden_states.view(-1, hidden_states.shape[-1])
+ flat_topk_idx = topk_idx.view(-1)
+ if not self.training:
+ y = self.moe_infer(hidden_states, topk_idx, topk_weight).view(*orig_shape)
+ if self.config.n_shared_experts is not None:
+ y = y + self.shared_experts(identity)
+ return y
+
+ @torch.no_grad()
+ def moe_infer(self, x, topk_ids, topk_weight):
+ cnts = topk_ids.new_zeros((topk_ids.shape[0], len(self.experts)))
+ cnts.scatter_(1, topk_ids, 1)
+ tokens_per_expert = cnts.sum(dim=0)
+ idxs = topk_ids.view(-1).argsort()
+ sorted_tokens = x[idxs // topk_ids.shape[1]]
+ sorted_tokens_shape = sorted_tokens.shape
+ if self.ep_size > 1:
+ tokens_per_ep_rank = tokens_per_expert.view(self.ep_size, -1).sum(dim=1)
+ tokens_per_expert_group = tokens_per_expert.new_empty(
+ tokens_per_expert.shape[0]
+ )
+ dist.all_to_all_single(tokens_per_expert_group, tokens_per_expert)
+ output_splits = (
+ tokens_per_expert_group.view(self.ep_size, -1)
+ .sum(1)
+ .cpu()
+ .numpy()
+ .tolist()
+ )
+ gathered_tokens = sorted_tokens.new_empty(
+ tokens_per_expert_group.sum(dim=0).cpu().item(), sorted_tokens.shape[1]
+ )
+ input_split_sizes = tokens_per_ep_rank.cpu().numpy().tolist()
+ dist.all_to_all(
+ list(gathered_tokens.split(output_splits)),
+ list(sorted_tokens.split(input_split_sizes)),
+ )
+ tokens_per_expert_post_gather = tokens_per_expert_group.view(
+ self.ep_size, self.experts_per_rank
+ ).sum(dim=0)
+ gatherd_idxs = np.zeros(shape=(gathered_tokens.shape[0],), dtype=np.int32)
+ s = 0
+ for i, k in enumerate(tokens_per_expert_group.cpu().numpy()):
+ gatherd_idxs[s : s + k] = i % self.experts_per_rank
+ s += k
+ gatherd_idxs = gatherd_idxs.argsort()
+ sorted_tokens = gathered_tokens[gatherd_idxs]
+ tokens_per_expert = tokens_per_expert_post_gather
+ tokens_per_expert = tokens_per_expert.cpu().numpy()
+
+ outputs = []
+ start_idx = 0
+ for i, num_tokens in enumerate(tokens_per_expert):
+ end_idx = start_idx + num_tokens
+ if num_tokens == 0:
+ continue
+ expert = self.experts[i + self.ep_rank * self.experts_per_rank]
+ tokens_for_this_expert = sorted_tokens[start_idx:end_idx]
+ expert_out = expert(tokens_for_this_expert)
+ outputs.append(expert_out)
+ start_idx = end_idx
+
+ outs = torch.cat(outputs, dim=0) if len(outputs) else sorted_tokens.new_empty(0)
+ if self.ep_size > 1:
+ new_x = torch.empty_like(outs)
+ new_x[gatherd_idxs] = outs
+ gathered_tokens = new_x.new_empty(*sorted_tokens_shape)
+ dist.all_to_all(
+ list(gathered_tokens.split(input_split_sizes)),
+ list(new_x.split(output_splits)),
+ )
+ outs = gathered_tokens
+
+ new_x = torch.empty_like(outs)
+ new_x[idxs] = outs
+ final_out = (
+ new_x.view(*topk_ids.shape, -1)
+ .type(topk_weight.dtype)
+ .mul_(topk_weight.unsqueeze(dim=-1))
+ .sum(dim=1)
+ .type(new_x.dtype)
+ )
+ return final_out
+
+
+# Copied from transformers.models.llama.modeling_llama.repeat_kv
+def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor:
+ """
+ This is the equivalent of torch.repeat_interleave(x, dim=1, repeats=n_rep). The hidden states go from (batch,
+ num_key_value_heads, seqlen, head_dim) to (batch, num_attention_heads, seqlen, head_dim)
+ """
+ batch, num_key_value_heads, slen, head_dim = hidden_states.shape
+ if n_rep == 1:
+ return hidden_states
+ hidden_states = hidden_states[:, :, None, :, :].expand(
+ batch, num_key_value_heads, n_rep, slen, head_dim
+ )
+ return hidden_states.reshape(batch, num_key_value_heads * n_rep, slen, head_dim)
+
+
+# Copied from transformers.models.llama.modeling_llama.LlamaAttention with Llama->DeepseekV3
+class DeepseekV3Attention(nn.Module):
+ """Multi-headed attention from 'Attention Is All You Need' paper"""
+
+ def __init__(self, config: DeepseekV3Config, layer_idx: Optional[int] = None):
+ super().__init__()
+ self.config = config
+ self.layer_idx = layer_idx
+ if layer_idx is None:
+ logger.warning_once(
+ f"Instantiating {self.__class__.__name__} without passing `layer_idx` is not recommended and will "
+ "to errors during the forward call, if caching is used. Please make sure to provide a `layer_idx` "
+ "when creating this class."
+ )
+
+ self.attention_dropout = config.attention_dropout
+ self.hidden_size = config.hidden_size
+ self.num_heads = config.num_attention_heads
+
+ self.max_position_embeddings = config.max_position_embeddings
+ self.rope_theta = config.rope_theta
+ self.q_lora_rank = config.q_lora_rank
+ self.qk_rope_head_dim = config.qk_rope_head_dim
+ self.kv_lora_rank = config.kv_lora_rank
+ self.v_head_dim = config.v_head_dim
+ self.qk_nope_head_dim = config.qk_nope_head_dim
+ self.q_head_dim = config.qk_nope_head_dim + config.qk_rope_head_dim
+
+ self.is_causal = True
+
+ if self.q_lora_rank is None:
+ self.q_proj = nn.Linear(
+ self.hidden_size, self.num_heads * self.q_head_dim, bias=False
+ )
+ else:
+ self.q_a_proj = nn.Linear(
+ self.hidden_size, config.q_lora_rank, bias=config.attention_bias
+ )
+ self.q_a_layernorm = DeepseekV3RMSNorm(config.q_lora_rank)
+ self.q_b_proj = nn.Linear(
+ config.q_lora_rank, self.num_heads * self.q_head_dim, bias=False
+ )
+
+ self.kv_a_proj_with_mqa = nn.Linear(
+ self.hidden_size,
+ config.kv_lora_rank + config.qk_rope_head_dim,
+ bias=config.attention_bias,
+ )
+ self.kv_a_layernorm = DeepseekV3RMSNorm(config.kv_lora_rank)
+ self.kv_b_proj = nn.Linear(
+ config.kv_lora_rank,
+ self.num_heads
+ * (self.q_head_dim - self.qk_rope_head_dim + self.v_head_dim),
+ bias=False,
+ )
+
+ self.o_proj = nn.Linear(
+ self.num_heads * self.v_head_dim,
+ self.hidden_size,
+ bias=config.attention_bias,
+ )
+ self._init_rope()
+
+ self.softmax_scale = self.q_head_dim ** (-0.5)
+ if self.config.rope_scaling is not None:
+ mscale_all_dim = self.config.rope_scaling.get("mscale_all_dim", 0)
+ scaling_factor = self.config.rope_scaling["factor"]
+ if mscale_all_dim:
+ mscale = yarn_get_mscale(scaling_factor, mscale_all_dim)
+ self.softmax_scale = self.softmax_scale * mscale * mscale
+
+ def _init_rope(self):
+ if self.config.rope_scaling is None:
+ self.rotary_emb = DeepseekV3RotaryEmbedding(
+ self.qk_rope_head_dim,
+ max_position_embeddings=self.max_position_embeddings,
+ base=self.rope_theta,
+ )
+ else:
+ scaling_type = self.config.rope_scaling["type"]
+ scaling_factor = self.config.rope_scaling["factor"]
+ if scaling_type == "linear":
+ self.rotary_emb = DeepseekV3LinearScalingRotaryEmbedding(
+ self.qk_rope_head_dim,
+ max_position_embeddings=self.max_position_embeddings,
+ scaling_factor=scaling_factor,
+ base=self.rope_theta,
+ )
+ elif scaling_type == "dynamic":
+ self.rotary_emb = DeepseekV3DynamicNTKScalingRotaryEmbedding(
+ self.qk_rope_head_dim,
+ max_position_embeddings=self.max_position_embeddings,
+ scaling_factor=scaling_factor,
+ base=self.rope_theta,
+ )
+ elif scaling_type == "yarn":
+ kwargs = {
+ key: self.config.rope_scaling[key]
+ for key in [
+ "original_max_position_embeddings",
+ "beta_fast",
+ "beta_slow",
+ "mscale",
+ "mscale_all_dim",
+ ]
+ if key in self.config.rope_scaling
+ }
+ self.rotary_emb = DeepseekV3YarnRotaryEmbedding(
+ self.qk_rope_head_dim,
+ max_position_embeddings=self.max_position_embeddings,
+ scaling_factor=scaling_factor,
+ base=self.rope_theta,
+ **kwargs,
+ )
+ else:
+ raise ValueError(f"Unknown RoPE scaling type {scaling_type}")
+
+ def _shape(self, tensor: torch.Tensor, seq_len: int, bsz: int):
+ return (
+ tensor.view(bsz, seq_len, self.num_heads, self.v_head_dim)
+ .transpose(1, 2)
+ .contiguous()
+ )
+
+ def forward(
+ self,
+ hidden_states: torch.Tensor,
+ attention_mask: Optional[torch.Tensor] = None,
+ position_ids: Optional[torch.LongTensor] = None,
+ past_key_value: Optional[Cache] = None,
+ output_attentions: bool = False,
+ use_cache: bool = False,
+ **kwargs,
+ ) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[Tuple[torch.Tensor]]]:
+ if "padding_mask" in kwargs:
+ warnings.warn(
+ "Passing `padding_mask` is deprecated and will be removed in v4.37. Please make sure use `attention_mask` instead.`"
+ )
+ bsz, q_len, _ = hidden_states.size()
+
+ if self.q_lora_rank is None:
+ q = self.q_proj(hidden_states)
+ else:
+ q = self.q_b_proj(self.q_a_layernorm(self.q_a_proj(hidden_states)))
+ q = q.view(bsz, q_len, self.num_heads, self.q_head_dim).transpose(1, 2)
+ q_nope, q_pe = torch.split(
+ q, [self.qk_nope_head_dim, self.qk_rope_head_dim], dim=-1
+ )
+
+ compressed_kv = self.kv_a_proj_with_mqa(hidden_states)
+ compressed_kv, k_pe = torch.split(
+ compressed_kv, [self.kv_lora_rank, self.qk_rope_head_dim], dim=-1
+ )
+ k_pe = k_pe.view(bsz, q_len, 1, self.qk_rope_head_dim).transpose(1, 2)
+ kv = (
+ self.kv_b_proj(self.kv_a_layernorm(compressed_kv))
+ .view(bsz, q_len, self.num_heads, self.qk_nope_head_dim + self.v_head_dim)
+ .transpose(1, 2)
+ )
+
+ k_nope, value_states = torch.split(
+ kv, [self.qk_nope_head_dim, self.v_head_dim], dim=-1
+ )
+ kv_seq_len = value_states.shape[-2]
+ if past_key_value is not None:
+ if self.layer_idx is None:
+ raise ValueError(
+ f"The cache structure has changed since version v4.36. If you are using {self.__class__.__name__} "
+ "for auto-regressive decoding with k/v caching, please make sure to initialize the attention class "
+ "with a layer index."
+ )
+ kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx)
+ cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len)
+
+ q_pe, k_pe = apply_rotary_pos_emb(q_pe, k_pe, cos, sin, position_ids)
+
+ query_states = k_pe.new_empty(bsz, self.num_heads, q_len, self.q_head_dim)
+ query_states[:, :, :, : self.qk_nope_head_dim] = q_nope
+ query_states[:, :, :, self.qk_nope_head_dim :] = q_pe
+
+ key_states = k_pe.new_empty(bsz, self.num_heads, q_len, self.q_head_dim)
+ key_states[:, :, :, : self.qk_nope_head_dim] = k_nope
+ key_states[:, :, :, self.qk_nope_head_dim :] = k_pe
+ if past_key_value is not None:
+ cache_kwargs = {"sin": sin, "cos": cos} # Specific to RoPE models
+ key_states, value_states = past_key_value.update(
+ key_states, value_states, self.layer_idx, cache_kwargs
+ )
+
+ attn_weights = (
+ torch.matmul(query_states, key_states.transpose(2, 3)) * self.softmax_scale
+ )
+
+ if attn_weights.size() != (bsz, self.num_heads, q_len, kv_seq_len):
+ raise ValueError(
+ f"Attention weights should be of size {(bsz, self.num_heads, q_len, kv_seq_len)}, but is"
+ f" {attn_weights.size()}"
+ )
+ assert attention_mask is not None
+ if attention_mask is not None:
+ if attention_mask.size() != (bsz, 1, q_len, kv_seq_len):
+ raise ValueError(
+ f"Attention mask should be of size {(bsz, 1, q_len, kv_seq_len)}, but is {attention_mask.size()}"
+ )
+ attn_weights = attn_weights + attention_mask
+
+ # upcast attention to fp32
+ attn_weights = nn.functional.softmax(
+ attn_weights, dim=-1, dtype=torch.float32
+ ).to(query_states.dtype)
+ attn_weights = nn.functional.dropout(
+ attn_weights, p=self.attention_dropout, training=self.training
+ )
+ attn_output = torch.matmul(attn_weights, value_states)
+
+ if attn_output.size() != (bsz, self.num_heads, q_len, self.v_head_dim):
+ raise ValueError(
+ f"`attn_output` should be of size {(bsz, self.num_heads, q_len, self.v_head_dim)}, but is"
+ f" {attn_output.size()}"
+ )
+
+ attn_output = attn_output.transpose(1, 2).contiguous()
+
+ attn_output = attn_output.reshape(bsz, q_len, self.num_heads * self.v_head_dim)
+
+ attn_output = self.o_proj(attn_output)
+
+ if not output_attentions:
+ attn_weights = None
+
+ return attn_output, attn_weights, past_key_value
+
+
+# Copied from transformers.models.llama.modeling_llama.LlamaFlashAttention2 with Llama->DeepseekV3
+class DeepseekV3FlashAttention2(DeepseekV3Attention):
+ """
+ DeepseekV3 flash attention module. This module inherits from `DeepseekV3Attention` as the weights of the module stays
+ untouched. The only required change would be on the forward pass where it needs to correctly call the public API of
+ flash attention and deal with padding tokens in case the input contains any of them.
+ """
+
+ def __init__(self, *args, **kwargs):
+ super().__init__(*args, **kwargs)
+
+ # TODO: Should be removed once Flash Attention for RoCm is bumped to 2.1.
+ # flash_attn<2.1 generates top-left aligned causal mask, while what is needed here is bottom-right alignement, that was made default for flash_attn>=2.1. This attribute is used to handle this difference. Reference: https://github.com/Dao-AILab/flash-attention/releases/tag/v2.1.0.
+ # Beware that with flash_attn<2.1, using q_seqlen != k_seqlen (except for the case q_seqlen == 1) produces a wrong mask (top-left).
+ self._flash_attn_uses_top_left_mask = not is_flash_attn_greater_or_equal_2_10()
+
+ def forward(
+ self,
+ hidden_states: torch.Tensor,
+ attention_mask: Optional[torch.LongTensor] = None,
+ position_ids: Optional[torch.LongTensor] = None,
+ past_key_value: Optional[Cache] = None,
+ output_attentions: bool = False,
+ use_cache: bool = False,
+ **kwargs,
+ ) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[Tuple[torch.Tensor]]]:
+ # DeepseekV3FlashAttention2 attention does not support output_attentions
+ if "padding_mask" in kwargs:
+ warnings.warn(
+ "Passing `padding_mask` is deprecated and will be removed in v4.37. Please make sure use `attention_mask` instead.`"
+ )
+
+ # overwrite attention_mask with padding_mask
+ attention_mask = kwargs.pop("padding_mask")
+
+ output_attentions = False
+
+ bsz, q_len, _ = hidden_states.size()
+
+ if self.q_lora_rank is None:
+ q = self.q_proj(hidden_states)
+ else:
+ q = self.q_b_proj(self.q_a_layernorm(self.q_a_proj(hidden_states)))
+ q = q.view(bsz, q_len, self.num_heads, self.q_head_dim).transpose(1, 2)
+ q_nope, q_pe = torch.split(
+ q, [self.qk_nope_head_dim, self.qk_rope_head_dim], dim=-1
+ )
+
+ # Flash attention requires the input to have the shape
+ # batch_size x seq_length x head_dim x hidden_dim
+ # therefore we just need to keep the original shape
+ compressed_kv = self.kv_a_proj_with_mqa(hidden_states)
+ compressed_kv, k_pe = torch.split(
+ compressed_kv, [self.kv_lora_rank, self.qk_rope_head_dim], dim=-1
+ )
+ k_pe = k_pe.view(bsz, q_len, 1, self.qk_rope_head_dim).transpose(1, 2)
+ kv = (
+ self.kv_b_proj(self.kv_a_layernorm(compressed_kv))
+ .view(bsz, q_len, self.num_heads, self.qk_nope_head_dim + self.v_head_dim)
+ .transpose(1, 2)
+ )
+
+ k_nope, value_states = torch.split(
+ kv, [self.qk_nope_head_dim, self.v_head_dim], dim=-1
+ )
+ kv_seq_len = value_states.shape[-2]
+
+ kv_seq_len = value_states.shape[-2]
+ if past_key_value is not None:
+ kv_seq_len += past_key_value.get_usable_length(kv_seq_len, self.layer_idx)
+
+ cos, sin = self.rotary_emb(value_states, seq_len=kv_seq_len)
+ q_pe, k_pe = apply_rotary_pos_emb(q_pe, k_pe, cos, sin, position_ids)
+
+ query_states = k_pe.new_empty(bsz, self.num_heads, q_len, self.q_head_dim)
+ query_states[:, :, :, : self.qk_nope_head_dim] = q_nope
+ query_states[:, :, :, self.qk_nope_head_dim :] = q_pe
+
+ key_states = k_pe.new_empty(bsz, self.num_heads, q_len, self.q_head_dim)
+ key_states[:, :, :, : self.qk_nope_head_dim] = k_nope
+ key_states[:, :, :, self.qk_nope_head_dim :] = k_pe
+
+ if self.q_head_dim != self.v_head_dim:
+ value_states = F.pad(value_states, [0, self.q_head_dim - self.v_head_dim])
+
+ if past_key_value is not None:
+ cache_kwargs = {"sin": sin, "cos": cos} # Specific to RoPE models
+ key_states, value_states = past_key_value.update(
+ key_states, value_states, self.layer_idx, cache_kwargs
+ )
+
+ # TODO: These transpose are quite inefficient but Flash Attention requires the layout [batch_size, sequence_length, num_heads, head_dim]. We would need to refactor the KV cache
+ # to be able to avoid many of these transpose/reshape/view.
+ query_states = query_states.transpose(1, 2)
+ key_states = key_states.transpose(1, 2)
+ value_states = value_states.transpose(1, 2)
+
+ dropout_rate = self.attention_dropout if self.training else 0.0
+
+ # In PEFT, usually we cast the layer norms in float32 for training stability reasons
+ # therefore the input hidden states gets silently casted in float32. Hence, we need
+ # cast them back in the correct dtype just to be sure everything works as expected.
+ # This might slowdown training & inference so it is recommended to not cast the LayerNorms
+ # in fp32. (DeepseekV3RMSNorm handles it correctly)
+
+ input_dtype = query_states.dtype
+ if input_dtype == torch.float32:
+ # Handle the case where the model is quantized
+ if hasattr(self.config, "_pre_quantization_dtype"):
+ target_dtype = self.config._pre_quantization_dtype
+ elif torch.is_autocast_enabled():
+ target_dtype = torch.get_autocast_gpu_dtype()
+ else:
+ target_dtype = (
+ self.q_proj.weight.dtype
+ if self.q_lora_rank is None
+ else self.q_a_proj.weight.dtype
+ )
+
+ logger.warning_once(
+ f"The input hidden states seems to be silently casted in float32, this might be related to"
+ f" the fact you have upcasted embedding or layer norm layers in float32. We will cast back the input in"
+ f" {target_dtype}."
+ )
+
+ query_states = query_states.to(target_dtype)
+ key_states = key_states.to(target_dtype)
+ value_states = value_states.to(target_dtype)
+
+ attn_output = self._flash_attention_forward(
+ query_states,
+ key_states,
+ value_states,
+ attention_mask,
+ q_len,
+ dropout=dropout_rate,
+ softmax_scale=self.softmax_scale,
+ )
+ if self.q_head_dim != self.v_head_dim:
+ attn_output = attn_output[:, :, :, : self.v_head_dim]
+
+ attn_output = attn_output.reshape(
+ bsz, q_len, self.num_heads * self.v_head_dim
+ ).contiguous()
+ attn_output = self.o_proj(attn_output)
+
+ if not output_attentions:
+ attn_weights = None
+
+ return attn_output, attn_weights, past_key_value
+
+ def _flash_attention_forward(
+ self,
+ query_states,
+ key_states,
+ value_states,
+ attention_mask,
+ query_length,
+ dropout=0.0,
+ softmax_scale=None,
+ ):
+ """
+ Calls the forward method of Flash Attention - if the input hidden states contain at least one padding token
+ first unpad the input, then computes the attention scores and pad the final attention scores.
+
+ Args:
+ query_states (`torch.Tensor`):
+ Input query states to be passed to Flash Attention API
+ key_states (`torch.Tensor`):
+ Input key states to be passed to Flash Attention API
+ value_states (`torch.Tensor`):
+ Input value states to be passed to Flash Attention API
+ attention_mask (`torch.Tensor`):
+ The padding mask - corresponds to a tensor of size `(batch_size, seq_len)` where 0 stands for the
+ position of padding tokens and 1 for the position of non-padding tokens.
+ dropout (`int`, *optional*):
+ Attention dropout
+ softmax_scale (`float`, *optional*):
+ The scaling of QK^T before applying softmax. Default to 1 / sqrt(head_dim)
+ """
+ if not self._flash_attn_uses_top_left_mask:
+ causal = self.is_causal
+ else:
+ # TODO: Remove the `query_length != 1` check once Flash Attention for RoCm is bumped to 2.1. For details, please see the comment in DeepseekV3FlashAttention2 __init__.
+ causal = self.is_causal and query_length != 1
+
+ # Contains at least one padding token in the sequence
+ if attention_mask is not None:
+ batch_size = query_states.shape[0]
+ (
+ query_states,
+ key_states,
+ value_states,
+ indices_q,
+ cu_seq_lens,
+ max_seq_lens,
+ ) = self._upad_input(
+ query_states, key_states, value_states, attention_mask, query_length
+ )
+
+ cu_seqlens_q, cu_seqlens_k = cu_seq_lens
+ max_seqlen_in_batch_q, max_seqlen_in_batch_k = max_seq_lens
+
+ attn_output_unpad = flash_attn_varlen_func(
+ query_states,
+ key_states,
+ value_states,
+ cu_seqlens_q=cu_seqlens_q,
+ cu_seqlens_k=cu_seqlens_k,
+ max_seqlen_q=max_seqlen_in_batch_q,
+ max_seqlen_k=max_seqlen_in_batch_k,
+ dropout_p=dropout,
+ softmax_scale=softmax_scale,
+ causal=causal,
+ )
+
+ attn_output = pad_input(
+ attn_output_unpad, indices_q, batch_size, query_length
+ )
+ else:
+ attn_output = flash_attn_func(
+ query_states,
+ key_states,
+ value_states,
+ dropout,
+ softmax_scale=softmax_scale,
+ causal=causal,
+ )
+
+ return attn_output
+
+ def _upad_input(
+ self, query_layer, key_layer, value_layer, attention_mask, query_length
+ ):
+ indices_k, cu_seqlens_k, max_seqlen_in_batch_k = _get_unpad_data(attention_mask)
+ batch_size, kv_seq_len, num_key_value_heads, head_dim = key_layer.shape
+
+ key_layer = index_first_axis(
+ key_layer.reshape(batch_size * kv_seq_len, num_key_value_heads, head_dim),
+ indices_k,
+ )
+ value_layer = index_first_axis(
+ value_layer.reshape(batch_size * kv_seq_len, num_key_value_heads, head_dim),
+ indices_k,
+ )
+ if query_length == kv_seq_len:
+ query_layer = index_first_axis(
+ query_layer.reshape(batch_size * kv_seq_len, self.num_heads, head_dim),
+ indices_k,
+ )
+ cu_seqlens_q = cu_seqlens_k
+ max_seqlen_in_batch_q = max_seqlen_in_batch_k
+ indices_q = indices_k
+ elif query_length == 1:
+ max_seqlen_in_batch_q = 1
+ cu_seqlens_q = torch.arange(
+ batch_size + 1, dtype=torch.int32, device=query_layer.device
+ ) # There is a memcpy here, that is very bad.
+ indices_q = cu_seqlens_q[:-1]
+ query_layer = query_layer.squeeze(1)
+ else:
+ # The -q_len: slice assumes left padding.
+ attention_mask = attention_mask[:, -query_length:]
+ query_layer, indices_q, cu_seqlens_q, max_seqlen_in_batch_q = unpad_input(
+ query_layer, attention_mask
+ )
+
+ return (
+ query_layer,
+ key_layer,
+ value_layer,
+ indices_q,
+ (cu_seqlens_q, cu_seqlens_k),
+ (max_seqlen_in_batch_q, max_seqlen_in_batch_k),
+ )
+
+
+ATTENTION_CLASSES = {
+ "eager": DeepseekV3Attention,
+ "flash_attention_2": DeepseekV3FlashAttention2,
+}
+
+
+class DeepseekV3DecoderLayer(nn.Module):
+ def __init__(self, config: DeepseekV3Config, layer_idx: int):
+ super().__init__()
+ self.hidden_size = config.hidden_size
+
+ self.self_attn = ATTENTION_CLASSES[config._attn_implementation](
+ config=config, layer_idx=layer_idx
+ )
+
+ self.mlp = (
+ DeepseekV3MoE(config)
+ if (
+ config.n_routed_experts is not None
+ and layer_idx >= config.first_k_dense_replace
+ and layer_idx % config.moe_layer_freq == 0
+ )
+ else DeepseekV3MLP(config)
+ )
+ self.input_layernorm = DeepseekV3RMSNorm(
+ config.hidden_size, eps=config.rms_norm_eps
+ )
+ self.post_attention_layernorm = DeepseekV3RMSNorm(
+ config.hidden_size, eps=config.rms_norm_eps
+ )
+
+ def forward(
+ self,
+ hidden_states: torch.Tensor,
+ attention_mask: Optional[torch.Tensor] = None,
+ position_ids: Optional[torch.LongTensor] = None,
+ past_key_value: Optional[Tuple[torch.Tensor]] = None,
+ output_attentions: Optional[bool] = False,
+ use_cache: Optional[bool] = False,
+ **kwargs,
+ ) -> Tuple[
+ torch.FloatTensor, Optional[Tuple[torch.FloatTensor, torch.FloatTensor]]
+ ]:
+ """
+ Args:
+ hidden_states (`torch.FloatTensor`): input to the layer of shape `(batch, seq_len, embed_dim)`
+ attention_mask (`torch.FloatTensor`, *optional*):
+ attention mask of size `(batch_size, sequence_length)` if flash attention is used or `(batch_size, 1,
+ query_sequence_length, key_sequence_length)` if default attention is used.
+ output_attentions (`bool`, *optional*):
+ Whether or not to return the attentions tensors of all attention layers. See `attentions` under
+ returned tensors for more detail.
+ use_cache (`bool`, *optional*):
+ If set to `True`, `past_key_values` key value states are returned and can be used to speed up decoding
+ (see `past_key_values`).
+ past_key_value (`Tuple(torch.FloatTensor)`, *optional*): cached past key and value projection states
+ """
+ if "padding_mask" in kwargs:
+ warnings.warn(
+ "Passing `padding_mask` is deprecated and will be removed in v4.37. Please make sure use `attention_mask` instead.`"
+ )
+ residual = hidden_states
+
+ hidden_states = self.input_layernorm(hidden_states)
+
+ # Self Attention
+ hidden_states, self_attn_weights, present_key_value = self.self_attn(
+ hidden_states=hidden_states,
+ attention_mask=attention_mask,
+ position_ids=position_ids,
+ past_key_value=past_key_value,
+ output_attentions=output_attentions,
+ use_cache=use_cache,
+ **kwargs,
+ )
+ hidden_states = residual + hidden_states
+
+ # Fully Connected
+ residual = hidden_states
+ hidden_states = self.post_attention_layernorm(hidden_states)
+ hidden_states = self.mlp(hidden_states)
+ hidden_states = residual + hidden_states
+
+ outputs = (hidden_states,)
+
+ if output_attentions:
+ outputs += (self_attn_weights,)
+
+ if use_cache:
+ outputs += (present_key_value,)
+
+ return outputs
+
+
+DeepseekV3_START_DOCSTRING = r"""
+ This model inherits from [`PreTrainedModel`]. Check the superclass documentation for the generic methods the
+ library implements for all its model (such as downloading or saving, resizing the input embeddings, pruning heads
+ etc.)
+
+ This model is also a PyTorch [torch.nn.Module](https://pytorch.org/docs/stable/nn.html#torch.nn.Module) subclass.
+ Use it as a regular PyTorch Module and refer to the PyTorch documentation for all matter related to general usage
+ and behavior.
+
+ Parameters:
+ config ([`DeepseekV3Config`]):
+ Model configuration class with all the parameters of the model. Initializing with a config file does not
+ load the weights associated with the model, only the configuration. Check out the
+ [`~PreTrainedModel.from_pretrained`] method to load the model weights.
+"""
+
+
+@add_start_docstrings(
+ "The bare DeepseekV3 Model outputting raw hidden-states without any specific head on top.",
+ DeepseekV3_START_DOCSTRING,
+)
+class DeepseekV3PreTrainedModel(PreTrainedModel):
+ config_class = DeepseekV3Config
+ base_model_prefix = "model"
+ supports_gradient_checkpointing = True
+ _no_split_modules = ["DeepseekV3DecoderLayer"]
+ _skip_keys_device_placement = "past_key_values"
+ _supports_flash_attn_2 = True
+ _supports_cache_class = True
+
+ def _init_weights(self, module):
+ std = self.config.initializer_range
+ if isinstance(module, nn.Linear):
+ module.weight.data.normal_(mean=0.0, std=std)
+ if module.bias is not None:
+ module.bias.data.zero_()
+ elif isinstance(module, nn.Embedding):
+ module.weight.data.normal_(mean=0.0, std=std)
+ if module.padding_idx is not None:
+ module.weight.data[module.padding_idx].zero_()
+
+
+DeepseekV3_INPUTS_DOCSTRING = r"""
+ Args:
+ input_ids (`torch.LongTensor` of shape `(batch_size, sequence_length)`):
+ Indices of input sequence tokens in the vocabulary. Padding will be ignored by default should you provide
+ it.
+
+ Indices can be obtained using [`AutoTokenizer`]. See [`PreTrainedTokenizer.encode`] and
+ [`PreTrainedTokenizer.__call__`] for details.
+
+ [What are input IDs?](../glossary#input-ids)
+ attention_mask (`torch.Tensor` of shape `(batch_size, sequence_length)`, *optional*):
+ Mask to avoid performing attention on padding token indices. Mask values selected in `[0, 1]`:
+
+ - 1 for tokens that are **not masked**,
+ - 0 for tokens that are **masked**.
+
+ [What are attention masks?](../glossary#attention-mask)
+
+ Indices can be obtained using [`AutoTokenizer`]. See [`PreTrainedTokenizer.encode`] and
+ [`PreTrainedTokenizer.__call__`] for details.
+
+ If `past_key_values` is used, optionally only the last `input_ids` have to be input (see
+ `past_key_values`).
+
+ If you want to change padding behavior, you should read [`modeling_opt._prepare_decoder_attention_mask`]
+ and modify to your needs. See diagram 1 in [the paper](https://arxiv.org/abs/1910.13461) for more
+ information on the default strategy.
+
+ - 1 indicates the head is **not masked**,
+ - 0 indicates the head is **masked**.
+ position_ids (`torch.LongTensor` of shape `(batch_size, sequence_length)`, *optional*):
+ Indices of positions of each input sequence tokens in the position embeddings. Selected in the range `[0,
+ config.n_positions - 1]`.
+
+ [What are position IDs?](../glossary#position-ids)
+ past_key_values (`Cache` or `tuple(tuple(torch.FloatTensor))`, *optional*):
+ Pre-computed hidden-states (key and values in the self-attention blocks and in the cross-attention
+ blocks) that can be used to speed up sequential decoding. This typically consists in the `past_key_values`
+ returned by the model at a previous stage of decoding, when `use_cache=True` or `config.use_cache=True`.
+
+ Two formats are allowed:
+ - a [`~cache_utils.Cache`] instance;
+ - Tuple of `tuple(torch.FloatTensor)` of length `config.n_layers`, with each tuple having 2 tensors of
+ shape `(batch_size, num_heads, sequence_length, embed_size_per_head)`). This is also known as the legacy
+ cache format.
+
+ The model will output the same cache format that is fed as input. If no `past_key_values` are passed, the
+ legacy cache format will be returned.
+
+ If `past_key_values` are used, the user can optionally input only the last `input_ids` (those that don't
+ have their past key value states given to this model) of shape `(batch_size, 1)` instead of all `input_ids`
+ of shape `(batch_size, sequence_length)`.
+ inputs_embeds (`torch.FloatTensor` of shape `(batch_size, sequence_length, hidden_size)`, *optional*):
+ Optionally, instead of passing `input_ids` you can choose to directly pass an embedded representation. This
+ is useful if you want more control over how to convert `input_ids` indices into associated vectors than the
+ model's internal embedding lookup matrix.
+ use_cache (`bool`, *optional*):
+ If set to `True`, `past_key_values` key value states are returned and can be used to speed up decoding (see
+ `past_key_values`).
+ output_attentions (`bool`, *optional*):
+ Whether or not to return the attentions tensors of all attention layers. See `attentions` under returned
+ tensors for more detail.
+ output_hidden_states (`bool`, *optional*):
+ Whether or not to return the hidden states of all layers. See `hidden_states` under returned tensors for
+ more detail.
+ return_dict (`bool`, *optional*):
+ Whether or not to return a [`~utils.ModelOutput`] instead of a plain tuple.
+"""
+
+
+@add_start_docstrings(
+ "The bare DeepseekV3 Model outputting raw hidden-states without any specific head on top.",
+ DeepseekV3_START_DOCSTRING,
+)
+class DeepseekV3Model(DeepseekV3PreTrainedModel):
+ """
+ Transformer decoder consisting of *config.num_hidden_layers* layers. Each layer is a [`DeepseekV3DecoderLayer`]
+
+ Args:
+ config: DeepseekV3Config
+ """
+
+ def __init__(self, config: DeepseekV3Config):
+ super().__init__(config)
+ self.padding_idx = config.pad_token_id
+ self.vocab_size = config.vocab_size
+
+ self.embed_tokens = nn.Embedding(
+ config.vocab_size, config.hidden_size, self.padding_idx
+ )
+ self.layers = nn.ModuleList(
+ [
+ DeepseekV3DecoderLayer(config, layer_idx)
+ for layer_idx in range(config.num_hidden_layers)
+ ]
+ )
+ self._use_flash_attention_2 = config._attn_implementation == "flash_attention_2"
+ self.norm = DeepseekV3RMSNorm(config.hidden_size, eps=config.rms_norm_eps)
+
+ self.gradient_checkpointing = False
+ # Initialize weights and apply final processing
+ self.post_init()
+
+ def get_input_embeddings(self):
+ return self.embed_tokens
+
+ def set_input_embeddings(self, value):
+ self.embed_tokens = value
+
+ @add_start_docstrings_to_model_forward(DeepseekV3_INPUTS_DOCSTRING)
+ def forward(
+ self,
+ input_ids: torch.LongTensor = None,
+ attention_mask: Optional[torch.Tensor] = None,
+ position_ids: Optional[torch.LongTensor] = None,
+ past_key_values: Optional[List[torch.FloatTensor]] = None,
+ inputs_embeds: Optional[torch.FloatTensor] = None,
+ use_cache: Optional[bool] = None,
+ output_attentions: Optional[bool] = None,
+ output_hidden_states: Optional[bool] = None,
+ return_dict: Optional[bool] = None,
+ ) -> Union[Tuple, BaseModelOutputWithPast]:
+ output_attentions = (
+ output_attentions
+ if output_attentions is not None
+ else self.config.output_attentions
+ )
+ output_hidden_states = (
+ output_hidden_states
+ if output_hidden_states is not None
+ else self.config.output_hidden_states
+ )
+ use_cache = use_cache if use_cache is not None else self.config.use_cache
+
+ return_dict = (
+ return_dict if return_dict is not None else self.config.use_return_dict
+ )
+
+ # retrieve input_ids and inputs_embeds
+ if input_ids is not None and inputs_embeds is not None:
+ raise ValueError(
+ "You cannot specify both input_ids and inputs_embeds at the same time"
+ )
+ elif input_ids is not None:
+ batch_size, seq_length = input_ids.shape[:2]
+ elif inputs_embeds is not None:
+ batch_size, seq_length = inputs_embeds.shape[:2]
+ else:
+ raise ValueError("You have to specify either input_ids or inputs_embeds")
+
+ past_key_values_length = 0
+ if use_cache:
+ use_legacy_cache = not isinstance(past_key_values, Cache)
+ if use_legacy_cache:
+ past_key_values = DynamicCache.from_legacy_cache(past_key_values)
+ past_key_values_length = past_key_values.get_usable_length(seq_length)
+
+ if position_ids is None:
+ device = input_ids.device if input_ids is not None else inputs_embeds.device
+ position_ids = torch.arange(
+ past_key_values_length,
+ seq_length + past_key_values_length,
+ dtype=torch.long,
+ device=device,
+ )
+ position_ids = position_ids.unsqueeze(0)
+
+ if inputs_embeds is None:
+ inputs_embeds = self.embed_tokens(input_ids)
+
+ if self._use_flash_attention_2:
+ # 2d mask is passed through the layers
+ attention_mask = (
+ attention_mask
+ if (attention_mask is not None and 0 in attention_mask)
+ else None
+ )
+ else:
+ # 4d mask is passed through the layers
+ attention_mask = _prepare_4d_causal_attention_mask(
+ attention_mask,
+ (batch_size, seq_length),
+ inputs_embeds,
+ past_key_values_length,
+ )
+
+ # embed positions
+ hidden_states = inputs_embeds
+
+ # decoder layers
+ all_hidden_states = () if output_hidden_states else None
+ all_self_attns = () if output_attentions else None
+ next_decoder_cache = None
+
+ for decoder_layer in self.layers:
+ if output_hidden_states:
+ all_hidden_states += (hidden_states,)
+
+ layer_outputs = decoder_layer(
+ hidden_states,
+ attention_mask=attention_mask,
+ position_ids=position_ids,
+ past_key_value=past_key_values,
+ output_attentions=output_attentions,
+ use_cache=use_cache,
+ )
+
+ hidden_states = layer_outputs[0]
+
+ if use_cache:
+ next_decoder_cache = layer_outputs[2 if output_attentions else 1]
+
+ if output_attentions:
+ all_self_attns += (layer_outputs[1],)
+
+ hidden_states = self.norm(hidden_states)
+
+ # add hidden states from the last decoder layer
+ if output_hidden_states:
+ all_hidden_states += (hidden_states,)
+
+ next_cache = None
+ if use_cache:
+ next_cache = (
+ next_decoder_cache.to_legacy_cache()
+ if use_legacy_cache
+ else next_decoder_cache
+ )
+ if not return_dict:
+ return tuple(
+ v
+ for v in [hidden_states, next_cache, all_hidden_states, all_self_attns]
+ if v is not None
+ )
+ return BaseModelOutputWithPast(
+ last_hidden_state=hidden_states,
+ past_key_values=next_cache,
+ hidden_states=all_hidden_states,
+ attentions=all_self_attns,
+ )
+
+
+class DeepseekV3ForCausalLM(DeepseekV3PreTrainedModel):
+ _tied_weights_keys = ["lm_head.weight"]
+
+ def __init__(self, config):
+ super().__init__(config)
+ self.model = DeepseekV3Model(config)
+ self.vocab_size = config.vocab_size
+ self.lm_head = nn.Linear(config.hidden_size, config.vocab_size, bias=False)
+
+ # Initialize weights and apply final processing
+ self.post_init()
+
+ def get_input_embeddings(self):
+ return self.model.embed_tokens
+
+ def set_input_embeddings(self, value):
+ self.model.embed_tokens = value
+
+ def get_output_embeddings(self):
+ return self.lm_head
+
+ def set_output_embeddings(self, new_embeddings):
+ self.lm_head = new_embeddings
+
+ def set_decoder(self, decoder):
+ self.model = decoder
+
+ def get_decoder(self):
+ return self.model
+
+ @add_start_docstrings_to_model_forward(DeepseekV3_INPUTS_DOCSTRING)
+ @replace_return_docstrings(
+ output_type=CausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC
+ )
+ def forward(
+ self,
+ input_ids: torch.LongTensor = None,
+ attention_mask: Optional[torch.Tensor] = None,
+ position_ids: Optional[torch.LongTensor] = None,
+ past_key_values: Optional[List[torch.FloatTensor]] = None,
+ inputs_embeds: Optional[torch.FloatTensor] = None,
+ labels: Optional[torch.LongTensor] = None,
+ use_cache: Optional[bool] = None,
+ output_attentions: Optional[bool] = None,
+ output_hidden_states: Optional[bool] = None,
+ return_dict: Optional[bool] = None,
+ ) -> Union[Tuple, CausalLMOutputWithPast]:
+ r"""
+ Args:
+ labels (`torch.LongTensor` of shape `(batch_size, sequence_length)`, *optional*):
+ Labels for computing the masked language modeling loss. Indices should either be in `[0, transformers.,
+ config.vocab_size]` or -100 (see `input_ids` docstring). Tokens with indices set to `-100` are ignored
+ (masked), the loss is only computed for the tokens with labels in `[0, transformers., config.vocab_size]`.
+
+ Returns:
+
+ Example:
+
+ ```python
+ >>> from transformers import AutoTokenizer, DeepseekV3ForCausalLM
+
+ >>> model = DeepseekV3ForCausalLM.from_pretrained(PATH_TO_CONVERTED_WEIGHTS)
+ >>> tokenizer = AutoTokenizer.from_pretrained(PATH_TO_CONVERTED_TOKENIZER)
+
+ >>> prompt = "Hey, are you conscious? Can you talk to me?"
+ >>> inputs = tokenizer(prompt, return_tensors="pt")
+
+ >>> # Generate
+ >>> generate_ids = model.generate(inputs.input_ids, max_length=30)
+ >>> tokenizer.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]
+ "Hey, are you conscious? Can you talk to me?\nI'm not conscious, but I can talk to you."
+ ```"""
+ output_attentions = (
+ output_attentions
+ if output_attentions is not None
+ else self.config.output_attentions
+ )
+ output_hidden_states = (
+ output_hidden_states
+ if output_hidden_states is not None
+ else self.config.output_hidden_states
+ )
+ return_dict = (
+ return_dict if return_dict is not None else self.config.use_return_dict
+ )
+
+ # decoder outputs consists of (dec_features, layer_state, dec_hidden, dec_attn)
+ outputs = self.model(
+ input_ids=input_ids,
+ attention_mask=attention_mask,
+ position_ids=position_ids,
+ past_key_values=past_key_values,
+ inputs_embeds=inputs_embeds,
+ use_cache=use_cache,
+ output_attentions=output_attentions,
+ output_hidden_states=output_hidden_states,
+ return_dict=return_dict,
+ )
+
+ hidden_states = outputs[0]
+ logits = self.lm_head(hidden_states)
+ logits = logits.float()
+
+ loss = None
+ if labels is not None:
+ # Shift so that tokens < n predict n
+ shift_logits = logits[..., :-1, :].contiguous()
+ shift_labels = labels[..., 1:].contiguous()
+ # Flatten the tokens
+ loss_fct = CrossEntropyLoss()
+ shift_logits = shift_logits.view(-1, self.config.vocab_size)
+ shift_labels = shift_labels.view(-1)
+ # Enable model parallelism
+ shift_labels = shift_labels.to(shift_logits.device)
+ loss = loss_fct(shift_logits, shift_labels)
+
+ if not return_dict:
+ output = (logits,) + outputs[1:]
+ return (loss,) + output if loss is not None else output
+
+ return CausalLMOutputWithPast(
+ loss=loss,
+ logits=logits,
+ past_key_values=outputs.past_key_values,
+ hidden_states=outputs.hidden_states,
+ attentions=outputs.attentions,
+ )
+
+ def prepare_inputs_for_generation(
+ self,
+ input_ids,
+ past_key_values=None,
+ attention_mask=None,
+ inputs_embeds=None,
+ **kwargs,
+ ):
+ if past_key_values is not None:
+ if isinstance(past_key_values, Cache):
+ cache_length = past_key_values.get_seq_length()
+ past_length = past_key_values.seen_tokens
+ max_cache_length = past_key_values.get_max_length()
+ else:
+ cache_length = past_length = past_key_values[0][0].shape[2]
+ max_cache_length = None
+
+ # Keep only the unprocessed tokens:
+ # 1 - If the length of the attention_mask exceeds the length of input_ids, then we are in a setting where
+ # some of the inputs are exclusivelly passed as part of the cache (e.g. when passing input_embeds as
+ # input)
+ if (
+ attention_mask is not None
+ and attention_mask.shape[1] > input_ids.shape[1]
+ ):
+ input_ids = input_ids[:, -(attention_mask.shape[1] - past_length) :]
+ # 2 - If the past_length is smaller than input_ids', then input_ids holds all input tokens. We can discard
+ # input_ids based on the past_length.
+ elif past_length < input_ids.shape[1]:
+ input_ids = input_ids[:, past_length:]
+ # 3 - Otherwise (past_length >= input_ids.shape[1]), let's assume input_ids only has unprocessed tokens.
+
+ # If we are about to go beyond the maximum cache length, we need to crop the input attention mask.
+ if (
+ max_cache_length is not None
+ and attention_mask is not None
+ and cache_length + input_ids.shape[1] > max_cache_length
+ ):
+ attention_mask = attention_mask[:, -max_cache_length:]
+
+ position_ids = kwargs.get("position_ids", None)
+ if attention_mask is not None and position_ids is None:
+ # create position_ids on the fly for batch generation
+ position_ids = attention_mask.long().cumsum(-1) - 1
+ position_ids.masked_fill_(attention_mask == 0, 1)
+ if past_key_values:
+ position_ids = position_ids[:, -input_ids.shape[1] :]
+
+ # if `inputs_embeds` are passed, we only want to use them in the 1st generation step
+ if inputs_embeds is not None and past_key_values is None:
+ model_inputs = {"inputs_embeds": inputs_embeds}
+ else:
+ model_inputs = {"input_ids": input_ids}
+
+ model_inputs.update(
+ {
+ "position_ids": position_ids,
+ "past_key_values": past_key_values,
+ "use_cache": kwargs.get("use_cache"),
+ "attention_mask": attention_mask,
+ }
+ )
+ return model_inputs
+
+ @staticmethod
+ def _reorder_cache(past_key_values, beam_idx):
+ reordered_past = ()
+ for layer_past in past_key_values:
+ reordered_past += (
+ tuple(
+ past_state.index_select(0, beam_idx.to(past_state.device))
+ for past_state in layer_past
+ ),
+ )
+ return reordered_past
+
+
+@add_start_docstrings(
+ """
+ The DeepseekV3 Model transformer with a sequence classification head on top (linear layer).
+
+ [`DeepseekV3ForSequenceClassification`] uses the last token in order to do the classification, as other causal models
+ (e.g. GPT-2) do.
+
+ Since it does classification on the last token, it requires to know the position of the last token. If a
+ `pad_token_id` is defined in the configuration, it finds the last token that is not a padding token in each row. If
+ no `pad_token_id` is defined, it simply takes the last value in each row of the batch. Since it cannot guess the
+ padding tokens when `inputs_embeds` are passed instead of `input_ids`, it does the same (take the last value in
+ each row of the batch).
+ """,
+ DeepseekV3_START_DOCSTRING,
+)
+class DeepseekV3ForSequenceClassification(DeepseekV3PreTrainedModel):
+ def __init__(self, config):
+ super().__init__(config)
+ self.num_labels = config.num_labels
+ self.model = DeepseekV3Model(config)
+ self.score = nn.Linear(config.hidden_size, self.num_labels, bias=False)
+
+ # Initialize weights and apply final processing
+ self.post_init()
+
+ def get_input_embeddings(self):
+ return self.model.embed_tokens
+
+ def set_input_embeddings(self, value):
+ self.model.embed_tokens = value
+
+ @add_start_docstrings_to_model_forward(DeepseekV3_INPUTS_DOCSTRING)
+ def forward(
+ self,
+ input_ids: torch.LongTensor = None,
+ attention_mask: Optional[torch.Tensor] = None,
+ position_ids: Optional[torch.LongTensor] = None,
+ past_key_values: Optional[List[torch.FloatTensor]] = None,
+ inputs_embeds: Optional[torch.FloatTensor] = None,
+ labels: Optional[torch.LongTensor] = None,
+ use_cache: Optional[bool] = None,
+ output_attentions: Optional[bool] = None,
+ output_hidden_states: Optional[bool] = None,
+ return_dict: Optional[bool] = None,
+ ) -> Union[Tuple, SequenceClassifierOutputWithPast]:
+ r"""
+ labels (`torch.LongTensor` of shape `(batch_size,)`, *optional*):
+ Labels for computing the sequence classification/regression loss. Indices should be in `[0, transformers.,
+ config.num_labels - 1]`. If `config.num_labels == 1` a regression loss is computed (Mean-Square loss), If
+ `config.num_labels > 1` a classification loss is computed (Cross-Entropy).
+ """
+ return_dict = (
+ return_dict if return_dict is not None else self.config.use_return_dict
+ )
+
+ transformer_outputs = self.model(
+ input_ids,
+ attention_mask=attention_mask,
+ position_ids=position_ids,
+ past_key_values=past_key_values,
+ inputs_embeds=inputs_embeds,
+ use_cache=use_cache,
+ output_attentions=output_attentions,
+ output_hidden_states=output_hidden_states,
+ return_dict=return_dict,
+ )
+ hidden_states = transformer_outputs[0]
+ logits = self.score(hidden_states)
+
+ if input_ids is not None:
+ batch_size = input_ids.shape[0]
+ else:
+ batch_size = inputs_embeds.shape[0]
+
+ if self.config.pad_token_id is None and batch_size != 1:
+ raise ValueError(
+ "Cannot handle batch sizes > 1 if no padding token is defined."
+ )
+ if self.config.pad_token_id is None:
+ sequence_lengths = -1
+ else:
+ if input_ids is not None:
+ sequence_lengths = (
+ torch.eq(input_ids, self.config.pad_token_id).int().argmax(-1) - 1
+ ).to(logits.device)
+ else:
+ sequence_lengths = -1
+
+ pooled_logits = logits[
+ torch.arange(batch_size, device=logits.device), sequence_lengths
+ ]
+
+ loss = None
+ if labels is not None:
+ labels = labels.to(logits.device)
+ if self.config.problem_type is None:
+ if self.num_labels == 1:
+ self.config.problem_type = "regression"
+ elif self.num_labels > 1 and (
+ labels.dtype == torch.long or labels.dtype == torch.int
+ ):
+ self.config.problem_type = "single_label_classification"
+ else:
+ self.config.problem_type = "multi_label_classification"
+
+ if self.config.problem_type == "regression":
+ loss_fct = MSELoss()
+ if self.num_labels == 1:
+ loss = loss_fct(pooled_logits.squeeze(), labels.squeeze())
+ else:
+ loss = loss_fct(pooled_logits, labels)
+ elif self.config.problem_type == "single_label_classification":
+ loss_fct = CrossEntropyLoss()
+ loss = loss_fct(
+ pooled_logits.view(-1, self.num_labels), labels.view(-1)
+ )
+ elif self.config.problem_type == "multi_label_classification":
+ loss_fct = BCEWithLogitsLoss()
+ loss = loss_fct(pooled_logits, labels)
+ if not return_dict:
+ output = (pooled_logits,) + transformer_outputs[1:]
+ return ((loss,) + output) if loss is not None else output
+
+ return SequenceClassifierOutputWithPast(
+ loss=loss,
+ logits=pooled_logits,
+ past_key_values=transformer_outputs.past_key_values,
+ hidden_states=transformer_outputs.hidden_states,
+ attentions=transformer_outputs.attentions,
+ )