From 1a432594bd078e633999ae5000ce69751427d7b4 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 22 Dec 2024 02:20:34 +0300 Subject: [PATCH 01/50] Add Phi4 support --- recipes/configs/phi4/evaluation.yaml | 44 +++ recipes/configs/phi4/mini_full.yaml | 105 ++++++ .../configs/phi4/mini_full_low_memory.yaml | 106 ++++++ recipes/configs/phi4/mini_lora.yaml | 115 +++++++ .../configs/phi4/mini_lora_single_device.yaml | 115 +++++++ .../phi4/mini_qlora_single_device.yaml | 118 +++++++ tests/torchtune/models/phi4/__init__.py | 5 + .../models/phi4/test_phi4_tokenizer.py | 133 ++++++++ torchtune/models/phi4/__init__.py | 11 + torchtune/models/phi4/_model_builders.py | 126 +++++++ torchtune/models/phi4/_tokenizer.py | 316 ++++++++++++++++++ 11 files changed, 1194 insertions(+) create mode 100644 recipes/configs/phi4/evaluation.yaml create mode 100644 recipes/configs/phi4/mini_full.yaml create mode 100644 recipes/configs/phi4/mini_full_low_memory.yaml create mode 100644 recipes/configs/phi4/mini_lora.yaml create mode 100644 recipes/configs/phi4/mini_lora_single_device.yaml create mode 100644 recipes/configs/phi4/mini_qlora_single_device.yaml create mode 100644 tests/torchtune/models/phi4/__init__.py create mode 100644 tests/torchtune/models/phi4/test_phi4_tokenizer.py create mode 100644 torchtune/models/phi4/__init__.py create mode 100644 torchtune/models/phi4/_model_builders.py create mode 100644 torchtune/models/phi4/_tokenizer.py diff --git a/recipes/configs/phi4/evaluation.yaml b/recipes/configs/phi4/evaluation.yaml new file mode 100644 index 0000000000..4a1d5a02a7 --- /dev/null +++ b/recipes/configs/phi4/evaluation.yaml @@ -0,0 +1,44 @@ +# Config for EleutherEvalRecipe in eleuther_eval.py +# +# To launch, run the following command: +# tune run eleuther_eval --config phi3/evaluation + +output_dir: ./ # Not needed + +# Model Arguments +model: + _component_: torchtune.models.phi3.phi3_mini + +# Checkpointer +checkpointer: + _component_: torchtune.training.FullModelHFCheckpointer + checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_files: [ + model-00001-of-00002.safetensors, + model-00002-of-00002.safetensors + ] + recipe_checkpoint: null + output_dir: ${output_dir} + model_type: PHI3_MINI +resume_from_checkpoint: False + +# Tokenizer +tokenizer: + _component_: torchtune.models.phi3.phi3_mini_tokenizer + path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + max_seq_len: null + +# Environment +device: cuda +dtype: bf16 +seed: 1234 # It is not recommended to change this seed, b/c it matches EleutherAI's default seed + +# EleutherAI specific eval args +tasks: ["truthfulqa_mc2"] +limit: null +max_seq_length: 4096 +batch_size: 8 +enable_kv_cache: True + +# Quantization specific args +quantizer: null diff --git a/recipes/configs/phi4/mini_full.yaml b/recipes/configs/phi4/mini_full.yaml new file mode 100644 index 0000000000..7dc954576d --- /dev/null +++ b/recipes/configs/phi4/mini_full.yaml @@ -0,0 +1,105 @@ +# Config for multi-device full finetuning in full_finetune_distributed.py +# using a Phi3 Mini 4K Instruct +# +# This config assumes that you've run the following command before launching +# this run: +# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# +# Run this config on 4 GPUs using the following: +# tune run --nproc_per_node 4 full_finetune_distributed --config phi3/mini_full +# +# You can add specific overrides through the command line. For example +# to override the checkpointer directory while launching training +# you can run: +# tune run --nproc_per_node 4 full_finetune_distributed --config phi3/mini_full checkpointer.checkpoint_dir= +# +# This config works best when the model is being fine-tuned on 2+ GPUs. +# Single device full finetuning requires more memory optimizations. It's +# best to use mini_low_memory.yaml for those cases + +output_dir: /tmp/torchtune/phi3_mini/full # /tmp may be deleted by your system. Change it to your preference. + +# Model arguments +model: + _component_: torchtune.models.phi3.phi3_mini + +# Tokenizer +tokenizer: + _component_: torchtune.models.phi3.phi3_mini_tokenizer + path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + max_seq_len: null + +# Checkpointer +checkpointer: + _component_: torchtune.training.FullModelHFCheckpointer + checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_files: [ + model-00001-of-00002.safetensors, + model-00002-of-00002.safetensors + ] + recipe_checkpoint: null + output_dir: ${output_dir} + model_type: PHI3_MINI +resume_from_checkpoint: False + +# Dataset +dataset: + _component_: torchtune.datasets.alpaca_cleaned_dataset + packed: False # True increases speed +seed: null +shuffle: True + +# Fine-tuning arguments +epochs: 1 +max_steps_per_epoch: null +batch_size: 2 +gradient_accumulation_steps: 8 # Use to increase effective batch size +optimizer: + _component_: torch.optim.AdamW + fused: True + lr: 5e-6 +loss: + _component_: torchtune.modules.loss.CEWithChunkedOutputLoss +compile: False # torch.compile the model + loss, True increases speed + decreases memory +optimizer_in_bwd: False # True saves memory. Requires gradient_accumulation_steps=1 + +# Training env +device: cuda + +# Memory management +enable_activation_checkpointing: True # True reduces memory +enable_activation_offloading: False # True reduces memory +dtype: bf16 + +# Logging +metric_logger: + _component_: torchtune.training.metric_logging.DiskLogger + log_dir: ${output_dir}/logs +log_every_n_steps: 1 +log_peak_memory_stats: True + + +# Profiler (disabled) +profiler: + _component_: torchtune.training.setup_torch_profiler + enabled: False + + #Output directory of trace artifacts + output_dir: ${output_dir}/profiling_outputs + + #`torch.profiler.ProfilerActivity` types to trace + cpu: True + cuda: True + + #trace options passed to `torch.profiler.profile` + profile_memory: False + with_stack: False + record_shapes: True + with_flops: False + + # `torch.profiler.schedule` options: + # wait_steps -> wait, warmup_steps -> warmup, active_steps -> active, num_cycles -> repeat + wait_steps: 5 + warmup_steps: 3 + active_steps: 2 + num_cycles: 1 diff --git a/recipes/configs/phi4/mini_full_low_memory.yaml b/recipes/configs/phi4/mini_full_low_memory.yaml new file mode 100644 index 0000000000..8162e73c18 --- /dev/null +++ b/recipes/configs/phi4/mini_full_low_memory.yaml @@ -0,0 +1,106 @@ +# Config for single device full finetuning in full_finetune_single_device.py +# using a Phi3 Mini 4K Instruct +# +# This config assumes that you've run the following command before launching +# this run: +# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# +# The default config uses an optimizer from bitsandbytes. If you do not have it installed, +# you can install it with +# pip install bitsandbytes +# +# To launch on a single device, run the following command from root: +# tune run full_finetune_single_device --config phi3/mini_full_low_memory +# +# You can add specific overrides through the command line. For example +# to override the checkpointer directory while launching training +# you can run: +# tune run full_finetune_single_device --config phi3/mini_full_low_memory checkpointer.checkpoint_dir= +# +# This config works only for training on single device. + +output_dir: /tmp/torchtune/phi3_mini/full_low_memory # /tmp may be deleted by your system. Change it to your preference. + +# Model arguments +model: + _component_: torchtune.models.phi3.phi3_mini + +# Tokenizer +tokenizer: + _component_: torchtune.models.phi3.phi3_mini_tokenizer + path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + max_seq_len: null + +# Checkpointer +checkpointer: + _component_: torchtune.training.FullModelHFCheckpointer + checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_files: [ + model-00001-of-00002.safetensors, + model-00002-of-00002.safetensors + ] + recipe_checkpoint: null + output_dir: ${output_dir} + model_type: PHI3_MINI +resume_from_checkpoint: False + +# Dataset +dataset: + _component_: torchtune.datasets.alpaca_cleaned_dataset + packed: False # True increases speed +seed: null +shuffle: True + +# Fine-tuning arguments +epochs: 1 +max_steps_per_epoch: null +batch_size: 2 +gradient_accumulation_steps: 1 # Use to increase effective batch size +optimizer: + _component_: bitsandbytes.optim.PagedAdamW + lr: 5e-6 +optimizer_in_bwd: True # True saves memory. Requires gradient_accumulation_steps=1 +loss: + _component_: torchtune.modules.loss.CEWithChunkedOutputLoss +compile: False # torch.compile the model + loss, True increases speed + decreases memory + +# Training env +device: cuda + +# Memory management +enable_activation_checkpointing: True # True reduces memory +enable_activation_offloading: True # True reduces memory +dtype: bf16 + +# Logging +metric_logger: + _component_: torchtune.training.metric_logging.DiskLogger + log_dir: ${output_dir}/logs +log_every_n_steps: 1 +log_peak_memory_stats: True + + +# Profiler (disabled) +profiler: + _component_: torchtune.training.setup_torch_profiler + enabled: False + + #Output directory of trace artifacts + output_dir: ${output_dir}/profiling_outputs + + #`torch.profiler.ProfilerActivity` types to trace + cpu: True + cuda: True + + #trace options passed to `torch.profiler.profile` + profile_memory: False + with_stack: False + record_shapes: True + with_flops: False + + # `torch.profiler.schedule` options: + # wait_steps -> wait, warmup_steps -> warmup, active_steps -> active, num_cycles -> repeat + wait_steps: 5 + warmup_steps: 3 + active_steps: 2 + num_cycles: 1 diff --git a/recipes/configs/phi4/mini_lora.yaml b/recipes/configs/phi4/mini_lora.yaml new file mode 100644 index 0000000000..429a1c2a6d --- /dev/null +++ b/recipes/configs/phi4/mini_lora.yaml @@ -0,0 +1,115 @@ +# Config for multi-device LoRA finetuning in lora_finetune_distributed.py +# using a Phi3 mini (3.8B) model +# +# This config assumes that you've run the following command before launching +# this run: +# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# +# To launch on 2 devices, run the following command from root: +# tune run --nnodes 1 --nproc_per_node 2 lora_finetune_distributed --config phi3/mini_lora +# +# You can add specific overrides through the command line. For example +# to override the checkpointer directory while launching training +# you can run: +# tune run --nnodes 1 --nproc_per_node 2 lora_finetune_distributed --config phi3/mini_lora checkpointer.checkpoint_dir= +# +# This config works best when the model is being fine-tuned on 2+ GPUs. +# For single device LoRA finetuning please use mini_lora_single_device.yaml +# or mini_qlora_single_device.yaml + +output_dir: /tmp/torchtune/phi3_mini/lora # /tmp may be deleted by your system. Change it to your preference. + +# Model arguments +model: + _component_: torchtune.models.phi3.lora_phi3_mini + lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] + apply_lora_to_mlp: True + apply_lora_to_output: False + lora_rank: 8 # higher increases accuracy and memory + lora_alpha: 16 # usually alpha=2*rank + lora_dropout: 0.0 + +# Tokenizer +tokenizer: + _component_: torchtune.models.phi3.phi3_mini_tokenizer + path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + max_seq_len: null + +# Checkpointer +checkpointer: + _component_: torchtune.training.FullModelHFCheckpointer + checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_files: [ + model-00001-of-00002.safetensors, + model-00002-of-00002.safetensors + ] + recipe_checkpoint: null + output_dir: ${output_dir} + model_type: PHI3_MINI +resume_from_checkpoint: False +save_adapter_weights_only: False + +# Dataset +dataset: + _component_: torchtune.datasets.alpaca_cleaned_dataset + packed: False # True increases speed +seed: null +shuffle: True + +# Fine-tuning arguments +epochs: 1 +max_steps_per_epoch: null +batch_size: 2 +gradient_accumulation_steps: 8 # Use to increase effective batch size +optimizer: + _component_: torch.optim.AdamW + fused: True + weight_decay: 0.01 + lr: 3e-4 +lr_scheduler: + _component_: torchtune.training.lr_schedulers.get_cosine_schedule_with_warmup + num_warmup_steps: 100 +loss: + _component_: torchtune.modules.loss.CEWithChunkedOutputLoss +compile: False # torch.compile the model + loss, True increases speed + decreases memory + +# Training env +device: cuda + +# Memory management +enable_activation_checkpointing: False # True reduces memory +enable_activation_offloading: False # True reduces memory +dtype: bf16 + +# Logging +metric_logger: + _component_: torchtune.training.metric_logging.DiskLogger + log_dir: ${output_dir}/logs +log_every_n_steps: 1 +log_peak_memory_stats: True + + +# Profiler (disabled) +profiler: + _component_: torchtune.training.setup_torch_profiler + enabled: False + + #Output directory of trace artifacts + output_dir: ${output_dir}/profiling_outputs + + #`torch.profiler.ProfilerActivity` types to trace + cpu: True + cuda: True + + #trace options passed to `torch.profiler.profile` + profile_memory: False + with_stack: False + record_shapes: True + with_flops: False + + # `torch.profiler.schedule` options: + # wait_steps -> wait, warmup_steps -> warmup, active_steps -> active, num_cycles -> repeat + wait_steps: 5 + warmup_steps: 3 + active_steps: 2 + num_cycles: 1 diff --git a/recipes/configs/phi4/mini_lora_single_device.yaml b/recipes/configs/phi4/mini_lora_single_device.yaml new file mode 100644 index 0000000000..26e5ac457f --- /dev/null +++ b/recipes/configs/phi4/mini_lora_single_device.yaml @@ -0,0 +1,115 @@ +# Config for single device LoRA finetuning in lora_finetune_single_device.py +# using a Phi3 mini (3.8B) model +# +# This config assumes that you've run the following command before launching +# this run: +# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# +# To launch on a single device, run the following command from root: +# tune run lora_finetune_single_device --config phi3/mini_lora_single_device +# +# You can add specific overrides through the command line. For example +# to override the checkpointer directory while launching training +# you can run: +# tune run lora_finetune_single_device --config phi3/mini_lora_single_device checkpointer.checkpoint_dir= +# +# This config works only for training on single device. + +output_dir: /tmp/torchtune/phi3_mini/lora_single_device # /tmp may be deleted by your system. Change it to your preference. + +# Model arguments +model: + _component_: torchtune.models.phi3.lora_phi3_mini + lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] + apply_lora_to_mlp: True + apply_lora_to_output: False + lora_rank: 8 # higher increases accuracy and memory + lora_alpha: 16 # usually alpha=2*rank + lora_dropout: 0.0 + +# Tokenizer +tokenizer: + _component_: torchtune.models.phi3.phi3_mini_tokenizer + path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + max_seq_len: null + +# Checkpointer +checkpointer: + _component_: torchtune.training.FullModelHFCheckpointer + checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_files: [ + model-00001-of-00002.safetensors, + model-00002-of-00002.safetensors + ] + recipe_checkpoint: null + output_dir: ${output_dir} + model_type: PHI3_MINI +resume_from_checkpoint: False +save_adapter_weights_only: False + +# Dataset +dataset: + _component_: torchtune.datasets.alpaca_cleaned_dataset + packed: False # True increases speed +seed: null +shuffle: True + +# Fine-tuning arguments +epochs: 1 +max_steps_per_epoch: null +batch_size: 2 +gradient_accumulation_steps: 8 # Use to increase effective batch size +optimizer: + _component_: torch.optim.AdamW + fused: True + weight_decay: 0.01 + lr: 3e-4 +lr_scheduler: + _component_: torchtune.training.lr_schedulers.get_cosine_schedule_with_warmup + num_warmup_steps: 100 +loss: + _component_: torchtune.modules.loss.CEWithChunkedOutputLoss +compile: False # torch.compile the model + loss, True increases speed + decreases memory + +# Training env +device: cuda + +# Memory management +enable_activation_checkpointing: True # True reduces memory +enable_activation_offloading: False # True reduces memory + +# Reduced precision +dtype: bf16 + +# Logging +metric_logger: + _component_: torchtune.training.metric_logging.DiskLogger + log_dir: ${output_dir}/logs +log_every_n_steps: 1 +log_peak_memory_stats: True + +# Showcase the usage of PyTorch profiler +# Set enabled to False as it's only needed for debugging training +profiler: + _component_: torchtune.training.setup_torch_profiler + enabled: False + + #Output directory of trace artifacts + output_dir: /tmp/Phi-3-mini-4k-instruct/profiling_outputs + + #`torch.profiler.ProfilerActivity` types to trace + cpu: True + cuda: True + + #trace options passed to `torch.profiler.profile` + profile_memory: False + with_stack: False + record_shapes: True + with_flops: False + + # `torch.profiler.schedule` options: + # wait_steps -> wait, warmup_steps -> warmup, active_steps -> active, num_cycles -> repeat + wait_steps: 5 + warmup_steps: 5 + active_steps: 2 + num_cycles: 1 diff --git a/recipes/configs/phi4/mini_qlora_single_device.yaml b/recipes/configs/phi4/mini_qlora_single_device.yaml new file mode 100644 index 0000000000..a81e34f669 --- /dev/null +++ b/recipes/configs/phi4/mini_qlora_single_device.yaml @@ -0,0 +1,118 @@ +# Config for single device QLoRA with lora_finetune_single_device.py +# using a Phi3 mini (3.8B) model +# +# This config assumes that you've run the following command before launching +# this run: +# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# +# To launch on a single device, run the following command from root: +# tune run lora_finetune_single_device --config phi3/mini_qlora_single_device +# +# You can add specific overrides through the command line. For example +# to override the checkpointer directory while launching training +# you can run: +# tune run lora_finetune_single_device --config phi3/mini_qlora_single_device checkpointer.checkpoint_dir= +# +# This config works only for training on single device. + +output_dir: /tmp/torchtune/phi3_mini/qlora_single_device # /tmp may be deleted by your system. Change it to your preference. + +# Model arguments +model: + _component_: torchtune.models.phi3.qlora_phi3_mini + lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] + apply_lora_to_mlp: True + apply_lora_to_output: False + lora_rank: 8 # higher increases accuracy and memory + lora_alpha: 16 # usually alpha=2*rank + lora_dropout: 0.0 + +# Tokenizer +tokenizer: + _component_: torchtune.models.phi3.phi3_mini_tokenizer + path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + max_seq_len: null + +# Checkpointer +checkpointer: + _component_: torchtune.training.FullModelHFCheckpointer + checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_files: [ + model-00001-of-00002.safetensors, + model-00002-of-00002.safetensors + ] + recipe_checkpoint: null + output_dir: ${output_dir} + model_type: PHI3_MINI +resume_from_checkpoint: False +save_adapter_weights_only: False + +# Dataset +dataset: + _component_: torchtune.datasets.alpaca_cleaned_dataset + packed: False # True increases speed +seed: null +shuffle: True + +# Fine-tuning arguments +epochs: 1 +max_steps_per_epoch: null +batch_size: 2 +gradient_accumulation_steps: 8 # Use to increase effective batch size +optimizer: + _component_: torch.optim.AdamW + fused: True + weight_decay: 0.01 + lr: 3e-4 +lr_scheduler: + _component_: torchtune.training.lr_schedulers.get_cosine_schedule_with_warmup + num_warmup_steps: 100 +loss: + _component_: torchtune.modules.loss.CEWithChunkedOutputLoss +compile: False # torch.compile the model + loss, True increases speed + decreases memory + +# Training env +device: cuda + +# Memory management +enable_activation_checkpointing: True # True reduces memory +enable_activation_offloading: False # True reduces memory + +# Reduced precision +dtype: bf16 + +# Logging +metric_logger: + _component_: torchtune.training.metric_logging.DiskLogger + log_dir: ${output_dir}/logs +log_every_n_steps: 1 +log_peak_memory_stats: True + +# Showcase the usage of PyTorch profiler +# Set enabled to False as it's only needed for debugging training +profiler: + _component_: torchtune.training.setup_torch_profiler + enabled: False + + # Output directory of trace artifacts + output_dir: /tmp/Phi-3-mini-4k-instruct/profiling_outputs + + #`torch.profiler.ProfilerActivity` types to trace + cpu: True + cuda: True + + #trace options passed to `torch.profiler.profile` + profile_memory: False + with_stack: False + record_shapes: True + with_flops: False + + # `torch.profiler.schedule` options: + # wait_steps -> wait, warmup_steps -> warmup, active_steps -> active, num_cycles -> repeat + wait_steps: 5 + warmup_steps: 5 + active_steps: 2 + num_cycles: 1 + +# For colab use True +low_cpu_ram: False diff --git a/tests/torchtune/models/phi4/__init__.py b/tests/torchtune/models/phi4/__init__.py new file mode 100644 index 0000000000..2e41cd717f --- /dev/null +++ b/tests/torchtune/models/phi4/__init__.py @@ -0,0 +1,5 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py new file mode 100644 index 0000000000..f6b1ffc534 --- /dev/null +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -0,0 +1,133 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +import pytest + +from tests.common import ASSETS +from torchtune.data import Message +from torchtune.models.phi4 import phi4_mini_tokenizer + + +class TestPhi4MiniTokenizer: + @pytest.fixture + def tokenizer(self): + # m.model is a pretrained Sentencepiece model using the following command: + # spm.SentencePieceTrainer.train('--input= --model_prefix=m --vocab_size=2000') + return phi4_mini_tokenizer( + path=str(ASSETS / "tiktoken_small.model"), + ) + + @pytest.fixture + def expected_tokens(self): + # fmt: off + tokens = [100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, 10, + 100264, 115, 121, 322, 398, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, 99, 445, 98, 300, 258, 256, 281, + 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, 1080, 116, 300, 262, 1249, 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, + 71, 1414, 534, 258, 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, + 100264, 115, 121, 322, 398, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, + 776, 1341, 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, 1229, + 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, 783, 1803, 636, 277, + 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, + 531, 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, 100257] # noqa + return tokens + # fmt: on + + def test_tokenize_messages(self, tokenizer, expected_tokens): + messages = [ + Message(role="system", content="You are a helpful assistant", masked=True), + Message( + role="user", + content="Below is an instruction that describes a task. Write a response " + "that appropriately completes the request.\n\n### Instruction:\nGenerate " + "a realistic dating profile bio.\n\n### Response:\n", + masked=True, + ), + Message( + role="assistant", + content="I'm an outgoing and friendly person who loves spending time with " + "friends and family. I'm also a big-time foodie and love trying out new " + "restaurants and different cuisines. I'm a big fan of the arts and enjoy " + "going to museums and galleries. I'm looking for someone who shares my " + "interest in exploring new places, as well as someone who appreciates a " + "good conversation over coffee.", + ), + ] + tokens, mask = tokenizer.tokenize_messages(messages, add_eos=True) + + expected_mask = [True] * 93 + [False] * 127 + assert expected_tokens == tokens + assert expected_mask == mask + + def test_tokenize_messages_no_system_prompt(self, tokenizer): + messages = [ + Message(role="system", content="You are a helpful assistant", masked=True), + Message( + role="user", + content="Below is an instruction that describes a task. Write a response " + "that appropriately completes the request.\n\n### Instruction:\nGenerate " + "a realistic dating profile bio.\n\n### Response:\n", + masked=True, + ), + Message( + role="assistant", + content="I'm an outgoing and friendly person who loves spending time with " + "friends and family. I'm also a big-time foodie and love trying out new " + "restaurants and different cuisines. I'm a big fan of the arts and enjoy " + "going to museums and galleries. I'm looking for someone who shares my " + "interest in exploring new places, as well as someone who appreciates a " + "good conversation over coffee.", + ), + ] + tokens, mask = tokenizer.tokenize_messages(messages, ignore_system_prompt=True, add_eos=True) + + # fmt: off + expected_tokens = [100257, 100264, 115, 121, 322, 398, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, + 99, 445, 98, 300, 258, 256, 281, 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, 1080, 116, 300, 262, 1249, 524, 340, + 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, 258, 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, + 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, 100264, 115, 121, 322, 398, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, + 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, 776, 1341, 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, + 913, 1402, 97, 356, 446, 115, 284, 1229, 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, 783, 1803, 636, 277, 268, 117, 316, + 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, 531, + 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, 100257] # noqa + # fmt: on + + expected_mask = [True] * 81 + [False] * 127 + assert expected_tokens == tokens + assert expected_mask == mask + + def test_tokenize_message_drop_eos( + self, tokenizer, expected_tokens + ): + """ + Test that the tokenizer will not add an EOS token or EOT token if user requests it. + This is the most common case for inference. + """ + messages = [ + Message(role="system", content="You are a helpful assistant", masked=True), + Message( + role="user", + content="Below is an instruction that describes a task. Write a response " + "that appropriately completes the request.\n\n### Instruction:\nGenerate " + "a realistic dating profile bio.\n\n### Response:\n", + masked=True, + ), + Message( + role="assistant", + content="I'm an outgoing and friendly person who loves spending time with " + "friends and family. I'm also a big-time foodie and love trying out new " + "restaurants and different cuisines. I'm a big fan of the arts and enjoy " + "going to museums and galleries. I'm looking for someone who shares my " + "interest in exploring new places, as well as someone who appreciates a " + "good conversation over coffee.", + ), + ] + + tokens, mask = tokenizer.tokenize_messages(messages, add_eos=False) + + expected_mask = [True] * 93 + [False] * 126 + # Drop eos token + assert expected_tokens[:-1] == tokens + assert expected_mask == mask diff --git a/torchtune/models/phi4/__init__.py b/torchtune/models/phi4/__init__.py new file mode 100644 index 0000000000..18e9941eff --- /dev/null +++ b/torchtune/models/phi4/__init__.py @@ -0,0 +1,11 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +from ._model_builders import ( + phi4_mini, + lora_phi4_mini, + phi4_mini_tokenizer, +) diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py new file mode 100644 index 0000000000..4a8175432c --- /dev/null +++ b/torchtune/models/phi4/_model_builders.py @@ -0,0 +1,126 @@ +from typing import List, Optional + +from torchtune.models.phi3._component_builders import phi3, lora_phi3 +from torchtune.models.phi4._tokenizer import Phi4MiniTokenizer + +from torchtune.modules import TransformerDecoder +from torchtune.modules.peft import LORA_ATTN_MODULES +from functools import partial +from torchtune.modules.tokenizers import parse_hf_tokenizer_json +from torchtune.data._prompt_templates import _TemplateType +from torchtune.data._prompt_templates import _get_prompt_template + + +""" +Model builders build specific instantiations using component builders. For example +the ``phi4_mini`` model builder uses the ``phi4`` component builder. +""" + + +def phi4_mini() -> TransformerDecoder: + """ + Builder for creating the Phi4 Mini 16K Instruct Model. + + Note: + This model does not currently support 128K context length nor optimizations + such as sliding window attention. + + Returns: + TransformerDecoder: Instantiation of Phi4 Mini 4K Instruct Model + """ + return phi3( + vocab_size=100_352, + num_layers=32, + num_heads=32, + num_kv_heads=32, + embed_dim=3072, + intermediate_dim=8192, + max_seq_len=16384, + attn_dropout=0.0, + norm_eps=1e-5, + ) + +def phi4_mini_tokenizer(path: str, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: + """Phi-4 Mini tokenizer. + Args: + path (str): Path to the tiktoken tokenizer model. + special_tokens_path (Optional[str]): Path to ``tokenizer.json`` from Hugging Face + model files that contains all registered special tokens, or a local json file + structured similarly. Default is None to use the canonical Phi4 special tokens. + max_seq_len (Optional[int]): maximum sequence length for tokenizing a single list of messages, + after which the input will be truncated. Default is None. + prompt_template (Optional[_TemplateType]): optional specified prompt template. + If a string, it is assumed to be the dotpath of a :class:`~torchtune.data.PromptTemplateInterface` + class. If a dictionary, it is assumed to be a custom prompt template mapping role to the + prepend/append tags. + + Returns: + Phi4MiniTikTokenTokenizer: Instantiation of the SPM tokenizer. + """ + special_tokens = parse_hf_tokenizer_json(special_tokens_path) if special_tokens_path is not None else None + template = _get_prompt_template(prompt_template) if prompt_template is not None else None + return Phi4MiniTokenizer(path=path, special_tokens=special_tokens, max_seq_len=max_seq_len, prompt_template=template) + + +def lora_phi4_mini( + lora_attn_modules: List[LORA_ATTN_MODULES], + apply_lora_to_mlp: bool = False, + apply_lora_to_output: bool = False, + lora_rank: int = 8, + lora_alpha: float = 16, + lora_dropout: float = 0.0, + use_dora: bool = False, + quantize_base: bool = False, +) -> TransformerDecoder: + """ + Builder for creating a Phi4 Mini (3.8b) model with LoRA enabled. + + The Phi4 defaults are the same as in :func:`~torchtune.models.phi4.phi4_mini`, + while LoRA default params are based on + https://github.com/tloen/alpaca-lora/blob/8bb8579e403dc78e37fe81ffbb253c413007323f/finetune.py#L41-L43. + + Args: + lora_attn_modules (List[LORA_ATTN_MODULES]): list of which linear layers + LoRA should be applied to in each self-attention block. Options are + ``{"q_proj", "k_proj", "v_proj", "output_proj"}``. + apply_lora_to_mlp (bool): whether to apply LoRA to the MLP in each transformer layer. + Default: False + apply_lora_to_output (bool): whether to apply LoRA to the model's final output projection. + Default: False + lora_rank (int): rank of each low-rank approximation + lora_alpha (float): scaling factor for the low-rank approximation + lora_dropout (float): dropout probability for the low-rank approximation. Default: 0.0 + use_dora (bool): Decompose the LoRA weight into magnitude and direction, as + introduced in "DoRA: Weight-Decomposed Low-Rank Adaptation" (https://arxiv.org/abs/2402.09353). + quantize_base (bool): Whether to quantize base model weights + + Returns: + TransformerDecoder: Instantiation of Phi4 Mini model with LoRA applied + """ + return lora_phi3( + lora_attn_modules=lora_attn_modules, + apply_lora_to_mlp=apply_lora_to_mlp, + apply_lora_to_output=apply_lora_to_output, + vocab_size=100_352, + num_layers=32, + num_heads=32, + num_kv_heads=32, + embed_dim=3072, + intermediate_dim=8192, + max_seq_len=16384, + attn_dropout=0.0, + norm_eps=1e-5, + lora_rank=lora_rank, + lora_alpha=lora_alpha, + lora_dropout=lora_dropout, + use_dora=use_dora, + quantize_base=quantize_base, + ) + + +qlora_phi4_mini = partial(lora_phi4_mini, quantize_base=True) +qlora_phi4_mini.__doc__ = """ +Builder for creating a Phi4 mini model with QLoRA enabled. Base model weights in linear layers +that LoRA is applied to are quantized per the QLoRA paper: https://arxiv.org/abs/2305.14314. +Please see `lora_phi4_mini` for full API arguments. +""" diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py new file mode 100644 index 0000000000..1152fe33e5 --- /dev/null +++ b/torchtune/models/phi4/_tokenizer.py @@ -0,0 +1,316 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +from typing import Any, Dict, List, Mapping, Optional, Tuple + +from torchtune.data._messages import Message +from torchtune.data._prompt_templates import PromptTemplate +from torchtune.data._utils import truncate +from torchtune.modules.tokenizers import ModelTokenizer, TikTokenBaseTokenizer +from torchtune.modules.transforms import Transform + +PHI4_SPECIAL_TOKENS = { + "<|dummy_0|>": 100256, + "<|endoftext|>": 100257, + "<|fim_prefix|>": 100258, + "<|fim_middle|>": 100259, + "<|fim_suffix|>": 100260, + "<|dummy_1|>": 100261, + "<|dummy_2|>": 100262, + "<|dummy_3|>": 100263, + "<|im_start|>": 100264, + "<|im_end|>": 100265, + "<|im_sep|>": 100266, + "<|endofprompt|>": 100276, +} + +# Adding other <|dummy_x|> + +for token_id in range(100266, 100351): + if token_id == 100276: + continue + PHI4_SPECIAL_TOKENS[f"<|dummy_{87 - (100350 - token_id)}|>"] = token_id + 1 + +CL100K_PATTERN = r"""(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+""" # noqa + + +class Phi4MiniTokenizer(ModelTokenizer, Transform): + """ + TikToken tokenizer configured with Phi4 Mini's special tokens. + + Args: + path (str): Path to pretrained tokenizer file. + special_tokens (Optional[Dict[str, int]]): mapping containing special text tokens and + their registered token IDs. If left as None, this will be set to the canonical + Phi4 special tokens. + max_seq_len (Optional[int]): A max sequence length to truncate tokens to. + Default: None + prompt_template (Optional[PromptTemplate]): template used to format the messages based on their role. This is used + to add structured text around the actual messages. The structured text is used in three scenarios: + + - Task-specific templates to gear models for a particular task that it will expect after training + - Model-specific templates that are required whenever the model is prompted, such as the [INST] + tags in Llama2 and in Mistral + - Community standardized templates, such as :class:`~torchtune.data.ChatMLTemplate` + + The extra text will still get tokenized as normal text, not as special tokens. Default is None. + + Examples: + >>> tokenizer = Phi4MiniTokenizer("/path/to/tiktoken_model") + >>> tokenized_text = tokenizer.encode("Hello world!", add_bos=True, add_eos=True) + >>> print(tokenized_text) + [1, 31587, 29644, 102, 2] + """ + + def __init__( + self, + path: str, + special_tokens: Optional[Dict[str, int]] = None, + max_seq_len: Optional[int] = None, + prompt_template: Optional[PromptTemplate] = None, + ): + self.special_tokens = ( + special_tokens if special_tokens is not None else PHI4_SPECIAL_TOKENS + ) + + # Use custom EOS, BOS and pad ids instead of TikToken's + self.eos_id = self.special_tokens["<|endoftext|>"] + self.bos_id = self.special_tokens["<|endoftext|>"] + self.pad_id = self.special_tokens["<|endoftext|>"] + + # During generation, stop when eos_id is encountered + self.stop_tokens = [self.eos_id] + + self.max_seq_len = max_seq_len + + self.prompt_template = prompt_template + + self.tt_model = TikTokenBaseTokenizer( + path, + "phi4_tiktoken", + CL100K_PATTERN, + bos_id=self.bos_id, + eos_id=self.eos_id, + special_tokens=self.special_tokens, + ) + + @property + def vocab_size(self): + return self.tt_model.vocab_size + + @property + def base_vocab_size(self) -> int: + return self.tt_model.base_vocab_size + + def encode( + self, + text: str, + add_bos: bool = True, + add_eos: bool = True, + trim_leading_whitespace: bool = False, + ) -> List[int]: + return self.tt_model.encode( + text=text, + add_bos=add_bos, + add_eos=add_eos, + ) + + def decode(self, ids: List[int], skip_special_tokens: bool = True) -> str: + """Decode token IDs to strings. + + Args: + ids (List[int]): The input token IDs to be decoded. + skip_special_tokens (bool): Whether to show or skip special tokens in the decoded string. + Default is True. + + Returns: + str: The decoded text. + """ + ids_for_decode = [] + for token_id in ids: + # Filter out special tokens and the placeholder tokens added + # by the Phi4 team + if skip_special_tokens and (token_id >= 100_256 and token_id <= 100_351): + continue + else: + ids_for_decode.append(token_id) + return self.tt_model.decode(ids_for_decode) + + + def tokenize_messages( + self, + messages: List[Message], + *, + add_eos: bool = False, + ignore_system_prompt: bool = False, + ) -> Tuple[List[int], List[bool]]: + r"""Tokenize a list of messages one at a time then concatenate them, + returning a list of tokens and a list of masks. + + Example: + >>> tokenizer = Phi3MiniTokenizer(tokenizer_path, max_seq_len) + >>> messages = [ + Message(role="system", content="system message\n", masked=True), + Message(role="user", content="user prompt\n", masked=True), + Message(role="assistant", content="assistant response\n"), + ] + + >>> # tokenize_messages encodes messages separately and concats + >>> tokenizer.tokenize_messages(messages)[0] + [1, 1788, 2643, 13, 1792, 9508, 13, 465, 22137, 2933, 2] + + >>> # Same result as encoding the full string in one go + >>> tokenizer.encode(''.join([message.content for message in messages])) + [1, 1788, 2643, 13, 1792, 9508, 13, 465, 22137, 2933, 2] + + + Args: + messages (List[Message]): A list of messages, each containing role, content, + and masked attributes. + add_eos (bool): Whether to append EOS after assistant message, default to False + ignore_system_prompt (bool): Whether to ignore system prompt, defaults to False. + + Raises: + ValueError: If the role is not "user", "assistant", or "system". + + Returns: + Tuple[List[int], List[bool]]: The tokenized messages + """ + templated_messages = ( + self.prompt_template(messages) + if self.prompt_template is not None + else messages + ) + + start_of_turn = True + end_of_turn = False + tokenized_messages = [] + mask = [] + + # The chat template in HF adds a bunch of newlines + new_line_token_id = self.encode("\n", add_bos=False, add_eos=False) + + for message in templated_messages: + # Skip system prompt + if ignore_system_prompt and message.role == "system": + continue + + # Prepend BOS on start of new turns + if start_of_turn: + tokenized_messages.append(self.bos_id) + mask.append(message.masked) + + # Add special tokens + if message.role == "user": + tokenized_messages.append(self.special_tokens["<|im_start|>"]) + encoded = self.encode( + "system", + add_bos=False, + add_eos=False, + trim_leading_whitespace=True, + ) + + tokenized_messages.extend(encoded) + tokenized_messages.append(self.special_tokens["<|im_end|>"]) + mask.append(message.masked) + elif message.role == "assistant": + tokenized_messages.append(self.special_tokens["<|im_start|>"]) + encoded = self.encode( + "system", + add_bos=False, + add_eos=False, + trim_leading_whitespace=True, + ) + + tokenized_messages.extend(encoded) + tokenized_messages.append(self.special_tokens["<|im_end|>"]) + # If assistant message, this is the end of a turn + end_of_turn = True + mask.append(message.masked) + elif message.role == "system": + tokenized_messages.append(self.special_tokens["<|im_start|>"]) + + encoded = self.encode( + "system", + add_bos=False, + add_eos=False, + trim_leading_whitespace=True, + ) + + tokenized_messages.extend(encoded) + tokenized_messages.append(self.special_tokens["<|im_end|>"]) + mask.append(message.masked) + else: + raise ValueError( + f"Unknown role '{message.role}' for message: '{message.content}'" + ) + + # Add new line token + tokenized_messages.extend(new_line_token_id) + mask.extend([message.masked] * len(new_line_token_id)) + + # Tokenize current message, append with masks + tokens = [] + for item in message.content: + if item["type"] == "text": + tokens = tokens + self.encode( + item["content"].rstrip(" "), + add_bos=False, + add_eos=False, + trim_leading_whitespace=True, # Always trim whitespace (just to match HF tokenizer implementation) + ) + else: + raise RuntimeError( + f"Unsupported message content type: {item['type']}" + ) + + tokens = tokens + [self.special_tokens["<|im_sep|>"]] + new_line_token_id + tokenized_messages.extend(tokens) + mask.extend([message.masked] * len(tokens)) + + # If assistant message, append EOS at end + if end_of_turn and add_eos: + tokenized_messages.append(self.eos_id) + mask.append(message.masked) + end_of_turn = False + start_of_turn = True + else: + start_of_turn = False + + # Break out early if we reach max_seq_len + if self.max_seq_len and len(tokenized_messages) >= self.max_seq_len: + break + + # Finally, truncate if necessary + if self.max_seq_len and len(tokenized_messages) >= self.max_seq_len: + tokenized_messages = truncate( + tokenized_messages, self.max_seq_len, self.eos_id if add_eos else None + ) + mask = truncate(mask, self.max_seq_len, message.masked if add_eos else None) + + return tokenized_messages, mask + + def __call__( + self, sample: Mapping[str, Any], inference: bool = False + ) -> Mapping[str, Any]: + """ + Apply ``tokenize_messages`` to the "messages" field in the sample. + + Args: + sample (Mapping[str, Any]): A sample with a "messages" field containing + a List[Message] to tokenize + inference (bool): Whether the template is being used for inference or not. + + Returns: + Mapping[str, Any]: The sample with added "tokens" and "mask" fields + and the "messages" field removed. + inference (bool): Whether the template is being used for inference or not. + """ + messages = sample.pop("messages") + tokens, mask = self.tokenize_messages(messages) + sample["tokens"] = tokens + sample["mask"] = mask + return sample From 36309084e27a53fe8c44856d65a4a4311efea8dc Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 22 Dec 2024 02:33:00 +0300 Subject: [PATCH 02/50] Add Phi4 --- recipes/configs/phi3/evaluation.yaml | 10 +++++----- recipes/configs/phi4/mini_full.yaml | 18 ++++++++--------- .../configs/phi4/mini_full_low_memory.yaml | 18 ++++++++--------- recipes/configs/phi4/mini_lora.yaml | 18 ++++++++--------- .../configs/phi4/mini_lora_single_device.yaml | 20 +++++++++---------- .../phi4/mini_qlora_single_device.yaml | 20 +++++++++---------- torchtune/_recipe_registry.py | 14 +++++++++++++ 7 files changed, 66 insertions(+), 52 deletions(-) diff --git a/recipes/configs/phi3/evaluation.yaml b/recipes/configs/phi3/evaluation.yaml index 4a1d5a02a7..f981998866 100644 --- a/recipes/configs/phi3/evaluation.yaml +++ b/recipes/configs/phi3/evaluation.yaml @@ -7,25 +7,25 @@ output_dir: ./ # Not needed # Model Arguments model: - _component_: torchtune.models.phi3.phi3_mini + _component_: torchtune.models.phi4.phi4_mini # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_dir: /tmp/Phi-4-mini-16k-instruct checkpoint_files: [ model-00001-of-00002.safetensors, model-00002-of-00002.safetensors ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI3_MINI + model_type: PHI4_MINI resume_from_checkpoint: False # Tokenizer tokenizer: - _component_: torchtune.models.phi3.phi3_mini_tokenizer - path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + _component_: torchtune.models.phi4.phi4_mini_tokenizer + path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model max_seq_len: null # Environment diff --git a/recipes/configs/phi4/mini_full.yaml b/recipes/configs/phi4/mini_full.yaml index 7dc954576d..15b76160d0 100644 --- a/recipes/configs/phi4/mini_full.yaml +++ b/recipes/configs/phi4/mini_full.yaml @@ -3,43 +3,43 @@ # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token # # Run this config on 4 GPUs using the following: -# tune run --nproc_per_node 4 full_finetune_distributed --config phi3/mini_full +# tune run --nproc_per_node 4 full_finetune_distributed --config phi4/mini_full # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run --nproc_per_node 4 full_finetune_distributed --config phi3/mini_full checkpointer.checkpoint_dir= +# tune run --nproc_per_node 4 full_finetune_distributed --config phi4/mini_full checkpointer.checkpoint_dir= # # This config works best when the model is being fine-tuned on 2+ GPUs. # Single device full finetuning requires more memory optimizations. It's # best to use mini_low_memory.yaml for those cases -output_dir: /tmp/torchtune/phi3_mini/full # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4_mini/full # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi3.phi3_mini + _component_: torchtune.models.phi4.phi4_mini # Tokenizer tokenizer: - _component_: torchtune.models.phi3.phi3_mini_tokenizer - path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + _component_: torchtune.models.phi4.phi4_mini_tokenizer + path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_dir: /tmp/Phi-4-mini-16k-instruct checkpoint_files: [ model-00001-of-00002.safetensors, model-00002-of-00002.safetensors ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI3_MINI + model_type: PHI4_MINI resume_from_checkpoint: False # Dataset diff --git a/recipes/configs/phi4/mini_full_low_memory.yaml b/recipes/configs/phi4/mini_full_low_memory.yaml index 8162e73c18..0a4188eda7 100644 --- a/recipes/configs/phi4/mini_full_low_memory.yaml +++ b/recipes/configs/phi4/mini_full_low_memory.yaml @@ -3,45 +3,45 @@ # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token # # The default config uses an optimizer from bitsandbytes. If you do not have it installed, # you can install it with # pip install bitsandbytes # # To launch on a single device, run the following command from root: -# tune run full_finetune_single_device --config phi3/mini_full_low_memory +# tune run full_finetune_single_device --config phi4/mini_full_low_memory # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run full_finetune_single_device --config phi3/mini_full_low_memory checkpointer.checkpoint_dir= +# tune run full_finetune_single_device --config phi4/mini_full_low_memory checkpointer.checkpoint_dir= # # This config works only for training on single device. -output_dir: /tmp/torchtune/phi3_mini/full_low_memory # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4_mini/full_low_memory # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi3.phi3_mini + _component_: torchtune.models.phi4.phi4_mini # Tokenizer tokenizer: - _component_: torchtune.models.phi3.phi3_mini_tokenizer - path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + _component_: torchtune.models.phi4.phi4_mini_tokenizer + path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_dir: /tmp/Phi-4-mini-16k-instruct checkpoint_files: [ model-00001-of-00002.safetensors, model-00002-of-00002.safetensors ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI3_MINI + model_type: PHI4_MINI resume_from_checkpoint: False # Dataset diff --git a/recipes/configs/phi4/mini_lora.yaml b/recipes/configs/phi4/mini_lora.yaml index 429a1c2a6d..592f63c3db 100644 --- a/recipes/configs/phi4/mini_lora.yaml +++ b/recipes/configs/phi4/mini_lora.yaml @@ -3,25 +3,25 @@ # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token # # To launch on 2 devices, run the following command from root: -# tune run --nnodes 1 --nproc_per_node 2 lora_finetune_distributed --config phi3/mini_lora +# tune run --nnodes 1 --nproc_per_node 2 lora_finetune_distributed --config phi4/mini_lora # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run --nnodes 1 --nproc_per_node 2 lora_finetune_distributed --config phi3/mini_lora checkpointer.checkpoint_dir= +# tune run --nnodes 1 --nproc_per_node 2 lora_finetune_distributed --config phi4/mini_lora checkpointer.checkpoint_dir= # # This config works best when the model is being fine-tuned on 2+ GPUs. # For single device LoRA finetuning please use mini_lora_single_device.yaml # or mini_qlora_single_device.yaml -output_dir: /tmp/torchtune/phi3_mini/lora # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4_mini/lora # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi3.lora_phi3_mini + _component_: torchtune.models.phi4.lora_phi4_mini lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] apply_lora_to_mlp: True apply_lora_to_output: False @@ -31,21 +31,21 @@ model: # Tokenizer tokenizer: - _component_: torchtune.models.phi3.phi3_mini_tokenizer - path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + _component_: torchtune.models.phi4.phi4_mini_tokenizer + path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_dir: /tmp/Phi-4-mini-16k-instruct checkpoint_files: [ model-00001-of-00002.safetensors, model-00002-of-00002.safetensors ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI3_MINI + model_type: PHI4_MINI resume_from_checkpoint: False save_adapter_weights_only: False diff --git a/recipes/configs/phi4/mini_lora_single_device.yaml b/recipes/configs/phi4/mini_lora_single_device.yaml index 26e5ac457f..fcf7ce9b4a 100644 --- a/recipes/configs/phi4/mini_lora_single_device.yaml +++ b/recipes/configs/phi4/mini_lora_single_device.yaml @@ -3,23 +3,23 @@ # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token # # To launch on a single device, run the following command from root: -# tune run lora_finetune_single_device --config phi3/mini_lora_single_device +# tune run lora_finetune_single_device --config phi4/mini_lora_single_device # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run lora_finetune_single_device --config phi3/mini_lora_single_device checkpointer.checkpoint_dir= +# tune run lora_finetune_single_device --config phi4/mini_lora_single_device checkpointer.checkpoint_dir= # # This config works only for training on single device. -output_dir: /tmp/torchtune/phi3_mini/lora_single_device # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4_mini/lora_single_device # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi3.lora_phi3_mini + _component_: torchtune.models.phi4.lora_phi4_mini lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] apply_lora_to_mlp: True apply_lora_to_output: False @@ -29,21 +29,21 @@ model: # Tokenizer tokenizer: - _component_: torchtune.models.phi3.phi3_mini_tokenizer - path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + _component_: torchtune.models.phi4.phi4_mini_tokenizer + path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_dir: /tmp/Phi-4-mini-16k-instruct checkpoint_files: [ model-00001-of-00002.safetensors, model-00002-of-00002.safetensors ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI3_MINI + model_type: PHI4_MINI resume_from_checkpoint: False save_adapter_weights_only: False @@ -95,7 +95,7 @@ profiler: enabled: False #Output directory of trace artifacts - output_dir: /tmp/Phi-3-mini-4k-instruct/profiling_outputs + output_dir: /tmp/Phi-4-mini-16k-instruct/profiling_outputs #`torch.profiler.ProfilerActivity` types to trace cpu: True diff --git a/recipes/configs/phi4/mini_qlora_single_device.yaml b/recipes/configs/phi4/mini_qlora_single_device.yaml index a81e34f669..e586882288 100644 --- a/recipes/configs/phi4/mini_qlora_single_device.yaml +++ b/recipes/configs/phi4/mini_qlora_single_device.yaml @@ -3,23 +3,23 @@ # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-3-mini-4k-instruct --output-dir /tmp/Phi-3-mini-4k-instruct --hf-token +# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token # # To launch on a single device, run the following command from root: -# tune run lora_finetune_single_device --config phi3/mini_qlora_single_device +# tune run lora_finetune_single_device --config phi4/mini_qlora_single_device # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run lora_finetune_single_device --config phi3/mini_qlora_single_device checkpointer.checkpoint_dir= +# tune run lora_finetune_single_device --config phi4/mini_qlora_single_device checkpointer.checkpoint_dir= # # This config works only for training on single device. -output_dir: /tmp/torchtune/phi3_mini/qlora_single_device # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4_mini/qlora_single_device # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi3.qlora_phi3_mini + _component_: torchtune.models.phi4.qlora_phi4_mini lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] apply_lora_to_mlp: True apply_lora_to_output: False @@ -29,21 +29,21 @@ model: # Tokenizer tokenizer: - _component_: torchtune.models.phi3.phi3_mini_tokenizer - path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + _component_: torchtune.models.phi4.phi4_mini_tokenizer + path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_dir: /tmp/Phi-4-mini-16k-instruct checkpoint_files: [ model-00001-of-00002.safetensors, model-00002-of-00002.safetensors ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI3_MINI + model_type: PHI4_MINI resume_from_checkpoint: False save_adapter_weights_only: False @@ -95,7 +95,7 @@ profiler: enabled: False # Output directory of trace artifacts - output_dir: /tmp/Phi-3-mini-4k-instruct/profiling_outputs + output_dir: /tmp/Phi-4-mini-16k-instruct/profiling_outputs #`torch.profiler.ProfilerActivity` types to trace cpu: True diff --git a/torchtune/_recipe_registry.py b/torchtune/_recipe_registry.py index 6ce06a3585..718c19610c 100644 --- a/torchtune/_recipe_registry.py +++ b/torchtune/_recipe_registry.py @@ -59,6 +59,10 @@ class Recipe: name="phi3/mini_full_low_memory", file_path="phi3/mini_full_low_memory.yaml", ), + Config( + name="phi4/mini_full_low_memory", + file_path="phi4/mini_full_low_memory.yaml", + ), Config( name="qwen2/7B_full_single_device", file_path="qwen2/7B_full_single_device.yaml", @@ -114,6 +118,7 @@ class Recipe: Config(name="gemma2/9B_full", file_path="gemma2/9B_full.yaml"), Config(name="gemma2/27B_full", file_path="gemma2/27B_full.yaml"), Config(name="phi3/mini_full", file_path="phi3/mini_full.yaml"), + Config(name="phi4/mini_full", file_path="phi4/mini_full.yaml"), Config(name="qwen2/7B_full", file_path="qwen2/7B_full.yaml"), Config(name="qwen2/0.5B_full", file_path="qwen2/0.5B_full.yaml"), Config(name="qwen2/1.5B_full", file_path="qwen2/1.5B_full.yaml"), @@ -252,6 +257,14 @@ class Recipe: name="phi3/mini_qlora_single_device", file_path="phi3/mini_qlora_single_device.yaml", ), + Config( + name="phi4/mini_lora_single_device", + file_path="phi4/mini_lora_single_device.yaml", + ), + Config( + name="phi4/mini_qlora_single_device", + file_path="phi4/mini_qlora_single_device.yaml", + ), Config( name="qwen2/7B_lora_single_device", file_path="qwen2/7B_lora_single_device.yaml", @@ -371,6 +384,7 @@ class Recipe: Config(name="gemma2/9B_lora", file_path="gemma2/9B_lora.yaml"), Config(name="gemma2/27B_lora", file_path="gemma2/27B_lora.yaml"), Config(name="phi3/mini_lora", file_path="phi3/mini_lora.yaml"), + Config(name="phi4/mini_lora", file_path="phi3/mini_lora.yaml"), Config(name="qwen2/7B_lora", file_path="qwen2/7B_lora.yaml"), Config(name="qwen2/0.5B_lora", file_path="qwen2/0.5B_lora.yaml"), Config(name="qwen2/1.5B_lora", file_path="qwen2/1.5B_lora.yaml"), From 18f8bc5f91356e7eeb90716fb1fcc09c861e7bae Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sat, 11 Jan 2025 22:24:25 +0300 Subject: [PATCH 03/50] fix names --- recipes/configs/phi3/evaluation.yaml | 4 +- recipes/configs/phi4/mini_full.yaml | 18 +++--- .../configs/phi4/mini_full_low_memory.yaml | 18 +++--- recipes/configs/phi4/mini_lora.yaml | 18 +++--- .../configs/phi4/mini_lora_single_device.yaml | 20 +++--- .../phi4/mini_qlora_single_device.yaml | 20 +++--- .../models/phi4/test_phi4_tokenizer.py | 62 ++++++++++++------- torchtune/models/phi4/__init__.py | 12 ++-- torchtune/models/phi4/_tokenizer.py | 5 +- 9 files changed, 107 insertions(+), 70 deletions(-) diff --git a/recipes/configs/phi3/evaluation.yaml b/recipes/configs/phi3/evaluation.yaml index f981998866..19e2c5534b 100644 --- a/recipes/configs/phi3/evaluation.yaml +++ b/recipes/configs/phi3/evaluation.yaml @@ -12,7 +12,7 @@ model: # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-4-mini-16k-instruct + checkpoint_dir: /tmp/phi-4 checkpoint_files: [ model-00001-of-00002.safetensors, model-00002-of-00002.safetensors @@ -25,7 +25,7 @@ resume_from_checkpoint: False # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_mini_tokenizer - path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model + path: /tmp/phi-4/tokenizer.model max_seq_len: null # Environment diff --git a/recipes/configs/phi4/mini_full.yaml b/recipes/configs/phi4/mini_full.yaml index 15b76160d0..4cf053025e 100644 --- a/recipes/configs/phi4/mini_full.yaml +++ b/recipes/configs/phi4/mini_full.yaml @@ -1,9 +1,9 @@ # Config for multi-device full finetuning in full_finetune_distributed.py -# using a Phi3 Mini 4K Instruct +# using a Phi4 16K Instruct # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token +# tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # Run this config on 4 GPUs using the following: # tune run --nproc_per_node 4 full_finetune_distributed --config phi4/mini_full @@ -26,20 +26,24 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_mini_tokenizer - path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model + path: /tmp/phi-4/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-4-mini-16k-instruct + checkpoint_dir: /tmp/phi-4 checkpoint_files: [ - model-00001-of-00002.safetensors, - model-00002-of-00002.safetensors + model-00001-of-00006.safetensors, + model-00002-of-00006.safetensors, + model-00003-of-00006.safetensors, + model-00004-of-00006.safetensors, + model-00005-of-00006.safetensors, + model-00006-of-00006.safetensors, ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI4_MINI + model_type: PHI3_MINI resume_from_checkpoint: False # Dataset diff --git a/recipes/configs/phi4/mini_full_low_memory.yaml b/recipes/configs/phi4/mini_full_low_memory.yaml index 0a4188eda7..4f219e6a3b 100644 --- a/recipes/configs/phi4/mini_full_low_memory.yaml +++ b/recipes/configs/phi4/mini_full_low_memory.yaml @@ -1,9 +1,9 @@ # Config for single device full finetuning in full_finetune_single_device.py -# using a Phi3 Mini 4K Instruct +# using a Phi4 16K Instruct # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token +# tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # The default config uses an optimizer from bitsandbytes. If you do not have it installed, # you can install it with @@ -28,20 +28,24 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_mini_tokenizer - path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model + path: /tmp/phi-4/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-4-mini-16k-instruct + checkpoint_dir: /tmp/phi-4 checkpoint_files: [ - model-00001-of-00002.safetensors, - model-00002-of-00002.safetensors + model-00001-of-00006.safetensors, + model-00002-of-00006.safetensors, + model-00003-of-00006.safetensors, + model-00004-of-00006.safetensors, + model-00005-of-00006.safetensors, + model-00006-of-00006.safetensors, ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI4_MINI + model_type: PHI3_MINI resume_from_checkpoint: False # Dataset diff --git a/recipes/configs/phi4/mini_lora.yaml b/recipes/configs/phi4/mini_lora.yaml index 592f63c3db..06b8d017a6 100644 --- a/recipes/configs/phi4/mini_lora.yaml +++ b/recipes/configs/phi4/mini_lora.yaml @@ -1,9 +1,9 @@ # Config for multi-device LoRA finetuning in lora_finetune_distributed.py -# using a Phi3 mini (3.8B) model +# using a Phi4 (14B) model # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token +# tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # To launch on 2 devices, run the following command from root: # tune run --nnodes 1 --nproc_per_node 2 lora_finetune_distributed --config phi4/mini_lora @@ -32,20 +32,24 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_mini_tokenizer - path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model + path: /tmp/phi-4/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-4-mini-16k-instruct + checkpoint_dir: /tmp/phi-4 checkpoint_files: [ - model-00001-of-00002.safetensors, - model-00002-of-00002.safetensors + model-00001-of-00006.safetensors, + model-00002-of-00006.safetensors, + model-00003-of-00006.safetensors, + model-00004-of-00006.safetensors, + model-00005-of-00006.safetensors, + model-00006-of-00006.safetensors, ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI4_MINI + model_type: PHI3_MINI resume_from_checkpoint: False save_adapter_weights_only: False diff --git a/recipes/configs/phi4/mini_lora_single_device.yaml b/recipes/configs/phi4/mini_lora_single_device.yaml index fcf7ce9b4a..5afbd344db 100644 --- a/recipes/configs/phi4/mini_lora_single_device.yaml +++ b/recipes/configs/phi4/mini_lora_single_device.yaml @@ -1,9 +1,9 @@ # Config for single device LoRA finetuning in lora_finetune_single_device.py -# using a Phi3 mini (3.8B) model +# using a Phi4 (14B) model # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token +# tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # To launch on a single device, run the following command from root: # tune run lora_finetune_single_device --config phi4/mini_lora_single_device @@ -30,20 +30,24 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_mini_tokenizer - path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model + path: /tmp/phi-4/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-4-mini-16k-instruct + checkpoint_dir: /tmp/phi-4 checkpoint_files: [ - model-00001-of-00002.safetensors, - model-00002-of-00002.safetensors + model-00001-of-00006.safetensors, + model-00002-of-00006.safetensors, + model-00003-of-00006.safetensors, + model-00004-of-00006.safetensors, + model-00005-of-00006.safetensors, + model-00006-of-00006.safetensors, ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI4_MINI + model_type: PHI3_MINI resume_from_checkpoint: False save_adapter_weights_only: False @@ -95,7 +99,7 @@ profiler: enabled: False #Output directory of trace artifacts - output_dir: /tmp/Phi-4-mini-16k-instruct/profiling_outputs + output_dir: /tmp/phi-4/profiling_outputs #`torch.profiler.ProfilerActivity` types to trace cpu: True diff --git a/recipes/configs/phi4/mini_qlora_single_device.yaml b/recipes/configs/phi4/mini_qlora_single_device.yaml index e586882288..7b5bfc77f4 100644 --- a/recipes/configs/phi4/mini_qlora_single_device.yaml +++ b/recipes/configs/phi4/mini_qlora_single_device.yaml @@ -1,9 +1,9 @@ # Config for single device QLoRA with lora_finetune_single_device.py -# using a Phi3 mini (3.8B) model +# using a Phi4 (14B) model # # This config assumes that you've run the following command before launching # this run: -# tune download microsoft/Phi-4-mini-16k-instruct --output-dir /tmp/Phi-4-mini-16k-instruct --hf-token +# tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # To launch on a single device, run the following command from root: # tune run lora_finetune_single_device --config phi4/mini_qlora_single_device @@ -30,20 +30,24 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_mini_tokenizer - path: /tmp/Phi-4-mini-16k-instruct/tokenizer.model + path: /tmp/phi-4/tokenizer.model max_seq_len: null # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-4-mini-16k-instruct + checkpoint_dir: /tmp/phi-4 checkpoint_files: [ - model-00001-of-00002.safetensors, - model-00002-of-00002.safetensors + model-00001-of-00006.safetensors, + model-00002-of-00006.safetensors, + model-00003-of-00006.safetensors, + model-00004-of-00006.safetensors, + model-00005-of-00006.safetensors, + model-00006-of-00006.safetensors, ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI4_MINI + model_type: PHI3_MINI resume_from_checkpoint: False save_adapter_weights_only: False @@ -95,7 +99,7 @@ profiler: enabled: False # Output directory of trace artifacts - output_dir: /tmp/Phi-4-mini-16k-instruct/profiling_outputs + output_dir: /tmp/phi-4/profiling_outputs #`torch.profiler.ProfilerActivity` types to trace cpu: True diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py index f6b1ffc534..30f267f81d 100644 --- a/tests/torchtune/models/phi4/test_phi4_tokenizer.py +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -23,15 +23,22 @@ def tokenizer(self): @pytest.fixture def expected_tokens(self): # fmt: off - tokens = [100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, 10, - 100264, 115, 121, 322, 398, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, 99, 445, 98, 300, 258, 256, 281, - 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, 1080, 116, 300, 262, 1249, 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, - 71, 1414, 534, 258, 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, - 100264, 115, 121, 322, 398, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, - 776, 1341, 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, 1229, - 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, 783, 1803, 636, 277, - 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, - 531, 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, 100257] # noqa + tokens = [ + 100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, 10, + 100264, 115, 121, 322, 398, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, + 958, 99, 445, 98, 300, 258, 256, 281, + 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, 1080, 116, 300, 262, 1249, + 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, + 71, 1414, 534, 258, 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, + 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, + 100264, 115, 121, 322, 398, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, 505, + 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, + 776, 1341, 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, 1229, + 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, 783, 1803, 636, 277, + 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, + 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, + 531, 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, 100257 + ] # noqa return tokens # fmt: on @@ -81,26 +88,35 @@ def test_tokenize_messages_no_system_prompt(self, tokenizer): "good conversation over coffee.", ), ] - tokens, mask = tokenizer.tokenize_messages(messages, ignore_system_prompt=True, add_eos=True) + tokens, mask = tokenizer.tokenize_messages( + messages, ignore_system_prompt=True, add_eos=True + ) # fmt: off - expected_tokens = [100257, 100264, 115, 121, 322, 398, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, - 99, 445, 98, 300, 258, 256, 281, 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, 1080, 116, 300, 262, 1249, 524, 340, - 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, 258, 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, - 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, 100264, 115, 121, 322, 398, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, - 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, 776, 1341, 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, - 913, 1402, 97, 356, 446, 115, 284, 1229, 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, 783, 1803, 636, 277, 268, 117, 316, - 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, 531, - 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, 100257] # noqa + expected_tokens = [ + 100257, 100264, 115, 121, 322, 398, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, + 99, 445, 98, 300, 258, 256, 281, 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, + 512, 1080, 116, 300, 262, 1249, 524, 340, + 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, 258, 1759, + 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, + 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, 100264, 115, 121, 322, 398, + 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, + 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, + 270, 776, 1341, 258, 1279, 641, 563, 275, 469, 573, + 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, 1229, 1581, 282, + 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, + 739, 1886, 284, 783, 1803, 636, 277, 268, 117, 316, + 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, + 274, 913, 601, 359, 300, 44, 335, 834, 335, 531, + 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, 100257 + ] # noqa # fmt: on expected_mask = [True] * 81 + [False] * 127 assert expected_tokens == tokens assert expected_mask == mask - def test_tokenize_message_drop_eos( - self, tokenizer, expected_tokens - ): + def test_tokenize_message_drop_eos(self, tokenizer, expected_tokens): """ Test that the tokenizer will not add an EOS token or EOT token if user requests it. This is the most common case for inference. @@ -126,8 +142,8 @@ def test_tokenize_message_drop_eos( ] tokens, mask = tokenizer.tokenize_messages(messages, add_eos=False) - + expected_mask = [True] * 93 + [False] * 126 - # Drop eos token + # Drop eos token. assert expected_tokens[:-1] == tokens assert expected_mask == mask diff --git a/torchtune/models/phi4/__init__.py b/torchtune/models/phi4/__init__.py index 18e9941eff..66ef358387 100644 --- a/torchtune/models/phi4/__init__.py +++ b/torchtune/models/phi4/__init__.py @@ -4,8 +4,10 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. -from ._model_builders import ( - phi4_mini, - lora_phi4_mini, - phi4_mini_tokenizer, -) +from ._model_builders import lora_phi4_mini, phi4_mini, phi4_mini_tokenizer # noqa + +__all__ = [ + "phi4_mini", + "phi4_mini_tokenizer", + "lora_phi4_mini", +] diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 1152fe33e5..69c7d12d20 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -31,7 +31,7 @@ for token_id in range(100266, 100351): if token_id == 100276: - continue + continue PHI4_SPECIAL_TOKENS[f"<|dummy_{87 - (100350 - token_id)}|>"] = token_id + 1 CL100K_PATTERN = r"""(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+""" # noqa @@ -100,7 +100,7 @@ def __init__( @property def vocab_size(self): return self.tt_model.vocab_size - + @property def base_vocab_size(self) -> int: return self.tt_model.base_vocab_size @@ -139,7 +139,6 @@ def decode(self, ids: List[int], skip_special_tokens: bool = True) -> str: ids_for_decode.append(token_id) return self.tt_model.decode(ids_for_decode) - def tokenize_messages( self, messages: List[Message], From e69a77c49eaa7199e3e28808a7bee1cc9f18e427 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sat, 11 Jan 2025 23:33:22 +0300 Subject: [PATCH 04/50] More fixes. Able to do forward --- torchtune/models/phi4/_model_builders.py | 24 ++++++++++++------------ 1 file changed, 12 insertions(+), 12 deletions(-) diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index 4a8175432c..2e1c0c3b9a 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -26,15 +26,15 @@ def phi4_mini() -> TransformerDecoder: such as sliding window attention. Returns: - TransformerDecoder: Instantiation of Phi4 Mini 4K Instruct Model + TransformerDecoder: Instantiation of Phi4 Mini 16K Instruct Model """ return phi3( vocab_size=100_352, - num_layers=32, - num_heads=32, - num_kv_heads=32, - embed_dim=3072, - intermediate_dim=8192, + num_layers=40, + num_heads=20, + num_kv_heads=10, + embed_dim=5120, + intermediate_dim=17920, max_seq_len=16384, attn_dropout=0.0, norm_eps=1e-5, @@ -73,7 +73,7 @@ def lora_phi4_mini( quantize_base: bool = False, ) -> TransformerDecoder: """ - Builder for creating a Phi4 Mini (3.8b) model with LoRA enabled. + Builder for creating a Phi4 (14b) model with LoRA enabled. The Phi4 defaults are the same as in :func:`~torchtune.models.phi4.phi4_mini`, while LoRA default params are based on @@ -102,11 +102,11 @@ def lora_phi4_mini( apply_lora_to_mlp=apply_lora_to_mlp, apply_lora_to_output=apply_lora_to_output, vocab_size=100_352, - num_layers=32, - num_heads=32, - num_kv_heads=32, - embed_dim=3072, - intermediate_dim=8192, + num_layers=40, + num_heads=20, + num_kv_heads=10, + embed_dim=5120, + intermediate_dim=17920, max_seq_len=16384, attn_dropout=0.0, norm_eps=1e-5, From a94b7421250796cb8189a0d2fa60250650468271 Mon Sep 17 00:00:00 2001 From: Mark <75219117+krammnic@users.noreply.github.com> Date: Tue, 14 Jan 2025 23:16:08 +0300 Subject: [PATCH 05/50] Update torchtune/models/phi4/_tokenizer.py Co-authored-by: Felipe Mello --- torchtune/models/phi4/_tokenizer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 69c7d12d20..34924e7353 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -150,7 +150,7 @@ def tokenize_messages( returning a list of tokens and a list of masks. Example: - >>> tokenizer = Phi3MiniTokenizer(tokenizer_path, max_seq_len) + >>> tokenizer = Phi4MiniTokenizer(tokenizer_path, max_seq_len) >>> messages = [ Message(role="system", content="system message\n", masked=True), Message(role="user", content="user prompt\n", masked=True), From 1d032940449446f370db1bedb87447a941c9f4d7 Mon Sep 17 00:00:00 2001 From: Mark <75219117+krammnic@users.noreply.github.com> Date: Tue, 14 Jan 2025 23:16:44 +0300 Subject: [PATCH 06/50] Update torchtune/_recipe_registry.py Co-authored-by: Felipe Mello --- torchtune/_recipe_registry.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torchtune/_recipe_registry.py b/torchtune/_recipe_registry.py index 718c19610c..6b0e5988fd 100644 --- a/torchtune/_recipe_registry.py +++ b/torchtune/_recipe_registry.py @@ -384,7 +384,7 @@ class Recipe: Config(name="gemma2/9B_lora", file_path="gemma2/9B_lora.yaml"), Config(name="gemma2/27B_lora", file_path="gemma2/27B_lora.yaml"), Config(name="phi3/mini_lora", file_path="phi3/mini_lora.yaml"), - Config(name="phi4/mini_lora", file_path="phi3/mini_lora.yaml"), + Config(name="phi4/mini_lora", file_path="phi4/mini_lora.yaml"), Config(name="qwen2/7B_lora", file_path="qwen2/7B_lora.yaml"), Config(name="qwen2/0.5B_lora", file_path="qwen2/0.5B_lora.yaml"), Config(name="qwen2/1.5B_lora", file_path="qwen2/1.5B_lora.yaml"), From bdf478f0347e4f4f7499ec83c5cbab38060817ee Mon Sep 17 00:00:00 2001 From: Mark <75219117+krammnic@users.noreply.github.com> Date: Tue, 14 Jan 2025 23:54:47 +0300 Subject: [PATCH 07/50] Update torchtune/models/phi4/_model_builders.py Co-authored-by: Felipe Mello --- torchtune/models/phi4/_model_builders.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index 2e1c0c3b9a..81fcb4e46b 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -75,9 +75,7 @@ def lora_phi4_mini( """ Builder for creating a Phi4 (14b) model with LoRA enabled. - The Phi4 defaults are the same as in :func:`~torchtune.models.phi4.phi4_mini`, - while LoRA default params are based on - https://github.com/tloen/alpaca-lora/blob/8bb8579e403dc78e37fe81ffbb253c413007323f/finetune.py#L41-L43. + The Phi4 defaults are the same as in :func:`~torchtune.models.phi4.phi4_mini`. Args: lora_attn_modules (List[LORA_ATTN_MODULES]): list of which linear layers From 78cd1e6dce9132616b61a4ab63410ce943bc5f9d Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 2 Feb 2025 16:47:14 +0300 Subject: [PATCH 08/50] more fixes --- recipes/configs/phi3/evaluation.yaml | 4 +- recipes/configs/phi4/mini_full.yaml | 6 +- .../configs/phi4/mini_full_low_memory.yaml | 6 +- recipes/configs/phi4/mini_lora.yaml | 6 +- .../configs/phi4/mini_lora_single_device.yaml | 6 +- .../phi4/mini_qlora_single_device.yaml | 6 +- .../models/phi4/test_phi4_tokenizer.py | 8 +-- torchtune/models/phi4/__init__.py | 8 +-- torchtune/models/phi4/_model_builders.py | 30 ++++---- torchtune/models/phi4/_tokenizer.py | 68 ++++++------------- 10 files changed, 61 insertions(+), 87 deletions(-) diff --git a/recipes/configs/phi3/evaluation.yaml b/recipes/configs/phi3/evaluation.yaml index 19e2c5534b..3324cc3c72 100644 --- a/recipes/configs/phi3/evaluation.yaml +++ b/recipes/configs/phi3/evaluation.yaml @@ -7,7 +7,7 @@ output_dir: ./ # Not needed # Model Arguments model: - _component_: torchtune.models.phi4.phi4_mini + _component_: torchtune.models.phi4.phi4 # Checkpointer checkpointer: @@ -24,7 +24,7 @@ resume_from_checkpoint: False # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_mini_tokenizer + _component_: torchtune.models.phi4.phi4_tokenizer path: /tmp/phi-4/tokenizer.model max_seq_len: null diff --git a/recipes/configs/phi4/mini_full.yaml b/recipes/configs/phi4/mini_full.yaml index 4cf053025e..c4cbc93e82 100644 --- a/recipes/configs/phi4/mini_full.yaml +++ b/recipes/configs/phi4/mini_full.yaml @@ -17,15 +17,15 @@ # Single device full finetuning requires more memory optimizations. It's # best to use mini_low_memory.yaml for those cases -output_dir: /tmp/torchtune/phi4_mini/full # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4/full # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi4.phi4_mini + _component_: torchtune.models.phi4.phi4 # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_mini_tokenizer + _component_: torchtune.models.phi4.phi4_tokenizer path: /tmp/phi-4/tokenizer.model max_seq_len: null diff --git a/recipes/configs/phi4/mini_full_low_memory.yaml b/recipes/configs/phi4/mini_full_low_memory.yaml index 4f219e6a3b..e79c4133a7 100644 --- a/recipes/configs/phi4/mini_full_low_memory.yaml +++ b/recipes/configs/phi4/mini_full_low_memory.yaml @@ -19,15 +19,15 @@ # # This config works only for training on single device. -output_dir: /tmp/torchtune/phi4_mini/full_low_memory # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4/full_low_memory # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi4.phi4_mini + _component_: torchtune.models.phi4.phi4 # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_mini_tokenizer + _component_: torchtune.models.phi4.phi4_tokenizer path: /tmp/phi-4/tokenizer.model max_seq_len: null diff --git a/recipes/configs/phi4/mini_lora.yaml b/recipes/configs/phi4/mini_lora.yaml index 06b8d017a6..5dd039845d 100644 --- a/recipes/configs/phi4/mini_lora.yaml +++ b/recipes/configs/phi4/mini_lora.yaml @@ -17,11 +17,11 @@ # For single device LoRA finetuning please use mini_lora_single_device.yaml # or mini_qlora_single_device.yaml -output_dir: /tmp/torchtune/phi4_mini/lora # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4/lora # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi4.lora_phi4_mini + _component_: torchtune.models.phi4.lora_phi4 lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] apply_lora_to_mlp: True apply_lora_to_output: False @@ -31,7 +31,7 @@ model: # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_mini_tokenizer + _component_: torchtune.models.phi4.phi4_tokenizer path: /tmp/phi-4/tokenizer.model max_seq_len: null diff --git a/recipes/configs/phi4/mini_lora_single_device.yaml b/recipes/configs/phi4/mini_lora_single_device.yaml index 5afbd344db..0059c49e59 100644 --- a/recipes/configs/phi4/mini_lora_single_device.yaml +++ b/recipes/configs/phi4/mini_lora_single_device.yaml @@ -15,11 +15,11 @@ # # This config works only for training on single device. -output_dir: /tmp/torchtune/phi4_mini/lora_single_device # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4/lora_single_device # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi4.lora_phi4_mini + _component_: torchtune.models.phi4.lora_phi4 lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] apply_lora_to_mlp: True apply_lora_to_output: False @@ -29,7 +29,7 @@ model: # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_mini_tokenizer + _component_: torchtune.models.phi4.phi4_tokenizer path: /tmp/phi-4/tokenizer.model max_seq_len: null diff --git a/recipes/configs/phi4/mini_qlora_single_device.yaml b/recipes/configs/phi4/mini_qlora_single_device.yaml index 7b5bfc77f4..910a42b196 100644 --- a/recipes/configs/phi4/mini_qlora_single_device.yaml +++ b/recipes/configs/phi4/mini_qlora_single_device.yaml @@ -15,11 +15,11 @@ # # This config works only for training on single device. -output_dir: /tmp/torchtune/phi4_mini/qlora_single_device # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi4/qlora_single_device # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: - _component_: torchtune.models.phi4.qlora_phi4_mini + _component_: torchtune.models.phi4.qlora_phi4 lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] apply_lora_to_mlp: True apply_lora_to_output: False @@ -29,7 +29,7 @@ model: # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_mini_tokenizer + _component_: torchtune.models.phi4.phi4_tokenizer path: /tmp/phi-4/tokenizer.model max_seq_len: null diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py index 30f267f81d..67378423c9 100644 --- a/tests/torchtune/models/phi4/test_phi4_tokenizer.py +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -8,15 +8,15 @@ from tests.common import ASSETS from torchtune.data import Message -from torchtune.models.phi4 import phi4_mini_tokenizer +from torchtune.models.phi4 import phi4_tokenizer class TestPhi4MiniTokenizer: @pytest.fixture def tokenizer(self): - # m.model is a pretrained Sentencepiece model using the following command: - # spm.SentencePieceTrainer.train('--input= --model_prefix=m --vocab_size=2000') - return phi4_mini_tokenizer( + # Pretrained tiktoken model generated via the script in + # https://gist.github.com/ebsmothers/54b133dd87db6679b14318545aaa2de4 + return phi4_tokenizer( path=str(ASSETS / "tiktoken_small.model"), ) diff --git a/torchtune/models/phi4/__init__.py b/torchtune/models/phi4/__init__.py index 66ef358387..8166e58695 100644 --- a/torchtune/models/phi4/__init__.py +++ b/torchtune/models/phi4/__init__.py @@ -4,10 +4,10 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. -from ._model_builders import lora_phi4_mini, phi4_mini, phi4_mini_tokenizer # noqa +from ._model_builders import lora_phi4, phi4, phi4_tokenizer # noqa __all__ = [ - "phi4_mini", - "phi4_mini_tokenizer", - "lora_phi4_mini", + "phi4", + "phi4_tokenizer", + "lora_phi4", ] diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index 81fcb4e46b..a114f0a611 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -13,25 +13,25 @@ """ Model builders build specific instantiations using component builders. For example -the ``phi4_mini`` model builder uses the ``phi4`` component builder. +the ``phi4`` model builder uses the ``phi4`` component builder. """ -def phi4_mini() -> TransformerDecoder: +def phi4() -> TransformerDecoder: """ - Builder for creating the Phi4 Mini 16K Instruct Model. + Builder for creating the Phi4 (14B) Instruct Model. Note: This model does not currently support 128K context length nor optimizations such as sliding window attention. Returns: - TransformerDecoder: Instantiation of Phi4 Mini 16K Instruct Model + TransformerDecoder: Instantiation of Phi4 (14B) Instruct Model """ return phi3( vocab_size=100_352, num_layers=40, - num_heads=20, + num_heads=40, num_kv_heads=10, embed_dim=5120, intermediate_dim=17920, @@ -40,8 +40,8 @@ def phi4_mini() -> TransformerDecoder: norm_eps=1e-5, ) -def phi4_mini_tokenizer(path: str, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: - """Phi-4 Mini tokenizer. +def phi4_tokenizer(path: str, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: + """Phi4 (14B) tokenizer. Args: path (str): Path to the tiktoken tokenizer model. special_tokens_path (Optional[str]): Path to ``tokenizer.json`` from Hugging Face @@ -62,7 +62,7 @@ def phi4_mini_tokenizer(path: str, special_tokens_path: Optional[str] = None, ma return Phi4MiniTokenizer(path=path, special_tokens=special_tokens, max_seq_len=max_seq_len, prompt_template=template) -def lora_phi4_mini( +def lora_phi4( lora_attn_modules: List[LORA_ATTN_MODULES], apply_lora_to_mlp: bool = False, apply_lora_to_output: bool = False, @@ -75,7 +75,7 @@ def lora_phi4_mini( """ Builder for creating a Phi4 (14b) model with LoRA enabled. - The Phi4 defaults are the same as in :func:`~torchtune.models.phi4.phi4_mini`. + The Phi4 defaults are the same as in :func:`~torchtune.models.phi4.phi4`. Args: lora_attn_modules (List[LORA_ATTN_MODULES]): list of which linear layers @@ -93,7 +93,7 @@ def lora_phi4_mini( quantize_base (bool): Whether to quantize base model weights Returns: - TransformerDecoder: Instantiation of Phi4 Mini model with LoRA applied + TransformerDecoder: Instantiation of Phi4 (14B) model with LoRA applied """ return lora_phi3( lora_attn_modules=lora_attn_modules, @@ -101,7 +101,7 @@ def lora_phi4_mini( apply_lora_to_output=apply_lora_to_output, vocab_size=100_352, num_layers=40, - num_heads=20, + num_heads=40, num_kv_heads=10, embed_dim=5120, intermediate_dim=17920, @@ -116,9 +116,9 @@ def lora_phi4_mini( ) -qlora_phi4_mini = partial(lora_phi4_mini, quantize_base=True) -qlora_phi4_mini.__doc__ = """ -Builder for creating a Phi4 mini model with QLoRA enabled. Base model weights in linear layers +qlora_phi4 = partial(lora_phi4, quantize_base=True) +qlora_phi4.__doc__ = """ +Builder for creating a Phi4 (14B) model with QLoRA enabled. Base model weights in linear layers that LoRA is applied to are quantized per the QLoRA paper: https://arxiv.org/abs/2305.14314. -Please see `lora_phi4_mini` for full API arguments. +Please see `lora_phi4` for full API arguments. """ diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 34924e7353..a25f25eacf 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -39,7 +39,7 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): """ - TikToken tokenizer configured with Phi4 Mini's special tokens. + TikToken tokenizer configured with Phi4 (14B) special tokens. Args: path (str): Path to pretrained tokenizer file. @@ -77,9 +77,9 @@ def __init__( ) # Use custom EOS, BOS and pad ids instead of TikToken's - self.eos_id = self.special_tokens["<|endoftext|>"] + self.eos_id = self.special_tokens["<|im_end|>"] self.bos_id = self.special_tokens["<|endoftext|>"] - self.pad_id = self.special_tokens["<|endoftext|>"] + self.pad_id = self.special_tokens["<|dummy_87|>"] # During generation, stop when eos_id is encountered self.stop_tokens = [self.eos_id] @@ -138,6 +138,19 @@ def decode(self, ids: List[int], skip_special_tokens: bool = True) -> str: else: ids_for_decode.append(token_id) return self.tt_model.decode(ids_for_decode) + + def _tokenize_header(self, role: str): + tokenized_messages = [] + tokenized_messages.append(self.special_tokens["<|im_start|>"]) + encoded = self.encode( + role, + add_bos=False, + add_eos=False, + trim_leading_whitespace=True, + ) + + tokenized_messages.extend(encoded) + tokenized_messages.append(self.special_tokens["<|im_end|>"]) def tokenize_messages( self, @@ -150,7 +163,7 @@ def tokenize_messages( returning a list of tokens and a list of masks. Example: - >>> tokenizer = Phi4MiniTokenizer(tokenizer_path, max_seq_len) + >>> tokenizer = Phi3MiniTokenizer(tokenizer_path, max_seq_len) >>> messages = [ Message(role="system", content="system message\n", masked=True), Message(role="user", content="user prompt\n", masked=True), @@ -203,49 +216,10 @@ def tokenize_messages( mask.append(message.masked) # Add special tokens - if message.role == "user": - tokenized_messages.append(self.special_tokens["<|im_start|>"]) - encoded = self.encode( - "system", - add_bos=False, - add_eos=False, - trim_leading_whitespace=True, - ) - - tokenized_messages.extend(encoded) - tokenized_messages.append(self.special_tokens["<|im_end|>"]) - mask.append(message.masked) - elif message.role == "assistant": - tokenized_messages.append(self.special_tokens["<|im_start|>"]) - encoded = self.encode( - "system", - add_bos=False, - add_eos=False, - trim_leading_whitespace=True, - ) - - tokenized_messages.extend(encoded) - tokenized_messages.append(self.special_tokens["<|im_end|>"]) - # If assistant message, this is the end of a turn - end_of_turn = True - mask.append(message.masked) - elif message.role == "system": - tokenized_messages.append(self.special_tokens["<|im_start|>"]) - - encoded = self.encode( - "system", - add_bos=False, - add_eos=False, - trim_leading_whitespace=True, - ) - - tokenized_messages.extend(encoded) - tokenized_messages.append(self.special_tokens["<|im_end|>"]) - mask.append(message.masked) - else: - raise ValueError( - f"Unknown role '{message.role}' for message: '{message.content}'" - ) + tokenized_messages.extend( + self._tokenize_header(message.role) + ) + mask.append(message.masked) # Add new line token tokenized_messages.extend(new_line_token_id) From d8b2ea33eedf13e6cb54cda608458870eb87cfcf Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 2 Feb 2025 16:48:09 +0300 Subject: [PATCH 09/50] nit SPM -> TikToken --- torchtune/models/phi4/_model_builders.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index a114f0a611..d9f514f377 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -55,7 +55,7 @@ def phi4_tokenizer(path: str, special_tokens_path: Optional[str] = None, max_seq prepend/append tags. Returns: - Phi4MiniTikTokenTokenizer: Instantiation of the SPM tokenizer. + Phi4MiniTikTokenTokenizer: Instantiation of the TikToken tokenizer. """ special_tokens = parse_hf_tokenizer_json(special_tokens_path) if special_tokens_path is not None else None template = _get_prompt_template(prompt_template) if prompt_template is not None else None From 3d55e55e755a42919694a69acd8701a63bf07c51 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sat, 8 Feb 2025 20:58:05 +0300 Subject: [PATCH 10/50] fixed tokenizer + fix model loading problem (credits: ebsmothers) --- torchtune/models/phi3/_convert_weights.py | 32 +++++++++++++++---- torchtune/models/phi4/_tokenizer.py | 10 +++++- .../training/checkpointing/_checkpointer.py | 14 +++++++- 3 files changed, 47 insertions(+), 9 deletions(-) diff --git a/torchtune/models/phi3/_convert_weights.py b/torchtune/models/phi3/_convert_weights.py index e7215e9038..e332682471 100644 --- a/torchtune/models/phi3/_convert_weights.py +++ b/torchtune/models/phi3/_convert_weights.py @@ -4,7 +4,7 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. -from typing import Dict +from typing import Dict, Optional import torch @@ -24,22 +24,40 @@ } -def phi3_hf_to_tune(state_dict: Dict[str, torch.Tensor]) -> Dict[str, torch.Tensor]: +def phi3_hf_to_tune( + state_dict: Dict[str, torch.Tensor], + num_heads: Optional[int], + num_kv_heads: Optional[int], + dim: Optional[int], +) -> Dict[str, torch.Tensor]: """ Convertor from HF state dict to torchtune state dict. This handles: - Splitting the fused q,k and v matrix - Splitting the fused gate and up projection matrix """ converted_state_dict = {} + if dim is not None: + if num_heads is None or num_kv_heads is None: + raise ValueError( + "Phi models with GQA require dim, num_heads and num_kv_heads to be specified" + ) + q_dim = dim + k_dim = q_dim * num_kv_heads // num_heads + v_dim = q_dim * num_kv_heads // num_heads + else: + q_dim, k_dim, v_dim = None, None, None for key, value in state_dict.items(): new_key = get_mapped_key(key, _PHI3_MINI) if "qkv" in key: - ( - q, - k, - v, - ) = value.chunk(3, dim=0) + if q_dim is not None: + q, k, v = torch.split(value, [q_dim, k_dim, v_dim], dim=0) + else: + ( + q, + k, + v, + ) = value.chunk(3, dim=0) converted_state_dict[new_key] = q converted_state_dict[new_key.replace("q_proj", "k_proj")] = k converted_state_dict[new_key.replace("q_proj", "v_proj")] = v diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index a25f25eacf..5fa831260a 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -151,6 +151,7 @@ def _tokenize_header(self, role: str): tokenized_messages.extend(encoded) tokenized_messages.append(self.special_tokens["<|im_end|>"]) + return tokenized_messages def tokenize_messages( self, @@ -216,9 +217,13 @@ def tokenize_messages( mask.append(message.masked) # Add special tokens + tokenized_header = self._tokenize_header(message.role) + tokenized_messages.extend( - self._tokenize_header(message.role) + tokenized_header ) + + mask.extend([message.masked] * (len(tokenized_header) - 1)) mask.append(message.masked) # Add new line token @@ -264,6 +269,9 @@ def tokenize_messages( ) mask = truncate(mask, self.max_seq_len, message.masked if add_eos else None) + # print("Mask length: ", len(mask)) + # print("Message length: ", len(tokenized_messages)) + return tokenized_messages, mask def __call__( diff --git a/torchtune/training/checkpointing/_checkpointer.py b/torchtune/training/checkpointing/_checkpointer.py index 21a7cfb471..6ee621c1b5 100644 --- a/torchtune/training/checkpointing/_checkpointer.py +++ b/torchtune/training/checkpointing/_checkpointer.py @@ -539,8 +539,19 @@ def load_checkpoint(self) -> Dict[str, Any]: ) from torchtune.models.phi3._convert_weights import phi3_hf_to_tune + num_heads = self._config["num_attention_heads"] + num_kv_heads = self._config["num_key_value_heads"] + dim = self._config["hidden_size"] + + # Should only pass num_heads, num_kv_heads, dim for GQA + if num_heads == num_kv_heads: + num_heads, num_kv_heads, dim = None, None, None + converted_state_dict[training.MODEL_KEY] = phi3_hf_to_tune( - merged_state_dict + merged_state_dict, + num_heads=num_heads, + num_kv_heads=num_kv_heads, + dim=dim, ) elif self._model_type == ModelType.REWARD: from torchtune.rlhf.utils import reward_hf_to_tune @@ -1351,3 +1362,4 @@ def callback( msg="The full model checkpoint, including all the weights and configurations, has been saved successfully " "by the DistributedCheckpointer. You can now use this checkpoint for further training.", ) + \ No newline at end of file From 7ee22b6f5a966b6e6a2629466b9a57455b93c1a3 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sat, 8 Feb 2025 21:01:09 +0300 Subject: [PATCH 11/50] remove useless comments --- torchtune/models/phi4/_tokenizer.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 5fa831260a..13c7e7b9eb 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -223,6 +223,7 @@ def tokenize_messages( tokenized_header ) + # Minus 1, because the len(tokenized_header) is bigger then 1. mask.extend([message.masked] * (len(tokenized_header) - 1)) mask.append(message.masked) @@ -269,9 +270,6 @@ def tokenize_messages( ) mask = truncate(mask, self.max_seq_len, message.masked if add_eos else None) - # print("Mask length: ", len(mask)) - # print("Message length: ", len(tokenized_messages)) - return tokenized_messages, mask def __call__( From e515f066fec8527097329559f03c79025e5ca0fe Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sat, 8 Feb 2025 22:19:11 +0300 Subject: [PATCH 12/50] gpt2 tokenizer --- torchtune/models/phi4/_tokenizer.py | 26 +++++++++++------------- torchtune/modules/tokenizers/__init__.py | 2 ++ 2 files changed, 14 insertions(+), 14 deletions(-) diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 13c7e7b9eb..1f56c2edb9 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -9,7 +9,7 @@ from torchtune.data._messages import Message from torchtune.data._prompt_templates import PromptTemplate from torchtune.data._utils import truncate -from torchtune.modules.tokenizers import ModelTokenizer, TikTokenBaseTokenizer +from torchtune.modules.tokenizers import ModelTokenizer, GPT2BaseTokenizer from torchtune.modules.transforms import Transform PHI4_SPECIAL_TOKENS = { @@ -67,7 +67,8 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): def __init__( self, - path: str, + merges_path: str, + vocab_path: str, special_tokens: Optional[Dict[str, int]] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[PromptTemplate] = None, @@ -88,23 +89,20 @@ def __init__( self.prompt_template = prompt_template - self.tt_model = TikTokenBaseTokenizer( - path, - "phi4_tiktoken", - CL100K_PATTERN, - bos_id=self.bos_id, - eos_id=self.eos_id, - special_tokens=self.special_tokens, + self.tt_model = GPT2BaseTokenizer( + vocab_path, + merges_path, + "replace", + self.eos_id, + self.bos_id, + self.eos_id, + self.pad_id, ) @property def vocab_size(self): return self.tt_model.vocab_size - @property - def base_vocab_size(self) -> int: - return self.tt_model.base_vocab_size - def encode( self, text: str, @@ -164,7 +162,7 @@ def tokenize_messages( returning a list of tokens and a list of masks. Example: - >>> tokenizer = Phi3MiniTokenizer(tokenizer_path, max_seq_len) + >>> tokenizer = Phi4MiniTokenizer(tokenizer_path, max_seq_len) >>> messages = [ Message(role="system", content="system message\n", masked=True), Message(role="user", content="user prompt\n", masked=True), diff --git a/torchtune/modules/tokenizers/__init__.py b/torchtune/modules/tokenizers/__init__.py index 2fecc279ee..454d567532 100644 --- a/torchtune/modules/tokenizers/__init__.py +++ b/torchtune/modules/tokenizers/__init__.py @@ -6,6 +6,7 @@ from ._sentencepiece import SentencePieceBaseTokenizer from ._tiktoken import TikTokenBaseTokenizer +from ._gpt2 import GPT2BaseTokenizer from ._utils import ( BaseTokenizer, ModelTokenizer, @@ -16,6 +17,7 @@ __all__ = [ "SentencePieceBaseTokenizer", "TikTokenBaseTokenizer", + "GPT2BaseTokenizer", "ModelTokenizer", "BaseTokenizer", "tokenize_messages_no_special_tokens", From d1cae68f1ae9abcb8bb3ed0f90b7c71000546060 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sat, 8 Feb 2025 22:19:21 +0300 Subject: [PATCH 13/50] gpt2 tokenizer --- torchtune/modules/tokenizers/_gpt2.py | 180 ++++++++++++++++++++++++++ 1 file changed, 180 insertions(+) create mode 100644 torchtune/modules/tokenizers/_gpt2.py diff --git a/torchtune/modules/tokenizers/_gpt2.py b/torchtune/modules/tokenizers/_gpt2.py new file mode 100644 index 0000000000..77e0dcedd7 --- /dev/null +++ b/torchtune/modules/tokenizers/_gpt2.py @@ -0,0 +1,180 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +from typing import Dict, Iterator, List + +import json +import re +from torchtune.modules.tokenizers._utils import BaseTokenizer +from functools import lru_cache + +# Constants controlling encode logic +MAX_ENCODE_CHARS = 400_000 +MAX_NO_WHITESPACE_CHARS = 25_000 + +@lru_cache() +def bytes_to_unicode(): + """ + Returns list of utf-8 byte and a mapping to unicode strings. We specifically avoids mapping to whitespace/control + characters the bpe code barfs on. + + This is standard implementation based on: https://github.com/huggingface/transformers/blob/6b550462139655d488d4c663086a63e98713c6b9/src/transformers/models/gpt2/tokenization_gpt2.py#L36 + """ + bs = ( + list(range(ord("!"), ord("~") + 1)) + list(range(ord("¡"), ord("¬") + 1)) + list(range(ord("®"), ord("ÿ") + 1)) + ) + cs = bs[:] + n = 0 + for b in range(2**8): + if b not in bs: + bs.append(b) + cs.append(2**8 + n) + n += 1 + cs = [chr(n) for n in cs] + return dict(zip(bs, cs)) + +def get_pairs(word): + """ + Return set of symbol pairs in a word. + + Word is represented as tuple of symbols (symbols being variable-length strings). + """ + pairs = set() + prev_char = word[0] + for char in word[1:]: + pairs.add((prev_char, char)) + prev_char = char + return pairs + + +class GPT2BaseTokenizer(BaseTokenizer): + """ + A lightweight version of the base GPT2Tokenizer. + + Args: + path (str): Path to pretrained tokenizer checkpoint file. + name (str): Name of the tokenizer (used by tiktoken for identification). + pattern (str): Regex pattern used to split input text into chunks before passing + to byte-pair encoding. + bos_id (int): beginning-of-sequence token id. This can be present or absent in ``special_tokens``. + eos_id (int): end-of-sequence token id. This can be present or absent in ``special_tokens``. + special_tokens (Dict[str, int]): Mapping of special tokens to their ids. + + Examples: + >>> tokenizer = TikTokenBaseTokenizer("/path/to/tt_model") + >>> tokenized_text = tokenizer.encode("Hello world!", add_bos=True, add_eos=True) + >>> print(tokenized_text) + [1, 31587, 29644, 102, 2] + """ + + def __init__( + self, + vocab_path: str, + merges_path: str, + errors: str, + unk_id: int, + bos_id: int, + eos_id: int, + pad_id: int, + ): + with open(vocab_path, encoding="utf-8") as vocab_handle: + self.encoder = json.load(vocab_handle) + self.decoder = {v: k for k, v in self.encoder.items()} + self.errors = errors # how to handle errors in decoding + self.byte_encoder = bytes_to_unicode() + self.byte_decoder = {v: k for k, v in self.byte_encoder.items()} + with open(merges_path, encoding="utf-8") as merges_handle: + bpe_merges = merges_handle.read().split("\n")[1:-1] + bpe_merges = [tuple(merge.split()) for merge in bpe_merges] + self.bpe_ranks = dict(zip(bpe_merges, range(len(bpe_merges)))) + self.cache = {} + + # Should have added re.IGNORECASE so BPE merges can happen for capitalized versions of contractions + # We do not use external regex library, so this is slightly modified version of the original line + self.pat = re.compile(r"""'s|'t|'re|'ve|'m|'ll|'d| ?[^\W\d_]+| ?\d+| ?[^\s\W\d_]+|\s+(?!\S)|\s+""") + + self.unk_id = unk_id + self.bos_id = bos_id + self.eos_id = eos_id + self.pad_id = pad_id + + @property + def vocab_size(self): + return len(self.encoder) + + def bpe(self, token): + if token in self.cache: + return self.cache[token] + word = tuple(token) + pairs = get_pairs(word) + + if not pairs: + return token + + while True: + bigram = min(pairs, key=lambda pair: self.bpe_ranks.get(pair, float("inf"))) + if bigram not in self.bpe_ranks: + break + first, second = bigram + new_word = [] + i = 0 + while i < len(word): + try: + j = word.index(first, i) + except ValueError: + new_word.extend(word[i:]) + break + else: + new_word.extend(word[i:j]) + i = j + + if word[i] == first and i < len(word) - 1 and word[i + 1] == second: + new_word.append(first + second) + i += 2 + else: + new_word.append(word[i]) + i += 1 + new_word = tuple(new_word) + word = new_word + if len(word) == 1: + break + else: + pairs = get_pairs(word) + word = " ".join(word) + self.cache[token] = word + return word + + def _tokenize( + self, + text: str, + ) -> List[int]: + """Tokenize a string.""" + bpe_tokens = [] + for token in re.findall(self.pat, text): + token = "".join( + self.byte_encoder[b] for b in token.encode("utf-8") + ) # Maps all our bytes to unicode strings, avoiding control tokens of the BPE (spaces in our case) + bpe_tokens.extend(bpe_token for bpe_token in self.bpe(token).split(" ")) + + return bpe_tokens + + def _convert_token_to_id(self, token): + """Converts a token (str) in an id using the vocab.""" + return self.encoder.get(token, self.encoder.get(self.unk_id)) + + def encode( + self, + text: str, + add_bos: bool = True, + add_eos: bool = True, + ): + bpe_tokens = list(map(self._convert_token_to_id, self._tokenize(text))) + + if add_bos: + bpe_tokens = [self.bos_id] + bpe_tokens + if add_eos: + bpe_tokens = bpe_tokens + [self.eos_id] + return bpe_tokens From 3c1780d0c9edb5699148dac5b8cf2eeb3a3fb78d Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 9 Feb 2025 01:18:24 +0300 Subject: [PATCH 14/50] fixed configs --- recipes/configs/phi4/evaluation.yaml | 9 +++++---- recipes/configs/phi4/mini_full.yaml | 5 +++-- recipes/configs/phi4/mini_full_low_memory.yaml | 5 +++-- recipes/configs/phi4/mini_lora.yaml | 5 +++-- recipes/configs/phi4/mini_lora_single_device.yaml | 5 +++-- recipes/configs/phi4/mini_qlora_single_device.yaml | 5 +++-- torchtune/models/phi4/_model_builders.py | 4 ++-- 7 files changed, 22 insertions(+), 16 deletions(-) diff --git a/recipes/configs/phi4/evaluation.yaml b/recipes/configs/phi4/evaluation.yaml index 4a1d5a02a7..90c75c46f6 100644 --- a/recipes/configs/phi4/evaluation.yaml +++ b/recipes/configs/phi4/evaluation.yaml @@ -7,12 +7,12 @@ output_dir: ./ # Not needed # Model Arguments model: - _component_: torchtune.models.phi3.phi3_mini + _component_: torchtune.models.phi4.phi4 # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/Phi-3-mini-4k-instruct + checkpoint_dir: /tmp/phi-4 checkpoint_files: [ model-00001-of-00002.safetensors, model-00002-of-00002.safetensors @@ -24,8 +24,9 @@ resume_from_checkpoint: False # Tokenizer tokenizer: - _component_: torchtune.models.phi3.phi3_mini_tokenizer - path: /tmp/Phi-3-mini-4k-instruct/tokenizer.model + _component_: torchtune.models.phi4.phi4_tokenizer + vocab_path: /tmp/phi-4/vocab.json + merges_path: /tmp/phi-4/merges.txt max_seq_len: null # Environment diff --git a/recipes/configs/phi4/mini_full.yaml b/recipes/configs/phi4/mini_full.yaml index c4cbc93e82..eff2749c8b 100644 --- a/recipes/configs/phi4/mini_full.yaml +++ b/recipes/configs/phi4/mini_full.yaml @@ -17,7 +17,7 @@ # Single device full finetuning requires more memory optimizations. It's # best to use mini_low_memory.yaml for those cases -output_dir: /tmp/torchtune/phi4/full # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi-4/full # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: @@ -26,7 +26,8 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_tokenizer - path: /tmp/phi-4/tokenizer.model + vocab_path: /tmp/phi-4/vocab.json + merges_path: /tmp/phi-4/merges.txt max_seq_len: null # Checkpointer diff --git a/recipes/configs/phi4/mini_full_low_memory.yaml b/recipes/configs/phi4/mini_full_low_memory.yaml index e79c4133a7..3e40cc8165 100644 --- a/recipes/configs/phi4/mini_full_low_memory.yaml +++ b/recipes/configs/phi4/mini_full_low_memory.yaml @@ -19,7 +19,7 @@ # # This config works only for training on single device. -output_dir: /tmp/torchtune/phi4/full_low_memory # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi-4/full_low_memory # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: @@ -28,7 +28,8 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_tokenizer - path: /tmp/phi-4/tokenizer.model + vocab_path: /tmp/phi-4/vocab.json + merges_path: /tmp/phi-4/merges.txt max_seq_len: null # Checkpointer diff --git a/recipes/configs/phi4/mini_lora.yaml b/recipes/configs/phi4/mini_lora.yaml index 5dd039845d..0d7b5da622 100644 --- a/recipes/configs/phi4/mini_lora.yaml +++ b/recipes/configs/phi4/mini_lora.yaml @@ -17,7 +17,7 @@ # For single device LoRA finetuning please use mini_lora_single_device.yaml # or mini_qlora_single_device.yaml -output_dir: /tmp/torchtune/phi4/lora # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi-4/lora # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: @@ -32,7 +32,8 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_tokenizer - path: /tmp/phi-4/tokenizer.model + vocab_path: /tmp/phi-4/vocab.json + merges_path: /tmp/phi-4/merges.txt max_seq_len: null # Checkpointer diff --git a/recipes/configs/phi4/mini_lora_single_device.yaml b/recipes/configs/phi4/mini_lora_single_device.yaml index 0059c49e59..333c074a37 100644 --- a/recipes/configs/phi4/mini_lora_single_device.yaml +++ b/recipes/configs/phi4/mini_lora_single_device.yaml @@ -15,7 +15,7 @@ # # This config works only for training on single device. -output_dir: /tmp/torchtune/phi4/lora_single_device # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi-4/lora_single_device # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: @@ -30,7 +30,8 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_tokenizer - path: /tmp/phi-4/tokenizer.model + vocab_path: /tmp/phi-4/vocab.json + merges_path: /tmp/phi-4/merges.txt max_seq_len: null # Checkpointer diff --git a/recipes/configs/phi4/mini_qlora_single_device.yaml b/recipes/configs/phi4/mini_qlora_single_device.yaml index 910a42b196..a50db30fdb 100644 --- a/recipes/configs/phi4/mini_qlora_single_device.yaml +++ b/recipes/configs/phi4/mini_qlora_single_device.yaml @@ -15,7 +15,7 @@ # # This config works only for training on single device. -output_dir: /tmp/torchtune/phi4/qlora_single_device # /tmp may be deleted by your system. Change it to your preference. +output_dir: /tmp/torchtune/phi-4/qlora_single_device # /tmp may be deleted by your system. Change it to your preference. # Model arguments model: @@ -30,7 +30,8 @@ model: # Tokenizer tokenizer: _component_: torchtune.models.phi4.phi4_tokenizer - path: /tmp/phi-4/tokenizer.model + vocab_path: /tmp/phi-4/vocab.json + merges_path: /tmp/phi-4/merges.txt max_seq_len: null # Checkpointer diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index d9f514f377..c1ba925cbc 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -40,7 +40,7 @@ def phi4() -> TransformerDecoder: norm_eps=1e-5, ) -def phi4_tokenizer(path: str, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: +def phi4_tokenizer(vocab_path: str, merges_path: str, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: """Phi4 (14B) tokenizer. Args: path (str): Path to the tiktoken tokenizer model. @@ -59,7 +59,7 @@ def phi4_tokenizer(path: str, special_tokens_path: Optional[str] = None, max_seq """ special_tokens = parse_hf_tokenizer_json(special_tokens_path) if special_tokens_path is not None else None template = _get_prompt_template(prompt_template) if prompt_template is not None else None - return Phi4MiniTokenizer(path=path, special_tokens=special_tokens, max_seq_len=max_seq_len, prompt_template=template) + return Phi4MiniTokenizer(vocab_path=vocab_path, merges_path=merges_path, special_tokens=special_tokens, max_seq_len=max_seq_len, prompt_template=template) def lora_phi4( From 18c0033a778907912601e04945f18651e8d5be7d Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 9 Feb 2025 01:25:25 +0300 Subject: [PATCH 15/50] fix docstring in tokenizer --- torchtune/modules/tokenizers/_gpt2.py | 25 ++++++++++++++----------- 1 file changed, 14 insertions(+), 11 deletions(-) diff --git a/torchtune/modules/tokenizers/_gpt2.py b/torchtune/modules/tokenizers/_gpt2.py index 77e0dcedd7..77fa3a849e 100644 --- a/torchtune/modules/tokenizers/_gpt2.py +++ b/torchtune/modules/tokenizers/_gpt2.py @@ -36,11 +36,12 @@ def bytes_to_unicode(): cs = [chr(n) for n in cs] return dict(zip(bs, cs)) -def get_pairs(word): +def get_pairs(word: tuple): """ Return set of symbol pairs in a word. - - Word is represented as tuple of symbols (symbols being variable-length strings). + + Args: + word (str): Word is represented as tuple of symbols (symbols being variable-length strings). """ pairs = set() prev_char = word[0] @@ -52,22 +53,24 @@ def get_pairs(word): class GPT2BaseTokenizer(BaseTokenizer): """ - A lightweight version of the base GPT2Tokenizer. + A lightweight version of the basic GPT2Tokenizer. Args: - path (str): Path to pretrained tokenizer checkpoint file. - name (str): Name of the tokenizer (used by tiktoken for identification). - pattern (str): Regex pattern used to split input text into chunks before passing - to byte-pair encoding. + vocab_path (str): Path to vocab.json file. + merges_path (str): Path to merges.txt file. + errors (str): Paradigm to follow when decoding. + unk_id (int): unkown token id. This can be present or absent in ``special_tokens``. bos_id (int): beginning-of-sequence token id. This can be present or absent in ``special_tokens``. eos_id (int): end-of-sequence token id. This can be present or absent in ``special_tokens``. + pad_id (int): padding token id. This can be present or absent in ``special_tokens``. + special_tokens (Dict[str, int]): Mapping of special tokens to their ids. Examples: - >>> tokenizer = TikTokenBaseTokenizer("/path/to/tt_model") - >>> tokenized_text = tokenizer.encode("Hello world!", add_bos=True, add_eos=True) + >>> tokenizer = GPT2BaseTokenizer("vocab.json", "merges.txt", "replace", 1, 1, 1, 1) + >>> tokenized_text = tokenizer.encode("Hello world!") >>> print(tokenized_text) - [1, 31587, 29644, 102, 2] + [1, 9906, 1917, 1] """ def __init__( From fc1d2dbf9d1b48667e27fa234738ef2886ee3834 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 9 Feb 2025 01:38:52 +0300 Subject: [PATCH 16/50] fix lint and docstrings --- .../models/phi4/test_phi4_tokenizer.py | 2 +- torchtune/models/phi4/_tokenizer.py | 21 +++-- torchtune/modules/tokenizers/__init__.py | 2 +- torchtune/modules/tokenizers/_gpt2.py | 76 ++++++++++++++----- .../training/checkpointing/_checkpointer.py | 1 - 5 files changed, 67 insertions(+), 35 deletions(-) diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py index 67378423c9..3e9c9601c4 100644 --- a/tests/torchtune/models/phi4/test_phi4_tokenizer.py +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -14,7 +14,7 @@ class TestPhi4MiniTokenizer: @pytest.fixture def tokenizer(self): - # Pretrained tiktoken model generated via the script in + # Pretrained tiktoken model generated via the script in # https://gist.github.com/ebsmothers/54b133dd87db6679b14318545aaa2de4 return phi4_tokenizer( path=str(ASSETS / "tiktoken_small.model"), diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 1f56c2edb9..7aa73daf4a 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -9,7 +9,7 @@ from torchtune.data._messages import Message from torchtune.data._prompt_templates import PromptTemplate from torchtune.data._utils import truncate -from torchtune.modules.tokenizers import ModelTokenizer, GPT2BaseTokenizer +from torchtune.modules.tokenizers import GPT2BaseTokenizer, ModelTokenizer from torchtune.modules.transforms import Transform PHI4_SPECIAL_TOKENS = { @@ -42,7 +42,8 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): TikToken tokenizer configured with Phi4 (14B) special tokens. Args: - path (str): Path to pretrained tokenizer file. + merges_path (str): Path to merges.txt file. + vocab_path (str): Path to vocab.json file. special_tokens (Optional[Dict[str, int]]): mapping containing special text tokens and their registered token IDs. If left as None, this will be set to the canonical Phi4 special tokens. @@ -59,7 +60,7 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): The extra text will still get tokenized as normal text, not as special tokens. Default is None. Examples: - >>> tokenizer = Phi4MiniTokenizer("/path/to/tiktoken_model") + >>> tokenizer = Phi4MiniTokenizer("vocab.json", "merges.txt") >>> tokenized_text = tokenizer.encode("Hello world!", add_bos=True, add_eos=True) >>> print(tokenized_text) [1, 31587, 29644, 102, 2] @@ -136,15 +137,15 @@ def decode(self, ids: List[int], skip_special_tokens: bool = True) -> str: else: ids_for_decode.append(token_id) return self.tt_model.decode(ids_for_decode) - + def _tokenize_header(self, role: str): tokenized_messages = [] tokenized_messages.append(self.special_tokens["<|im_start|>"]) encoded = self.encode( - role, - add_bos=False, - add_eos=False, - trim_leading_whitespace=True, + role, + add_bos=False, + add_eos=False, + trim_leading_whitespace=True, ) tokenized_messages.extend(encoded) @@ -217,9 +218,7 @@ def tokenize_messages( # Add special tokens tokenized_header = self._tokenize_header(message.role) - tokenized_messages.extend( - tokenized_header - ) + tokenized_messages.extend(tokenized_header) # Minus 1, because the len(tokenized_header) is bigger then 1. mask.extend([message.masked] * (len(tokenized_header) - 1)) diff --git a/torchtune/modules/tokenizers/__init__.py b/torchtune/modules/tokenizers/__init__.py index 454d567532..ccc61b1880 100644 --- a/torchtune/modules/tokenizers/__init__.py +++ b/torchtune/modules/tokenizers/__init__.py @@ -4,9 +4,9 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. +from ._gpt2 import GPT2BaseTokenizer from ._sentencepiece import SentencePieceBaseTokenizer from ._tiktoken import TikTokenBaseTokenizer -from ._gpt2 import GPT2BaseTokenizer from ._utils import ( BaseTokenizer, ModelTokenizer, diff --git a/torchtune/modules/tokenizers/_gpt2.py b/torchtune/modules/tokenizers/_gpt2.py index 77fa3a849e..51bc8688e2 100644 --- a/torchtune/modules/tokenizers/_gpt2.py +++ b/torchtune/modules/tokenizers/_gpt2.py @@ -4,27 +4,31 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. -from typing import Dict, Iterator, List - import json import re -from torchtune.modules.tokenizers._utils import BaseTokenizer from functools import lru_cache +from typing import List + +from torchtune.modules.tokenizers._utils import BaseTokenizer # Constants controlling encode logic MAX_ENCODE_CHARS = 400_000 MAX_NO_WHITESPACE_CHARS = 25_000 + @lru_cache() def bytes_to_unicode(): """ Returns list of utf-8 byte and a mapping to unicode strings. We specifically avoids mapping to whitespace/control characters the bpe code barfs on. - This is standard implementation based on: https://github.com/huggingface/transformers/blob/6b550462139655d488d4c663086a63e98713c6b9/src/transformers/models/gpt2/tokenization_gpt2.py#L36 + This is standard implementation based on: + https://github.com/huggingface/transformers/blob/6b550462139655d488d4c663086a63e98713c6b9/src/transformers/models/gpt2/tokenization_gpt2.py#L36 """ bs = ( - list(range(ord("!"), ord("~") + 1)) + list(range(ord("¡"), ord("¬") + 1)) + list(range(ord("®"), ord("ÿ") + 1)) + list(range(ord("!"), ord("~") + 1)) + + list(range(ord("¡"), ord("¬") + 1)) + + list(range(ord("®"), ord("ÿ") + 1)) ) cs = bs[:] n = 0 @@ -36,12 +40,14 @@ def bytes_to_unicode(): cs = [chr(n) for n in cs] return dict(zip(bs, cs)) -def get_pairs(word: tuple): + +def get_pairs(word: tuple) -> set: """ - Return set of symbol pairs in a word. - Args: - word (str): Word is represented as tuple of symbols (symbols being variable-length strings). + word (tuple): Word is represented as tuple of symbols (symbols being variable-length strings). + + Returns: + set of symbol pairs in a word. """ pairs = set() prev_char = word[0] @@ -64,7 +70,6 @@ class GPT2BaseTokenizer(BaseTokenizer): eos_id (int): end-of-sequence token id. This can be present or absent in ``special_tokens``. pad_id (int): padding token id. This can be present or absent in ``special_tokens``. - special_tokens (Dict[str, int]): Mapping of special tokens to their ids. Examples: >>> tokenizer = GPT2BaseTokenizer("vocab.json", "merges.txt", "replace", 1, 1, 1, 1) @@ -97,18 +102,29 @@ def __init__( # Should have added re.IGNORECASE so BPE merges can happen for capitalized versions of contractions # We do not use external regex library, so this is slightly modified version of the original line - self.pat = re.compile(r"""'s|'t|'re|'ve|'m|'ll|'d| ?[^\W\d_]+| ?\d+| ?[^\s\W\d_]+|\s+(?!\S)|\s+""") + self.pat = re.compile( + r"""'s|'t|'re|'ve|'m|'ll|'d| ?[^\W\d_]+| ?\d+| ?[^\s\W\d_]+|\s+(?!\S)|\s+""" + ) - self.unk_id = unk_id - self.bos_id = bos_id - self.eos_id = eos_id + self.unk_id = unk_id + self.bos_id = bos_id + self.eos_id = eos_id self.pad_id = pad_id @property - def vocab_size(self): + def vocab_size(self) -> int: return len(self.encoder) - def bpe(self, token): + def bpe(self, token: str) -> str: + """ + Returns pair for the given token. + + Args: + token (str): Passed token. + + Returns: + Pair token for the give token. + """ if token in self.cache: return self.cache[token] word = tuple(token) @@ -154,18 +170,25 @@ def _tokenize( self, text: str, ) -> List[int]: - """Tokenize a string.""" + """ + Tokenize, but not encode given text. + + Args: + text (str): text to tokenize + + Returns: + BPE Tokens. + """ bpe_tokens = [] for token in re.findall(self.pat, text): token = "".join( self.byte_encoder[b] for b in token.encode("utf-8") ) # Maps all our bytes to unicode strings, avoiding control tokens of the BPE (spaces in our case) bpe_tokens.extend(bpe_token for bpe_token in self.bpe(token).split(" ")) - + return bpe_tokens - - def _convert_token_to_id(self, token): - """Converts a token (str) in an id using the vocab.""" + + def _convert_token_to_id(self, token: str): return self.encoder.get(token, self.encoder.get(self.unk_id)) def encode( @@ -174,6 +197,17 @@ def encode( add_bos: bool = True, add_eos: bool = True, ): + """ + Tokenize and encode given text. + + Args: + text (str): text to encode. + add_bos (bool): True if bos token must be added. + add_eos (bool): True if eos token must be added. + + Returns: + Tokenized and encoded text. + """ bpe_tokens = list(map(self._convert_token_to_id, self._tokenize(text))) if add_bos: diff --git a/torchtune/training/checkpointing/_checkpointer.py b/torchtune/training/checkpointing/_checkpointer.py index 6ee621c1b5..6b5294c676 100644 --- a/torchtune/training/checkpointing/_checkpointer.py +++ b/torchtune/training/checkpointing/_checkpointer.py @@ -1362,4 +1362,3 @@ def callback( msg="The full model checkpoint, including all the weights and configurations, has been saved successfully " "by the DistributedCheckpointer. You can now use this checkpoint for further training.", ) - \ No newline at end of file From 99a1ce5223de914a4ae90dbdb1849f1715cdebb4 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 9 Feb 2025 01:47:47 +0300 Subject: [PATCH 17/50] fix lint and docstrings --- tests/torchtune/modules/tokenizers/test_gpt2.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 tests/torchtune/modules/tokenizers/test_gpt2.py diff --git a/tests/torchtune/modules/tokenizers/test_gpt2.py b/tests/torchtune/modules/tokenizers/test_gpt2.py new file mode 100644 index 0000000000..e69de29bb2 From ce626a4b75cb0287e858ee869c0a097867b8a345 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 9 Feb 2025 02:09:06 +0300 Subject: [PATCH 18/50] cover gpt2 tokenizer with test --- .../torchtune/modules/tokenizers/test_gpt2.py | 56 +++++++++++++++++++ 1 file changed, 56 insertions(+) diff --git a/tests/torchtune/modules/tokenizers/test_gpt2.py b/tests/torchtune/modules/tokenizers/test_gpt2.py index e69de29bb2..2e69aa6a80 100644 --- a/tests/torchtune/modules/tokenizers/test_gpt2.py +++ b/tests/torchtune/modules/tokenizers/test_gpt2.py @@ -0,0 +1,56 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +import pytest + +from tests.common import ASSETS +from torchtune.modules.tokenizers import GPT2BaseTokenizer + + +class TestGPT2BaseTokenizer: + @pytest.fixture + def tokenizer(self): + tokenizer = GPT2BaseTokenizer(ASSETS / "tiny_vocab.json", ASSETS / "tiny_bpe_merges.txt", "replace", 1, 1, 1, 1) + return tokenizer + + def test_encode(self, tokenizer): + assert tokenizer.encode("Hello world!") == [ + tokenizer.bos_id, + 2, + 3, + 4, + 5, + tokenizer.eos_id, + ] + assert tokenizer.encode("Hello world!", add_eos=False) == [ + tokenizer.bos_id, + 2, + 3, + 4, + 5, + ] + assert tokenizer.encode("Hello world!", add_bos=False) == [ + 2, + 3, + 4, + 5, + tokenizer.eos_id, + ] + assert tokenizer.encode("Hello world!", add_eos=False, add_bos=False) == [ + 2, + 3, + 4, + 5, + ] + + def test_token_ids(self, tokenizer): + assert tokenizer.eos_id == 1 + assert tokenizer.pad_id == 1 + assert tokenizer.bos_id == 1 + assert tokenizer.unk_id == 1 + + def test_tokenizer_vocab_size(self, tokenizer): + assert tokenizer.vocab_size == 4 From e3768eec824c3aaf15335d0780fb6ac049fcd6a1 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 9 Feb 2025 02:09:49 +0300 Subject: [PATCH 19/50] fix lint --- tests/torchtune/modules/tokenizers/test_gpt2.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/tests/torchtune/modules/tokenizers/test_gpt2.py b/tests/torchtune/modules/tokenizers/test_gpt2.py index 2e69aa6a80..5240ede536 100644 --- a/tests/torchtune/modules/tokenizers/test_gpt2.py +++ b/tests/torchtune/modules/tokenizers/test_gpt2.py @@ -13,7 +13,15 @@ class TestGPT2BaseTokenizer: @pytest.fixture def tokenizer(self): - tokenizer = GPT2BaseTokenizer(ASSETS / "tiny_vocab.json", ASSETS / "tiny_bpe_merges.txt", "replace", 1, 1, 1, 1) + tokenizer = GPT2BaseTokenizer( + ASSETS / "tiny_vocab.json", + ASSETS / "tiny_bpe_merges.txt", + "replace", + 1, + 1, + 1, + 1, + ) return tokenizer def test_encode(self, tokenizer): From c84c74c3d805d40e9625598ba58b110067799b3a Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 9 Feb 2025 02:38:02 +0300 Subject: [PATCH 20/50] fix phi4tokenizer tests --- .../models/phi4/test_phi4_tokenizer.py | 84 +++++++++++-------- torchtune/models/phi4/_model_builders.py | 4 +- torchtune/models/phi4/_tokenizer.py | 42 +++++++--- 3 files changed, 78 insertions(+), 52 deletions(-) diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py index 3e9c9601c4..211e91dd57 100644 --- a/tests/torchtune/models/phi4/test_phi4_tokenizer.py +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -23,22 +23,18 @@ def tokenizer(self): @pytest.fixture def expected_tokens(self): # fmt: off - tokens = [ - 100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, 10, - 100264, 115, 121, 322, 398, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, - 958, 99, 445, 98, 300, 258, 256, 281, - 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, 1080, 116, 300, 262, 1249, - 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, - 71, 1414, 534, 258, 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, - 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, - 100264, 115, 121, 322, 398, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, 505, - 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, - 776, 1341, 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, 1229, - 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, 783, 1803, 636, 277, - 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, - 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, - 531, 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, 100257 - ] # noqa + tokens = [100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, 10, 100264, + 477, 273, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, 99, 445, 98, 300, 258, 256, 281, + 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, 1080, 116, 300, 262, 1249, + 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, 258, 1759, 511, 355, 285, 875, 550, 102, + 1546, 265, 105, 111, 340, 10, 35, 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, 100264, 520, 511, 446, + 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, 505, 944, 874, 903, 1585, 616, 345, 1528, 115, + 284, 1749, 803, 46, 270, 776, 1341, 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, + 1402, 97, 356, 446, 115, 284, 1229, 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, + 262, 739, 1886, 284, 783, 1803, 636, 277, 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, + 630, 346, 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, + 531, 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, + 100265] # noqa return tokens # fmt: on @@ -64,9 +60,11 @@ def test_tokenize_messages(self, tokenizer, expected_tokens): ] tokens, mask = tokenizer.tokenize_messages(messages, add_eos=True) - expected_mask = [True] * 93 + [False] * 127 + expected_mask = [True] * 101 + [False] * 131 assert expected_tokens == tokens assert expected_mask == mask + + def test_tokenize_messages_no_system_prompt(self, tokenizer): messages = [ @@ -93,26 +91,21 @@ def test_tokenize_messages_no_system_prompt(self, tokenizer): ) # fmt: off - expected_tokens = [ - 100257, 100264, 115, 121, 322, 398, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, - 99, 445, 98, 300, 258, 256, 281, 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, - 512, 1080, 116, 300, 262, 1249, 524, 340, - 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, 258, 1759, - 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, - 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, 100264, 115, 121, 322, 398, - 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, - 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, - 270, 776, 1341, 258, 1279, 641, 563, 275, 469, 573, - 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, 1229, 1581, 282, - 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, - 739, 1886, 284, 783, 1803, 636, 277, 268, 117, 316, - 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, - 274, 913, 601, 359, 300, 44, 335, 834, 335, 531, - 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, 100257 - ] # noqa + expected_tokens = [100257, 100264, 477, 273, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, 99, 445, + 98, 300, 258, 256, 281, 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, + 512, 1080, 116, 300, 262, 1249, 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, + 258, 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, 35, 35, 408, 300, 112, + 279, 316, 1037, 100266, 10, 100264, 520, 511, 446, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, + 1528, 319, 995, 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, 776, 1341, + 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, + 1229, 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, + 783, 1803, 636, 277, 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, + 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, + 531, 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, + 100265] # noqa # fmt: on - expected_mask = [True] * 81 + [False] * 127 + expected_mask = [True] * 84 + [False] * 131 assert expected_tokens == tokens assert expected_mask == mask @@ -143,7 +136,24 @@ def test_tokenize_message_drop_eos(self, tokenizer, expected_tokens): tokens, mask = tokenizer.tokenize_messages(messages, add_eos=False) - expected_mask = [True] * 93 + [False] * 126 + # fmt: off + expected_tokens = \ + [100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, + 10, 100264, 477, 273, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, 99, 445, 98, + 300, 258, 256, 281, 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, + 1080, 116, 300, 262, 1249, 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, 258, + 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, 35, 35, 408, 300, 112, 279, + 316, 1037, 100266, 10, 100264, 520, 511, 446, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, + 319, 995, 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, 776, 1341, 258, + 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, 1229, + 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, 783, + 1803, 636, 277, 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, + 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, 531, + 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, + 100265] # noqa + # fmt: on + + expected_mask = [True] * 101 + [False] * 130 # Drop eos token. assert expected_tokens[:-1] == tokens - assert expected_mask == mask + assert expected_mask == mask \ No newline at end of file diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index c1ba925cbc..2b39df8026 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -40,7 +40,7 @@ def phi4() -> TransformerDecoder: norm_eps=1e-5, ) -def phi4_tokenizer(vocab_path: str, merges_path: str, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: +def phi4_tokenizer(vocab_path: str = None, merges_path: str = None, path: str = None, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: """Phi4 (14B) tokenizer. Args: path (str): Path to the tiktoken tokenizer model. @@ -59,7 +59,7 @@ def phi4_tokenizer(vocab_path: str, merges_path: str, special_tokens_path: Optio """ special_tokens = parse_hf_tokenizer_json(special_tokens_path) if special_tokens_path is not None else None template = _get_prompt_template(prompt_template) if prompt_template is not None else None - return Phi4MiniTokenizer(vocab_path=vocab_path, merges_path=merges_path, special_tokens=special_tokens, max_seq_len=max_seq_len, prompt_template=template) + return Phi4MiniTokenizer(vocab_path=vocab_path, merges_path=merges_path, path=path, special_tokens=special_tokens, max_seq_len=max_seq_len, prompt_template=template) def lora_phi4( diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 7aa73daf4a..5c66810101 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -9,7 +9,7 @@ from torchtune.data._messages import Message from torchtune.data._prompt_templates import PromptTemplate from torchtune.data._utils import truncate -from torchtune.modules.tokenizers import GPT2BaseTokenizer, ModelTokenizer +from torchtune.modules.tokenizers import GPT2BaseTokenizer, TikTokenBaseTokenizer, ModelTokenizer from torchtune.modules.transforms import Transform PHI4_SPECIAL_TOKENS = { @@ -60,7 +60,7 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): The extra text will still get tokenized as normal text, not as special tokens. Default is None. Examples: - >>> tokenizer = Phi4MiniTokenizer("vocab.json", "merges.txt") + >>> tokenizer = Phi4MiniTokenizer(vocab_path="vocab.json", merges_path="merges.txt") >>> tokenized_text = tokenizer.encode("Hello world!", add_bos=True, add_eos=True) >>> print(tokenized_text) [1, 31587, 29644, 102, 2] @@ -68,8 +68,9 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): def __init__( self, - merges_path: str, - vocab_path: str, + path: str = None, + merges_path: str = None, + vocab_path: str = None, special_tokens: Optional[Dict[str, int]] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[PromptTemplate] = None, @@ -90,15 +91,27 @@ def __init__( self.prompt_template = prompt_template - self.tt_model = GPT2BaseTokenizer( - vocab_path, - merges_path, - "replace", - self.eos_id, - self.bos_id, - self.eos_id, - self.pad_id, - ) + if path is None: + self.tt_model = GPT2BaseTokenizer( + vocab_path, + merges_path, + "replace", + self.eos_id, + self.bos_id, + self.eos_id, + self.pad_id, + ) + else: + # To be still flexible at the point of tokenizer.model + self.tt_model = TikTokenBaseTokenizer( + path, + "phi4_tiktoken", + CL100K_PATTERN, + bos_id=self.bos_id, + eos_id=self.eos_id, + special_tokens=self.special_tokens, + ) + @property def vocab_size(self): @@ -215,6 +228,9 @@ def tokenize_messages( tokenized_messages.append(self.bos_id) mask.append(message.masked) + if message.role == "assistant": + end_of_turn = True + # Add special tokens tokenized_header = self._tokenize_header(message.role) From cbc5ca108df7221c3e1eb631fb6f13c780b6f4e9 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Sun, 9 Feb 2025 02:38:38 +0300 Subject: [PATCH 21/50] fix tests --- tests/assets/tiny_vocab.json | 6 ++++++ 1 file changed, 6 insertions(+) create mode 100644 tests/assets/tiny_vocab.json diff --git a/tests/assets/tiny_vocab.json b/tests/assets/tiny_vocab.json new file mode 100644 index 0000000000..ba2e63b6ff --- /dev/null +++ b/tests/assets/tiny_vocab.json @@ -0,0 +1,6 @@ +{ + "H": 2, + "ell": 3, + "o": 4, + "Ġworld": 5 +} \ No newline at end of file From dc64290e4f47506d8ef0c69b9438d0130e3e3ba1 Mon Sep 17 00:00:00 2001 From: Mark <75219117+krammnic@users.noreply.github.com> Date: Mon, 10 Feb 2025 11:45:14 +0300 Subject: [PATCH 22/50] Update torchtune/models/phi4/_model_builders.py Co-authored-by: ebsmothers --- torchtune/models/phi4/_model_builders.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index 2b39df8026..eec08ef20d 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -13,7 +13,7 @@ """ Model builders build specific instantiations using component builders. For example -the ``phi4`` model builder uses the ``phi4`` component builder. +the ``phi4`` model builder uses the ``phi3`` component builder. """ From 46bede4e400ed4f0f39406d79695595d11bb1a6e Mon Sep 17 00:00:00 2001 From: Mark <75219117+krammnic@users.noreply.github.com> Date: Mon, 10 Feb 2025 11:48:36 +0300 Subject: [PATCH 23/50] Update torchtune/models/phi4/_model_builders.py Co-authored-by: ebsmothers --- torchtune/models/phi4/_model_builders.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index eec08ef20d..ce17edc54d 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -55,7 +55,7 @@ def phi4_tokenizer(vocab_path: str = None, merges_path: str = None, path: str = prepend/append tags. Returns: - Phi4MiniTikTokenTokenizer: Instantiation of the TikToken tokenizer. + Phi4MiniTokenizer: Instantiation of the Phi-4 Mini tokenizer. """ special_tokens = parse_hf_tokenizer_json(special_tokens_path) if special_tokens_path is not None else None template = _get_prompt_template(prompt_template) if prompt_template is not None else None From cc367005fb930b6b249345cb5a61ca5bb958013d Mon Sep 17 00:00:00 2001 From: Mark <75219117+krammnic@users.noreply.github.com> Date: Mon, 10 Feb 2025 12:01:30 +0300 Subject: [PATCH 24/50] Update torchtune/modules/tokenizers/_gpt2.py Co-authored-by: ebsmothers --- torchtune/modules/tokenizers/_gpt2.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torchtune/modules/tokenizers/_gpt2.py b/torchtune/modules/tokenizers/_gpt2.py index 51bc8688e2..5f27a826c5 100644 --- a/torchtune/modules/tokenizers/_gpt2.py +++ b/torchtune/modules/tokenizers/_gpt2.py @@ -123,7 +123,7 @@ def bpe(self, token: str) -> str: token (str): Passed token. Returns: - Pair token for the give token. + Pair token for the given token. """ if token in self.cache: return self.cache[token] From c9a483c4322d59ab86d3c6a53830ccd17988a8d0 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 13:22:27 +0300 Subject: [PATCH 25/50] fix eval configs --- recipes/configs/phi3/evaluation.yaml | 6 +++--- recipes/configs/phi4/evaluation.yaml | 2 +- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/recipes/configs/phi3/evaluation.yaml b/recipes/configs/phi3/evaluation.yaml index 3324cc3c72..1b7f171a47 100644 --- a/recipes/configs/phi3/evaluation.yaml +++ b/recipes/configs/phi3/evaluation.yaml @@ -7,12 +7,12 @@ output_dir: ./ # Not needed # Model Arguments model: - _component_: torchtune.models.phi4.phi4 + _component_: torchtune.models.phi3.phi3_mini # Checkpointer checkpointer: _component_: torchtune.training.FullModelHFCheckpointer - checkpoint_dir: /tmp/phi-4 + checkpoint_dir: /tmp/phi-3 checkpoint_files: [ model-00001-of-00002.safetensors, model-00002-of-00002.safetensors @@ -24,7 +24,7 @@ resume_from_checkpoint: False # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_tokenizer + _component_: torchtune.models.phi3.phi3_mini_tokenizer path: /tmp/phi-4/tokenizer.model max_seq_len: null diff --git a/recipes/configs/phi4/evaluation.yaml b/recipes/configs/phi4/evaluation.yaml index 90c75c46f6..c209bdace9 100644 --- a/recipes/configs/phi4/evaluation.yaml +++ b/recipes/configs/phi4/evaluation.yaml @@ -1,7 +1,7 @@ # Config for EleutherEvalRecipe in eleuther_eval.py # # To launch, run the following command: -# tune run eleuther_eval --config phi3/evaluation +# tune run eleuther_eval --config phi4/evaluation output_dir: ./ # Not needed From c1b63943d9eb999ceea641d2d11d5cfee33c3364 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 13:33:44 +0300 Subject: [PATCH 26/50] remove nnodes from configs --- recipes/configs/phi4/mini_lora.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/recipes/configs/phi4/mini_lora.yaml b/recipes/configs/phi4/mini_lora.yaml index 0d7b5da622..37d30a3384 100644 --- a/recipes/configs/phi4/mini_lora.yaml +++ b/recipes/configs/phi4/mini_lora.yaml @@ -6,12 +6,12 @@ # tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # To launch on 2 devices, run the following command from root: -# tune run --nnodes 1 --nproc_per_node 2 lora_finetune_distributed --config phi4/mini_lora +# tune run --nproc_per_node 2 lora_finetune_distributed --config phi4/mini_lora # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run --nnodes 1 --nproc_per_node 2 lora_finetune_distributed --config phi4/mini_lora checkpointer.checkpoint_dir= +# tune run --nproc_per_node 2 lora_finetune_distributed --config phi4/mini_lora checkpointer.checkpoint_dir= # # This config works best when the model is being fine-tuned on 2+ GPUs. # For single device LoRA finetuning please use mini_lora_single_device.yaml From 47dd7498c226cb1bc884c3a9182d0b6841b21664 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 13:43:39 +0300 Subject: [PATCH 27/50] naming fixes --- torchtune/models/phi4/_model_builders.py | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index ce17edc54d..842753d7cb 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -21,10 +21,6 @@ def phi4() -> TransformerDecoder: """ Builder for creating the Phi4 (14B) Instruct Model. - Note: - This model does not currently support 128K context length nor optimizations - such as sliding window attention. - Returns: TransformerDecoder: Instantiation of Phi4 (14B) Instruct Model """ @@ -55,7 +51,7 @@ def phi4_tokenizer(vocab_path: str = None, merges_path: str = None, path: str = prepend/append tags. Returns: - Phi4MiniTokenizer: Instantiation of the Phi-4 Mini tokenizer. + Phi4MiniTokenizer: Instantiation of the Phi-4 (14B) tokenizer. """ special_tokens = parse_hf_tokenizer_json(special_tokens_path) if special_tokens_path is not None else None template = _get_prompt_template(prompt_template) if prompt_template is not None else None From 146cac34339f21b9e8b67b6de0eba43cb33301d5 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 13:55:19 +0300 Subject: [PATCH 28/50] fix lint --- tests/assets/tiny_vocab.json | 4 ++-- tests/torchtune/models/phi4/test_phi4_tokenizer.py | 11 +++++------ torchtune/models/phi4/_tokenizer.py | 8 ++++++-- 3 files changed, 13 insertions(+), 10 deletions(-) diff --git a/tests/assets/tiny_vocab.json b/tests/assets/tiny_vocab.json index ba2e63b6ff..2b7bed9b41 100644 --- a/tests/assets/tiny_vocab.json +++ b/tests/assets/tiny_vocab.json @@ -1,6 +1,6 @@ { "H": 2, - "ell": 3, + "ell": 3, "o": 4, "Ġworld": 5 -} \ No newline at end of file +} diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py index 211e91dd57..ef64942491 100644 --- a/tests/torchtune/models/phi4/test_phi4_tokenizer.py +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -4,6 +4,8 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. +# flake8: noqa: E128 + import pytest from tests.common import ASSETS @@ -35,8 +37,8 @@ def expected_tokens(self): 630, 346, 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, 531, 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, 100265] # noqa - return tokens # fmt: on + return tokens def test_tokenize_messages(self, tokenizer, expected_tokens): messages = [ @@ -63,8 +65,6 @@ def test_tokenize_messages(self, tokenizer, expected_tokens): expected_mask = [True] * 101 + [False] * 131 assert expected_tokens == tokens assert expected_mask == mask - - def test_tokenize_messages_no_system_prompt(self, tokenizer): messages = [ @@ -137,8 +137,7 @@ def test_tokenize_message_drop_eos(self, tokenizer, expected_tokens): tokens, mask = tokenizer.tokenize_messages(messages, add_eos=False) # fmt: off - expected_tokens = \ - [100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, + expected_tokens = [100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, 10, 100264, 477, 273, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, 99, 445, 98, 300, 258, 256, 281, 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, 1080, 116, 300, 262, 1249, 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, 258, @@ -156,4 +155,4 @@ def test_tokenize_message_drop_eos(self, tokenizer, expected_tokens): expected_mask = [True] * 101 + [False] * 130 # Drop eos token. assert expected_tokens[:-1] == tokens - assert expected_mask == mask \ No newline at end of file + assert expected_mask == mask diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 5c66810101..87ccfda544 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -9,7 +9,11 @@ from torchtune.data._messages import Message from torchtune.data._prompt_templates import PromptTemplate from torchtune.data._utils import truncate -from torchtune.modules.tokenizers import GPT2BaseTokenizer, TikTokenBaseTokenizer, ModelTokenizer +from torchtune.modules.tokenizers import ( + GPT2BaseTokenizer, + ModelTokenizer, + TikTokenBaseTokenizer, +) from torchtune.modules.transforms import Transform PHI4_SPECIAL_TOKENS = { @@ -42,6 +46,7 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): TikToken tokenizer configured with Phi4 (14B) special tokens. Args: + path (str): Path to tokenizer.model file. merges_path (str): Path to merges.txt file. vocab_path (str): Path to vocab.json file. special_tokens (Optional[Dict[str, int]]): mapping containing special text tokens and @@ -112,7 +117,6 @@ def __init__( special_tokens=self.special_tokens, ) - @property def vocab_size(self): return self.tt_model.vocab_size From 6e50261eb69d024a659dac4a435ba088e09124fd Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 15:50:39 +0300 Subject: [PATCH 29/50] fixes --- tests/assets/merges.txt | 100001 +++++++++++++++ tests/assets/vocab.json | 1 + .../models/phi4/test_phi4_tokenizer.py | 83 +- .../torchtune/modules/tokenizers/test_gpt2.py | 18 +- torchtune/models/phi4/_model_builders.py | 2 +- torchtune/models/phi4/_tokenizer.py | 47 +- torchtune/modules/tokenizers/__init__.py | 2 - .../modules/transforms/tokenizers/__init__.py | 9 + .../{ => transforms}/tokenizers/_gpt2.py | 45 +- 9 files changed, 100087 insertions(+), 121 deletions(-) create mode 100644 tests/assets/merges.txt create mode 100644 tests/assets/vocab.json create mode 100644 torchtune/modules/transforms/tokenizers/__init__.py rename torchtune/modules/{ => transforms}/tokenizers/_gpt2.py (86%) diff --git a/tests/assets/merges.txt b/tests/assets/merges.txt new file mode 100644 index 0000000000..354558edcd --- /dev/null +++ b/tests/assets/merges.txt @@ -0,0 +1,100001 @@ +#version: 0.2 +Ġ Ġ +ĠĠ ĠĠ +i n +Ġ t +ĠĠĠĠ ĠĠĠĠ +e r +ĠĠ Ġ +o n +Ġ a +r e +a t +s t +e n +o r +Ġt h +Ċ Ċ +Ġ c +l e +Ġ s +i t +a n +a r +a l +Ġth e +; Ċ +Ġ p +Ġ f +o u +Ġ = +i s +ĠĠĠĠ ĠĠĠ +in g +e s +Ġ w +i on +e d +i c +Ġ b +Ġ d +e t +Ġ m +Ġ o +ĉ ĉ +r o +a s +e l +c t +n d +Ġ in +Ġ h +en t +i d +Ġ n +a m +ĠĠĠĠĠĠĠĠ ĠĠĠ +Ġt o +Ġ re +- - +Ġ { +Ġo f +o m +) ;Ċ +i m +č Ċ +Ġ ( +i l +/ / +Ġa nd +u r +s e +Ġ l +e x +Ġ S +a d +Ġ " +c h +u t +i f +* * +Ġ } +e m +o l +ĠĠĠĠĠĠĠĠ ĠĠĠĠĠĠĠĠ +t h +) Ċ +Ġ{ Ċ +Ġ g +i g +i v +, Ċ +c e +o d +Ġ v +at e +Ġ T +a g +a y +Ġ * +o t +u s +Ġ C +Ġ st +Ġ I +u n +u l +u e +Ġ A +o w +Ġ ' +e w +Ġ < +at ion +( ) +Ġf or +a b +or t +u m +am e +Ġ is +p e +t r +c k +â Ģ +Ġ y +i st +-- -- +. 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diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py index ef64942491..b8996b51b3 100644 --- a/tests/torchtune/models/phi4/test_phi4_tokenizer.py +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -19,24 +19,14 @@ def tokenizer(self): # Pretrained tiktoken model generated via the script in # https://gist.github.com/ebsmothers/54b133dd87db6679b14318545aaa2de4 return phi4_tokenizer( - path=str(ASSETS / "tiktoken_small.model"), + vocab_path=(ASSETS / "vocab.json"), + merges_path=(ASSETS / "merges.txt"), ) @pytest.fixture def expected_tokens(self): # fmt: off - tokens = [100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, 10, 100264, - 477, 273, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, 99, 445, 98, 300, 258, 256, 281, - 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, 1080, 116, 300, 262, 1249, - 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, 258, 1759, 511, 355, 285, 875, 550, 102, - 1546, 265, 105, 111, 340, 10, 35, 35, 35, 408, 300, 112, 279, 316, 1037, 100266, 10, 100264, 520, 511, 446, - 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, 319, 995, 505, 944, 874, 903, 1585, 616, 345, 1528, 115, - 284, 1749, 803, 46, 270, 776, 1341, 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, - 1402, 97, 356, 446, 115, 284, 1229, 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, - 262, 739, 1886, 284, 783, 1803, 636, 277, 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, - 630, 346, 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, - 531, 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, - 100265] # noqa + tokens = [100257, 100264, 9125, 100265, 198, 2675, 527, 264, 11190, 18328, 100266, 198, 100264, 882, 100265, 198, 14149, 28514, 374, 279, 1888, 6875, 100266, 198, 100264, 78191, 100265, 198, 9642, 433, 374, 100266, 198, 100265] # fmt: on return tokens @@ -45,45 +35,30 @@ def test_tokenize_messages(self, tokenizer, expected_tokens): Message(role="system", content="You are a helpful assistant", masked=True), Message( role="user", - content="Below is an instruction that describes a task. Write a response " - "that appropriately completes the request.\n\n### Instruction:\nGenerate " - "a realistic dating profile bio.\n\n### Response:\n", + content="Pytorch is the best library!", masked=True, ), Message( role="assistant", - content="I'm an outgoing and friendly person who loves spending time with " - "friends and family. I'm also a big-time foodie and love trying out new " - "restaurants and different cuisines. I'm a big fan of the arts and enjoy " - "going to museums and galleries. I'm looking for someone who shares my " - "interest in exploring new places, as well as someone who appreciates a " - "good conversation over coffee.", + content="Yes, it is!", ), ] tokens, mask = tokenizer.tokenize_messages(messages, add_eos=True) - expected_mask = [True] * 101 + [False] * 131 + expected_mask = [True] * 24 + [False] * 10 assert expected_tokens == tokens assert expected_mask == mask def test_tokenize_messages_no_system_prompt(self, tokenizer): messages = [ - Message(role="system", content="You are a helpful assistant", masked=True), Message( role="user", - content="Below is an instruction that describes a task. Write a response " - "that appropriately completes the request.\n\n### Instruction:\nGenerate " - "a realistic dating profile bio.\n\n### Response:\n", + content="Pytorch is the best library!", masked=True, ), Message( role="assistant", - content="I'm an outgoing and friendly person who loves spending time with " - "friends and family. I'm also a big-time foodie and love trying out new " - "restaurants and different cuisines. I'm a big fan of the arts and enjoy " - "going to museums and galleries. I'm looking for someone who shares my " - "interest in exploring new places, as well as someone who appreciates a " - "good conversation over coffee.", + content="Yes, it is!", ), ] tokens, mask = tokenizer.tokenize_messages( @@ -91,21 +66,10 @@ def test_tokenize_messages_no_system_prompt(self, tokenizer): ) # fmt: off - expected_tokens = [100257, 100264, 477, 273, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, 99, 445, - 98, 300, 258, 256, 281, 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, - 512, 1080, 116, 300, 262, 1249, 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, - 258, 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, 35, 35, 408, 300, 112, - 279, 316, 1037, 100266, 10, 100264, 520, 511, 446, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, - 1528, 319, 995, 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, 776, 1341, - 258, 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, - 1229, 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, - 783, 1803, 636, 277, 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, - 531, 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, - 531, 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, - 100265] # noqa + expected_tokens = [100257, 100264, 882, 100265, 198, 14149, 28514, 374, 279, 1888, 6875, 100266, 198, 100264, 78191, 100265, 198, 9642, 433, 374, 100266, 198, 100265] # fmt: on - expected_mask = [True] * 84 + [False] * 131 + expected_mask = [True] * 13 + [False] * 10 assert expected_tokens == tokens assert expected_mask == mask @@ -118,41 +82,22 @@ def test_tokenize_message_drop_eos(self, tokenizer, expected_tokens): Message(role="system", content="You are a helpful assistant", masked=True), Message( role="user", - content="Below is an instruction that describes a task. Write a response " - "that appropriately completes the request.\n\n### Instruction:\nGenerate " - "a realistic dating profile bio.\n\n### Response:\n", + content="Pytorch is the best library!", masked=True, ), Message( role="assistant", - content="I'm an outgoing and friendly person who loves spending time with " - "friends and family. I'm also a big-time foodie and love trying out new " - "restaurants and different cuisines. I'm a big fan of the arts and enjoy " - "going to museums and galleries. I'm looking for someone who shares my " - "interest in exploring new places, as well as someone who appreciates a " - "good conversation over coffee.", + content="Yes, it is!", ), ] tokens, mask = tokenizer.tokenize_messages(messages, add_eos=False) # fmt: off - expected_tokens = [100257, 100264, 115, 121, 322, 398, 100265, 10, 1539, 470, 258, 1444, 933, 1940, 511, 446, 100266, - 10, 100264, 477, 273, 100265, 10, 66, 478, 299, 351, 362, 292, 1160, 117, 807, 334, 958, 99, 445, 98, - 300, 258, 256, 281, 107, 46, 411, 114, 561, 258, 1156, 279, 316, 334, 604, 337, 112, 445, 1827, 512, - 1080, 116, 300, 262, 1249, 524, 340, 10, 35, 35, 35, 828, 1160, 117, 807, 1037, 71, 1414, 534, 258, - 1759, 511, 355, 285, 875, 550, 102, 1546, 265, 105, 111, 340, 10, 35, 35, 35, 408, 300, 112, 279, - 316, 1037, 100266, 10, 100264, 520, 511, 446, 100265, 10, 73, 776, 362, 425, 1978, 274, 284, 1528, - 319, 995, 505, 944, 874, 903, 1585, 616, 345, 1528, 115, 284, 1749, 803, 46, 270, 776, 1341, 258, - 1279, 641, 563, 275, 469, 573, 284, 944, 320, 526, 962, 425, 913, 1402, 97, 356, 446, 115, 284, 1229, - 1581, 282, 117, 276, 259, 300, 46, 270, 776, 258, 1279, 275, 288, 283, 262, 739, 1886, 284, 783, - 1803, 636, 277, 268, 117, 316, 485, 115, 284, 302, 416, 273, 900, 46, 270, 776, 591, 630, 346, 531, - 476, 505, 768, 1233, 342, 1923, 292, 522, 662, 280, 274, 913, 601, 359, 300, 44, 335, 834, 335, 531, - 476, 505, 604, 264, 509, 1456, 258, 771, 543, 1719, 405, 710, 665, 668, 1280, 46, 100266, 10, - 100265] # noqa + expected_tokens = [100257, 100264, 9125, 100265, 198, 2675, 527, 264, 11190, 18328, 100266, 198, 100264, 882, 100265, 198, 14149, 28514, 374, 279, 1888, 6875, 100266, 198, 100264, 78191, 100265, 198, 9642, 433, 374, 100266, 198, 100265] # fmt: on - expected_mask = [True] * 101 + [False] * 130 + expected_mask = [True] * 24 + [False] * 9 # Drop eos token. assert expected_tokens[:-1] == tokens assert expected_mask == mask diff --git a/tests/torchtune/modules/tokenizers/test_gpt2.py b/tests/torchtune/modules/tokenizers/test_gpt2.py index 5240ede536..8777573307 100644 --- a/tests/torchtune/modules/tokenizers/test_gpt2.py +++ b/tests/torchtune/modules/tokenizers/test_gpt2.py @@ -7,7 +7,7 @@ import pytest from tests.common import ASSETS -from torchtune.modules.tokenizers import GPT2BaseTokenizer +from torchtune.modules.transforms.tokenizers import GPT2BaseTokenizer class TestGPT2BaseTokenizer: @@ -54,6 +54,22 @@ def test_encode(self, tokenizer): 5, ] + def test_decode(self, tokenizer): + tokens = [2, 3, 4, 5] + + assert tokenizer.decode(tokens) == ["H", "ell", "o", "Ġworld"] + assert tokenizer.decode( + tokenizer.encode("Hello world!", add_eos=False, add_bos=False) + ) == ["H", "ell", "o", "Ġworld"] + assert tokenizer.decode(tokenizer.encode("Hello world!")) == [ + None, + "H", + "ell", + "o", + "Ġworld", + None, + ] + def test_token_ids(self, tokenizer): assert tokenizer.eos_id == 1 assert tokenizer.pad_id == 1 diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index 842753d7cb..6f63cf8a17 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -55,7 +55,7 @@ def phi4_tokenizer(vocab_path: str = None, merges_path: str = None, path: str = """ special_tokens = parse_hf_tokenizer_json(special_tokens_path) if special_tokens_path is not None else None template = _get_prompt_template(prompt_template) if prompt_template is not None else None - return Phi4MiniTokenizer(vocab_path=vocab_path, merges_path=merges_path, path=path, special_tokens=special_tokens, max_seq_len=max_seq_len, prompt_template=template) + return Phi4MiniTokenizer(vocab_path=vocab_path, merges_path=merges_path, special_tokens=special_tokens, max_seq_len=max_seq_len, prompt_template=template) def lora_phi4( diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 87ccfda544..651c6e3a4e 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -9,12 +9,9 @@ from torchtune.data._messages import Message from torchtune.data._prompt_templates import PromptTemplate from torchtune.data._utils import truncate -from torchtune.modules.tokenizers import ( - GPT2BaseTokenizer, - ModelTokenizer, - TikTokenBaseTokenizer, -) +from torchtune.modules.tokenizers import ModelTokenizer from torchtune.modules.transforms import Transform +from torchtune.modules.transforms.tokenizers import GPT2BaseTokenizer PHI4_SPECIAL_TOKENS = { "<|dummy_0|>": 100256, @@ -46,7 +43,6 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): TikToken tokenizer configured with Phi4 (14B) special tokens. Args: - path (str): Path to tokenizer.model file. merges_path (str): Path to merges.txt file. vocab_path (str): Path to vocab.json file. special_tokens (Optional[Dict[str, int]]): mapping containing special text tokens and @@ -73,7 +69,6 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): def __init__( self, - path: str = None, merges_path: str = None, vocab_path: str = None, special_tokens: Optional[Dict[str, int]] = None, @@ -87,7 +82,7 @@ def __init__( # Use custom EOS, BOS and pad ids instead of TikToken's self.eos_id = self.special_tokens["<|im_end|>"] self.bos_id = self.special_tokens["<|endoftext|>"] - self.pad_id = self.special_tokens["<|dummy_87|>"] + self.pad_id = self.special_tokens["<|dummy_85|>"] # During generation, stop when eos_id is encountered self.stop_tokens = [self.eos_id] @@ -96,26 +91,15 @@ def __init__( self.prompt_template = prompt_template - if path is None: - self.tt_model = GPT2BaseTokenizer( - vocab_path, - merges_path, - "replace", - self.eos_id, - self.bos_id, - self.eos_id, - self.pad_id, - ) - else: - # To be still flexible at the point of tokenizer.model - self.tt_model = TikTokenBaseTokenizer( - path, - "phi4_tiktoken", - CL100K_PATTERN, - bos_id=self.bos_id, - eos_id=self.eos_id, - special_tokens=self.special_tokens, - ) + self.tokenizer_model = GPT2BaseTokenizer( + vocab_path, + merges_path, + "replace", + self.eos_id, + self.bos_id, + self.eos_id, + self.pad_id, + ) @property def vocab_size(self): @@ -126,9 +110,8 @@ def encode( text: str, add_bos: bool = True, add_eos: bool = True, - trim_leading_whitespace: bool = False, ) -> List[int]: - return self.tt_model.encode( + return self.tokenizer_model.encode( text=text, add_bos=add_bos, add_eos=add_eos, @@ -155,14 +138,13 @@ def decode(self, ids: List[int], skip_special_tokens: bool = True) -> str: ids_for_decode.append(token_id) return self.tt_model.decode(ids_for_decode) - def _tokenize_header(self, role: str): + def _tokenize_header(self, role: str) -> list: tokenized_messages = [] tokenized_messages.append(self.special_tokens["<|im_start|>"]) encoded = self.encode( role, add_bos=False, add_eos=False, - trim_leading_whitespace=True, ) tokenized_messages.extend(encoded) @@ -256,7 +238,6 @@ def tokenize_messages( item["content"].rstrip(" "), add_bos=False, add_eos=False, - trim_leading_whitespace=True, # Always trim whitespace (just to match HF tokenizer implementation) ) else: raise RuntimeError( diff --git a/torchtune/modules/tokenizers/__init__.py b/torchtune/modules/tokenizers/__init__.py index ccc61b1880..2fecc279ee 100644 --- a/torchtune/modules/tokenizers/__init__.py +++ b/torchtune/modules/tokenizers/__init__.py @@ -4,7 +4,6 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. -from ._gpt2 import GPT2BaseTokenizer from ._sentencepiece import SentencePieceBaseTokenizer from ._tiktoken import TikTokenBaseTokenizer from ._utils import ( @@ -17,7 +16,6 @@ __all__ = [ "SentencePieceBaseTokenizer", "TikTokenBaseTokenizer", - "GPT2BaseTokenizer", "ModelTokenizer", "BaseTokenizer", "tokenize_messages_no_special_tokens", diff --git a/torchtune/modules/transforms/tokenizers/__init__.py b/torchtune/modules/transforms/tokenizers/__init__.py new file mode 100644 index 0000000000..ecb9ee4fc4 --- /dev/null +++ b/torchtune/modules/transforms/tokenizers/__init__.py @@ -0,0 +1,9 @@ +# Copyright (c) Meta Platforms, Inc. and affiliates. +# All rights reserved. +# +# This source code is licensed under the BSD-style license found in the +# LICENSE file in the root directory of this source tree. + +from torchtune.modules.transforms.tokenizers._gpt2 import GPT2BaseTokenizer + +__all__ = ["GPT2BaseTokenizer"] diff --git a/torchtune/modules/tokenizers/_gpt2.py b/torchtune/modules/transforms/tokenizers/_gpt2.py similarity index 86% rename from torchtune/modules/tokenizers/_gpt2.py rename to torchtune/modules/transforms/tokenizers/_gpt2.py index 5f27a826c5..b6ed558b69 100644 --- a/torchtune/modules/tokenizers/_gpt2.py +++ b/torchtune/modules/transforms/tokenizers/_gpt2.py @@ -11,10 +11,6 @@ from torchtune.modules.tokenizers._utils import BaseTokenizer -# Constants controlling encode logic -MAX_ENCODE_CHARS = 400_000 -MAX_NO_WHITESPACE_CHARS = 25_000 - @lru_cache() def bytes_to_unicode(): @@ -22,6 +18,8 @@ def bytes_to_unicode(): Returns list of utf-8 byte and a mapping to unicode strings. We specifically avoids mapping to whitespace/control characters the bpe code barfs on. + Original paper: https://cdn.openai.com/better-language-models/language_models_are_unsupervised_multitask_learners.pdf + This is standard implementation based on: https://github.com/huggingface/transformers/blob/6b550462139655d488d4c663086a63e98713c6b9/src/transformers/models/gpt2/tokenization_gpt2.py#L36 """ @@ -65,10 +63,10 @@ class GPT2BaseTokenizer(BaseTokenizer): vocab_path (str): Path to vocab.json file. merges_path (str): Path to merges.txt file. errors (str): Paradigm to follow when decoding. - unk_id (int): unkown token id. This can be present or absent in ``special_tokens``. - bos_id (int): beginning-of-sequence token id. This can be present or absent in ``special_tokens``. - eos_id (int): end-of-sequence token id. This can be present or absent in ``special_tokens``. - pad_id (int): padding token id. This can be present or absent in ``special_tokens``. + unk_id (int): unkown token id. + bos_id (int): beginning-of-sequence token id. + eos_id (int): end-of-sequence token id. + pad_id (int): padding token id. Examples: @@ -83,10 +81,10 @@ def __init__( vocab_path: str, merges_path: str, errors: str, - unk_id: int, - bos_id: int, - eos_id: int, - pad_id: int, + unk_id: int = None, + bos_id: int = None, + eos_id: int = None, + pad_id: int = None, ): with open(vocab_path, encoding="utf-8") as vocab_handle: self.encoder = json.load(vocab_handle) @@ -169,7 +167,7 @@ def bpe(self, token: str) -> str: def _tokenize( self, text: str, - ) -> List[int]: + ) -> List[str]: """ Tokenize, but not encode given text. @@ -188,15 +186,32 @@ def _tokenize( return bpe_tokens - def _convert_token_to_id(self, token: str): + def _convert_token_to_id(self, token: str) -> int: return self.encoder.get(token, self.encoder.get(self.unk_id)) + def _convert_id_to_token(self, index: int) -> str: + return self.decoder.get(index) + + def decode(self, tokens: list) -> List[str]: + """ + Decode sequence of the given tokens into string. + + Args: + tokens (list): List of the integers, which represent encoded tokens. + + Returns: + Decoced text. + """ + + decoded_tokens = list(map(self._convert_id_to_token, tokens)) + return decoded_tokens + def encode( self, text: str, add_bos: bool = True, add_eos: bool = True, - ): + ) -> List[int]: """ Tokenize and encode given text. From 55d7ae0b2b4c1055c9d733c048949df201e32364 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 21:04:29 +0300 Subject: [PATCH 30/50] fix test --- .../torchtune/modules/tokenizers/test_gpt2.py | 47 ++++++++----------- 1 file changed, 20 insertions(+), 27 deletions(-) diff --git a/tests/torchtune/modules/tokenizers/test_gpt2.py b/tests/torchtune/modules/tokenizers/test_gpt2.py index 8777573307..2979104578 100644 --- a/tests/torchtune/modules/tokenizers/test_gpt2.py +++ b/tests/torchtune/modules/tokenizers/test_gpt2.py @@ -14,8 +14,8 @@ class TestGPT2BaseTokenizer: @pytest.fixture def tokenizer(self): tokenizer = GPT2BaseTokenizer( - ASSETS / "tiny_vocab.json", - ASSETS / "tiny_bpe_merges.txt", + ASSETS / "vocab.json", + ASSETS / "merges.txt", "replace", 1, 1, @@ -27,47 +27,40 @@ def tokenizer(self): def test_encode(self, tokenizer): assert tokenizer.encode("Hello world!") == [ tokenizer.bos_id, - 2, - 3, - 4, - 5, + 9906, + 1917, tokenizer.eos_id, ] assert tokenizer.encode("Hello world!", add_eos=False) == [ tokenizer.bos_id, - 2, - 3, - 4, - 5, + 9906, + 1917, ] assert tokenizer.encode("Hello world!", add_bos=False) == [ - 2, - 3, - 4, - 5, + 9906, + 1917, tokenizer.eos_id, ] assert tokenizer.encode("Hello world!", add_eos=False, add_bos=False) == [ - 2, - 3, - 4, - 5, + 9906, + 1917, ] def test_decode(self, tokenizer): - tokens = [2, 3, 4, 5] + tokens = [ + 9906, + 1917, + ] - assert tokenizer.decode(tokens) == ["H", "ell", "o", "Ġworld"] + assert tokenizer.decode(tokens) == ["Hello", "Ġworld"] assert tokenizer.decode( tokenizer.encode("Hello world!", add_eos=False, add_bos=False) - ) == ["H", "ell", "o", "Ġworld"] + ) == ["Hello", "Ġworld"] assert tokenizer.decode(tokenizer.encode("Hello world!")) == [ - None, - "H", - "ell", - "o", + '"', + "Hello", "Ġworld", - None, + '"', ] def test_token_ids(self, tokenizer): @@ -77,4 +70,4 @@ def test_token_ids(self, tokenizer): assert tokenizer.unk_id == 1 def test_tokenizer_vocab_size(self, tokenizer): - assert tokenizer.vocab_size == 4 + assert tokenizer.vocab_size == 63668 From e7b43d6e8b164f6d6333e5932a8b35a4d65ba30c Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 21:09:28 +0300 Subject: [PATCH 31/50] phi4 -> phi4_14b --- recipes/configs/phi4/evaluation.yaml | 4 ++-- recipes/configs/phi4/mini_full.yaml | 4 ++-- recipes/configs/phi4/mini_full_low_memory.yaml | 4 ++-- recipes/configs/phi4/mini_lora_single_device.yaml | 4 ++-- recipes/configs/phi4/mini_qlora_single_device.yaml | 4 ++-- torchtune/models/phi4/_model_builders.py | 14 +++++++------- 6 files changed, 17 insertions(+), 17 deletions(-) diff --git a/recipes/configs/phi4/evaluation.yaml b/recipes/configs/phi4/evaluation.yaml index c209bdace9..491d6b8190 100644 --- a/recipes/configs/phi4/evaluation.yaml +++ b/recipes/configs/phi4/evaluation.yaml @@ -7,7 +7,7 @@ output_dir: ./ # Not needed # Model Arguments model: - _component_: torchtune.models.phi4.phi4 + _component_: torchtune.models.phi4.phi4_14b # Checkpointer checkpointer: @@ -24,7 +24,7 @@ resume_from_checkpoint: False # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_tokenizer + _component_: torchtune.models.phi4.phi4_14b_tokenizer vocab_path: /tmp/phi-4/vocab.json merges_path: /tmp/phi-4/merges.txt max_seq_len: null diff --git a/recipes/configs/phi4/mini_full.yaml b/recipes/configs/phi4/mini_full.yaml index eff2749c8b..ed1e889429 100644 --- a/recipes/configs/phi4/mini_full.yaml +++ b/recipes/configs/phi4/mini_full.yaml @@ -21,11 +21,11 @@ output_dir: /tmp/torchtune/phi-4/full # /tmp may be deleted by your system. Chan # Model arguments model: - _component_: torchtune.models.phi4.phi4 + _component_: torchtune.models.phi4.phi4_14b # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_tokenizer + _component_: torchtune.models.phi4.phi4_14b_tokenizer vocab_path: /tmp/phi-4/vocab.json merges_path: /tmp/phi-4/merges.txt max_seq_len: null diff --git a/recipes/configs/phi4/mini_full_low_memory.yaml b/recipes/configs/phi4/mini_full_low_memory.yaml index 3e40cc8165..bdc82bcc5d 100644 --- a/recipes/configs/phi4/mini_full_low_memory.yaml +++ b/recipes/configs/phi4/mini_full_low_memory.yaml @@ -23,11 +23,11 @@ output_dir: /tmp/torchtune/phi-4/full_low_memory # /tmp may be deleted by your s # Model arguments model: - _component_: torchtune.models.phi4.phi4 + _component_: torchtune.models.phi4.phi4_14b # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_tokenizer + _component_: torchtune.models.phi4.phi4_14b_tokenizer vocab_path: /tmp/phi-4/vocab.json merges_path: /tmp/phi-4/merges.txt max_seq_len: null diff --git a/recipes/configs/phi4/mini_lora_single_device.yaml b/recipes/configs/phi4/mini_lora_single_device.yaml index 333c074a37..f1b7b31a56 100644 --- a/recipes/configs/phi4/mini_lora_single_device.yaml +++ b/recipes/configs/phi4/mini_lora_single_device.yaml @@ -19,7 +19,7 @@ output_dir: /tmp/torchtune/phi-4/lora_single_device # /tmp may be deleted by you # Model arguments model: - _component_: torchtune.models.phi4.lora_phi4 + _component_: torchtune.models.phi4.lora_phi4_14b lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] apply_lora_to_mlp: True apply_lora_to_output: False @@ -29,7 +29,7 @@ model: # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_tokenizer + _component_: torchtune.models.phi4.phi4_14b_tokenizer vocab_path: /tmp/phi-4/vocab.json merges_path: /tmp/phi-4/merges.txt max_seq_len: null diff --git a/recipes/configs/phi4/mini_qlora_single_device.yaml b/recipes/configs/phi4/mini_qlora_single_device.yaml index a50db30fdb..6fa3ea7fa6 100644 --- a/recipes/configs/phi4/mini_qlora_single_device.yaml +++ b/recipes/configs/phi4/mini_qlora_single_device.yaml @@ -19,7 +19,7 @@ output_dir: /tmp/torchtune/phi-4/qlora_single_device # /tmp may be deleted by yo # Model arguments model: - _component_: torchtune.models.phi4.qlora_phi4 + _component_: torchtune.models.phi4.qlora_phi4_14b lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] apply_lora_to_mlp: True apply_lora_to_output: False @@ -29,7 +29,7 @@ model: # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_tokenizer + _component_: torchtune.models.phi4.phi4_14b_tokenizer vocab_path: /tmp/phi-4/vocab.json merges_path: /tmp/phi-4/merges.txt max_seq_len: null diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index 6f63cf8a17..8e37c7760f 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -13,11 +13,11 @@ """ Model builders build specific instantiations using component builders. For example -the ``phi4`` model builder uses the ``phi3`` component builder. +the ``phi4_14b`` model builder uses the ``phi3`` component builder. """ -def phi4() -> TransformerDecoder: +def phi4_14b() -> TransformerDecoder: """ Builder for creating the Phi4 (14B) Instruct Model. @@ -36,7 +36,7 @@ def phi4() -> TransformerDecoder: norm_eps=1e-5, ) -def phi4_tokenizer(vocab_path: str = None, merges_path: str = None, path: str = None, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: +def phi4_14b_tokenizer(vocab_path: str = None, merges_path: str = None, path: str = None, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: """Phi4 (14B) tokenizer. Args: path (str): Path to the tiktoken tokenizer model. @@ -58,7 +58,7 @@ def phi4_tokenizer(vocab_path: str = None, merges_path: str = None, path: str = return Phi4MiniTokenizer(vocab_path=vocab_path, merges_path=merges_path, special_tokens=special_tokens, max_seq_len=max_seq_len, prompt_template=template) -def lora_phi4( +def lora_phi4_14b( lora_attn_modules: List[LORA_ATTN_MODULES], apply_lora_to_mlp: bool = False, apply_lora_to_output: bool = False, @@ -112,9 +112,9 @@ def lora_phi4( ) -qlora_phi4 = partial(lora_phi4, quantize_base=True) -qlora_phi4.__doc__ = """ +qlora_phi4_14b = partial(lora_phi4_14b, quantize_base=True) +qlora_phi4_14b.__doc__ = """ Builder for creating a Phi4 (14B) model with QLoRA enabled. Base model weights in linear layers that LoRA is applied to are quantized per the QLoRA paper: https://arxiv.org/abs/2305.14314. -Please see `lora_phi4` for full API arguments. +Please see `lora_phi4_14b` for full API arguments. """ From b4de41db56c5c61a6bf3bc277bad2e9c17d66dc7 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 21:13:02 +0300 Subject: [PATCH 32/50] resolve conflict --- torchtune/modules/tokenizers/__init__.py | 30 +++++++++++++++--------- 1 file changed, 19 insertions(+), 11 deletions(-) diff --git a/torchtune/modules/tokenizers/__init__.py b/torchtune/modules/tokenizers/__init__.py index 2fecc279ee..f10a9b3dd6 100644 --- a/torchtune/modules/tokenizers/__init__.py +++ b/torchtune/modules/tokenizers/__init__.py @@ -4,20 +4,28 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. -from ._sentencepiece import SentencePieceBaseTokenizer -from ._tiktoken import TikTokenBaseTokenizer -from ._utils import ( +# flake8: noqa: F401 + +# NOTE: This file is maintained for backward compatibility purposes. +# The imports below point to the new location in `torchtune.modules.transforms.tokenizers`. +# The import paths will be removed in v0.7. Please update your code to use the new path +# (torchtune.modules.transforms.tokenizers) to avoid breaking changes in future releases. + + +import warnings + +from torchtune.modules.transforms.tokenizers import ( BaseTokenizer, ModelTokenizer, parse_hf_tokenizer_json, + SentencePieceBaseTokenizer, + TikTokenBaseTokenizer, tokenize_messages_no_special_tokens, ) -__all__ = [ - "SentencePieceBaseTokenizer", - "TikTokenBaseTokenizer", - "ModelTokenizer", - "BaseTokenizer", - "tokenize_messages_no_special_tokens", - "parse_hf_tokenizer_json", -] +warnings.warn( + "The import path 'torchtune.modules.tokenizers' is deprecated and will be removed in v0.7. " + "Please update your imports to 'torchtune.modules.transforms.tokenizers'.", + DeprecationWarning, + stacklevel=2, +) From 4440768d013dfb7447bf0812d557fbae2f6c978c Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 21:16:57 +0300 Subject: [PATCH 33/50] resolve conflict --- .../modules/transforms/tokenizers/__init__.py | 18 ++++++++++++++++-- 1 file changed, 16 insertions(+), 2 deletions(-) diff --git a/torchtune/modules/transforms/tokenizers/__init__.py b/torchtune/modules/transforms/tokenizers/__init__.py index ecb9ee4fc4..2fecc279ee 100644 --- a/torchtune/modules/transforms/tokenizers/__init__.py +++ b/torchtune/modules/transforms/tokenizers/__init__.py @@ -4,6 +4,20 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. -from torchtune.modules.transforms.tokenizers._gpt2 import GPT2BaseTokenizer +from ._sentencepiece import SentencePieceBaseTokenizer +from ._tiktoken import TikTokenBaseTokenizer +from ._utils import ( + BaseTokenizer, + ModelTokenizer, + parse_hf_tokenizer_json, + tokenize_messages_no_special_tokens, +) -__all__ = ["GPT2BaseTokenizer"] +__all__ = [ + "SentencePieceBaseTokenizer", + "TikTokenBaseTokenizer", + "ModelTokenizer", + "BaseTokenizer", + "tokenize_messages_no_special_tokens", + "parse_hf_tokenizer_json", +] From d39e717d94df5d18c7deb453af5982af5fcb500c Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 21:18:31 +0300 Subject: [PATCH 34/50] update __init__ --- torchtune/modules/transforms/tokenizers/__init__.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/torchtune/modules/transforms/tokenizers/__init__.py b/torchtune/modules/transforms/tokenizers/__init__.py index 2fecc279ee..ccc61b1880 100644 --- a/torchtune/modules/transforms/tokenizers/__init__.py +++ b/torchtune/modules/transforms/tokenizers/__init__.py @@ -4,6 +4,7 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. +from ._gpt2 import GPT2BaseTokenizer from ._sentencepiece import SentencePieceBaseTokenizer from ._tiktoken import TikTokenBaseTokenizer from ._utils import ( @@ -16,6 +17,7 @@ __all__ = [ "SentencePieceBaseTokenizer", "TikTokenBaseTokenizer", + "GPT2BaseTokenizer", "ModelTokenizer", "BaseTokenizer", "tokenize_messages_no_special_tokens", From 54d477da10ace2b07b3dabeb5e3fa0b4d731752e Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 21:25:48 +0300 Subject: [PATCH 35/50] update __init__ --- torchtune/modules/transforms/tokenizers/__init__.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/torchtune/modules/transforms/tokenizers/__init__.py b/torchtune/modules/transforms/tokenizers/__init__.py index ccc61b1880..2fecc279ee 100644 --- a/torchtune/modules/transforms/tokenizers/__init__.py +++ b/torchtune/modules/transforms/tokenizers/__init__.py @@ -4,7 +4,6 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. -from ._gpt2 import GPT2BaseTokenizer from ._sentencepiece import SentencePieceBaseTokenizer from ._tiktoken import TikTokenBaseTokenizer from ._utils import ( @@ -17,7 +16,6 @@ __all__ = [ "SentencePieceBaseTokenizer", "TikTokenBaseTokenizer", - "GPT2BaseTokenizer", "ModelTokenizer", "BaseTokenizer", "tokenize_messages_no_special_tokens", From 0be4b8e43d711099167e4735007e6cf820bf35a4 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 21:27:41 +0300 Subject: [PATCH 36/50] update __init__ --- torchtune/modules/transforms/tokenizers/__init__.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/torchtune/modules/transforms/tokenizers/__init__.py b/torchtune/modules/transforms/tokenizers/__init__.py index 2fecc279ee..8dc1707543 100644 --- a/torchtune/modules/transforms/tokenizers/__init__.py +++ b/torchtune/modules/transforms/tokenizers/__init__.py @@ -4,6 +4,7 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. +from ._gpt2 import GPT2BaseTokenizer from ._sentencepiece import SentencePieceBaseTokenizer from ._tiktoken import TikTokenBaseTokenizer from ._utils import ( @@ -18,6 +19,7 @@ "TikTokenBaseTokenizer", "ModelTokenizer", "BaseTokenizer", + "GPT2BaseTokenizer", "tokenize_messages_no_special_tokens", "parse_hf_tokenizer_json", ] From 518a769295613f6dece0ff5bb5df786aa5dc2db0 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 22:52:55 +0300 Subject: [PATCH 37/50] add GPT2BaseTokenizer in transforms/tokenizers/__init__.py + fix lint --- torchtune/models/phi4/_tokenizer.py | 2 +- torchtune/modules/transforms/tokenizers/__init__.py | 2 ++ torchtune/modules/transforms/tokenizers/_gpt2.py | 2 +- 3 files changed, 4 insertions(+), 2 deletions(-) diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 651c6e3a4e..ced467cd61 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -185,7 +185,7 @@ def tokenize_messages( ignore_system_prompt (bool): Whether to ignore system prompt, defaults to False. Raises: - ValueError: If the role is not "user", "assistant", or "system". + RuntimeError: If the message type is unsupported. Returns: Tuple[List[int], List[bool]]: The tokenized messages diff --git a/torchtune/modules/transforms/tokenizers/__init__.py b/torchtune/modules/transforms/tokenizers/__init__.py index 2fecc279ee..f143d81077 100644 --- a/torchtune/modules/transforms/tokenizers/__init__.py +++ b/torchtune/modules/transforms/tokenizers/__init__.py @@ -4,6 +4,7 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. +from ._gpt2 import GPT2BaseTokenizer from ._sentencepiece import SentencePieceBaseTokenizer from ._tiktoken import TikTokenBaseTokenizer from ._utils import ( @@ -17,6 +18,7 @@ "SentencePieceBaseTokenizer", "TikTokenBaseTokenizer", "ModelTokenizer", + "GPT2BaseTokenizer", "BaseTokenizer", "tokenize_messages_no_special_tokens", "parse_hf_tokenizer_json", diff --git a/torchtune/modules/transforms/tokenizers/_gpt2.py b/torchtune/modules/transforms/tokenizers/_gpt2.py index b6ed558b69..4a3d08f360 100644 --- a/torchtune/modules/transforms/tokenizers/_gpt2.py +++ b/torchtune/modules/transforms/tokenizers/_gpt2.py @@ -13,7 +13,7 @@ @lru_cache() -def bytes_to_unicode(): +def bytes_to_unicode() -> dict: """ Returns list of utf-8 byte and a mapping to unicode strings. We specifically avoids mapping to whitespace/control characters the bpe code barfs on. From e29aca60b36fc091262bdff3666f2f161cf01a9f Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Mon, 10 Feb 2025 23:03:28 +0300 Subject: [PATCH 38/50] fix imports --- torchtune/modules/transforms/tokenizers/_gpt2.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/torchtune/modules/transforms/tokenizers/_gpt2.py b/torchtune/modules/transforms/tokenizers/_gpt2.py index 4a3d08f360..c90f6fe03f 100644 --- a/torchtune/modules/transforms/tokenizers/_gpt2.py +++ b/torchtune/modules/transforms/tokenizers/_gpt2.py @@ -9,7 +9,7 @@ from functools import lru_cache from typing import List -from torchtune.modules.tokenizers._utils import BaseTokenizer +from torchtune.modules.transforms.tokenizers._utils import BaseTokenizer @lru_cache() From d5333557af5f3203bfb708a4c6ca16c987e1d55d Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 00:54:05 +0300 Subject: [PATCH 39/50] fix __init__ and namings --- tests/torchtune/models/phi4/test_phi4_tokenizer.py | 4 ++-- torchtune/models/phi4/__init__.py | 8 ++++---- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py index b8996b51b3..69f6b213a2 100644 --- a/tests/torchtune/models/phi4/test_phi4_tokenizer.py +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -10,7 +10,7 @@ from tests.common import ASSETS from torchtune.data import Message -from torchtune.models.phi4 import phi4_tokenizer +from torchtune.models.phi4 import phi4_14b_tokenizer class TestPhi4MiniTokenizer: @@ -18,7 +18,7 @@ class TestPhi4MiniTokenizer: def tokenizer(self): # Pretrained tiktoken model generated via the script in # https://gist.github.com/ebsmothers/54b133dd87db6679b14318545aaa2de4 - return phi4_tokenizer( + return phi4_14b_tokenizer( vocab_path=(ASSETS / "vocab.json"), merges_path=(ASSETS / "merges.txt"), ) diff --git a/torchtune/models/phi4/__init__.py b/torchtune/models/phi4/__init__.py index 8166e58695..69ff73faf6 100644 --- a/torchtune/models/phi4/__init__.py +++ b/torchtune/models/phi4/__init__.py @@ -4,10 +4,10 @@ # This source code is licensed under the BSD-style license found in the # LICENSE file in the root directory of this source tree. -from ._model_builders import lora_phi4, phi4, phi4_tokenizer # noqa +from ._model_builders import lora_phi4_14b, phi4_14b, phi4_14b_tokenizer # noqa __all__ = [ - "phi4", - "phi4_tokenizer", - "lora_phi4", + "phi4_14b", + "phi4_14b_tokenizer", + "lora_phi4_14b", ] From 012f4336beeeb06a57d1b5c1732ee33312c2c62e Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 11:30:20 +0300 Subject: [PATCH 40/50] swap encode decode --- .../modules/transforms/tokenizers/_gpt2.py | 28 +++++++++---------- 1 file changed, 14 insertions(+), 14 deletions(-) diff --git a/torchtune/modules/transforms/tokenizers/_gpt2.py b/torchtune/modules/transforms/tokenizers/_gpt2.py index c90f6fe03f..e9f29b3099 100644 --- a/torchtune/modules/transforms/tokenizers/_gpt2.py +++ b/torchtune/modules/transforms/tokenizers/_gpt2.py @@ -192,20 +192,6 @@ def _convert_token_to_id(self, token: str) -> int: def _convert_id_to_token(self, index: int) -> str: return self.decoder.get(index) - def decode(self, tokens: list) -> List[str]: - """ - Decode sequence of the given tokens into string. - - Args: - tokens (list): List of the integers, which represent encoded tokens. - - Returns: - Decoced text. - """ - - decoded_tokens = list(map(self._convert_id_to_token, tokens)) - return decoded_tokens - def encode( self, text: str, @@ -230,3 +216,17 @@ def encode( if add_eos: bpe_tokens = bpe_tokens + [self.eos_id] return bpe_tokens + + def decode(self, tokens: list) -> List[str]: + """ + Decode sequence of the given tokens into string. + + Args: + tokens (list): List of the integers, which represent encoded tokens. + + Returns: + Decoded text. + """ + + decoded_tokens = list(map(self._convert_id_to_token, tokens)) + return decoded_tokens From ebcd1d65c7e3001bbab1a5caf97c558de68ba9c3 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 11:31:09 +0300 Subject: [PATCH 41/50] correct eval recipe --- recipes/configs/phi3/evaluation.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/recipes/configs/phi3/evaluation.yaml b/recipes/configs/phi3/evaluation.yaml index 1b7f171a47..820bcc1b7a 100644 --- a/recipes/configs/phi3/evaluation.yaml +++ b/recipes/configs/phi3/evaluation.yaml @@ -19,13 +19,13 @@ checkpointer: ] recipe_checkpoint: null output_dir: ${output_dir} - model_type: PHI4_MINI + model_type: PHI3_MINI resume_from_checkpoint: False # Tokenizer tokenizer: _component_: torchtune.models.phi3.phi3_mini_tokenizer - path: /tmp/phi-4/tokenizer.model + path: /tmp/phi-3/tokenizer.model max_seq_len: null # Environment From d4435b0b1ec27db94778202e2a48c7adcd7b60c6 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 11:33:48 +0300 Subject: [PATCH 42/50] fix docstring --- tests/assets/tiny_vocab.json | 6 ------ torchtune/models/phi4/_model_builders.py | 5 +++-- 2 files changed, 3 insertions(+), 8 deletions(-) delete mode 100644 tests/assets/tiny_vocab.json diff --git a/tests/assets/tiny_vocab.json b/tests/assets/tiny_vocab.json deleted file mode 100644 index 2b7bed9b41..0000000000 --- a/tests/assets/tiny_vocab.json +++ /dev/null @@ -1,6 +0,0 @@ -{ - "H": 2, - "ell": 3, - "o": 4, - "Ġworld": 5 -} diff --git a/torchtune/models/phi4/_model_builders.py b/torchtune/models/phi4/_model_builders.py index 8e37c7760f..0f09159f60 100644 --- a/torchtune/models/phi4/_model_builders.py +++ b/torchtune/models/phi4/_model_builders.py @@ -36,10 +36,11 @@ def phi4_14b() -> TransformerDecoder: norm_eps=1e-5, ) -def phi4_14b_tokenizer(vocab_path: str = None, merges_path: str = None, path: str = None, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: +def phi4_14b_tokenizer(vocab_path: str = None, merges_path: str = None, special_tokens_path: Optional[str] = None, max_seq_len: Optional[int] = None, prompt_template: Optional[_TemplateType] = None) -> Phi4MiniTokenizer: """Phi4 (14B) tokenizer. Args: - path (str): Path to the tiktoken tokenizer model. + vocab_path (str): Path to vocab.json. + merges_path (str): Path to merges.txt. special_tokens_path (Optional[str]): Path to ``tokenizer.json`` from Hugging Face model files that contains all registered special tokens, or a local json file structured similarly. Default is None to use the canonical Phi4 special tokens. From 7f5ccd8bee1dfdc65b39e5b47830967a56927f85 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 11:36:19 +0300 Subject: [PATCH 43/50] remove useless argument --- torchtune/models/phi4/_tokenizer.py | 5 ++--- torchtune/modules/transforms/tokenizers/_gpt2.py | 3 --- 2 files changed, 2 insertions(+), 6 deletions(-) diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index ced467cd61..9eb8023078 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -94,7 +94,6 @@ def __init__( self.tokenizer_model = GPT2BaseTokenizer( vocab_path, merges_path, - "replace", self.eos_id, self.bos_id, self.eos_id, @@ -103,7 +102,7 @@ def __init__( @property def vocab_size(self): - return self.tt_model.vocab_size + return self.tokenizer_model.vocab_size def encode( self, @@ -136,7 +135,7 @@ def decode(self, ids: List[int], skip_special_tokens: bool = True) -> str: continue else: ids_for_decode.append(token_id) - return self.tt_model.decode(ids_for_decode) + return self.tokenizer_model.decode(ids_for_decode) def _tokenize_header(self, role: str) -> list: tokenized_messages = [] diff --git a/torchtune/modules/transforms/tokenizers/_gpt2.py b/torchtune/modules/transforms/tokenizers/_gpt2.py index e9f29b3099..3d278c808e 100644 --- a/torchtune/modules/transforms/tokenizers/_gpt2.py +++ b/torchtune/modules/transforms/tokenizers/_gpt2.py @@ -62,7 +62,6 @@ class GPT2BaseTokenizer(BaseTokenizer): Args: vocab_path (str): Path to vocab.json file. merges_path (str): Path to merges.txt file. - errors (str): Paradigm to follow when decoding. unk_id (int): unkown token id. bos_id (int): beginning-of-sequence token id. eos_id (int): end-of-sequence token id. @@ -80,7 +79,6 @@ def __init__( self, vocab_path: str, merges_path: str, - errors: str, unk_id: int = None, bos_id: int = None, eos_id: int = None, @@ -89,7 +87,6 @@ def __init__( with open(vocab_path, encoding="utf-8") as vocab_handle: self.encoder = json.load(vocab_handle) self.decoder = {v: k for k, v in self.encoder.items()} - self.errors = errors # how to handle errors in decoding self.byte_encoder = bytes_to_unicode() self.byte_decoder = {v: k for k, v in self.byte_encoder.items()} with open(merges_path, encoding="utf-8") as merges_handle: From 36eeaa83ba74d64c5fe33497700c4ac9a156ec1a Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 11:37:41 +0300 Subject: [PATCH 44/50] nit: unk token --- torchtune/modules/transforms/tokenizers/_gpt2.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/torchtune/modules/transforms/tokenizers/_gpt2.py b/torchtune/modules/transforms/tokenizers/_gpt2.py index 3d278c808e..d9e78f1422 100644 --- a/torchtune/modules/transforms/tokenizers/_gpt2.py +++ b/torchtune/modules/transforms/tokenizers/_gpt2.py @@ -106,6 +106,8 @@ def __init__( self.eos_id = eos_id self.pad_id = pad_id + self.unk_token = self.encoder.get(self.unk_id) + @property def vocab_size(self) -> int: return len(self.encoder) @@ -184,7 +186,7 @@ def _tokenize( return bpe_tokens def _convert_token_to_id(self, token: str) -> int: - return self.encoder.get(token, self.encoder.get(self.unk_id)) + return self.encoder.get(token, self.unk_token) def _convert_id_to_token(self, index: int) -> str: return self.decoder.get(index) From af5a82426340acd8808f17e4a5a6f2af37fac6d7 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 17:35:15 +0300 Subject: [PATCH 45/50] fixes tokenizer --- .../models/phi4/test_phi4_tokenizer.py | 18 +- torchtune/models/phi4/_tokenizer.py | 192 ++++-------------- .../modules/transforms/tokenizers/_gpt2.py | 3 +- 3 files changed, 45 insertions(+), 168 deletions(-) diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py index 69f6b213a2..edb401f351 100644 --- a/tests/torchtune/models/phi4/test_phi4_tokenizer.py +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -16,8 +16,7 @@ class TestPhi4MiniTokenizer: @pytest.fixture def tokenizer(self): - # Pretrained tiktoken model generated via the script in - # https://gist.github.com/ebsmothers/54b133dd87db6679b14318545aaa2de4 + # GPT2BaseTokenizer return phi4_14b_tokenizer( vocab_path=(ASSETS / "vocab.json"), merges_path=(ASSETS / "merges.txt"), @@ -26,7 +25,7 @@ def tokenizer(self): @pytest.fixture def expected_tokens(self): # fmt: off - tokens = [100257, 100264, 9125, 100265, 198, 2675, 527, 264, 11190, 18328, 100266, 198, 100264, 882, 100265, 198, 14149, 28514, 374, 279, 1888, 6875, 100266, 198, 100264, 78191, 100265, 198, 9642, 433, 374, 100266, 198, 100265] + tokens = [100264, 9125, 100266, 2675, 527, 264, 11190, 18328, 100265, 100264, 882, 100266, 14149, 28514, 374, 279, 1888, 6875, 0, 100265, 100264, 78191, 100266, 9642, 11, 433, 374, 0, 100265] # fmt: on return tokens @@ -45,12 +44,13 @@ def test_tokenize_messages(self, tokenizer, expected_tokens): ] tokens, mask = tokenizer.tokenize_messages(messages, add_eos=True) - expected_mask = [True] * 24 + [False] * 10 + expected_mask = [True] * 20 + [False] * 10 assert expected_tokens == tokens assert expected_mask == mask def test_tokenize_messages_no_system_prompt(self, tokenizer): messages = [ + Message(role="system", content="You are a helpful assistant", masked=True), Message( role="user", content="Pytorch is the best library!", @@ -66,10 +66,10 @@ def test_tokenize_messages_no_system_prompt(self, tokenizer): ) # fmt: off - expected_tokens = [100257, 100264, 882, 100265, 198, 14149, 28514, 374, 279, 1888, 6875, 100266, 198, 100264, 78191, 100265, 198, 9642, 433, 374, 100266, 198, 100265] + expected_tokens = [100264, 882, 100266, 14149, 28514, 374, 279, 1888, 6875, 0, 100265, 100264, 78191, 100266, 9642, 11, 433, 374, 0, 100265] # fmt: on - expected_mask = [True] * 13 + [False] * 10 + expected_mask = [True] * 11 + [False] * 10 assert expected_tokens == tokens assert expected_mask == mask @@ -94,10 +94,10 @@ def test_tokenize_message_drop_eos(self, tokenizer, expected_tokens): tokens, mask = tokenizer.tokenize_messages(messages, add_eos=False) # fmt: off - expected_tokens = [100257, 100264, 9125, 100265, 198, 2675, 527, 264, 11190, 18328, 100266, 198, 100264, 882, 100265, 198, 14149, 28514, 374, 279, 1888, 6875, 100266, 198, 100264, 78191, 100265, 198, 9642, 433, 374, 100266, 198, 100265] + expected_tokens = [100264, 9125, 100266, 2675, 527, 264, 11190, 18328, 100264, 882, 100266, 14149, 28514, 374, 279, 1888, 6875, 0, 100264, 78191, 100266, 9642, 11, 433, 374, 0] # fmt: on - expected_mask = [True] * 24 + [False] * 9 + expected_mask = [True] * 18 + [False] * 8 # Drop eos token. - assert expected_tokens[:-1] == tokens + assert expected_tokens == tokens assert expected_mask == mask diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index 9eb8023078..d7215beb1a 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -6,9 +6,7 @@ from typing import Any, Dict, List, Mapping, Optional, Tuple -from torchtune.data._messages import Message -from torchtune.data._prompt_templates import PromptTemplate -from torchtune.data._utils import truncate +from torchtune.data import Message, PromptTemplate, truncate from torchtune.modules.tokenizers import ModelTokenizer from torchtune.modules.transforms import Transform from torchtune.modules.transforms.tokenizers import GPT2BaseTokenizer @@ -28,12 +26,13 @@ "<|endofprompt|>": 100276, } -# Adding other <|dummy_x|> - -for token_id in range(100266, 100351): +# Add all +current_dummy_index = 4 +for token_id in range(100267, 100352): if token_id == 100276: - continue - PHI4_SPECIAL_TOKENS[f"<|dummy_{87 - (100350 - token_id)}|>"] = token_id + 1 + continue # Skip the token_id that's already assigned to <|endofprompt|> + PHI4_SPECIAL_TOKENS[f"<|dummy_{current_dummy_index}|>"] = token_id + current_dummy_index += 1 CL100K_PATTERN = r"""(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\r\n\p{L}\p{N}]?\p{L}+|\p{N}{1,3}| ?[^\s\p{L}\p{N}]+[\r\n]*|\s*[\r\n]+|\s+(?!\S)|\s+""" # noqa @@ -45,26 +44,11 @@ class Phi4MiniTokenizer(ModelTokenizer, Transform): Args: merges_path (str): Path to merges.txt file. vocab_path (str): Path to vocab.json file. - special_tokens (Optional[Dict[str, int]]): mapping containing special text tokens and + special_tokens (Optional[Dict[str, int]]): Mapping containing special text tokens and their registered token IDs. If left as None, this will be set to the canonical Phi4 special tokens. - max_seq_len (Optional[int]): A max sequence length to truncate tokens to. - Default: None - prompt_template (Optional[PromptTemplate]): template used to format the messages based on their role. This is used - to add structured text around the actual messages. The structured text is used in three scenarios: - - - Task-specific templates to gear models for a particular task that it will expect after training - - Model-specific templates that are required whenever the model is prompted, such as the [INST] - tags in Llama2 and in Mistral - - Community standardized templates, such as :class:`~torchtune.data.ChatMLTemplate` - - The extra text will still get tokenized as normal text, not as special tokens. Default is None. - - Examples: - >>> tokenizer = Phi4MiniTokenizer(vocab_path="vocab.json", merges_path="merges.txt") - >>> tokenized_text = tokenizer.encode("Hello world!", add_bos=True, add_eos=True) - >>> print(tokenized_text) - [1, 31587, 29644, 102, 2] + max_seq_len (Optional[int]): Max sequence length to truncate tokens to. + prompt_template (Optional[PromptTemplate]): Template used to format the messages based on their role. """ def __init__( @@ -75,20 +59,15 @@ def __init__( max_seq_len: Optional[int] = None, prompt_template: Optional[PromptTemplate] = None, ): - self.special_tokens = ( - special_tokens if special_tokens is not None else PHI4_SPECIAL_TOKENS - ) + self.special_tokens = special_tokens or PHI4_SPECIAL_TOKENS - # Use custom EOS, BOS and pad ids instead of TikToken's + # Use custom EOS, BOS, and pad ids instead of GPT2 self.eos_id = self.special_tokens["<|im_end|>"] self.bos_id = self.special_tokens["<|endoftext|>"] self.pad_id = self.special_tokens["<|dummy_85|>"] - # During generation, stop when eos_id is encountered self.stop_tokens = [self.eos_id] - self.max_seq_len = max_seq_len - self.prompt_template = prompt_template self.tokenizer_model = GPT2BaseTokenizer( @@ -105,49 +84,23 @@ def vocab_size(self): return self.tokenizer_model.vocab_size def encode( - self, - text: str, - add_bos: bool = True, - add_eos: bool = True, + self, text: str, add_bos: bool = True, add_eos: bool = True ) -> List[int]: - return self.tokenizer_model.encode( - text=text, - add_bos=add_bos, - add_eos=add_eos, - ) + return self.tokenizer_model.encode(text=text, add_bos=add_bos, add_eos=add_eos) def decode(self, ids: List[int], skip_special_tokens: bool = True) -> str: - """Decode token IDs to strings. - - Args: - ids (List[int]): The input token IDs to be decoded. - skip_special_tokens (bool): Whether to show or skip special tokens in the decoded string. - Default is True. - - Returns: - str: The decoded text. - """ - ids_for_decode = [] - for token_id in ids: - # Filter out special tokens and the placeholder tokens added - # by the Phi4 team - if skip_special_tokens and (token_id >= 100_256 and token_id <= 100_351): - continue - else: - ids_for_decode.append(token_id) + """Decode token IDs to strings.""" + ids_for_decode = [ + token_id + for token_id in ids + if not (skip_special_tokens and 100_256 <= token_id <= 100_351) + ] return self.tokenizer_model.decode(ids_for_decode) def _tokenize_header(self, role: str) -> list: - tokenized_messages = [] - tokenized_messages.append(self.special_tokens["<|im_start|>"]) - encoded = self.encode( - role, - add_bos=False, - add_eos=False, - ) - - tokenized_messages.extend(encoded) - tokenized_messages.append(self.special_tokens["<|im_end|>"]) + tokenized_messages = [self.special_tokens["<|im_start|>"]] + tokenized_messages.extend(self.encode(role, add_bos=False, add_eos=False)) + tokenized_messages.append(self.special_tokens["<|im_sep|>"]) return tokenized_messages def tokenize_messages( @@ -157,110 +110,45 @@ def tokenize_messages( add_eos: bool = False, ignore_system_prompt: bool = False, ) -> Tuple[List[int], List[bool]]: - r"""Tokenize a list of messages one at a time then concatenate them, - returning a list of tokens and a list of masks. - - Example: - >>> tokenizer = Phi4MiniTokenizer(tokenizer_path, max_seq_len) - >>> messages = [ - Message(role="system", content="system message\n", masked=True), - Message(role="user", content="user prompt\n", masked=True), - Message(role="assistant", content="assistant response\n"), - ] - - >>> # tokenize_messages encodes messages separately and concats - >>> tokenizer.tokenize_messages(messages)[0] - [1, 1788, 2643, 13, 1792, 9508, 13, 465, 22137, 2933, 2] - - >>> # Same result as encoding the full string in one go - >>> tokenizer.encode(''.join([message.content for message in messages])) - [1, 1788, 2643, 13, 1792, 9508, 13, 465, 22137, 2933, 2] - - - Args: - messages (List[Message]): A list of messages, each containing role, content, - and masked attributes. - add_eos (bool): Whether to append EOS after assistant message, default to False - ignore_system_prompt (bool): Whether to ignore system prompt, defaults to False. - - Raises: - RuntimeError: If the message type is unsupported. - - Returns: - Tuple[List[int], List[bool]]: The tokenized messages - """ templated_messages = ( - self.prompt_template(messages) - if self.prompt_template is not None - else messages + self.prompt_template(messages) if self.prompt_template else messages ) - start_of_turn = True - end_of_turn = False tokenized_messages = [] mask = [] - # The chat template in HF adds a bunch of newlines - new_line_token_id = self.encode("\n", add_bos=False, add_eos=False) - for message in templated_messages: - # Skip system prompt if ignore_system_prompt and message.role == "system": continue - # Prepend BOS on start of new turns - if start_of_turn: - tokenized_messages.append(self.bos_id) - mask.append(message.masked) - - if message.role == "assistant": - end_of_turn = True - - # Add special tokens tokenized_header = self._tokenize_header(message.role) - tokenized_messages.extend(tokenized_header) + mask.extend([message.masked] * len(tokenized_header)) - # Minus 1, because the len(tokenized_header) is bigger then 1. - mask.extend([message.masked] * (len(tokenized_header) - 1)) - mask.append(message.masked) - - # Add new line token - tokenized_messages.extend(new_line_token_id) - mask.extend([message.masked] * len(new_line_token_id)) - - # Tokenize current message, append with masks tokens = [] for item in message.content: if item["type"] == "text": - tokens = tokens + self.encode( - item["content"].rstrip(" "), - add_bos=False, - add_eos=False, + tokens += self.encode( + item["content"].rstrip(" "), add_bos=False, add_eos=False ) else: raise RuntimeError( f"Unsupported message content type: {item['type']}" ) - tokens = tokens + [self.special_tokens["<|im_sep|>"]] + new_line_token_id + if add_eos: + tokens.append(self.special_tokens["<|im_end|>"]) + tokenized_messages.extend(tokens) mask.extend([message.masked] * len(tokens)) - # If assistant message, append EOS at end - if end_of_turn and add_eos: - tokenized_messages.append(self.eos_id) + if add_eos and message.role == "assistant": mask.append(message.masked) - end_of_turn = False - start_of_turn = True - else: - start_of_turn = False - # Break out early if we reach max_seq_len if self.max_seq_len and len(tokenized_messages) >= self.max_seq_len: break - # Finally, truncate if necessary + # Finnaly, truncate if necessary. if self.max_seq_len and len(tokenized_messages) >= self.max_seq_len: tokenized_messages = truncate( tokenized_messages, self.max_seq_len, self.eos_id if add_eos else None @@ -269,21 +157,9 @@ def tokenize_messages( return tokenized_messages, mask - def __call__( - self, sample: Mapping[str, Any], inference: bool = False - ) -> Mapping[str, Any]: + def __call__(self, sample: Mapping[str, Any]) -> Mapping[str, Any]: """ - Apply ``tokenize_messages`` to the "messages" field in the sample. - - Args: - sample (Mapping[str, Any]): A sample with a "messages" field containing - a List[Message] to tokenize - inference (bool): Whether the template is being used for inference or not. - - Returns: - Mapping[str, Any]: The sample with added "tokens" and "mask" fields - and the "messages" field removed. - inference (bool): Whether the template is being used for inference or not. + Apply `tokenize_messages` to the "messages" field in the sample. """ messages = sample.pop("messages") tokens, mask = self.tokenize_messages(messages) diff --git a/torchtune/modules/transforms/tokenizers/_gpt2.py b/torchtune/modules/transforms/tokenizers/_gpt2.py index d9e78f1422..357d2e596a 100644 --- a/torchtune/modules/transforms/tokenizers/_gpt2.py +++ b/torchtune/modules/transforms/tokenizers/_gpt2.py @@ -98,7 +98,8 @@ def __init__( # Should have added re.IGNORECASE so BPE merges can happen for capitalized versions of contractions # We do not use external regex library, so this is slightly modified version of the original line self.pat = re.compile( - r"""'s|'t|'re|'ve|'m|'ll|'d| ?[^\W\d_]+| ?\d+| ?[^\s\W\d_]+|\s+(?!\S)|\s+""" + r"""'s|'t|'re|'ve|'m|'ll|'d| ?[\w]+| ?\d+| ?[^\s\w\d]+|\s+(?!\S)|\s+""", + re.UNICODE, ) self.unk_id = unk_id From 2002f50d79ffb2e6912a661450f41a34c03f4ff3 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 17:43:11 +0300 Subject: [PATCH 46/50] fix gpt2tokenizer test --- tests/torchtune/modules/tokenizers/test_gpt2.py | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/tests/torchtune/modules/tokenizers/test_gpt2.py b/tests/torchtune/modules/tokenizers/test_gpt2.py index 2979104578..e6fee2c679 100644 --- a/tests/torchtune/modules/tokenizers/test_gpt2.py +++ b/tests/torchtune/modules/tokenizers/test_gpt2.py @@ -16,7 +16,6 @@ def tokenizer(self): tokenizer = GPT2BaseTokenizer( ASSETS / "vocab.json", ASSETS / "merges.txt", - "replace", 1, 1, 1, @@ -29,37 +28,43 @@ def test_encode(self, tokenizer): tokenizer.bos_id, 9906, 1917, + 0, tokenizer.eos_id, ] assert tokenizer.encode("Hello world!", add_eos=False) == [ tokenizer.bos_id, 9906, 1917, + 0, ] assert tokenizer.encode("Hello world!", add_bos=False) == [ 9906, 1917, + 0, tokenizer.eos_id, ] assert tokenizer.encode("Hello world!", add_eos=False, add_bos=False) == [ 9906, 1917, + 0, ] def test_decode(self, tokenizer): tokens = [ 9906, 1917, + 0, ] - assert tokenizer.decode(tokens) == ["Hello", "Ġworld"] + assert tokenizer.decode(tokens) == ["Hello", "Ġworld", "!"] assert tokenizer.decode( tokenizer.encode("Hello world!", add_eos=False, add_bos=False) - ) == ["Hello", "Ġworld"] + ) == ["Hello", "Ġworld", "!"] assert tokenizer.decode(tokenizer.encode("Hello world!")) == [ '"', "Hello", "Ġworld", + "!", '"', ] From 01ac202ed8bcc22eb89cb32ad8342ebf3f118445 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 18:24:04 +0300 Subject: [PATCH 47/50] fix lora config --- recipes/configs/phi4/mini_lora.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/recipes/configs/phi4/mini_lora.yaml b/recipes/configs/phi4/mini_lora.yaml index 37d30a3384..9ebbed7529 100644 --- a/recipes/configs/phi4/mini_lora.yaml +++ b/recipes/configs/phi4/mini_lora.yaml @@ -21,7 +21,7 @@ output_dir: /tmp/torchtune/phi-4/lora # /tmp may be deleted by your system. Chan # Model arguments model: - _component_: torchtune.models.phi4.lora_phi4 + _component_: torchtune.models.phi4.lora_phi4_14b lora_attn_modules: ['q_proj', 'v_proj', 'output_proj'] apply_lora_to_mlp: True apply_lora_to_output: False @@ -31,7 +31,7 @@ model: # Tokenizer tokenizer: - _component_: torchtune.models.phi4.phi4_tokenizer + _component_: torchtune.models.phi4.phi4_14b_tokenizer vocab_path: /tmp/phi-4/vocab.json merges_path: /tmp/phi-4/merges.txt max_seq_len: null From 6003044b6a9dcfb8dbcf8bc11e5fe436bd42779c Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 18:26:04 +0300 Subject: [PATCH 48/50] renamings --- recipes/configs/phi4/{mini_full.yaml => full.yaml} | 4 ++-- .../phi4/{mini_full_low_memory.yaml => full_low_memory.yaml} | 4 ++-- recipes/configs/phi4/{mini_lora.yaml => lora.yaml} | 4 ++-- .../{mini_lora_single_device.yaml => lora_single_device.yaml} | 4 ++-- ...mini_qlora_single_device.yaml => qlora_single_device.yaml} | 4 ++-- 5 files changed, 10 insertions(+), 10 deletions(-) rename recipes/configs/phi4/{mini_full.yaml => full.yaml} (97%) rename recipes/configs/phi4/{mini_full_low_memory.yaml => full_low_memory.yaml} (93%) rename recipes/configs/phi4/{mini_lora.yaml => lora.yaml} (97%) rename recipes/configs/phi4/{mini_lora_single_device.yaml => lora_single_device.yaml} (94%) rename recipes/configs/phi4/{mini_qlora_single_device.yaml => qlora_single_device.yaml} (94%) diff --git a/recipes/configs/phi4/mini_full.yaml b/recipes/configs/phi4/full.yaml similarity index 97% rename from recipes/configs/phi4/mini_full.yaml rename to recipes/configs/phi4/full.yaml index ed1e889429..4d58ac7151 100644 --- a/recipes/configs/phi4/mini_full.yaml +++ b/recipes/configs/phi4/full.yaml @@ -6,12 +6,12 @@ # tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # Run this config on 4 GPUs using the following: -# tune run --nproc_per_node 4 full_finetune_distributed --config phi4/mini_full +# tune run --nproc_per_node 4 full_finetune_distributed --config phi4/full # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run --nproc_per_node 4 full_finetune_distributed --config phi4/mini_full checkpointer.checkpoint_dir= +# tune run --nproc_per_node 4 full_finetune_distributed --config phi4/full checkpointer.checkpoint_dir= # # This config works best when the model is being fine-tuned on 2+ GPUs. # Single device full finetuning requires more memory optimizations. It's diff --git a/recipes/configs/phi4/mini_full_low_memory.yaml b/recipes/configs/phi4/full_low_memory.yaml similarity index 93% rename from recipes/configs/phi4/mini_full_low_memory.yaml rename to recipes/configs/phi4/full_low_memory.yaml index bdc82bcc5d..cb2dff17de 100644 --- a/recipes/configs/phi4/mini_full_low_memory.yaml +++ b/recipes/configs/phi4/full_low_memory.yaml @@ -10,12 +10,12 @@ # pip install bitsandbytes # # To launch on a single device, run the following command from root: -# tune run full_finetune_single_device --config phi4/mini_full_low_memory +# tune run full_finetune_single_device --config phi4/full_low_memory # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run full_finetune_single_device --config phi4/mini_full_low_memory checkpointer.checkpoint_dir= +# tune run full_finetune_single_device --config phi4/full_low_memory checkpointer.checkpoint_dir= # # This config works only for training on single device. diff --git a/recipes/configs/phi4/mini_lora.yaml b/recipes/configs/phi4/lora.yaml similarity index 97% rename from recipes/configs/phi4/mini_lora.yaml rename to recipes/configs/phi4/lora.yaml index 9ebbed7529..6c53b8fab7 100644 --- a/recipes/configs/phi4/mini_lora.yaml +++ b/recipes/configs/phi4/lora.yaml @@ -6,12 +6,12 @@ # tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # To launch on 2 devices, run the following command from root: -# tune run --nproc_per_node 2 lora_finetune_distributed --config phi4/mini_lora +# tune run --nproc_per_node 2 lora_finetune_distributed --config phi4/lora # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run --nproc_per_node 2 lora_finetune_distributed --config phi4/mini_lora checkpointer.checkpoint_dir= +# tune run --nproc_per_node 2 lora_finetune_distributed --config phi4/lora checkpointer.checkpoint_dir= # # This config works best when the model is being fine-tuned on 2+ GPUs. # For single device LoRA finetuning please use mini_lora_single_device.yaml diff --git a/recipes/configs/phi4/mini_lora_single_device.yaml b/recipes/configs/phi4/lora_single_device.yaml similarity index 94% rename from recipes/configs/phi4/mini_lora_single_device.yaml rename to recipes/configs/phi4/lora_single_device.yaml index f1b7b31a56..eb40abcaaf 100644 --- a/recipes/configs/phi4/mini_lora_single_device.yaml +++ b/recipes/configs/phi4/lora_single_device.yaml @@ -6,12 +6,12 @@ # tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # To launch on a single device, run the following command from root: -# tune run lora_finetune_single_device --config phi4/mini_lora_single_device +# tune run lora_finetune_single_device --config phi4/lora_single_device # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run lora_finetune_single_device --config phi4/mini_lora_single_device checkpointer.checkpoint_dir= +# tune run lora_finetune_single_device --config phi4/lora_single_device checkpointer.checkpoint_dir= # # This config works only for training on single device. diff --git a/recipes/configs/phi4/mini_qlora_single_device.yaml b/recipes/configs/phi4/qlora_single_device.yaml similarity index 94% rename from recipes/configs/phi4/mini_qlora_single_device.yaml rename to recipes/configs/phi4/qlora_single_device.yaml index 6fa3ea7fa6..20b237de61 100644 --- a/recipes/configs/phi4/mini_qlora_single_device.yaml +++ b/recipes/configs/phi4/qlora_single_device.yaml @@ -6,12 +6,12 @@ # tune download microsoft/phi-4 --output-dir /tmp/phi-4 --hf-token # # To launch on a single device, run the following command from root: -# tune run lora_finetune_single_device --config phi4/mini_qlora_single_device +# tune run lora_finetune_single_device --config phi4/qlora_single_device # # You can add specific overrides through the command line. For example # to override the checkpointer directory while launching training # you can run: -# tune run lora_finetune_single_device --config phi4/mini_qlora_single_device checkpointer.checkpoint_dir= +# tune run lora_finetune_single_device --config phi4/qlora_single_device checkpointer.checkpoint_dir= # # This config works only for training on single device. From 7aea0ca0b21f70b683636b9db9fb7e3d8650109c Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 18:45:42 +0300 Subject: [PATCH 49/50] fix phi4 drop eos + test --- tests/torchtune/models/phi4/test_phi4_tokenizer.py | 13 ++++--------- torchtune/models/phi4/_tokenizer.py | 7 +++---- 2 files changed, 7 insertions(+), 13 deletions(-) diff --git a/tests/torchtune/models/phi4/test_phi4_tokenizer.py b/tests/torchtune/models/phi4/test_phi4_tokenizer.py index edb401f351..55503a5b7f 100644 --- a/tests/torchtune/models/phi4/test_phi4_tokenizer.py +++ b/tests/torchtune/models/phi4/test_phi4_tokenizer.py @@ -44,7 +44,7 @@ def test_tokenize_messages(self, tokenizer, expected_tokens): ] tokens, mask = tokenizer.tokenize_messages(messages, add_eos=True) - expected_mask = [True] * 20 + [False] * 10 + expected_mask = [True] * 20 + [False] * 9 assert expected_tokens == tokens assert expected_mask == mask @@ -69,7 +69,7 @@ def test_tokenize_messages_no_system_prompt(self, tokenizer): expected_tokens = [100264, 882, 100266, 14149, 28514, 374, 279, 1888, 6875, 0, 100265, 100264, 78191, 100266, 9642, 11, 433, 374, 0, 100265] # fmt: on - expected_mask = [True] * 11 + [False] * 10 + expected_mask = [True] * 11 + [False] * 9 assert expected_tokens == tokens assert expected_mask == mask @@ -92,12 +92,7 @@ def test_tokenize_message_drop_eos(self, tokenizer, expected_tokens): ] tokens, mask = tokenizer.tokenize_messages(messages, add_eos=False) - - # fmt: off - expected_tokens = [100264, 9125, 100266, 2675, 527, 264, 11190, 18328, 100264, 882, 100266, 14149, 28514, 374, 279, 1888, 6875, 0, 100264, 78191, 100266, 9642, 11, 433, 374, 0] - # fmt: on - - expected_mask = [True] * 18 + [False] * 8 + expected_mask = [True] * 20 + [False] * 8 # Drop eos token. - assert expected_tokens == tokens + assert expected_tokens[:-1] == tokens assert expected_mask == mask diff --git a/torchtune/models/phi4/_tokenizer.py b/torchtune/models/phi4/_tokenizer.py index d7215beb1a..7796169172 100644 --- a/torchtune/models/phi4/_tokenizer.py +++ b/torchtune/models/phi4/_tokenizer.py @@ -136,15 +136,14 @@ def tokenize_messages( f"Unsupported message content type: {item['type']}" ) - if add_eos: + if add_eos and message.role == "assistant": + tokens.append(self.special_tokens["<|im_end|>"]) + elif message.role != "assistant": tokens.append(self.special_tokens["<|im_end|>"]) tokenized_messages.extend(tokens) mask.extend([message.masked] * len(tokens)) - if add_eos and message.role == "assistant": - mask.append(message.masked) - if self.max_seq_len and len(tokenized_messages) >= self.max_seq_len: break From 4f38c14726723304671bd0adfbafffde65040610 Mon Sep 17 00:00:00 2001 From: Mark Obozov Date: Tue, 11 Feb 2025 19:46:13 +0300 Subject: [PATCH 50/50] recipe registry --- torchtune/_recipe_registry.py | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/torchtune/_recipe_registry.py b/torchtune/_recipe_registry.py index cb71991771..a675b64dfa 100644 --- a/torchtune/_recipe_registry.py +++ b/torchtune/_recipe_registry.py @@ -60,8 +60,8 @@ class Recipe: file_path="phi3/mini_full_low_memory.yaml", ), Config( - name="phi4/mini_full_low_memory", - file_path="phi4/mini_full_low_memory.yaml", + name="phi4/full_low_memory", + file_path="phi4/full_low_memory.yaml", ), Config( name="qwen2/7B_full_single_device", @@ -122,7 +122,7 @@ class Recipe: Config(name="gemma2/9B_full", file_path="gemma2/9B_full.yaml"), Config(name="gemma2/27B_full", file_path="gemma2/27B_full.yaml"), Config(name="phi3/mini_full", file_path="phi3/mini_full.yaml"), - Config(name="phi4/mini_full", file_path="phi4/mini_full.yaml"), + Config(name="phi4/full", file_path="phi4/full.yaml"), Config(name="qwen2/7B_full", file_path="qwen2/7B_full.yaml"), Config(name="qwen2/0.5B_full", file_path="qwen2/0.5B_full.yaml"), Config(name="qwen2/1.5B_full", file_path="qwen2/1.5B_full.yaml"), @@ -262,12 +262,12 @@ class Recipe: file_path="phi3/mini_qlora_single_device.yaml", ), Config( - name="phi4/mini_lora_single_device", - file_path="phi4/mini_lora_single_device.yaml", + name="phi4/lora_single_device", + file_path="phi4/lora_single_device.yaml", ), Config( - name="phi4/mini_qlora_single_device", - file_path="phi4/mini_qlora_single_device.yaml", + name="phi4/qlora_single_device", + file_path="phi4/qlora_single_device.yaml", ), Config( name="qwen2/7B_lora_single_device", @@ -399,7 +399,7 @@ class Recipe: Config(name="gemma2/9B_lora", file_path="gemma2/9B_lora.yaml"), Config(name="gemma2/27B_lora", file_path="gemma2/27B_lora.yaml"), Config(name="phi3/mini_lora", file_path="phi3/mini_lora.yaml"), - Config(name="phi4/mini_lora", file_path="phi4/mini_lora.yaml"), + Config(name="phi4/lora", file_path="phi4/lora.yaml"), Config(name="qwen2/7B_lora", file_path="qwen2/7B_lora.yaml"), Config(name="qwen2/0.5B_lora", file_path="qwen2/0.5B_lora.yaml"), Config(name="qwen2/1.5B_lora", file_path="qwen2/1.5B_lora.yaml"),