diff --git a/cli/alora/train.py b/cli/alora/train.py index 212e0c6fe..12cd8be2d 100644 --- a/cli/alora/train.py +++ b/cli/alora/train.py @@ -19,6 +19,7 @@ from transformers import ( AutoModelForCausalLM, AutoTokenizer, + PreTrainedTokenizerBase, TrainerCallback, TrainerControl, TrainerState, @@ -47,7 +48,7 @@ def load_dataset_from_json( - json_path: str, tokenizer: AutoTokenizer, invocation_prompt: str + json_path: str, tokenizer: PreTrainedTokenizerBase, invocation_prompt: str ) -> Dataset: """Load a JSONL dataset and format it for SFT training. @@ -218,7 +219,6 @@ def train_model( base_model, padding_side="right", trust_remote_code=True ) tokenizer.pad_token = tokenizer.eos_token - tokenizer.add_special_tokens = False dataset = load_dataset_from_json(dataset_path, tokenizer, invocation_prompt) dataset = dataset.shuffle(seed=42) diff --git a/docs/docs/advanced/prefix-caching-and-kv-blocks.md b/docs/docs/advanced/prefix-caching-and-kv-blocks.md index 04e7fc7d0..902ed9109 100644 --- a/docs/docs/advanced/prefix-caching-and-kv-blocks.md +++ b/docs/docs/advanced/prefix-caching-and-kv-blocks.md @@ -63,7 +63,7 @@ When a prompt contains a mix of cached and uncached blocks, Mellea: 2. Runs forward passes on uncached blocks. 3. Retrieves stored `DynamicCache` for cached blocks. 4. **Smashes** (concatenates) all KV caches along the time axis using - `merge_dynamic_caches()`. + `merge_dynamic_caches_v5()`. 5. Passes the merged cache plus the combined input IDs to the generation step. The result is identical to a single full-context forward pass, with the prefill diff --git a/docs/kv_smash/kv_with_chat.py b/docs/kv_smash/kv_with_chat.py index 7f43c5398..3e3d91527 100644 --- a/docs/kv_smash/kv_with_chat.py +++ b/docs/kv_smash/kv_with_chat.py @@ -1,7 +1,7 @@ import torch from mellea.backends.huggingface import LocalHFBackend -from mellea.backends.kv_block_helpers import DynamicCache, merge_dynamic_caches +from mellea.backends.kv_block_helpers import DynamicCache, merge_dynamic_caches_v5 from mellea.backends.model_ids import IBM_GRANITE_4_HYBRID_MICRO backend = LocalHFBackend(model_id=IBM_GRANITE_4_HYBRID_MICRO) @@ -30,7 +30,7 @@ def cache(s: str, store=True) -> DynamicCache: def merge(toks, dcs): merged_toks = torch.cat([t["input_ids"] for t in toks], dim=1) merged_masks = torch.cat([t["attention_mask"] for t in toks], dim=1) - merged_dcs = merge_dynamic_caches(dcs) + merged_dcs = merge_dynamic_caches_v5(dcs) return merged_toks, merged_masks, merged_dcs @@ -89,7 +89,7 @@ def merge(toks, dcs): # Merge everything together. merged_toks = torch.cat([toks["input_ids"] for toks in tok_parts], dim=1) merged_masks = torch.cat([toks["attention_mask"] for toks in tok_parts], dim=1) -merged_dcs = merge_dynamic_caches(dc_parts) +merged_dcs = merge_dynamic_caches_v5(dc_parts) # crop the last KV for safety. merged_dcs.crop(-1) diff --git a/docs/kv_smash/kvcache.py b/docs/kv_smash/kvcache.py index 83f226cf1..850bff7b5 100644 --- a/docs/kv_smash/kvcache.py +++ b/docs/kv_smash/kvcache.py @@ -4,17 +4,20 @@ # "mellea[hf]", # ] # /// +from typing import cast + import torch -from transformers import AutoModelForCausalLM, AutoTokenizer, PreTrainedTokenizer -from transformers.generation import GenerateDecoderOnlyOutput +from transformers import AutoModelForCausalLM, AutoTokenizer, PreTrainedTokenizerBase +from transformers.generation.utils import GenerateDecoderOnlyOutput +from transformers.modeling_utils import PreTrainedModel -from mellea.backends.kv_block_helpers import DynamicCache, merge_dynamic_caches +from mellea.backends.kv_block_helpers import DynamicCache, merge_dynamic_caches_v5 model_id = "ibm-granite/granite-4.0-tiny-preview" device = torch.device("mps") -model = AutoModelForCausalLM.from_pretrained(model_id) +model: PreTrainedModel = AutoModelForCausalLM.from_pretrained(model_id) # type: ignore[assignment] # model = model.to(device=device) # this part does not pass mypy; possible misconfiguration -tokenizer: PreTrainedTokenizer = AutoTokenizer.from_pretrained(model_id) +tokenizer: PreTrainedTokenizerBase = AutoTokenizer.from_pretrained(model_id) def cache(toks) -> DynamicCache: @@ -34,7 +37,7 @@ def merge(strs: list[str]): merged_toks = torch.cat([toks["input_ids"] for toks in strs_toks], dim=1) merged_masks = torch.cat([toks["attention_mask"] for toks in strs_toks], dim=1) - merged_dcs = merge_dynamic_caches(strs_dcs) + merged_dcs = merge_dynamic_caches_v5(strs_dcs) return merged_toks, merged_masks, merged_dcs @@ -45,7 +48,7 @@ def merge(strs: list[str]): merged_dcs.crop(-1) # GenerateDecoderOnlyOutput | GenerateEncoderDecoderOutput | GenerateBeamDecoderOnlyOutput | GenerateBeamEncoderDecoderOutput | LongTensor -result = model.generate( +result = model.generate( # type: ignore[operator] merged_toks.to(model.device), attention_mask=merged_masks.to(model.device), past_key_values=merged_dcs, diff --git a/docs/metrics/coverage-current.json b/docs/metrics/coverage-current.json index 62b134beb..d30120d90 100644 --- a/docs/metrics/coverage-current.json +++ b/docs/metrics/coverage-current.json @@ -355,7 +355,7 @@ "TokenizedCacheIterleaving", "LegacyCache", "legacy_cache_smash", - "merge_dynamic_caches", + "merge_dynamic_caches_v5", "tokens_to_legacy_cache" ], "mellea.backends.huggingface.granite_formatters": [ diff --git a/mellea/backends/huggingface.py b/mellea/backends/huggingface.py index 55f85be7b..6901ac7ab 100644 --- a/mellea/backends/huggingface.py +++ b/mellea/backends/huggingface.py @@ -12,7 +12,7 @@ import json import threading from collections.abc import Callable, Coroutine, Sequence -from typing import Any, overload +from typing import Any, cast, overload import llguidance import llguidance.hf @@ -24,7 +24,7 @@ from transformers.generation.streamers import AsyncTextIteratorStreamer from transformers.generation.utils import GenerateDecoderOnlyOutput from transformers.modeling_utils import PreTrainedModel -from transformers.tokenization_utils import PreTrainedTokenizer +from transformers.tokenization_utils_base import PreTrainedTokenizerBase from transformers.trainer_utils import set_seed from ..backends import kv_block_helpers @@ -71,7 +71,7 @@ Huggingface backends can initialize themselves from a model string if the transformers `Auto*` classes can be used. Therefore, a TransformersTorchConfig usually isn't required. However, sometimes a model needs special care to instantiate properly, or a custom device type needs to bse used. Instead of trying to do a lot of partial magic, we basically have two modaliites: either the constructor can figure out everything from the model_id, or the user has to provide an entire config. """ -TransformersTorchConfig = tuple[PreTrainedTokenizer, PreTrainedModel, torch.device] +TransformersTorchConfig = tuple[PreTrainedTokenizerBase, PreTrainedModel, torch.device] format: None = None # typing this variable in order to shadow the global format function and ensure mypy checks for errors @@ -302,8 +302,8 @@ def __init__( self._model: PreTrainedModel = AutoModelForCausalLM.from_pretrained( self._hf_model_id, device_map=str(self._device), torch_dtype="auto" ) - self._tokenizer: PreTrainedTokenizer = AutoTokenizer.from_pretrained( - self._hf_model_id + self._tokenizer: PreTrainedTokenizerBase = ( + AutoTokenizer.from_pretrained(self._hf_model_id) ) case _: self._tokenizer, self._model, self._device = custom_config @@ -726,7 +726,7 @@ def _make_merged_kv_cache( [toks["attention_mask"] for toks in tok_parts], dim=1 ) assert input_ids.shape == attention_mask.shape - merged_cache: DynamicCache = kv_block_helpers.merge_dynamic_caches(dc_parts) + merged_cache: DynamicCache = kv_block_helpers.merge_dynamic_caches_v5(dc_parts) # TODO: also assert that the merged cached is the correct shape given the input_ids and attention_mask shapes. # rewind merged cache by 1 for safety. merged_cache.crop(-1) # type: ignore @@ -973,7 +973,8 @@ async def _generate_from_context_standard( "", # Empty for no adapters. self._model.generate, # type: ignore # Passed as args/kwargs to generate. - input_ids, + inputs=input_ids["input_ids"], + attention_mask=input_ids["attention_mask"], return_dict_in_generate=True, use_cache=self._use_caches, # Only create KV cache if caching is enabled **self._make_backend_specific_and_remove(generate_options), @@ -1045,6 +1046,8 @@ async def processing( input_ids: The prompt token IDs used for decoding; required to slice off the prompt portion from the generated sequences. """ + input_ids_tensor: torch.Tensor = input_ids["input_ids"] + if mot._underlying_value is None: mot._underlying_value = "" @@ -1055,8 +1058,12 @@ async def processing( elif isinstance(chunk, GenerateDecoderOnlyOutput): # Otherwise, it's a non-streaming request. Decode it here. mot._meta["hf_output"] = chunk - mot._underlying_value += self._tokenizer.decode( - chunk.sequences[0, input_ids.shape[1] :], skip_special_tokens=True + mot._underlying_value += cast( + str, + self._tokenizer.decode( + chunk.sequences[0, input_ids_tensor.shape[1] :], + skip_special_tokens=True, + ), ) async def post_processing( diff --git a/mellea/backends/kv_block_helpers.py b/mellea/backends/kv_block_helpers.py index 4388b1222..2f6eb5a17 100644 --- a/mellea/backends/kv_block_helpers.py +++ b/mellea/backends/kv_block_helpers.py @@ -1,80 +1,120 @@ """Low-level utilities for concatenating transformer KV caches (KV smashing). Provides functions for merging ``DynamicCache`` and legacy tuple caches along the -time axis (``merge_dynamic_caches``, ``legacy_cache_smash``), and +time axis (``merge_dynamic_caches_v5``, ``legacy_cache_smash``), and ``tokens_to_legacy_cache`` for converting a tokenized prompt into a prefilled KV cache. These helpers are used internally by local HuggingFace backends that reuse cached prefix computations across multiple generation calls. """ from collections.abc import Iterable -from functools import reduce -from typing import Any +from typing import cast import torch -from transformers import PreTrainedModel -from transformers.cache_utils import DynamicCache -from transformers.tokenization_utils_base import BatchEncoding - -TokenizedCacheIterleaving = Iterable[BatchEncoding | DynamicCache] -LegacyCache = Any - - -def legacy_cache_smash(a: LegacyCache, b: LegacyCache) -> LegacyCache: - """Concatenates two LegacyCache Ks and Vs along the time axis. - - Args: - a: First legacy KV cache (tuple of per-layer (K, V) tensor pairs). - b: Second legacy KV cache to concatenate after ``a``. - - Returns: - New legacy cache with ``b`` appended to ``a`` along the sequence dimension. - """ - legacy_merged = tuple( - (torch.cat([a[i][0], b[i][0]], dim=2), torch.cat([a[i][1], b[i][1]], dim=2)) - for i in range(len(a)) +from transformers import PreTrainedModel, PreTrainedTokenizerBase +from transformers.cache_utils import CacheLayerMixin, DynamicCache +from transformers.generation.utils import GenerateDecoderOnlyOutput + + +@torch.no_grad() +def prefill_cache_v5( + model: PreTrainedModel, + tokenizer: PreTrainedTokenizerBase, + text: str, + device: torch.device, +) -> tuple[dict, DynamicCache]: + """Prefills cache for transformers v5.""" + toks = tokenizer(text, return_tensors="pt") + toks = {k: v.to(device) for k, v in toks.items()} + + dc = DynamicCache() + out = model( + input_ids=toks["input_ids"], + attention_mask=toks["attention_mask"], + past_key_values=dc, + use_cache=True, + ) + dc = out.past_key_values + dc.crop(-1) + return toks, dc # v5 returns DynamicCache (not legacy tuple) + + +def merge_dynamic_caches_v5(caches: Iterable[DynamicCache]) -> DynamicCache: + """Merge multiple v5 DynamicCache objects by concatenating KV states along the time axis.""" + caches = list(caches) + assert len(caches) >= 1 + + for c in caches: + if any( + getattr(layer, "is_sliding", False) for layer in getattr(c, "layers", []) + ): + raise ValueError("Check the issue.") + + merged = DynamicCache() + + # reuse Cache.update() to append each segment's KV to the merged cache per layer. + # DynamicLayer.update(): self.keys = cat([self.keys, key_states], dim=-2). + for c in caches: + for layer_idx, layer in enumerate(c.layers): + if isinstance(layer, CacheLayerMixin): + if layer.keys is None or layer.values is None: + continue + merged.update(layer.keys, layer.values, layer_idx=layer_idx) + + return merged + + +def merge_v5( + model: PreTrainedModel, + tokenizer: PreTrainedTokenizerBase, + strs: list[str], + device: torch.device, +): + """Merges DynamicCache for transformers>=5.0.0.""" + strs_toks, strs_dcs = [], [] + for s in strs: + toks, dc = prefill_cache_v5(model, tokenizer, s, device) + strs_toks.append(toks) + strs_dcs.append(dc) + + merged_toks = torch.cat([t["input_ids"] for t in strs_toks], dim=1) + merged_masks = torch.cat([t["attention_mask"] for t in strs_toks], dim=1) + + merged_dc = merge_dynamic_caches_v5(strs_dcs) + + return merged_toks, merged_masks, merged_dc + + +if __name__ == "__main__": + from mellea.backends.huggingface import LocalHFBackend + from mellea.backends.model_ids import IBM_GRANITE_3_3_8B + + assert IBM_GRANITE_3_3_8B.hf_model_name is not None + backend = LocalHFBackend(model_id=IBM_GRANITE_3_3_8B.hf_model_name) + _model_raw, tokenizer, device = backend._model, backend._tokenizer, backend._device + model = cast(PreTrainedModel, _model_raw) + + docs = [ + "Nathan Fulton is expert in large language models, formal verification, and reinforcement learning. He holds a Ph.D. from Carnegie Mellon University's Computer Science Department and has worked at Amazon Web Services and IBM Research. He currently works at IBM Research - Cambridge.", + "IBM Research has a headquarters at 1101 Kitchawan Rd in Yorktown Heights and a Cambridge office at 314 Main Street in Cambridge, MA.", + "What is the address of Nathan's place of work?", + ] + + merged_tokens, merged_masks, merged_cache = merge_v5( + model, tokenizer, docs, device=backend._device + ) + input_ids = merged_tokens.to(device) + generate_out = cast( + GenerateDecoderOnlyOutput, + model.generate( # type: ignore[operator] + input_ids=input_ids, + use_cache=True, + return_dict_in_generate=True, + past_key_values=merged_cache, + max_new_tokens=512, + ), + ) + result = tokenizer.decode( + generate_out.sequences[0, input_ids.shape[1] :], skip_special_tokens=True ) - return legacy_merged - - -def merge_dynamic_caches(caches: Iterable[DynamicCache]) -> DynamicCache: - """Merges two DynamicCache Ks and Vs along the time axis. - - Args: - caches: Iterable of ``DynamicCache`` objects to merge in order. - - Returns: - A single ``DynamicCache`` with all caches concatenated along the sequence dimension. - """ - legacies = [c.to_legacy_cache() for c in caches] # type: ignore - assert len(legacies) >= 1 - rv = DynamicCache.from_legacy_cache(reduce(legacy_cache_smash, legacies)) # type: ignore - return rv # type: ignore - - -def tokens_to_legacy_cache( - model: PreTrainedModel, device: str, tokens_or_cache: BatchEncoding | DynamicCache -) -> Iterable[LegacyCache]: - """Prefills and returns Ks and Vs as a LegacyCache. - - Args: - model: The HuggingFace model used for prefill. - device: Target device string (e.g. ``"cuda"``, ``"cpu"``). - tokens_or_cache: Either a ``BatchEncoding`` to prefill, or an existing - ``DynamicCache`` to convert directly. - - Returns: - Legacy KV cache representation as a tuple of per-layer (K, V) tensor pairs. - """ - if type(tokens_or_cache) is DynamicCache: - return tokens_or_cache.to_legacy_cache() # type: ignore - else: - tokens = tokens_or_cache - dc = DynamicCache() - with torch.no_grad(): - dc = model( - tokens["input_ids"].to(device), # type: ignore - attention_mask=tokens["attention_mask"].to(device), # type: ignore - past_key_values=dc, - ).past_key_values - return dc.to_legacy_cache() + print(result) diff --git a/mellea/backends/openai.py b/mellea/backends/openai.py index c00e3b7ee..51d59e0d6 100644 --- a/mellea/backends/openai.py +++ b/mellea/backends/openai.py @@ -56,9 +56,6 @@ convert_tools_to_json, ) -if TYPE_CHECKING: - from transformers.tokenization_utils import PreTrainedTokenizer - openai_ollama_batching_error = "json: cannot unmarshal array into Go struct field CompletionRequest.prompt of type string" format: None = None # typing this variable in order to shadow the global format function and ensure mypy checks for errors diff --git a/mellea/formatters/granite/base/util.py b/mellea/formatters/granite/base/util.py index 4da107f0a..f7ab3b86f 100644 --- a/mellea/formatters/granite/base/util.py +++ b/mellea/formatters/granite/base/util.py @@ -427,6 +427,7 @@ def generate_with_transformers( all_logprobs[token_ix][response_tokens[token_ix]].item() for token_ix in range(len(response_tokens)) ] + assert isinstance(response_string, str) token_strings = [response_string[begin:end] for begin, end in token_offsets] token_bytes = [list(s.encode("utf-8")) for s in token_strings] @@ -439,8 +440,8 @@ def generate_with_transformers( torch.nan_to_num(all_logprobs, float("-inf")), other_input["top_logprobs"], ) - top_k_token_strs = [ - [tokenizer.decode(t) for t in row_i] for row_i in top_k_indices + top_k_token_strs: list[list[str]] = [ + [str(tokenizer.decode(t)) for t in row_i] for row_i in top_k_indices ] top_logprobs = [ [ diff --git a/pyproject.toml b/pyproject.toml index afed0b93f..f91317b16 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -45,7 +45,7 @@ hf = [ "datasets>=4.0.0", "llguidance", "peft>=0.18.1", # Native aLoRA support added in PEFT 0.18.0 - "transformers>=4.53.2,<5", + "transformers (>=4.42.0,<6.0.0,!=5.0.*,!=5.1.*,!=5.2.*,!=5.3.*)", "trl==0.19.1", "xgrammar", # Necessary for granite_common intrinsics. 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